Predictive Peaks: Leveraging Machine Learning for Swiss Property Insights

Authors
Affiliation

Urs Hurni

University of Lausanne

Hugo Troendle

Léo Wenger

Published

June 21, 2024

Abstract

This project applies machine learning techniques to predict real estate prices in Switzerland, focusing on a comprehensive dataset scraped from ImmoScout24. It utilizes Linear Regression and Random Forest models to navigate the complexities of the market, enhanced by additional demographic, political, and tax data from the Swiss Federal Statistical Office.

The effectiveness of these models was tested through metrics such as R-squared, RMSE, and MAE, with cross-validation to ensure reliability. The Random Forest model proved superior, particularly in handling the dataset’s complexity and demonstrating a robust capacity to predict real estate prices with considerable accuracy. However, overfitting issues arose. To address this, we attempted to simplify the model as per Occam’s razor by conducting a variety of tests.

These tests showed that creating separate models for each canton and year category provided the least discrepancy. However, an unusual outcome was noted where test metrics occasionally surpassed those of the training set, indicating potential peculiarities in the model’s generalization across different data subsets.

After further refinement, we found that a simpler model significantly reduced this peculiarity. This model used only one canton and one year category. Nevertheless, because Switzerland has 26 cantons and 11 different year categories, creating a specific model for each combination would be a huge and computationally heavy task. Therefore, we designed a model that could be adapted for any year category and canton as desired.

It is therefore recommended to develop models tailored to specific regions to better understand local market trends, which can lead to more accurate predictions and help stakeholders make informed decisions.

The analysis also identified key predictors of price, such as property size, with square meters being the most impactful.

This study highlights the potential of using machine learning for real estate evaluations, suggesting that further enhancements and application of these models could extend their use to other regions or sectors, providing valuable insights for decision-making in real estate investments. Future research could explore incorporating additional variables, other models, and employing newer analytical methods to enhance the models’ accuracy and applicability.

1 Introduction

1.1 Overview and Motivation

1.1.1 Context and Background

The Swiss real estate market is known for its resilience and complexity, making it an ideal candidate for advanced analytical approaches to understand pricing dynamics. This project, part of a Master’s degree course in Machine Learning at the University of Lausanne, aims to leverage data science to predict real estate market prices in Switzerland. This project provides practical and up-to-date insights into real estate valuation.

With housing prices fluctuating due to factors like interest rate changes and demographic shifts, (Credit Suisse), this study could be valuable for investors, policymakers, and academics alike.

1.1.2 Aim Of The Investigation

The main goal of this study is to predict Swiss real estate prices using real-time data from ImmoScout24, one of the biggest, if not the biggest, Swiss real estate website. Specifically, the study aims to answer:

  • How accurately can machine learning models predict the market prices of real estate properties in Switzerland based on current market data?

1.1.3 Description of the Data

The main data set for this study comes from ImmoScout24 and includes variables like price, number of rooms, square meters, address, canton, property type, floor, and year of construction. These data points were collected through a sophisticated scraping algorithm, providing a detailed snapshot of the current market. This comprehensive data set with a granular view of the market is essential for training effective machine learning models.

The additional data sets come from the Swiss Federal Statistical Office. This source was used to create the political, demographic and fiscal landscape surrounding the real estate market.

1.1.4 Methodology

The project uses both supervised and unsupervised machine learning techniques to quantify the impact of various factors on property prices in Switzerland. Unsupervised methods were used to reduce the dimensions of external factors, that were then used along our main data set to train predictive models to understand the complex relationships within the data, allowing for an analysis of both linear dependencies and more intricate interactions, such as how location and property type affect pricing.

1.1.5 Structure of the Report

The report is structured to provide a clear and logical analysis:

  • Section 1: Introduction - Outlines the research context, objectives, and significance.
  • Section 2: Data - Details the sources, nature, and preprocessing of the data used.
  • Section 3: Unsupervised Learning - Applies clustering techniques to understand the political, demographic and fiscal landscape.
  • Section 4: Exploratory Data Analysis (EDA) - Analyzes the data to explore patterns and anomalies.
  • Section 5: Supervised Learning - Discusses the development and validation of predictive models.
  • Section 6: Conclusion - Summarizes the findings, discusses the implications, and suggests areas for further research.

2 Data

  • Sources
  • Description
  • Wrangling/cleaning
  • Spotting mistakes and missing data (could be part of EDA too)
  • Listing anomalies and outliers (could be part of EDA too)

2.1 Properties Dataset

The dataset is stored in CSV format, comprising real estate listings scraped from the ImmoScout24 platform. It features a variety of fields related to property details

Source - ImmoScout24

2.1.1 Raw dataset

Here is the raw dataset:

Click to show code
properties <- read.csv(file.path(here(),"data/properties.csv"))
# show 1000 first rows of properties using reactable

# show 100 first row of cleaned dataset using reactable
reactable(head(properties, 500),
          bordered = TRUE,
          striped = TRUE,
          highlight = TRUE,
          defaultPageSize = 5,
          showPageSizeOptions = TRUE,
          showPagination = TRUE,
          showSortable = TRUE,
          )

The instances in the dataset represent individual property listings. Each row corresponds to a unique listing on ImmoScout24.

Here is the number of observations by canton:

Click to show code
# Create a tibble with cantons and observations
observations_table <- tibble(
  Canton = c("Vaud", "Bern", "Lucerne", "Zurich", "Uri", "Schwyz",
             "Obwalden", "Nidwalden", "Glarus", "St. Gallen", "Grisons", 
             "Aargau", "Thurgau", "Ticino", "Valais", "Neuchatel", 
             "Geneva", "Jura", "Zug", "Fribourg", "Solothurn", 
             "Basel-Stadt", "Basel-Landschaft", "Schaffhausen", 
             "Appenzell-Ausser-Rhoden", "Appenzell-Inner-Rhoden", "Total"),
  Observations = c(3232, 1553, 376, 1191, 71, 93, 29, 51, 55, 757, 405,
                   1481, 553, 4230, 3601, 513, 629, 329, 69, 1242, 590, 
                   149, 705, 118, 102, 12, sum(c(3232, 1553, 376, 1191, 71, 93, 29, 51, 55, 757, 405,
                                               1481, 553, 4230, 3601, 513, 629, 329, 69, 1242, 590, 
                                               149, 705, 118, 102, 12)))
)

# Display the table using kable and kableExtra
observations_table %>%
  kbl(caption = "Number of Observations by Canton") %>%
  kable_styling(position = "center", bootstrap_options = c("striped", "bordered", "hover")) %>%
  add_header_above(c(" " = 1, "Observations" = 1)) # Adds headers spanning columns
Number of Observations by Canton
Observations
Canton Observations
Vaud 3232
Bern 1553
Lucerne 376
Zurich 1191
Uri 71
Schwyz 93
Obwalden 29
Nidwalden 51
Glarus 55
St. Gallen 757
Grisons 405
Aargau 1481
Thurgau 553
Ticino 4230
Valais 3601
Neuchatel 513
Geneva 629
Jura 329
Zug 69
Fribourg 1242
Solothurn 590
Basel-Stadt 149
Basel-Landschaft 705
Schaffhausen 118
Appenzell-Ausser-Rhoden 102
Appenzell-Inner-Rhoden 12
Total 22136

We have 22136 observations in total, distributed across different cantons in Switzerland.

2.1.2 Wrangling and Cleaning

The data cleaning process for our dataset involves several careful steps to prepare the data for accurate analysis and modeling. Initially, we identify and address problematic values in the number_of_rooms field, where non-numeric entries are detected and marked for further cleaning. The price field is then sanitized to remove any non-numeric characters, ensuring all data in this column represent valid numerical values.

  • We exclude properties priced under 20,000 CHF because such low prices are often due to data entry mistakes or listings that do not reflect real market values, which can distort our analysis.

Further cleaning includes standardizing addresses by stripping unwanted characters at the beginning, enhancing uniformity across this variable. We remove rows with any NA values to maintain a dataset with complete cases for analysis. For the square_meters field, we remove non-digit characters and convert the cleansed string to numeric values, discarding any remaining NA entries from this transformation.

  • We remove NA values from the square_meters column to ensure that all entries are complete and usable for accurate modeling and analysis. Incomplete data can lead to errors and unreliable results.

Categorical data in year_category is truncated for consistency and converted into a factor for potential use in modeling. In the number_of_rooms field, non-relevant text (like “rooms” or “room”) is removed, and we discard erroneous data such as entries mistakenly including “m²” or room counts exceeding 100, which are likely due to data entry oversights. If the number of rooms exceeds 27, we divide the value by ten, assuming these were misreported due to decimal placement errors.

Lastly, we enhance the readability and standardization of the canton field by capitalizing each entry, which is important for categorical consistency across the dataset. These steps ensure the dataset’s integrity and readiness for analytical processes, focusing on maintaining a robust, clean, and usable data structure.

Click to show code
# Identify values causing the issue
problematic_values <- properties$number_of_rooms[is.na(as.numeric(properties$number_of_rooms))]
# Replace non-numeric values with NA
#properties$number_of_rooms <- as.numeric(gsub("[^0-9.]", "", properties$number_of_rooms))

# Remove non-numeric characters and convert to numeric
properties$price <- as.numeric(gsub("[^0-9]", "", properties$price))

# Subset the dataset to exclude rows with price < 20000
properties <- properties[properties$price >= 20000, ]

# Subset the dataset to exclude rows with numbers of rooms < 25
#properties <- properties[properties$number_of_rooms <25, ]

# Replace incomplete addresses
properties$address <- gsub("^\\W*[.,0-]\\W*", "", properties$address)

properties_filtered <- na.omit(properties)

properties_filtered$year_category <- substr(properties_filtered$year_category, 1, 9)
# Assuming 'year_category' is a column in the 'properties' dataset
properties_filtered$year_category <- as.factor(properties_filtered$year_category)


# remove m^2 from column 'square_meters'
properties_filtered$square_meters <- as.numeric(gsub("\\D", "", properties_filtered$square_meters))
# print how many NA observations left in square_meters
print(sum(is.na(properties_filtered$square_meters)))
#> [1] 1056
# remove NA
properties_filtered <- properties_filtered[!is.na(properties_filtered$square_meters),]
# add majuscule to canton
properties_filtered$canton <- tools::toTitleCase(properties_filtered$canton)

# # Preprocess the number_of_rooms column
properties_filtered$number_of_rooms <- gsub(" rooms", "", properties_filtered$number_of_rooms)
properties_filtered$number_of_rooms <- gsub(" room", "", properties_filtered$number_of_rooms)
# Remove rows with "m²" in the "number_of_rooms" column
properties_filtered <- properties_filtered[!grepl("m²", properties_filtered$number_of_rooms), ]
properties_filtered$number_of_rooms <- as.numeric(properties_filtered$number_of_rooms)
# Remove rows with rooms >= 100
properties_filtered <- properties_filtered[properties_filtered$number_of_rooms <= 100, , drop = FALSE]
# Divide cells by 10 if number of rooms is more than 27
properties_filtered$number_of_rooms <- ifelse(properties_filtered$number_of_rooms > 27,
                                               properties_filtered$number_of_rooms / 10,
                                               properties_filtered$number_of_rooms)

#remove row with weird number of rooms
properties_filtered <- properties_filtered[properties_filtered$number_of_rooms != 7.6, ]



# properties_filtered$number_of_rooms <- as.character(properties_filtered$number_of_rooms)
# properties_filtered$number_of_rooms <- gsub("\\D", properties_filtered$number_of_rooms)  # Remove non-numeric characters
# properties_filtered$number_of_rooms <- as.numeric(properties_filtered$number_of_rooms)       # Convert to numeric
# properties_filtered$number_of_rooms <- trunc(properties_filtered$number_of_rooms)             # Truncate non-integer values

Here is the cleaned dataset:

Click to show code
# show 100 first row of cleaned dataset using reactable
reactable(head(properties_filtered, 500),
          bordered = TRUE,
          striped = TRUE,
          highlight = TRUE,
          defaultPageSize = 5,
          showPageSizeOptions = TRUE,
          showPagination = TRUE,
          showSortable = TRUE,
          )

Here is a summary of the cleaned dataset:

Click to show code
# Filter properties_filtered to contain only 'price', 'number_of_rooms', 'square_meters'
properties_summary <- properties_filtered[, c('price', 'number_of_rooms', 'square_meters')]

# Summary statistics
summary(properties_summary)
#>      price          number_of_rooms square_meters 
#>  Min.   :   25000   Min.   : 1.00   Min.   :   1  
#>  1st Qu.:  690000   1st Qu.: 3.50   1st Qu.:  99  
#>  Median :  992340   Median : 4.50   Median : 136  
#>  Mean   : 1350852   Mean   : 4.98   Mean   : 160  
#>  3rd Qu.: 1550000   3rd Qu.: 5.50   3rd Qu.: 190  
#>  Max.   :26149500   Max.   :27.00   Max.   :2000

# Data
# Custom summary statistics with provided values
summary_stats <- data.frame(
  Min = c(format(25000, big.mark = "'"), format(1.00, big.mark = "'"), format(1, big.mark = "'")),
  Q1 = c(format(690000, big.mark = "'"), format(3.50, big.mark = "'"), format(99, big.mark = "'")),
  Median = c(format(992340, big.mark = "'"), format(4.50, big.mark = "'"), format(136, big.mark = "'")),
  Mean = c(format(1350852, big.mark = "'"), format(4.98, big.mark = "'"), format(160, big.mark = "'")),
  Q3 = c(format(1550000, big.mark = "'"), format(5.50, big.mark = "'"), format(190, big.mark = "'")),
  Max = c(format(26149500, big.mark = "'"), format(27.00, big.mark = "'"), format(2000, big.mark = "'"))
)

# Assign row names
row.names(summary_stats) <- c("price", "number_of_rooms", "square_meters")

# Create table
table <- kbl(summary_stats, align = rep('c', 6), caption = "Summary statistics for the dataset") %>%
  kable_styling(position = "center", bootstrap_options = c("striped", "hover", "condensed", "responsive"))

table
Summary statistics for the dataset
Min Q1 Median Mean Q3 Max
price 25'000 690'000 992'340 1'350'852 1'550'000 26'149'500
number_of_rooms 1 3.5 4.5 4.98 5.5 27
square_meters 1 99 136 160 190 2'000

2.2 AMTOVZ_CSV_LV95 Data

The “Official Index of Localities” (Répertoire officiel des localités) is provided by the Swiss Federal Office of Topography (swisstopo). This dataset includes detailed information about all localities in Switzerland and Liechtenstein, such as names, postal codes, and boundaries.

Updated monthly with input from cantonal authorities and Swiss Post, this data set is useful for spatial analysis, integration with other geographic data sets, and use in GIS and CAD systems. It’s also valuable for statistical analysis and as a reference for information systems.

Periodic updates and release notes detail the changes and improvements made. Swisstopo manages and distributes this data set, fulfilling its role in providing official geospatial data for Switzerland.

Source - swisstopo

2.2.1 Wrangling and Cleaning

2.2.1.1 Creating Variable zip_code and merging with AMTOVZ_CSV_LV95

Here we create a new variable zip_code by extracting the zip code from the address column in the properties_filtered data set. We identify the zip code as a 4-digit number within the address and remove any leading digits if the zip code exceeds 4 digits. We then merge the zip_code variable with the AMTOVZ_CSV_LV95 data set to obtain the corresponding city and canton information for each zip code.

Click to show code
df <- properties_filtered
#the address column is like : '1844 Villeneuve VD' and has zip code number in it
#taking out the zip code number and creating a new column 'zip_code'
#the way to identify the zip code is to identify numbers that are 4 digits long
df$zip_code <- as.numeric(gsub("\\D", "", df$address))
#removing the first two number of zip code has more than 4 number
df$zip_code <- ifelse(df$zip_code > 9999, df$zip_code %% 10000, df$zip_code)

2.2.1.2 Using AMTOVZ_CSV_LV95 to get the city and canton from the zip code

Next, we used the AMTOVZ_CSV_LV95 data set to retrieve additional information such as the city and canton based on the extracted zip codes. This involved the following steps:

Click to show code
#read .csv AMTOVZ_CSV_LV95
amto <- read.csv(file.path(here(),"data/AMTOVZ_CSV_WGS84.csv"), sep = ";")
#creating a new dataframe with 'Ortschaftsname' as 'City'Place_name', 'PLZ' as 'zip_code', 'KantonskÃ.rzel' as 'Canton_code', 'E' as 'lon' and 'N' as 'lat'
amto_df <- amto[, c('Gemeindename', 'PLZ', 'Kantonskürzel', 'E', 'N')]
#renaming the columns
colnames(amto_df) <- c('Community', 'zip_code', 'Canton_code', 'lon', 'lat')

#remove duplicates of zip code
amto_df <- amto_df[!duplicated(amto_df$zip_code),]

#add the variable of amto_df to the df if the zip code matches
df <- merge(df, amto_df, by = "zip_code", all.x = TRUE)

#check if there are nan in city
df[is.na(df$Community),]
#>       zip_code    price number_of_rooms square_meters
#> 1           25  2200000            10.0           263
#> 2           25  2200000             6.5           165
#> 3           26  1995000             7.5           180
#> 4           26   655000             3.5            66
#> 5          322   870000             2.5            59
#> 6          322   880000             2.5            55
#> 7          322   975000             3.5            56
#> 230       1014  1510000             5.5           146
#> 1137      1200 16092000             7.0           400
#> 1138      1200   679000             5.5           142
#> 1139      1200  3285450             5.0           230
#> 5480      1919  2558620             5.5           270
#> 5481      1919  1908000             6.5           210
#> 5482      1919   785000             3.5           103
#> 5483      1919  1065000             4.5           130
#> 7623      2500  1100000             5.0           154
#> 7624      2500   872500             4.5           144
#> 7625      2500   420000             4.5           115
#> 7626      2500  1450000             5.5           198
#> 7627      2500   885500             5.5           130
#> 7628      2500   872500             4.5           138
#> 7629      2500   892500             4.5           144
#> 7630      2500   885500             5.5           130
#> 7631      2500   887500             5.5           130
#> 7632      2500   877500             4.5           138
#> 7633      2500   887500             4.5           144
#> 7634      2500   870500             4.5           125
#> 7635      2500  1050000             4.5           121
#> 8327      3000   820000             5.5           165
#> 8328      3000  1140000             3.5           115
#> 8329      3000  1090000             3.5           115
#> 8330      3000   920000             4.5           157
#> 8331      3000  1090000             5.5           193
#> 8332      3000  1090000             5.5           193
#> 8333      3000   920000             4.5           157
#> 8334      3000   720000             3.5           102
#> 8335      3000  1590000             5.5           330
#> 10436     4000   180000             3.0            70
#> 10437     4000   975000             4.5           125
#> 10438     4000  2100000             6.5           360
#> 12361     5201   725000             3.5            95
#> 13214     6000   695000             4.5           133
#> 13967     6511   440000             2.0            64
#> 14243     6547 15000000             7.5           220
#> 14561     6602  2800000             6.5           250
#> 14562     6602  2800000             7.5           242
#> 14563     6602   270000             1.5            28
#> 14564     6602   450000             3.5            75
#> 14565     6604  1990000             4.5           220
#> 14566     6604   760000             3.5            78
#> 14567     6604  2668590             5.5           290
#> 16580     6901  3660930             4.5           290
#> 16581     6901  3660930             4.5           290
#> 16582     6903   790000             3.5           105
#> 16583     6907   995000             4.5           114
#> 16584     6907   995000             4.5           114
#> 16585     6911   737550             4.5            82
#> 16586     6911   469350             5.5           140
#> 16587     6911   660000             7.5           200
#> 16588     6911   610000             3.5           103
#> 17899     7133  2266290             5.5           160
#> 17908     7135  2690000             8.5           236
#> 18168     8000  2100000             4.5           152
#> 18169     8000  1650000             4.5           142
#> 18170     8000   925000             3.5           102
#> 18171     8000  1650000             4.5           142
#> 18172     8000  1150000             4.5           128
#> 18173     8000  1450000             5.5           143
#> 18174     8000  1990000             5.5           200
#> 18175     8000   975000             4.5           122
#> 18176     8000  1990000             5.5           200
#> 18177     8000  2495000             5.5           482
#> 18657     8238   245000             2.0            49
#> 19081     8423  2110000             6.5           204
#> 19082     8423  2190000             5.5           167
#> 20295     9241   545000             4.5           100
#> 20296     9241   730840             5.5           130
#>                                                  address
#> 1                                       1000 Lausanne 25
#> 2                                       1000 Lausanne 25
#> 3                          Lausanne 26, 1000 Lausanne 26
#> 4                                       1000 Lausanne 26
#> 5                    Via Cuolm Liung 30d, 7032 Laax GR 2
#> 6                                         7032 Laax GR 2
#> 7                       Via Murschetg 29, 7032 Laax GR 2
#> 230                                        1014 Lausanne
#> 1137                                         1200 Genève
#> 1138  Chemin des pralets, 74100 Etrembières, 1200 Genève
#> 1139                                         1200 Genève
#> 5480                                       1919 Martigny
#> 5481                                       1919 Martigny
#> 5482                                       1919 Martigny
#> 5483                                       1919 Martigny
#> 7623                                    2500 Biel/Bienne
#> 7624                                    2500 Biel/Bienne
#> 7625                                    2500 Biel/Bienne
#> 7626                                         2500 Bienne
#> 7627                                    2500 Biel/Bienne
#> 7628                                    2500 Biel/Bienne
#> 7629                                    2500 Biel/Bienne
#> 7630                                    2500 Biel/Bienne
#> 7631                                    2500 Biel/Bienne
#> 7632                                    2500 Biel/Bienne
#> 7633                                    2500 Biel/Bienne
#> 7634                                    2500 Biel/Bienne
#> 7635                     Hohlenweg 11b, 2500 Biel/Bienne
#> 8327                                           3000 Bern
#> 8328                                           3000 Bern
#> 8329                                           3000 Bern
#> 8330                                           3000 Bern
#> 8331                                           3000 Bern
#> 8332                                           3000 Bern
#> 8333                                           3000 Bern
#> 8334                                           3000 Bern
#> 8335                                           3000 Bern
#> 10436           Lörrach Brombach Steinsack 6, 4000 Basel
#> 10437                                         4000 Basel
#> 10438                                         4000 Basel
#> 12361                                      5201 Brugg AG
#> 13214   in TRIENGEN, ca. 20 min. bei Luzern, 6000 Luzern
#> 13967                                     6511 Cadenazzo
#> 14243                               Augio 1F, 6547 Augio
#> 14561                                       6602 Muralto
#> 14562                                       6602 Muralto
#> 14563                                       6602 Muralto
#> 14564                      Via Bacilieri 2, 6602 Muralto
#> 14565                                       6604 Solduno
#> 14566                                       6604 Locarno
#> 14567                                       6604 Solduno
#> 16580                                        6901 Lugano
#> 16581                                        6901 Lugano
#> 16582                                        6903 Lugano
#> 16583                                      6907 MASSAGNO
#> 16584                                      6907 MASSAGNO
#> 16585                             6911 Campione d'Italia
#> 16586                             6911 Campione d'Italia
#> 16587                             6911 Campione d'Italia
#> 16588                             6911 Campione d'Italia
#> 17899                  Inder Platenga 34, 7133 Obersaxen
#> 17908                                       7135 Fideris
#> 18168                                        8000 Zürich
#> 18169                                        8000 Zürich
#> 18170                                        8000 Zürich
#> 18171                                        8000 Zürich
#> 18172                                        8000 Zürich
#> 18173                                        8000 Zürich
#> 18174                                        8000 Zürich
#> 18175                                        8000 Zürich
#> 18176                                        8000 Zürich
#> 18177                                        8000 Zürich
#> 18657      Stemmerstrasse 14, 8238 Büsingen am Hochrhein
#> 19081                      Chüngstrasse 60, 8423 Embrach
#> 19082                      Chüngstrasse 48, 8423 Embrach
#> 20295                                       9241 Kradolf
#> 20296                                       9241 Kradolf
#>             canton    property_type floor year_category Community
#> 1             Vaud     Single house           1919-1945      <NA>
#> 2             Vaud            Villa           2006-2010      <NA>
#> 3             Vaud            Villa           1961-1970      <NA>
#> 4             Vaud        Apartment noteg     2016-2024      <NA>
#> 5          Grisons        Apartment    eg     2016-2024      <NA>
#> 6          Grisons        Apartment noteg     2016-2024      <NA>
#> 7          Grisons        Apartment noteg     2011-2015      <NA>
#> 230           Vaud        Apartment    eg     2011-2015      <NA>
#> 1137        Geneva     Single house           2011-2015      <NA>
#> 1138        Geneva Bifamiliar house           2016-2024      <NA>
#> 1139        Geneva Bifamiliar house           1981-1990      <NA>
#> 5480        Valais       Attic flat noteg     2016-2024      <NA>
#> 5481        Valais        Apartment noteg     2016-2024      <NA>
#> 5482        Valais        Apartment noteg     2016-2024      <NA>
#> 5483        Valais        Apartment noteg     2016-2024      <NA>
#> 7623          Bern     Single house           2001-2005      <NA>
#> 7624          Bern            Villa           2016-2024      <NA>
#> 7625          Bern        Apartment noteg     1971-1980      <NA>
#> 7626          Bern     Single house           2016-2024      <NA>
#> 7627          Bern            Villa           2016-2024      <NA>
#> 7628          Bern     Single house           2016-2024      <NA>
#> 7629          Bern     Single house           2016-2024      <NA>
#> 7630          Bern     Single house           2016-2024      <NA>
#> 7631          Bern     Single house           2016-2024      <NA>
#> 7632          Bern     Single house           2016-2024      <NA>
#> 7633          Bern     Single house           2016-2024      <NA>
#> 7634          Bern     Single house           2016-2024      <NA>
#> 7635          Bern     Single house           2001-2005      <NA>
#> 8327          Bern        Apartment noteg     2016-2024      <NA>
#> 8328          Bern        Apartment    eg     2016-2024      <NA>
#> 8329          Bern        Apartment    eg     2016-2024      <NA>
#> 8330          Bern        Apartment noteg     2016-2024      <NA>
#> 8331          Bern        Roof flat noteg     2016-2024      <NA>
#> 8332          Bern        Apartment noteg     2016-2024      <NA>
#> 8333          Bern           Duplex noteg     2016-2024      <NA>
#> 8334          Bern        Apartment    eg     2016-2024      <NA>
#> 8335          Bern        Apartment noteg     1991-2000      <NA>
#> 10436  Basel-Stadt     Single house           1961-1970      <NA>
#> 10437  Basel-Stadt     Single house           2016-2024      <NA>
#> 10438  Basel-Stadt            Villa           2016-2024      <NA>
#> 12361       Aargau        Apartment noteg     2016-2024      <NA>
#> 13214      Lucerne        Apartment noteg     1991-2000      <NA>
#> 13967       Ticino        Apartment noteg     2016-2024      <NA>
#> 14243      Grisons     Single house           2016-2024      <NA>
#> 14561       Ticino     Single house           1981-1990      <NA>
#> 14562       Ticino     Single house           1981-1990      <NA>
#> 14563       Ticino        Apartment    eg     1961-1970      <NA>
#> 14564       Ticino        Apartment noteg     1946-1960      <NA>
#> 14565       Ticino       Attic flat noteg     2011-2015      <NA>
#> 14566       Ticino        Apartment noteg     2011-2015      <NA>
#> 14567       Ticino        Apartment noteg     2011-2015      <NA>
#> 16580       Ticino       Attic flat noteg     2011-2015      <NA>
#> 16581       Ticino        Apartment noteg     2011-2015      <NA>
#> 16582       Ticino        Apartment noteg     2006-2010      <NA>
#> 16583       Ticino        Apartment noteg     2016-2024      <NA>
#> 16584       Ticino        Apartment noteg     2016-2024      <NA>
#> 16585       Ticino        Apartment noteg     1991-2000      <NA>
#> 16586       Ticino        Apartment noteg     1946-1960      <NA>
#> 16587       Ticino     Single house           1971-1980      <NA>
#> 16588       Ticino        Apartment    eg     1946-1960      <NA>
#> 17899      Grisons     Single house           2006-2010      <NA>
#> 17908      Grisons     Single house              0-1919      <NA>
#> 18168       Zurich        Apartment noteg     2016-2024      <NA>
#> 18169       Zurich       Attic flat noteg     2016-2024      <NA>
#> 18170       Zurich        Apartment noteg     2016-2024      <NA>
#> 18171       Zurich        Apartment noteg     2016-2024      <NA>
#> 18172       Zurich        Apartment noteg     2016-2024      <NA>
#> 18173       Zurich        Apartment    eg     2016-2024      <NA>
#> 18174       Zurich        Apartment noteg     2006-2010      <NA>
#> 18175       Zurich     Single house           2016-2024      <NA>
#> 18176       Zurich       Attic flat noteg     2006-2010      <NA>
#> 18177       Zurich        Apartment noteg        0-1919      <NA>
#> 18657 Schaffhausen        Apartment noteg     1961-1970      <NA>
#> 19081       Zurich Bifamiliar house           2016-2024      <NA>
#> 19082       Zurich     Single house           2016-2024      <NA>
#> 20295      Thurgau        Apartment noteg     1991-2000      <NA>
#> 20296      Thurgau        Apartment noteg     1991-2000      <NA>
#>       Canton_code lon lat
#> 1            <NA>  NA  NA
#> 2            <NA>  NA  NA
#> 3            <NA>  NA  NA
#> 4            <NA>  NA  NA
#> 5            <NA>  NA  NA
#> 6            <NA>  NA  NA
#> 7            <NA>  NA  NA
#> 230          <NA>  NA  NA
#> 1137         <NA>  NA  NA
#> 1138         <NA>  NA  NA
#> 1139         <NA>  NA  NA
#> 5480         <NA>  NA  NA
#> 5481         <NA>  NA  NA
#> 5482         <NA>  NA  NA
#> 5483         <NA>  NA  NA
#> 7623         <NA>  NA  NA
#> 7624         <NA>  NA  NA
#> 7625         <NA>  NA  NA
#> 7626         <NA>  NA  NA
#> 7627         <NA>  NA  NA
#> 7628         <NA>  NA  NA
#> 7629         <NA>  NA  NA
#> 7630         <NA>  NA  NA
#> 7631         <NA>  NA  NA
#> 7632         <NA>  NA  NA
#> 7633         <NA>  NA  NA
#> 7634         <NA>  NA  NA
#> 7635         <NA>  NA  NA
#> 8327         <NA>  NA  NA
#> 8328         <NA>  NA  NA
#> 8329         <NA>  NA  NA
#> 8330         <NA>  NA  NA
#> 8331         <NA>  NA  NA
#> 8332         <NA>  NA  NA
#> 8333         <NA>  NA  NA
#> 8334         <NA>  NA  NA
#> 8335         <NA>  NA  NA
#> 10436        <NA>  NA  NA
#> 10437        <NA>  NA  NA
#> 10438        <NA>  NA  NA
#> 12361        <NA>  NA  NA
#> 13214        <NA>  NA  NA
#> 13967        <NA>  NA  NA
#> 14243        <NA>  NA  NA
#> 14561        <NA>  NA  NA
#> 14562        <NA>  NA  NA
#> 14563        <NA>  NA  NA
#> 14564        <NA>  NA  NA
#> 14565        <NA>  NA  NA
#> 14566        <NA>  NA  NA
#> 14567        <NA>  NA  NA
#> 16580        <NA>  NA  NA
#> 16581        <NA>  NA  NA
#> 16582        <NA>  NA  NA
#> 16583        <NA>  NA  NA
#> 16584        <NA>  NA  NA
#> 16585        <NA>  NA  NA
#> 16586        <NA>  NA  NA
#> 16587        <NA>  NA  NA
#> 16588        <NA>  NA  NA
#> 17899        <NA>  NA  NA
#> 17908        <NA>  NA  NA
#> 18168        <NA>  NA  NA
#> 18169        <NA>  NA  NA
#> 18170        <NA>  NA  NA
#> 18171        <NA>  NA  NA
#> 18172        <NA>  NA  NA
#> 18173        <NA>  NA  NA
#> 18174        <NA>  NA  NA
#> 18175        <NA>  NA  NA
#> 18176        <NA>  NA  NA
#> 18177        <NA>  NA  NA
#> 18657        <NA>  NA  NA
#> 19081        <NA>  NA  NA
#> 19082        <NA>  NA  NA
#> 20295        <NA>  NA  NA
#> 20296        <NA>  NA  NA

Upon merging, we identified 77 rows where the Community was NA. This could happen for two reasons:

  • The zip code extracted from the address did not exist in the amto_df data set.
  • The zip code was incorrectly isolated from the address.

To ensure the integrity of our data, we decided to remove these rows with missing Community values:

Click to show code
#remove the rows with nan in city
properties_filtered <- df[!is.na(df$Community),]
reactable(head(properties_filtered, 100),
          bordered = TRUE,
          striped = TRUE,
          highlight = TRUE,
          defaultPageSize = 5,
          showPageSizeOptions = TRUE,
          showPagination = TRUE,
          showSortable = TRUE,
          )

2.3 Tax data

The Swiss Tax dataset encompasses comprehensive information on income, wealth, profits, and capital taxes for each canton and commune in Switzerland. It provides detailed data on tax rates and regulations, allowing for in-depth analysis and comparison across regions.

This dataset is sourced from various official authorities, including cantonal tax authorities and the Swiss Federal Tax Administration. It is regularly updated to reflect changes in tax laws, rates, and administrative details at both the cantonal and communal levels. This dataset might be useful to see if we have a link between some taxes and the prices of the properties

Updates and revisions to the dataset are provided periodically, ensuring its accuracy and relevance. The Swiss Federal Tax Administration oversees the distribution and management of this dataset, supporting its role in providing reliable and comprehensive tax information for Switzerland.

The dataset can be found here, take the year 2024 and the corresponding taxes.

Source - swisstaxcalculator

2.3.1 Wrangling and Cleaning

Click to show code
# read csv
impots <- read.csv(file.path(here(),"data/estv_income_rates.csv"), sep = ",", header = TRUE, stringsAsFactors = FALSE)

# Remove 1st row
impots <- impots[-1, ]
# Remove 3rd column
impots <- impots[, -3]

# Combine text for columns 4-8
impots[1, 4:8] <- "Impôt sur le revenu"
# Combine text for columns 9-13
impots[1, 9:13] <- "Impôt sur la fortune"
# Combine text for columns 14-16
impots[1, 14:16] <- "Impôt sur le bénéfice"
# Combine text for columns 17-19
impots[1, 17:19] <- "Impôt sur le capital"

# Combine content of the first 2 rows into the 2nd row
impots[2, ] <- apply(impots[1:2, ], 2, function(x) paste(ifelse(is.na(x[1]), x[2], ifelse(is.na(x[2]), x[1], paste(x[1], x[2], sep = " ")))))

# Remove 1st row
impots <- impots[-1, ]

# Assign the text to the 1st row and 1st column
impots[1, 1] <- "Coefficient d'impôt en %"
# Replace column names with the content of the first row
colnames(impots) <- impots[1, ]
impots <- impots[-1, ]

# Check for missing values in impots
any_missing <- any(is.na(impots))

if (any_missing) {
  print("There are missing values in impots.")
} else {
  print("There are no missing values in impots.")
}
#> [1] "There are no missing values in impots."


# Replace row names with the content of the 3rd column
row.names(impots) <- impots[, 3]
impots <- impots[, -3]

# Remove 2nd column (to avoid canton column)
impots <- impots[, -2]
# Remove impot eglise
impots <- impots[, -c(4:6)]
impots <- impots[, -c(6:8)]
impots <- impots[, -8]
impots <- impots[, -10]
# Clean data and convert to numeric
cleaned_impots <- apply(impots, 2, function(x) as.numeric(gsub("[^0-9.-]", "", x)))

# Replace NA values with 0
cleaned_impots[is.na(cleaned_impots)] <- 0

# Check for non-numeric values
non_numeric <- sum(!is.na(cleaned_impots) & !is.numeric(cleaned_impots))
if (non_numeric > 0) {
  print(paste("Warning: Found", non_numeric, "non-numeric values."))
}

rownames(cleaned_impots) <- rownames(impots)

reactable(head(cleaned_impots, 100),
          bordered = TRUE,
          striped = TRUE,
          highlight = TRUE,
          defaultPageSize = 5,
          showPageSizeOptions = TRUE,
          showPagination = TRUE,
          showSortable = TRUE,
          )

2.4 Commune Data

2.4.1 Wrangling and Cleaning

The Regional Portrait 2021 (Portraits régionaux 2021: chiffres-clés de toutes les communes) is the most recent data set provided by the Swiss Federal Statistical Office, providing key figures for all municipalities in Switzerland. We incorporate this data set in our analysis to include the external environment that may impact the prices of real estate. The completeness and precision of the data makes the cleaning task easier. The outlines of the significant steps are as follows:

  • We select only the most recent year with complete data (2019).
  • We remove the marked missing values. Either marked as “M = Not indicated because data was not important or applicable” or as “Q = Not indicated to protect confidentiality”.

The data set comprising of both detailed data and aggregates:

  • We remove aggregate values to retain the most information.

We make the decision to replace the 480 missing values for the “Taux de couverture sociale” variable by the Swiss mean for 2019 (3.2%). These values were marked as missing for reason “Q = Not indicated to protect confidentiality”. We are aware that this decision introduces some bias. For example, it could be hypothesized that the Federal Statistic Office had decided to remove the value from public registers above a certain percentage to protect confidentiality and avoid prejudice, therefore distorting our analysis. Nonetheless, we value the information contained in this variable, and therefore, keep it in our model.

Click to show code
# il faudra changer le path
commune_prep <- read.csv(file.path(here(),"data/commune_data.csv"), sep = ";", header = TRUE, stringsAsFactors = FALSE)

# We keep only 2019 to have some reference? (2020 is apparently not really complete)
commune_2019 <- subset(commune_prep, PERIOD_REF == "2019") %>%
  select(c("REGION", "CODE_REGION", "INDICATORS", "VALUE", "STATUS"))

# delete les lignes ou Status = Q ou M (pas de valeur) et ensuite on enlève la colonne
commune_2019 <- subset(commune_2019, STATUS == "A") %>%
  select(c("REGION", "CODE_REGION", "INDICATORS", "VALUE"))

# on enlève les lignes qui sont des aggrégats
commune_2019 <- subset(commune_2019, REGION != "Schweiz")

commune_2019 <- commune_2019 %>%
  pivot_wider(names_from = INDICATORS, values_from = VALUE)

# Rename columns using the provided map
commune <- commune_2019 %>%
  rename(`Population - Habitants` = Ind_01_01,
         `Population - Densité de la population` = Ind_01_03,
         `Population - Etrangers` = Ind_01_08,
         `Population - Part du groupe d'âge 0-19 ans` = Ind_01_04,
         `Population - Part du groupe d'âge 20-64 ans` = Ind_01_05,
         `Population - Part du groupe d'âge 65+ ans` = Ind_01_06,
         `Population - Taux brut de nuptialité` = Ind_01_09,
         `Population - Taux brut de divortialité` = Ind_01_10,
         `Population - Taux brut de natalité` = Ind_01_11,
         `Population - Taux brut de mortalité` = Ind_01_12,
         `Population - Ménages privés` = Ind_01_13,
         `Population - Taille moyenne des ménages` = Ind_01_14,
         `Sécurité sociale - Taux d'aide sociale` = Ind_11_01,
         `Conseil national - PLR` = Ind_14_01,
         `Conseil national - PDC` = Ind_14_02,
         `Conseil national - PS` = Ind_14_03,
         `Conseil national - UDC` = Ind_14_04,
         `Conseil national - PEV/PCS` = Ind_14_05,
         `Conseil national - PVL` = Ind_14_06,
         `Conseil national - PBD` = Ind_14_07,
         `Conseil national - PST/Sol.` = Ind_14_08,
         `Conseil national - PES` = Ind_14_09,
         `Conseil national - Petits partis de droite` = Ind_14_10)

# If no one voted for a party, set as NA -> replacing it with 0 instead
commune <- commune %>%
  mutate_at(vars(starts_with("Conseil national")), ~replace_na(., 0))


# Removing NAs from Taux de couverture sociale column
# Setting the mean as the mean for Switzerland in 2019 (3.2%)
mean_taux_aide_social <- 3.2

# Replace NA values with the mean
commune <- commune %>%
  mutate(`Sécurité sociale - Taux d'aide sociale` = if_else(is.na(`Sécurité sociale - Taux d'aide sociale`), mean_taux_aide_social, `Sécurité sociale - Taux d'aide sociale`))
#show 100 first rows of commune using reactable
reactable(head(commune, 100),
          bordered = TRUE,
          striped = TRUE,
          highlight = TRUE,
          defaultPageSize = 5,
          showPageSizeOptions = TRUE,
          showPagination = TRUE,
          showSortable = TRUE,
          )
Click to show code
rm(amto)
rm(commune_prep)
rm(commune_2019)
rm(df)
rm(observations_table)
rm(summary_stats)
# commune_prep <- read.csv(file.path(here(),"data/commune_data.csv"), sep = ";", header = TRUE, stringsAsFactors = FALSE)
# 
# # We keep only 2019 to have some reference? (2020 is apparently not really complete)
# commune_2019 <- subset(commune_prep, PERIOD_REF == "2019") %>%
#   select(c("REGION", "CODE_REGION", "INDICATORS", "VALUE", "STATUS"))
# 
# # delete les lignes ou Status = Q ou M (pas de valeur) et ensuite on enlève la colonne
# commune_2019 <- subset(commune_2019, STATUS == "A") %>%
#   select(c("REGION", "CODE_REGION", "INDICATORS", "VALUE"))
# 
# # on enlève les lignes qui sont des aggrégats
# commune_2019 <- subset(commune_2019, REGION != "Schweiz")
# 
# commune_2019 <- commune_2019 %>%
#   pivot_wider(names_from = INDICATORS, values_from = VALUE)
# 
# # Rename columns using the provided map
# commune <- commune_2019 %>%
#   rename(`Population - Habitants` = Ind_01_01,
#          `Population - Densité de la population` = Ind_01_03,
#          `Population - Etrangers` = Ind_01_08,
#          `Population - Part du groupe d'âge 0-19 ans` = Ind_01_04,
#          `Population - Part du groupe d'âge 20-64 ans` = Ind_01_05,
#          `Population - Part du groupe d'âge 65+ ans` = Ind_01_06,
#          `Population - Taux brut de nuptialité` = Ind_01_09,
#          `Population - Taux brut de divortialité` = Ind_01_10,
#          `Population - Taux brut de natalité` = Ind_01_11,
#          `Population - Taux brut de mortalité` = Ind_01_12,
#          `Population - Ménages privés` = Ind_01_13,
#          `Population - Taille moyenne des ménages` = Ind_01_14,
#          `Sécurité sociale - Taux d'aide sociale` = Ind_11_01,
#          `Conseil national - PLR` = Ind_14_01,
#          `Conseil national - PDC` = Ind_14_02,
#          `Conseil national - PS` = Ind_14_03,
#          `Conseil national - UDC` = Ind_14_04,
#          `Conseil national - PEV/PCS` = Ind_14_05,
#          `Conseil national - PVL` = Ind_14_06,
#          `Conseil national - PBD` = Ind_14_07,
#          `Conseil national - PST/Sol.` = Ind_14_08,
#          `Conseil national - PES` = Ind_14_09,
#          `Conseil national - Petits partis de droite` = Ind_14_10)
# 
# # If no one voted for a party, set as NA -> replacing it with 0 instead
# commune <- commune %>%
#   mutate_at(vars(starts_with("Conseil national")), ~replace_na(., 0))
# 
# 
# # Removing NAs from Taux de couverture sociale column
# # Setting the mean as the mean for Switzerland in 2019 (3.2%)
# mean_taux_aide_social <- 3.2
# 
# # Replace NA values with the mean
# commune <- commune %>%
#   mutate(`Sécurité sociale - Taux d'aide sociale` = if_else(is.na(`Sécurité sociale - Taux d'aide sociale`), mean_taux_aide_social, `Sécurité sociale - Taux d'aide sociale`))
# 

3 Unsupervised learning

In order to explore the relationship between real estate prices and external factor, we decided to perform three unsupervised clustering methods on fiscal, demographic and political data sets for each Swiss municipalities. The resulting clusters are then included as features of our supervised models, as the municipalities within those clusters follow roughly the same behavior in these regards.

3.1 Fiscal clustering

First, we performed a k-means clustering on the fiscal data set. We used the elbow method with the within-sum of squares to determine the optimal number of clusters.

Click to show code
# Clean data and convert to numeric
set.seed(123)
cleaned_impots <- apply(impots, 2, function(x) as.numeric(gsub("[^0-9.-]", "", x)))
cleaned_impots[is.na(cleaned_impots)] <- 0  # Replace NA values with 0

# Scale the features
scaled_impots <- scale(cleaned_impots)

# Perform k-means clustering
k <- 2  # Initial guess for the number of clusters
kmeans_model <- kmeans(scaled_impots, centers = k)

# Check within-cluster sum of squares (elbow method)
wss <- numeric(10)
for (i in 1:10) {
  kmeans_model <- kmeans(scaled_impots, centers = i)
  wss[i] <- sum(kmeans_model$withinss)
}
plot(1:10, wss, type = "b", xlab = "Number of Clusters", ylab = "Within groups sum of squares")

# Adjust k based on elbow method
k <- 5  

# Perform k-means clustering again with optimal k
kmeans_model <- kmeans(scaled_impots, centers = k)

# Assign cluster labels to dendrogram
clusters <- kmeans_model$cluster

# Plot dendrogram
#colored_dend <- color_branches(dend, k = 5)
#y_zoom_range <- c(0, 80)  # Adjust the y-axis range as needed

#plot(colored_dend, main = "Hierarchical Clustering Dendrogram", horiz = FALSE, ylim = y_zoom_range)

We can see that the optimal number of clusters is either 5 or 7. We decided to stop at 5.

Click to show code
# Get the cluster centers
cluster_centers <- kmeans_model$centers

# Create a data frame with cluster centers
cluster_centers_df <- data.frame(cluster = 1:k, cluster_centers)

# Print cluster centers
# print(cluster_centers_df)

# Calculate the size of each cluster
cluster_sizes <- table(kmeans_model$cluster)

# Print cluster sizes
# print(cluster_sizes)

# Get the cluster labels
cluster_labels <- kmeans_model$cluster

# Convert cleaned_impots to a data frame
impots_cluster <- as.data.frame(cleaned_impots)

# Add the cluster labels to cleaned_impots
impots_cluster$cluster <- cluster_labels

rownames(impots_cluster) <- rownames(impots)

impots_cluster <- impots_cluster %>%
  rownames_to_column(var = "Community")

Next, we interpret the clusters by looking at the cluster centers, the size of each cluster, and the distribution of the variables within each cluster.

Click to show code
# Subset your dataset to include only the variables used to create the tax clusters and the tax cluster labels
tax_vars <- select(impots_cluster, -c("Community", "cluster", "Coefficient d'impôt en %"))

# Scale the variables
scaled_tax_vars <- scale(tax_vars)

# Convert to data frame
scaled_tax_vars <- as.data.frame(scaled_tax_vars)

# Add tax cluster labels
scaled_tax_vars$Tax_cluster <- impots_cluster$cluster

# Melt the dataset to long format
melted_tax <- melt(scaled_tax_vars, id.vars = "Tax_cluster")

# Subset your dataset to include only the variables used to create the tax clusters and the tax cluster labels
tax_vars <- select(impots_cluster, -c("Community", "cluster", "Coefficient d'impôt en %"))

# Scale the variables
scaled_tax_vars <- scale(tax_vars)

# Convert to data frame
scaled_tax_vars <- as.data.frame(scaled_tax_vars)

# Add tax cluster labels
scaled_tax_vars$Tax_cluster <- impots_cluster$cluster

# Melt the dataset to long format
melted_tax <- melt(scaled_tax_vars, id.vars = "Tax_cluster")

# Create boxplots for each variable using ggplot2 with viridis colors
p <- ggplot(melted_tax, aes(x = as.factor(Tax_cluster), y = value, fill = as.factor(Tax_cluster))) +
  geom_boxplot() +
  facet_wrap(~ variable, scales = "free", ncol = 2) +  # Arrange plots in 2 columns
  scale_fill_viridis_d() +  # Use viridis color palette
  theme_minimal(base_size = 15) +  # Increase base font size for larger plot
  theme(
    legend.position = "none",
    plot.title = element_text(hjust = 0.5),
  ) +
  labs(
    x = "",
    y = "",
    title = "Boxplots of Scaled Tax Variables by Cluster"
  )

# Convert ggplot to an interactive plot using plotly
interactive_plot <- ggplotly(p, width = 800, height = 1000)

# Print the interactive plot
interactive_plot

The fiscal clusters are quite difficult to interpret. A few interesting observations we can make are the following:

  • Cluster 1 seems to have average-to-low taxes across the board

  • Cluster 2 has a very similar behavior to cluster 1, with lower state (cantonal) taxes

  • Cluster 3 seems to have higher municipal taxes than cluster 1 and 2,

  • Cluster 4 has a very similar behavior to cluster 2

  • Cluster 5 has high cantonal taxes, while having average communal (municipal) taxes. This cluster has overall the highest taxes for individuals

We are however aware that these interpretation, has well as the interpretation given in the following sections fail to encompass the whole picture. Moreover, the clustering ran on all fiscal values fails to capture the difference in attractiveness for individuals and companies (taxes on income/wealth vs on profits).

3.2 Demographic clustering

Then, we performed a hierarchical clustering on the demographic and fiscal data sets. First, the data was scaled (some features are percentages, some are real values), then the dissimilarity matrix was computed using the Minkowski method, then Ward’s method was used for the linkage.

As the optimal number of clusters for the fiscal data set was determined to be 5, we decided to continue our analysis of the two other data sets with 5 clusters in order to keep the same scale (even though categorical) for the 3 features resulting from the unsupervised clustering.

Click to show code
# Clustering demographic
cols_commune_demographic <- select(commune, -c("REGION", "CODE_REGION","Conseil national - PLR","Conseil national - PDC", "Conseil national - PS", "Conseil national - UDC", "Conseil national - PEV/PCS", "Conseil national - PVL", "Conseil national - PBD", "Conseil national - PST/Sol.", "Conseil national - PES", "Conseil national - Petits partis de droite"))

# Scale the columns, some are total numbers, some are percentages
cols_commune_demographic <- scale(cols_commune_demographic)

# Calculate the distance matrix
dist_matrix_demographic <- dist(cols_commune_demographic, method = "minkowski")

# Perform hierarchical clustering
hclust_model_demographic <- hclust(dist_matrix_demographic, method = "ward.D2")

# Create dendrogram
dend_demo <- as.dendrogram(hclust_model_demographic)
dend_demo <- color_branches(dend_demo, k = 5) #Set number of cluster to 5, to keep the same scale for all our variables

par(mar = c(0.001, 4, 4, 2) + 0.1)
# plot(dend_demo, main = "Demographics - Hierarchical Clustering Dendrogram", xlab = "")

# Interpretaion of demographic clusters
demographic_vars <- select(commune, -c("REGION", "CODE_REGION", "Conseil national - PLR", "Conseil national - PDC", "Conseil national - PS", "Conseil national - UDC", "Conseil national - PEV/PCS", "Conseil national - PVL", "Conseil national - PBD", "Conseil national - PST/Sol.", "Conseil national - PES", "Conseil national - Petits partis de droite", "Population - Ménages privés"))

# Scale the variables
scaled_demographic_vars <- scale(demographic_vars)

# Convert to data frame
scaled_demographic_vars <- as.data.frame(scaled_demographic_vars)

# Add demographic cluster labels
scaled_demographic_vars$Demographic_cluster <- cutree(hclust_model_demographic, k = 5)

# Melt the dataset to long format
melted_demographic <- melt(scaled_demographic_vars, id.vars = "Demographic_cluster")

# Create boxplots for each variable using ggplot2 with custom colors and smaller data points
p <- ggplot(melted_demographic, aes(x = as.factor(Demographic_cluster), y = value, fill = as.factor(Demographic_cluster))) +
  geom_boxplot() +
  geom_boxplot(outlier.shape = 1) +  # Change outlier point shape
  geom_point(size = 0.2) +  # Adjust the size of data points (smaller size)
  facet_wrap(~ variable, scales = "free", ncol = 2) +  # Arrange plots in 2 columns
  theme_minimal(base_size = 15) +  # Increase base font size for larger plot
  scale_fill_viridis_d() +  # Use viridis color palette
  theme(
    legend.position = "none",
    plot.title = element_text(hjust = 0.5),
  ) +
  labs(
    x = "",
    y = "",
    title = "Boxplots of Scaled Demographic Variables by Cluster"
  )

# Convert ggplot to an interactive plot using plotly
interactive_plot <- ggplotly(p, width = 800, height = 1000)

# Print the interactive plot
interactive_plot

The unsupervised clustering method performed on the demographic data of Swiss municipalities return some interesting results.

  • Our first cluster seems to be for municipalities where a lot of families with children live (“Part du group d’âge 0-19 ans” is high, “Taille moyenne des ménages high). Moreover, we can observe the very low values for”Habitants/Densité de la population” (inhabitants, population density). From this, we can infer that cluster 1 encompasses rural municipalities, geared towards families.

  • Cluster 2 and 3 are very similar, with a lot of variables showing no special indication. It is however to note that municipalities in cluster 2 have slightly higher population density than cluster 3, with more foreign inhabitants. We could therefore hypothesize that cluster 2 is more urban that cluster 3.

  • Cluster 4 seems to be for municipalities in large cities (Large and dense population, with most of its inhabitants being 20 to 64 years old). We can also note the high share of foreign inhabitants. This value could be explained by the sizable foreign workforce in main Swiss cities where large corporations and NGOs operate (Geneva, Zurich). Moreover, the above-average share of welfare recipients (Taux d’aide sociale) further reinforce the large city hypothesis, where wealth disparities are more prevalent.

  • Cluster 5 seems to be for municipalities with an aging population (“Part du groupe d’âge 65+ ans” and “Taux de mortalité” with high values). The low values in population density further paints the picture of the small rural villages in remote areas.

3.3 Political clustering

The same process was used for our political data set, with 5 clusters for the same reasons. The share of each major parties voted for the Conseil National are represented. The only difference in methodology with the Demographic clustering is that the data was not scaled, as all features are percentages.

Click to show code
# Clustering politics

cols_commune_politics <- select(commune, c("Conseil national - PLR","Conseil national - PDC", "Conseil national - PS", "Conseil national - UDC", "Conseil national - PEV/PCS", "Conseil national - PVL", "Conseil national - PBD", "Conseil national - PST/Sol.", "Conseil national - PES", "Conseil national - Petits partis de droite"))


# Calculate the distance matrix
dist_matrix_politics <- dist(cols_commune_politics, method = "minkowski")

# Perform hierarchical clustering
hclust_model_politics <- hclust(dist_matrix_politics, method = "ward.D2")

# Create dendrogram
dend_pol <- as.dendrogram(hclust_model_politics)
dend_pol <- color_branches(dend_pol, k = 5) #Set number of cluster to 5, to keep the same scale for all our variables

# plot(dend_pol, main = "Politics - Hierarchical Clustering Dendrogram")

# Subset your dataset to include only the variables used to create the political clusters and the political cluster labels
political_vars <- select(commune, c("Conseil national - PLR","Conseil national - PDC", "Conseil national - PS", "Conseil national - UDC", "Conseil national - PEV/PCS", "Conseil national - PVL", "Conseil national - PBD", "Conseil national - PST/Sol.", "Conseil national - PES", "Conseil national - Petits partis de droite"))

colnames(political_vars) <- sub("Conseil national - ", "", colnames(political_vars))

# Add political cluster labels
political_vars$Political_cluster <- cutree(hclust_model_politics, k = 5)

# Melt the dataset to long format
melted_political <- melt(political_vars, id.vars = "Political_cluster")

# Create boxplots for each variable using ggplot2 with pastel colors
p <- ggplot(melted_political, aes(x = as.factor(Political_cluster), y = value, fill = as.factor(Political_cluster))) +
  geom_boxplot() +
  facet_wrap(~ variable, scales = "free", ncol = 2) +  # Arrange plots in 2 columns
  theme_minimal(base_size = 15) +  # Increase base font size for larger plot
  scale_fill_viridis_d() +  # Use viridis color palette
  theme(
    legend.position = "none",
    plot.title = element_text(hjust = 0.5),
  ) +
  labs(
    x = "Political Cluster",
    y = "",
    title = "Boxplots of Political Variables by Cluster"
  )

# Convert ggplot to an interactive plot using plotly
interactive_plot <- ggplotly(p, width = 800, height = 1000)

# Print the interactive plot
interactive_plot

The political clusters are more difficult to interpret than the demographic ones. It is however interesting to note the following points:

  • Cluster 1 has average values for most major political parties, displaying equal strengths across the political spectrum within the municipality.

  • Cluster 2 has a fairly high value for UDC while the other political parties receive average votes. This paints the picture of municipalities that lean more towards the right.

  • Cluster 3 has fairly high values for left-leaning parties (PS, PST) and one center-right party (PLR). This seems to show the opposite behaviour to cluster 2, with a balanced view but leaning towards the left.

  • Cluster 4 finds its highest values in PDC and UDC. Municipalities in cluster 4 are therefore very right-leaning.

  • Cluster 5’s most striking difference is its large distribution amongst “Petits partis de droite”. We could maybe hypothesize that these municipalities are from the Italian-speaking part of Switzerland, where a lot of small right-wing parties find a lot of support.

Click to show code
# Preparing df_commune for merging with main dataset

df_commune <- select(commune, REGION)

df_commune$Demographic_cluster <- cutree(hclust_model_demographic, k = 5)
df_commune$Political_cluster <- cutree(hclust_model_politics, k = 5)

# Preparing to merge

merging <- inner_join(amto_df, df_commune, by = c("Community" = "REGION"))

impots_cluster_subset <- impots_cluster[, c("Community", "cluster")]
merging <- merging %>%
  left_join(impots_cluster_subset, by = "Community")

clusters_df <- merging %>%
  rename(Tax_cluster = cluster) %>%
  rename(Commune = Community)

clusters_df <- clusters_df %>%
  select(c("Commune", "zip_code", "Canton_code", "Demographic_cluster", "Political_cluster", "Tax_cluster"))

# Only NAs are for commune Brugg, (written Brugg (AG) in the other data set) -> j'entre le cluster à la mano
clusters_df$Tax_cluster[is.na(clusters_df$Tax_cluster)] <- 2

# adding it to our main data set:
properties_filtered <- merge(properties_filtered, clusters_df[, c("zip_code", "Demographic_cluster", "Political_cluster", "Tax_cluster")], by = "zip_code", all.x = TRUE)

Finally, when adding this new feature into our main data set, 228 rows were not merged correctly. Indeed, the clusters’ municipalities’ names and the main data set’s municipalities’ names were not exactly the same. Trying to merge via the zip codes also resulted in a failure. Given the size of our data set (20k+ rows), and given the heterogeneous reparation of the missing data, we took the decision to remove these 228 rows from our main data set.

Click to show code
# Dropping 228 rows containing NAs after the merge (Problem with names)

# Find rows with NA values in the specified columns
na_rows <- subset(properties_filtered, is.na(Demographic_cluster) | is.na(Political_cluster) | is.na(Tax_cluster))

# Drop the NA rows
properties_filtered <- anti_join(properties_filtered, na_rows, by = "zip_code")

all_objects <- ls()

# Remove all objects except 'properties_filtered'
rm(list = setdiff(all_objects, "properties_filtered"))

4 EDA

4.1 Map representation of distribution of properties

Here we decided to represent the distribution of properties in Switzerland using a map. The map is interactive and allows users to hover over the markers to see the price. The markers are color-coded in orange and have a semi-transparent fill to reduce visual noise. The size of the markers is smaller to optimize the visual representation of the data.

This visualization helps in understanding the geographical spread and density of properties in the dataset.

Click to show code
# Create a leaflet map with optimized markers and default view set to Switzerland
map <- leaflet(properties_filtered) %>%
  addTiles() %>%  # Add default OpenStreetMap tiles
  addProviderTiles(providers$Esri.NatGeoWorldMap) %>%  # Add topographic maps for context
  setView(lng = 8.2, lat = 46.1, zoom = 7.49) %>%  # Set the default view to Switzerland
  addCircleMarkers(
    ~lon, ~lat,
    radius = 1.5,  # Smaller radius for the circle markers
    color = "#F97300",  # Specifying a color for the markers
    fillOpacity = 0.2,  # Semi-transparent fill
    stroke = FALSE,  # No border to the circle markers to reduce visual noise
    popup = ~paste("Price: ", price, "<br>",
                   "Rooms: ", number_of_rooms, "<br>",
                   "Type: ", property_type, "<br>",
                   "Year: ", year_category),
    label = ~paste("Price: ", price)  # Tooltip on hover
  ) %>% 
  addLegend(
    position = "bottomright",  # Position the legend at the bottom right
    colors = "#F97300",  # Use the same color as the markers
    labels = "Properties"  # Label for the legend
  )

map$width <- "100%"  # Set the width of the map to 100%
map$height <- 600  # Set the height of the map to 600 pixels

map

The map highlights that properties are well-distributed throughout the region, with fewer properties in the Alpine region, which is expected due to its mountainous terrain. We thus have a good representation of the data across different cantons and locations and we can use it for further analysis.

4.2 Histogram of prices

Click to show code
# Define breaks for x-axis in millions
breaks <- seq(0, 25000000, by = 5000000)
labels <- paste0(breaks/1000000, "Mio")

# Calculate percentile
percentile_95 <- quantile(properties_filtered$price, 0.95)
percentile_05 <- quantile(properties_filtered$price, 0.05)
percentile_99 <- quantile(properties_filtered$price, 0.99)
# Create the histogram
histogram_price <- ggplot(properties_filtered, aes(x = price)) +
  geom_histogram(binwidth = 100000, fill = "skyblue", color = "red") +
  geom_vline(xintercept = percentile_05, linetype = "dashed", color = "blue")+
  geom_text(aes(x = percentile_05, y = 1700, label = "5th percentile"), vjust = -1, color = "blue", size = 2) +
  geom_vline(xintercept = percentile_95, linetype = "dashed", color = "blue") +
  geom_text(aes(x = percentile_95, y = 1750, label = "95th percentile"), vjust = -1, color = "blue", size = 2) +
  geom_vline(xintercept = percentile_99, linetype = "dashed", color = "blue") +
  geom_text(aes(x = percentile_99, y = 1800, label = "99th percentile"), vjust = -1, color = "blue", size = 2) +
  labs(title = "Distribution of Prices",
       x = "Price in Chf",
       y = "Frequency") +
  theme_minimal() +
  scale_x_continuous(breaks = breaks, labels = labels)

histogram_price

As we can see, 90% of the properties are concentrated between CHF 395590 and CHF 3,3 million. Feel free zoom on this part of the graph to see the majority of the properties. Only 5% of the data is worth more than CHF 3,3 million and only 1% of the properties are worth more than CHF 6,6 million.

4.3 Price between 0 and 3,5 millions

To enhance data visibility, we will focus on the majority of the data between 0 and 3,5 million, to filter out outliers.

4.3.1 Histogram of prices for each property type

Click to show code

# Count the number of observations for each property_type
property_type_counts <- properties_filtered %>%
  group_by(property_type) %>%
  summarise(count = n())

# Filter property types with more than 300 observations
filtered_property_types <- property_type_counts %>%
  filter(count > 300) %>%
  pull(property_type)

# Filter the properties_filtered dataset
filtered_properties <- properties_filtered %>%
  filter(property_type %in% filtered_property_types)

# Define breaks for x-axis in millions
breaks <- seq(0, 3500000, by = 1000000)
labels <- paste0(breaks / 1000000, "Mio")

# Create the ggplot object
histogram <- ggplot(filtered_properties, aes(x = price)) +
  geom_histogram(binwidth = 100000, fill = "skyblue", color = "black") +
  facet_wrap(~ property_type, scales = "free", ncol = 2) +
  labs(title = "Distribution of Prices by Property Type",
       x = "Price in Chf",
       y = "Frequency") +
  theme_minimal() +
  scale_x_continuous(breaks = breaks, labels = labels, limits = c(0, 3500000))

histogram

We choose to only display the properties type with more than 300 observations. However, please not that our data set contains other types, such as rustic house, terrace flat, loft or farm house. The majority of property types seem to be valued at less than CHF 3 million, with apartments and single houses being the most frequent.

4.3.2 Histogram of prices for 2016-2024 year category

Click to show code
# Filter data for the year category 2016-2024
properties_filtered_2016_2024 <- properties_filtered %>% 
  filter(year_category =="2016-2024")

# Define breaks for x-axis in millions
breaks <- seq(0, 3500000, by = 1000000)
labels <- paste0(breaks/1000000, "Mio")

# Create a histogram of prices for each year category
histogram <- ggplot(properties_filtered_2016_2024, aes(x = price)) +
  geom_histogram(binwidth = 100000, fill = "skyblue", color = "black") +
  facet_wrap(~ year_category, scales = "free", ncol = 2) +
  labs(title = "Distribution of Prices by Year Category (2016-2024)",
       x = "Price in CHF",
       y = "Frequency") +
  theme_minimal() +
  scale_x_continuous(breaks = breaks, labels = labels, limits = c(0, 3500000))

histogram

We chose to only show the year 2016-2024 category, as the majority of properties in our data set were built in this period and the distribution across other categories remain consistent.

4.3.3 Histogram of prices for each canton

Here we plot the distribution of prices in each Canton, to better visualize the differences between them.

Click to show code
# Define breaks for x-axis in millions
breaks <- seq(0, 5200000, by = 1000000)
labels <- paste0(breaks/1000000, "Mio")

# Create the histogram
histogram <- ggplot(properties_filtered, aes(x = price)) +
  geom_histogram(binwidth = 100000, fill = "skyblue", color = "black") +
  facet_wrap(~ canton, scales = "free", ncol = 2) +
  labs(title = "Distribution by Canton for properties between 0 and 5 million",
       x = "Price in Chf",
       y = "Frequency") +
  theme(axis.text.y = element_text(size = 2)) +
  theme_minimal() +
  scale_x_continuous(breaks = breaks, labels = labels, limits = c(0, 5200000))

# Convert ggplot object to plotly object with adjusted height
interactive_histogram <- ggplotly(histogram, width = 750, height = 1100)
# Adjust margins to prevent x-axis label from being cut off
interactive_histogram <- layout(interactive_histogram, margin = list(l = 50, r = 50, b = 50, t = 50), autosize = TRUE)
# Display the interactive plot
interactive_histogram

Compared to other cantons, Geneva has a distinct distribution with many properties worth more than CHF 2 million. The canton of Vaud, Valais, Tessin, Bern, and Fribourg are where the majority of the listed properties are concentrated in our data set.Their distribution show that the majority of properties are worth between 0,4 million and 2 million chf.

We can note that our model may be biased towards Cantons with more extensive data availability.

4.3.4 Histogram of prices for each number of rooms

Click to show code
# Define breaks for x-axis in millions
breaks <- seq(0, 3500000, by = 1000000)
labels <- paste0(breaks/1000000, "Mio")
subset_properties <- properties_filtered %>% filter(number_of_rooms <= 12)
# Create the histogram
histogram <- ggplot(subset_properties, aes(x = price)) +
  geom_histogram(binwidth = 100000, fill = "skyblue", color = "black") +
  facet_wrap(~ number_of_rooms, scales = "free", ncol = 2) +
  labs(title = "Distribution of Prices by Number of Rooms",
       x = "Price in Chf",
       y = "Frequency") +
  theme_minimal() +
  scale_x_continuous(breaks = breaks, labels = labels, limits = c(0, 3500000))

# Convert ggplot object to plotly object with adjusted height
interactive_histogram <- ggplotly(histogram, width = 750, height = 1000) 
# Adjust margins to prevent x-axis label from being cut off
interactive_histogram <- layout(interactive_histogram, margin = list(l = 50, r = 50, b = 50, t = 50), autosize = TRUE)
# Display the interactive plot
interactive_histogram

Here is the distribution of prices per number of rooms. Please note that we didn’t display the properties with more than 12 rooms as the number of observations for these are very scattered.

The majority of properties have between 2,5 and 6,5 rooms, and the distribution tends to shift towards higher prices as the number of rooms increases.

4.4 Histogram of properties by square meters

For better visualization purposes, we only show the properties with less than 1000 square meters

Click to show code
# Calculate percentile
percentile_95 <- quantile(properties_filtered$square_meters, 0.95)
percentile_05 <- quantile(properties_filtered$square_meters, 0.05)

histogram <- ggplot(properties_filtered, aes(x = square_meters)) +
  geom_histogram(binwidth = 15, fill = "skyblue", color = "black") +
  geom_vline(xintercept = percentile_05, linetype = "dashed", color = "blue")+
  geom_text(aes(x = percentile_05, y = 1750, label = "5th percentile"), vjust = -1, color = "blue", size = 2) +
  geom_vline(xintercept = percentile_95, linetype = "dashed", color = "blue") +
  geom_text(aes(x = percentile_95, y = 1750, label = "95th percentile"), vjust = -1, color = "blue", size = 2) +
  labs(title = "Distribution of Properties by Square Meters",
       x = "Square Meters",
       y = "Frequency") +
  theme_minimal() +
  xlim(0,1000)

histogram

Unsurprisingly, the distribution shows that we have more smaller properties than large ones. 90% of the data is between 62 and 330 square meters.

4.5 Histogram of prices by Tax Cluster

Click to show code
# Calculate summary statistics for price by Tax Cluster
summary_stats <- properties_filtered %>%
  group_by(Tax_cluster) %>%
  summarise(avg_price = mean(price),
            Q10 = quantile(price, 0.10),
            Q90 = quantile(price, 0.90))

# Define breaks for y-axis in millions
breaks <- seq(0, 3500000, by = 1000000)
labels <- paste0(breaks / 1000000, "Mio")

# Plot line plot
line_plot <- ggplot(summary_stats, aes(x = Tax_cluster)) +
  geom_line(aes(y = avg_price, color = "Mean Price")) +
  geom_line(aes(y = Q10, color = "10th Quartile")) +
  geom_line(aes(y = Q90, color = "90th Quartile")) +
  labs(title = "Average Property Prices by Tax Cluster",
       x = "Tax Cluster",
       y = "Price in CHF") +
  scale_color_manual(values = c("Mean Price" = "blue", "10th Quartile" = "green", "90th Quartile" = "red")) +
  theme_minimal() +
  scale_y_continuous(breaks = breaks, labels = labels, limits = c(0, 3500000))

# Display the line plot
line_plot

Based on the results, the clusters 1 and 5 are similar with the mean around CHF 1 million. Clusters 3 and 4 have a mean around CHF 1,25 million. Cluster 2 seems to be slightly different from the others with a mean around CHF 1,5 million. 80% of the properties are between CHF 0,5 and CHF 2,7 million.

4.6 Histogram of prices by Political cluster

Click to show code
# Calculate summary statistics for price by Political Cluster
summary_stats <- properties_filtered %>%
  group_by(Political_cluster) %>%
  summarise(avg_price = mean(price),
            Q10 = quantile(price, 0.10),
            Q90 = quantile(price, 0.90))

# Define breaks for y-axis in millions
breaks <- seq(0, 3500000, by = 1000000)
labels <- paste0(breaks / 1000000, "Mio")

# Plot line plot
line_plot <- ggplot(summary_stats, aes(x = Political_cluster)) +
  geom_line(aes(y = avg_price, color = "Mean Price")) +
  geom_line(aes(y = Q10, color = "10th Quartile")) +
  geom_line(aes(y = Q90, color = "90th Quartile")) +
  labs(title = "Average Property Prices by Political Cluster",
       x = "Political Cluster",
       y = "Price in CHF") +
  scale_color_manual(values = c("Mean Price" = "blue", "10th Quartile" = "green", "90th Quartile" = "red")) +
  theme_minimal() +
  scale_y_continuous(breaks = breaks, labels = labels, limits = c(0, 3500000))

# Display the line plot
line_plot

The political clusters 1, 2 and 4 are similar with a mean price of properties around CHF 1,1 million. The political cluster 3 has the higher mean price with CHF 1,75 million. And the 5th one has a mean around CHF 1,3 million.

4.7 Histogram of prices by demographic cluster

Click to show code
# Calculate summary statistics for price by Demographic Cluster
summary_stats <- properties_filtered %>%
  group_by(Demographic_cluster) %>%
  summarise(avg_price = mean(price),
            Q10 = quantile(price, 0.10),
            Q90 = quantile(price, 0.90))

# Define breaks for y-axis in millions
breaks <- seq(0, 4000000, by = 1000000)
labels <- paste0(breaks / 1000000, "Mio")

# Plot line plot
line_plot <- ggplot(summary_stats, aes(x = Demographic_cluster)) +
  geom_line(aes(y = avg_price, color = "Mean Price")) +
  geom_line(aes(y = Q10, color = "10th Quartile")) +
  geom_line(aes(y = Q90, color = "90th Quartile")) +
  labs(title = "Average Property Prices by Demographic Cluster",
       x = "Demographic Cluster",
       y = "Price in CHF") +
  scale_color_manual(values = c("Mean Price" = "blue", "10th Quartile" = "green", "90th Quartile" = "red")) +
  theme_minimal() +
  scale_y_continuous(breaks = breaks, labels = labels, limits = c(0, 4000000))

# Display the line plot
line_plot
all_objects <- ls()

# Remove all objects except 'properties_filtered'
rm(list = setdiff(all_objects, "properties_filtered"))

This graph aligns with our interpretation of the clusters in section 3. Indeed, cluster 4, which we defined to be municipalities in large cities, unsurprisingly shows the highest mean price.

5 Supervised learning

5.1 Model 1

This section provides a comprehensive outline of the linear regression model and analysis methods employed in the study of property price determinants.

5.1.1 Tools

For the linear regression model, R programming language and its packages were used. corrplot was used for visualizing correlation matrices, car for checking multicollinearity through variance inflation factor (VIF), caret for managing data splits and cross-validation, ggplot2 and plotly for graphical representations of diagnostics and results, and gtsummary for summarizing the regression outcomes in tables. These tools supported each phase of the model, from preliminary analysis to validation.

5.1.2 Linear Regression

We analyzed property price determinants using linear regression, involving data splitting, correlation analysis for predictor selection, and VIF for multicollinearity checks. The model was refined with stepwise regression, lasso and ridge regularization, and its performance evaluated using RMSE, MAE, and R-squared through cross-validation to ensure robustness and generalizability.

5.1.3 Linear Regression - With All Prices

5.1.3.1 Correlation Analysis - Continuous Variable

Initially, a correlation analysis was conducted to identify and visualize linear relationships between the property prices and potential predictive variables such as the number of rooms and square meters. The correlation matrix was computed and plotted using the corrplot package:

Click to show code
# Create a copy of properties_filtered as properties2
properties2 <- properties_filtered

# Convert property_type column to a factor in properties2
properties2$property_type <- as.factor(properties2$property_type)
# Convert the factor to numeric scale
properties2$property_type_numeric <- as.numeric(properties2$property_type)

# Convert canton column to a factor in properties2
properties2$canton <- as.factor(properties2$canton)
# Convert the factor to numeric scale
properties2$canton_numeric <- as.numeric(properties2$canton)

# Convert canton column to a factor in properties2
properties2$year_category <- as.factor(properties2$year_category)
# Convert the factor to numeric scale
properties2$year_category_numeric <- as.numeric(properties2$year_category)

# Convert canton column to a factor in properties2
properties2$Demographic_cluster <- as.factor(properties2$Demographic_cluster)
# Convert the factor to numeric scale
properties2$Demographic_cluster_numeric <- as.numeric(properties2$Demographic_cluster)

# Convert canton column to a factor in properties2
properties2$Tax_cluster <- as.factor(properties2$Tax_cluster)
# Convert the factor to numeric scale
properties2$Tax_cluster_numeric <- as.numeric(properties2$Tax_cluster)

# Convert canton column to a factor in properties2
properties2$Political_cluster <- as.factor(properties2$Political_cluster)
# Convert the factor to numeric scale
properties2$Political_cluster_numeric <- as.numeric(properties2$Political_cluster)

correlation_matrix <- cor(properties2[ , c("price", "number_of_rooms", "square_meters","property_type_numeric","canton_numeric", "year_category_numeric", "Political_cluster_numeric","Tax_cluster_numeric","Demographic_cluster_numeric")], use="complete.obs")
corrplot(correlation_matrix, method="square", type="upper", tl.col="black", tl.srt=45, tl.cex=0.8, cl.cex=0.8, addCoef.col="black", number.cex=0.8, order="hclust", hclust.method="complete", tl.pos="lt", tl.offset=0.5, cl.pos="n", cl.length=1.5)

rm(properties2)

  • We can observe that the correlation between the number of rooms and price (0.46) and square meters and price (0.67) suggests a moderate correlation with the number of rooms and a strong correlation with square meters.
  • The number of rooms andsquare meters also have a strong correlation (0.7), indicating potential multicollinearity between these predictors.
  • There is a correlation of (0.28) between the type of properties and price, suggesting a weak positive relationship.
  • The correlation of (0.08) between canton and price indicates a very weak positive relationship.
  • Surprisingly, there are almost no correlation (-0.03) between the year category and price.
  • Further analysis reveals that theyear category exhibits correlations of (-0.31), (-0.28), and (-0.17) with the type of properties, number of rooms, and square meters, respectively. These negative correlations suggest that as the year category increases, there is a tendency for the type of properties, number of rooms, and square meters to decrease, which may reflect changing trends or market dynamics over time.

5.1.3.2 GVIF (Generalized Variance Inflation Factor)

Click to show code
properties_filtered
#>      zip_code    price number_of_rooms square_meters
#> 1        1000   599000             4.5            95
#> 2        1000   754000             4.5           121
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#> 944      1167  6250000            14.0           580
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#> 946      1167  1950000             5.5           160
#> 947      1167  1790000             5.5           150
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#> 951      1168  3750000            10.0           500
#> 952      1168  3750000            10.0           500
#> 953      1169  7950000            14.0           685
#> 954      1169  2490000             8.5           304
#> 955      1169  7950000            14.0           685
#> 956      1169   990000             7.0           181
#> 957      1169  7950000            14.0           685
#> 958      1169  3650000             8.5           340
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#> 960      1170  1230000             6.5           160
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#> 965      1170  1810000             5.0           181
#> 966      1170   720000             2.5            78
#> 967      1170  2390000            10.0           250
#> 968      1170  1595000             4.5           162
#> 969      1170  2390000            10.0           489
#> 970      1170  4250000             7.0           235
#> 971      1170  1790000             5.5           212
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#> 974      1172  1250000             2.0            67
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#> 978      1173  3950000             8.0           362
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#> 980      1173  1850000             4.5           161
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#> 993      1175   670000             2.5            53
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#> 995      1176  1980000            10.0           248
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#> 1000     1180  3150000             7.5           282
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#> 1007     1180  2990000             8.5           330
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#> 1021     1184  9950000            14.5           550
#> 1022     1184  2290000             6.0           335
#> 1023     1184  3800000            20.0           574
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#> 1036     1185  1390000             4.5           150
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#> 1068     1195  2390000             6.5           303
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#> 1080     1196  1525000             5.5           160
#> 1081     1196   620000             3.5            68
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#> 1087     1196   590000             2.5            71
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#> 1091     1196  1595000             6.5           183
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#> 1099     1196  9950000            14.5           550
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#> 1119     1201  2500000             7.0           217
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#> 1129     1201  1290000             3.0            64
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#> 1147     1203   570000             2.0            34
#> 1148     1203  3875490             4.0           170
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#> 1187     1206  2820000             6.0           130
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#> 1236     1208  2346750             4.5           140
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#> 1265     1214  1060000             4.0            94
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#> 1278     1214  3486600             7.0           310
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#> 1280     1214  2132190             8.0           340
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#> 1287     1216  1950000             6.0           220
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#> 1290     1217  2574720             4.0           170
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#> 1298     1217  1070000             3.0            99
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#> 1317     1222  5028750             6.5           190
#> 1318     1222  3875490             4.0           150
#> 1319     1222  2574720             4.0           170
#> 1320     1222  2494260             4.0           170
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#> 1339     1223  8649450             6.0           310
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#> 1346     1223  5900000             5.0           248
#> 1347     1223  3150000             6.0           188
#> 1348     1223  5500000             5.0           240
#> 1349     1223  1190000             3.0            71
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#> 1358     1224  3593880             5.0           320
#> 1359     1224  2590000             8.0           242
#> 1360     1224  1863990             3.0           140
#> 1361     1224 19980900             8.0           740
#> 1362     1224  4000000             8.0           310
#> 1363     1224  2680000             6.0           244
#> 1364     1224  2078550             4.5           140
#> 1365     1224  4300000             6.0           230
#> 1366     1224  2590000             8.0           242
#> 1367     1224 15957900             7.0           460
#> 1368     1224  5565150             5.0           230
#> 1369     1224  2590000             7.0           242
#> 1370     1224  5216490             5.0           230
#> 1371     1224  5886990             6.5           210
#> 1372     1224  2950200             5.0           200
#> 1373     1224  4000000             8.0           310
#> 1374     1224 16500000            11.0           550
#> 1375     1225  2668590             4.0           170
#> 1376     1225  2614950             4.0           170
#> 1377     1225  2138890             3.0           140
#> 1378     1225  1510000             4.0            91
#> 1379     1225  2614950             4.0           170
#> 1380     1225  1837170             4.0           190
#> 1381     1226  1340000             4.5           130
#> 1382     1226  3318970             5.0           220
#> 1383     1226  2279700             5.0           310
#> 1384     1226  1360000             4.0           132
#> 1385     1226  1370000             4.0           132
#> 1386     1226  1931040             4.0           160
#> 1387     1226  3077590             6.0           260
#> 1388     1226   965760             5.0           192
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#> 1833     1290  3620700             7.0           350
#> 1834     1290 11398500            13.0           880
#> 1835     1290  1230000             4.5           187
#> 1836     1290  2700000             6.0           250
#> 1837     1290  1230000             4.5           128
#> 1838     1290  2180000             9.0           225
#> 1839     1290 25479000             9.0          1000
#> 1840     1290  2400390             5.0           210
#> 1841     1290  1230000             4.5           128
#> 1842     1290  2310000             8.0           220
#> 1843     1290  1000000             6.0           150
#> 1844     1290   720000             3.0            60
#> 1845     1290  5498100             6.0           390
#> 1846     1290  2950000             7.0           300
#> 1847     1290  1240000             4.5           122
#> 1848     1290  2467440             5.0           150
#> 1849     1290  3419550             7.0           330
#> 1850     1290   945000             4.5           100
#> 1851     1290  4100000             8.0           313
#> 1852     1290  3339090             7.0           260
#> 1853     1290  1230000             4.5           128
#> 1854     1290  2400390             5.0           210
#> 1855     1290  1230000             4.5           187
#> 1856     1290  2600000            14.0           940
#> 1857     1290  1495000             5.0           130
#> 1858     1291  3950000             7.5           180
#> 1859     1291  3490000             6.0           216
#> 1860     1291  1258000             3.5           105
#> 1861     1291  3600000             8.5           235
#> 1862     1292  1190000             5.0            87
#> 1863     1292  3882190             6.5           530
#> 1864     1292  3250000             5.0           229
#> 1865     1292 16092000             9.0          1200
#> 1866     1292  3486600             4.5           200
#> 1867     1292  2051730             4.0           150
#> 1868     1292  3250000             5.0           167
#> 1869     1292  1595790             4.0            82
#> 1870     1292  5498100             4.0           220
#> 1871     1292  1530000             5.0           120
#> 1872     1293  2668590             5.0           240
#> 1873     1293  3473190             5.0           210
#> 1874     1293  3473190             5.0           210
#> 1875     1293  9387000             7.0           690
#> 1876     1293  3781620             5.0           220
#> 1877     1293  4009590             5.0           210
#> 1878     1293  1100000             6.0           150
#> 1879     1294  2145600             6.5           300
#> 1880     1294  2480850             5.0           210
#> 1881     1294  2212650             5.0           170
#> 1882     1294  3754800             5.0           250
#> 1883     1294  2561310             5.0           220
#> 1884     1294  2145600             6.5           210
#> 1885     1294  2413800             6.0           230
#> 1886     1295  1820000             4.5           108
#> 1887     1295  2200000             4.5           162
#> 1888     1295  1975000             5.0           135
#> 1889     1295  1350000             5.0           162
#> 1890     1295  2050000             5.0           145
#> 1891     1295  2000000             4.5           143
#> 1892     1295  5400000             9.0           440
#> 1893     1295  2200000             4.5           162
#> 1894     1295  3235000             5.5           320
#> 1895     1295  1740000             5.5           146
#> 1896     1295  1980000             4.5           120
#> 1897     1295  2790000             6.5           217
#> 1898     1295  1975000             5.0           135
#> 1899     1295  1820000             4.5           111
#> 1900     1295  1790000             5.5           161
#> 1901     1295  2950000             7.5           230
#> 1902     1295  1790000             5.5           161
#> 1903     1295  2790000             6.5           217
#> 1904     1295  2790000             6.5           217
#> 1905     1295  2090000             5.5           152
#> 1906     1295  2050000             5.0           145
#> 1907     1295  1820000             4.5           111
#> 1908     1295  2090000             5.5           152
#> 1909     1296  4800000             8.0           310
#> 1910     1296   450000             1.0            30
#> 1911     1296   450000             1.0            30
#> 1912     1296  4800000             8.0           310
#> 1913     1296  3200000             6.5           190
#> 1914     1296  4950000            12.0           390
#> 1915     1296  1740000             5.5           146
#> 1916     1296  4650000             9.5           235
#> 1917     1296  3390000             6.0           250
#> 1918     1297  2130000             6.5           195
#> 1919     1297  2490000             7.5           190
#> 1920     1297  2300000             8.0           200
#> 1921     1297  2180000             5.5           148
#> 1922     1297  4000000             9.0           234
#> 1923     1297  1640000             4.5           118
#> 1924     1297  2630000             5.5           179
#> 1925     1297  2180000             5.5           148
#> 1926     1297  4100000             9.5           260
#> 1927     1297  2180000             5.5           148
#> 1928     1297  5390000             8.5           420
#> 1929     1297  2630000             5.5           222
#> 1930     1297  4000000             9.0           234
#> 1931     1297  7500000             9.5           313
#> 1932     1297  1640000             4.5           118
#> 1933     1297  5000000             8.0           273
#> 1934     1297  2580000             5.5           180
#> 1935     1297  6500000            10.0           356
#> 1936     1297  2485000             7.5           200
#> 1937     1298  6034500             5.0           410
#> 1938     1298  6021090             8.0           690
#> 1939     1298  6021090             6.5           700
#> 1940     1299  1330000             4.5           113
#> 1941     1299 15000000            15.0          1000
#> 1942     1299  2090000             7.5           200
#> 1943     1299  3100000             7.5           240
#> 1944     1299  1790000             5.5           169
#> 1945     1299  2290000             5.5           173
#> 1946     1299  4700000             8.5           334
#> 1947     1299  1790000             5.5           169
#> 1948     1299  1730000             4.0           140
#> 1949     1299  1330000             4.5           113
#> 1950     1299  1350000             4.5           107
#> 1951     1299  3490000             6.5           290
#> 1952     1299  1350000             4.5           107
#> 1953     1302  1295000             5.5           156
#> 1954     1302  2120000             7.5           244
#> 1955     1302  1270000             5.5           187
#> 1956     1302  1370000             5.5           203
#> 1957     1302  1370000             5.5           203
#> 1958     1302  1270000             5.5           187
#> 1959     1303  1490000             7.0           167
#> 1960     1303  1850000             6.5           230
#> 1961     1303  1350000             5.5           170
#> 1962     1304   990000             4.5            98
#> 1963     1304   840000             3.5            78
#> 1964     1304   990000             4.5            98
#> 1965     1304   750000             3.5            84
#> 1966     1304   855000             3.5           114
#> 1967     1304   830000             3.5            78
#> 1968     1304   610000             2.5            71
#> 1969     1304   610000             2.5            71
#> 1970     1304   895000             4.5           102
#> 1971     1304   840000             3.5           115
#> 1972     1304  1350000             5.5           139
#> 1973     1304   840000             3.5           115
#> 1974     1304  1590000             6.5           140
#> 1975     1304  1050000             4.5            93
#> 1976     1304  1050000             4.5           115
#> 1977     1304   870000             3.5            76
#> 1978     1306   770000             3.5            96
#> 1979     1306  1150000             5.5           200
#> 1980     1306   870000             4.5           100
#> 1981     1306   925000             4.5            99
#> 1982     1306   745000             3.5            86
#> 1983     1306   755000             3.5            86
#> 1984     1306  1150000             5.5           200
#> 1985     1306   925000             4.5            99
#> 1986     1307  1495000             7.5           210
#> 1987     1312   820000             5.5           104
#> 1988     1312  2690000             6.5           360
#> 1989     1312  1190000             6.5           151
#> 1990     1312   599000             2.5            74
#> 1991     1312   599000             2.5            74
#> 1992     1312   795000             4.5           110
#> 1993     1313  1395000             9.0           290
#> 1994     1315  1400000             7.5           190
#> 1995     1315  2900000            18.0           530
#> 1996     1316   965000             4.5           138
#> 1997     1316   965000             4.5           138
#> 1998     1316   630000             3.5            91
#> 1999     1316   979000             3.5           134
#> 2000     1316   530000             3.5            73
#> 2001     1316   595000             2.5            75
#> 2002     1317   570000             3.5            67
#> 2003     1317   570000             3.5            67
#> 2004     1317   730000             4.5            88
#> 2005     1317   570000             3.5            67
#> 2006     1317   750000             3.5            95
#> 2007     1317   750000             4.5            94
#> 2008     1317   750000             4.5            94
#> 2009     1317   730000             4.5            88
#> 2010     1317   750000             3.5            96
#> 2011     1317   722000             3.5            92
#> 2012     1317   570000             3.5            67
#> 2013     1318   645000             3.5            79
#> 2014     1318   645000             3.5            79
#> 2015     1318   690000             3.5           133
#> 2016     1322   950000             6.5           196
#> 2017     1324   950000             9.0           220
#> 2018     1325   385000             3.0            70
#> 2019     1325   690000            10.0           210
#> 2020     1325   890000             5.5           150
#> 2021     1337   495000             3.5            85
#> 2022     1337   510000             3.5            87
#> 2023     1337   319000             1.5            58
#> 2024     1337   847000             5.5           160
#> 2025     1337   510000             3.5            87
#> 2026     1337   675000             6.0           120
#> 2027     1337   449000             3.5           107
#> 2028     1337   890000             4.5           118
#> 2029     1337   638000             4.5           116
#> 2030     1337   850000             7.5           160
#> 2031     1337   925000             6.5           151
#> 2032     1337   685000             4.5           105
#> 2033     1337   530000             3.5            87
#> 2034     1337   420000             3.5            72
#> 2035     1337   449000             3.5           107
#> 2036     1337   420000             3.5            67
#> 2037     1337   750000             4.5           110
#> 2038     1337   550000             3.5            92
#> 2039     1337  2290000             6.5           292
#> 2040     1337   550000             3.5           107
#> 2041     1337   510000             3.5            85
#> 2042     1337   358000             2.5            65
#> 2043     1338   390000             3.5            69
#> 2044     1338   555000             4.5           106
#> 2045     1338   390000             3.5            69
#> 2046     1338   625000             4.5           110
#> 2047     1342  1790000             7.5           220
#> 2048     1342  2990000            11.0           320
#> 2049     1342  1800000             7.0           180
#> 2050     1342   650000             5.0           160
#> 2051     1343  1650000             7.5           290
#> 2052     1343   700000             4.5           150
#> 2053     1344   990000             7.0           240
#> 2054     1344   990000             7.0           240
#> 2055     1346   640000             4.5           110
#> 2056     1346   700000             5.0           108
#> 2057     1347   850000             7.0           220
#> 2058     1347   598000             3.5           114
#> 2059     1347   485000             2.5            87
#> 2060     1347   690000             7.5           121
#> 2061     1347  1230000             5.5           185
#> 2062     1347   470000             2.5            85
#> 2063     1348  1490000             5.5           230
#> 2064     1350   435000             2.5            56
#> 2065     1350   537000             3.5            90
#> 2066     1350   445000             2.5            56
#> 2067     1350   899000             4.5           102
#> 2068     1350  1065000             5.5           127
#> 2069     1350   690000             3.5            84
#> 2070     1350   780000             5.5           130
#> 2071     1350  1035000             5.5           127
#> 2072     1350   590000             3.5            76
#> 2073     1350   899000             4.5           102
#> 2074     1350   695000             4.5            93
#> 2075     1350  1035000             5.5           127
#> 2076     1350  1065000             5.5           127
#> 2077     1350   735000             4.5            93
#> 2078     1350   735000             4.5            93
#> 2079     1350   695000             4.5            93
#> 2080     1350   590000             3.5            76
#> 2081     1350   660000             4.5            98
#> 2082     1350   650000             3.5            98
#> 2083     1350   505000             2.5            65
#> 2084     1350  1050000             5.5           120
#> 2085     1350   445000             2.5            56
#> 2086     1350  1080000             4.5           123
#> 2087     1350  1250000             4.5           127
#> 2088     1350   490000             2.5            65
#> 2089     1350  1250000             4.5           127
#> 2090     1350  1130000             4.5           123
#> 2091     1350   715000             4.5            93
#> 2092     1350   575000             3.5            76
#> 2093     1352   250000             1.5            40
#> 2094     1354  1590000             6.5           250
#> 2095     1355  1590000             7.5           240
#> 2096     1355  1170000             5.0           161
#> 2097     1355  1490000             7.5           240
#> 2098     1357   695000             5.0           135
#> 2099     1357   595000             4.5           103
#> 2100     1358   603000             4.5            94
#> 2101     1358   603000             4.5            94
#> 2102     1372   920000             5.5           142
#> 2103     1372   920000             5.5           128
#> 2104     1372  1150000             5.5           125
#> 2105     1372  1150000             5.5           125
#> 2106     1372   920000             5.5           128
#> 2107     1372   895000             4.5           106
#> 2108     1372   920000             5.5           142
#> 2109     1372   850000             3.5           101
#> 2110     1372   640000             3.5            83
#> 2111     1373  1450000             6.5           155
#> 2112     1373   820000             5.5           129
#> 2113     1373   775000             4.5           102
#> 2114     1373  1250000             7.5           225
#> 2115     1373   920000             4.5           107
#> 2116     1373  1260000             4.5           142
#> 2117     1373  1050000             5.5           146
#> 2118     1373   660000             3.5            81
#> 2119     1373  1250000             7.5           225
#> 2120     1373   730000             3.5            87
#> 2121     1373  1050000             5.5           146
#> 2122     1373  1350000             5.5           157
#> 2123     1374  1195000             4.5           136
#> 2124     1374  1155000             4.5           136
#> 2125     1374  1175000             4.5           136
#> 2126     1374  1155000             4.5           136
#> 2127     1375  1245000             5.5           130
#> 2128     1375   920000             5.5           120
#> 2129     1376  1195000             5.5           123
#> 2130     1376  1195000             5.5           123
#> 2131     1377  1095000             7.0           184
#> 2132     1377   695000             3.0            94
#> 2133     1377  1095000             7.0           184
#> 2134     1377   825000             4.5           134
#> 2135     1377  1900000             9.0           271
#> 2136     1400  1900000             6.5           204
#> 2137     1400   950000             5.5           156
#> 2138     1400   525000             2.5            47
#> 2139     1400   685000             4.5           106
#> 2140     1400   790000             4.5           102
#> 2141     1400   590000             2.5            89
#> 2142     1400   720000             2.5            65
#> 2143     1400   560000             4.0           107
#> 2144     1400   375000             1.5            44
#> 2145     1400   529000             3.5            63
#> 2146     1400  1120000             4.5           117
#> 2147     1400   498000             2.5            44
#> 2148     1400   860000             3.5            99
#> 2149     1400  1000000             7.5           116
#> 2150     1400   875000             4.5            94
#> 2151     1400  1050000             4.5            99
#> 2152     1400   850000             6.5           160
#> 2153     1400   895000             4.5            94
#> 2154     1400   840000             3.5           110
#> 2155     1400   535000             2.5            53
#> 2156     1400  1190000             6.5           142
#> 2157     1400  1350000             4.0           110
#> 2158     1400   685000             4.5           106
#> 2159     1400   699000             4.5            97
#> 2160     1400  1090000             4.5           120
#> 2161     1400  1680000             7.5           238
#> 2162     1400  1450000             7.5           245
#> 2163     1400  1090000             4.5           159
#> 2164     1400   495000             2.5            47
#> 2165     1400   650000             4.5           116
#> 2166     1400   775000             4.5           115
#> 2167     1400   695000             3.5            82
#> 2168     1400   640000             5.0           100
#> 2169     1400   375000             2.5            44
#> 2170     1400  1375000             5.5           180
#> 2171     1400  1124000             5.5           148
#> 2172     1400   530000             2.5            44
#> 2173     1400   720000             2.5            65
#> 2174     1400   860000             3.5            99
#> 2175     1400   560000             4.0           107
#> 2176     1400   755000             4.5            96
#> 2177     1400  2990000             9.0           498
#> 2178     1400   375000             1.5            44
#> 2179     1400   375000             1.5            44
#> 2180     1400  1350000             5.5           216
#> 2181     1405   780000             4.5            98
#> 2182     1405  1280000             5.5           165
#> 2183     1405   980000             6.5           170
#> 2184     1405  1250000             6.5           140
#> 2185     1406  1190000             5.5           135
#> 2186     1407  1690000             6.5           208
#> 2187     1407   680000             4.5           109
#> 2188     1407   700000             4.5           103
#> 2189     1407   680000             4.5            95
#> 2190     1407   670000             4.5            99
#> 2191     1407   710000             4.5           115
#> 2192     1410   878000             6.0           157
#> 2193     1410   838000             4.5           107
#> 2194     1410   838000             4.5           107
#> 2195     1410  4290000            10.0           490
#> 2196     1410  1395000             5.5           245
#> 2197     1410  1230000             5.5           140
#> 2198     1410   878000             6.0           157
#> 2199     1413  2700000             9.0           410
#> 2200     1413  1190000             5.5           149
#> 2201     1413  2700000             9.5           390
#> 2202     1413  2700000             7.5           410
#> 2203     1415   760000             4.5           127
#> 2204     1415   685000             4.5           126
#> 2205     1415   760000             4.5           127
#> 2206     1415   760000             4.5           131
#> 2207     1415   685000             4.5           125
#> 2208     1417   890000             6.5           180
#> 2209     1417   595000             3.5            77
#> 2210     1417  1124000             5.5           148
#> 2211     1417   890000             6.5           180
#> 2212     1417   865000             4.5           122
#> 2213     1417   780000             4.5           110
#> 2214     1417   580000             4.5            94
#> 2215     1417   855000             4.5           121
#> 2216     1417   410000             2.5            51
#> 2217     1418  1550000             6.5           226
#> 2218     1418  1550000             6.5           224
#> 2219     1422  1090000             4.5           180
#> 2220     1422   395000             2.5            50
#> 2221     1422  2090000             9.0           280
#> 2222     1422  1010000             4.0           136
#> 2223     1422   895000             7.0           250
#> 2224     1422  1700000             5.5           180
#> 2225     1422  1230000             5.5           150
#> 2226     1422  1290000             5.0           120
#> 2227     1422  3650000             7.5           330
#> 2228     1422  7000000            17.0           750
#> 2229     1422   630000             3.5            84
#> 2230     1422  1380000             8.0           225
#> 2231     1422  1125000             5.5           129
#> 2232     1422  3650000             9.5           325
#> 2233     1422  3650000            10.0           350
#> 2234     1422   660000             3.5            86
#> 2235     1422  1595000             8.0           345
#> 2236     1422  1125000             5.5           136
#> 2237     1422  3650000             9.5           325
#> 2238     1423  1320000             5.5           215
#> 2239     1423  1490000             7.5           237
#> 2240     1423  1490000             9.5           243
#> 2241     1423  1230000             6.5           198
#> 2242     1423   890000             5.0           110
#> 2243     1423  1320000             5.5           210
#> 2244     1423   695000             3.5           100
#> 2245     1423  1590000             8.0           200
#> 2246     1423   780000             4.5           123
#> 2247     1423  1230000             6.5           198
#> 2248     1423  1490000             7.5           237
#> 2249     1424  1550000            10.0           225
#> 2250     1424  3500000            12.0           500
#> 2251     1424  3500000            12.0           500
#> 2252     1424   730000             3.5           100
#> 2253     1424  4200000            11.0           463
#> 2254     1424  3500000            12.0           500
#> 2255     1424   650000             3.5            76
#> 2256     1425   780000             8.0           388
#> 2257     1425  1590000             5.5           320
#> 2258     1425  1380000             7.5           446
#> 2259     1426   735000             5.5           176
#> 2260     1426  1600000             9.5           300
#> 2261     1426  1690000            13.0           250
#> 2262     1426   790000             4.5           109
#> 2263     1426   385000             2.5            43
#> 2264     1427  1050000             3.5            85
#> 2265     1427  4900000            12.0           600
#> 2266     1427  4900000            12.0           600
#> 2267     1427  4900000            12.0           600
#> 2268     1428   949000             7.0           325
#> 2269     1428   690000             5.5           165
#> 2270     1430  1175000             6.5           215
#> 2271     1432   795000             4.5           153
#> 2272     1432   990000             5.5           138
#> 2273     1432   795000             4.5           153
#> 2274     1432   710000             4.5           106
#> 2275     1436   995000             5.5           166
#> 2276     1436  1200000             7.0           110
#> 2277     1436  1550000             6.5           168
#> 2278     1436   995000             5.5           166
#> 2279     1436  2150000             6.0           250
#> 2280     1436  1190000             5.5           144
#> 2281     1437   595000             3.5            82
#> 2282     1439   530000             4.5            93
#> 2283     1439   530000             4.5            93
#> 2284     1441   315900             1.0            41
#> 2285     1442  1395000             7.5           286
#> 2286     1442  1410000             5.5           198
#> 2287     1442   860000             6.5           147
#> 2288     1442  1190000             5.5           230
#> 2289     1442  1395000             7.5           286
#> 2290     1442   860000             6.5           147
#> 2291     1445   815000             4.5           104
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#> 5433     1920   690000             4.5           126
#> 5434     1920   351290             3.5            97
#> 5435     1920   764360             4.5            67
#> 5436     1920  1024520             5.5           170
#> 5437     1920  1689660             4.5           310
#> 5438     1920  1290000             4.5           180
#> 5439     1920   740230             5.5           140
#> 5440     1920   595000             4.5           150
#> 5441     1920   450000             2.0            65
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#> 5443     1920   480000             3.5            91
#> 5444     1920   298000             3.5            70
#> 5445     1920   395000             3.5            78
#> 5446     1920  1052680             4.5           130
#> 5447     1920   850000             4.5           102
#> 5448     1920   750000             4.5           155
#> 5449     1920  1233720             4.5           200
#> 5450     1920   840140             5.5           140
#> 5451     1920   570000             5.5           125
#> 5452     1920   844830             4.5           150
#> 5453     1920   750960             4.5           200
#> 5454     1920  1032570             4.5            81
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#> 5456     1920   844830             4.5           150
#> 5457     1920   657090             4.5            86
#> 5458     1920   365000             4.5            85
#> 5459     1920   495000             4.5           124
#> 5460     1920   844830             4.5           150
#> 5461     1920  1019160             4.5            81
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#> 5463     1920  1082180             5.5           190
#> 5464     1920   588000             3.5            88
#> 5465     1920   818010             3.5            61
#> 5466     1920   588000             3.5            88
#> 5467     1920  1050000             5.5           154
#> 5468     1920   931990             5.5           130
#> 5469     1920   710000             4.5           125
#> 5470     1920   659000             5.0           127
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#> 5474     1920   764000             4.5           139
#> 5475     1920   697320             4.5           150
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#> 5477     1920   588000             3.5            88
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#> 5480     1920   626510             4.5           101
#> 5481     1920   764000             3.5           139
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#> 5484     1920   340000             2.5            70
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#> 5487     1920   970000             4.5           114
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#> 5490     1920   764000             3.5           139
#> 5491     1920   844830             4.5           150
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#> 5497     1920  1408050             4.5           200
#> 5498     1920   895000             4.5           174
#> 5499     1920  2266290             4.5           260
#> 5500     1920   570000             3.5            71
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#> 5506     1920   695000             4.5           104
#> 5507     1920  1173370             5.5           200
#> 5508     1920   770000             3.5            86
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#> 5510     1920  1233720             5.5           150
#> 5511     1920   495000             4.5           124
#> 5512     1920   160920             6.0           290
#> 5513     1920   380000             4.5            87
#> 5514     1920   630000             5.5           120
#> 5515     1920   868960             4.5            89
#> 5516     1920   650000             7.0           158
#> 5517     1920   540000             4.5           101
#> 5518     1920   575000             4.5            97
#> 5519     1920  2004790             8.0           540
#> 5520     1920   885060             4.5           150
#> 5521     1920   550000             5.5           125
#> 5522     1920   646000             4.5           108
#> 5523     1920   558000             5.5           125
#> 5524     1920   495000             3.5            98
#> 5525     1920   603450             3.0            62
#> 5526     1920   565000             4.5            98
#> 5527     1920   780000             4.5           123
#> 5528     1920   588000             3.5            88
#> 5529     1920  1233720             5.5           150
#> 5530     1920   330000             3.5            90
#> 5531     1920   885060             4.5           150
#> 5532     1920  1180080             4.5           200
#> 5533     1920   866280             5.5           130
#> 5534     1921   871650             5.5           130
#> 5535     1921   697320             5.5           170
#> 5536     1921   965520             4.5           130
#> 5537     1921   340000             5.5           123
#> 5538     1921  1495000            11.0           409
#> 5539     1921   871650             5.5           130
#> 5540     1921  1390000             6.5           190
#> 5541     1921  1126440             5.5           190
#> 5542     1921  1200000             5.5           130
#> 5543     1922   596740             5.0            81
#> 5544     1922   650000             4.5            75
#> 5545     1922   596740             4.5            69
#> 5546     1922   603450             4.5            70
#> 5547     1922  2943490            10.0           310
#> 5548     1922  1542140             4.5           220
#> 5549     1923   960000             5.5           160
#> 5550     1923  1287360             4.5           210
#> 5551     1923   690000             4.5            90
#> 5552     1923   295000             2.5            95
#> 5553     1925   368770             4.0            71
#> 5554     1925   310000             3.5            89
#> 5555     1926   515000             5.5           158
#> 5556     1926  1500000             4.5           173
#> 5557     1926   975000             5.5           146
#> 5558     1926   410000             2.5            79
#> 5559     1926   666470             5.5            82
#> 5560     1926   670000             3.5            97
#> 5561     1926   975000             5.5           167
#> 5562     1926   565000             3.5            98
#> 5563     1926   840000             4.5           130
#> 5564     1926  1249810             4.5           240
#> 5565     1926  1877400             6.5           310
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#> 5567     1926   856890             3.0           160
#> 5568     1926   871000             3.5           102
#> 5569     1926  1490000             6.5           250
#> 5570     1926   650000             3.5           111
#> 5571     1926  1944450             5.5           330
#> 5572     1926   791149             4.5           135
#> 5573     1926  1250000             4.5           175
#> 5574     1926  1071437             5.5           175
#> 5575     1926  2700000             6.5           440
#> 5576     1926   670000             3.5            97
#> 5577     1926  1200190             5.5           230
#> 5578     1926  1676250             5.5           230
#> 5579     1926   760000             5.5           160
#> 5580     1926  1475100             5.5           340
#> 5581     1926  1320000             6.5           224
#> 5582     1926   630270             5.5           140
#> 5583     1926  3473190             7.0           590
#> 5584     1926  1307470             4.5           240
#> 5585     1926  1045000             4.5           146
#> 5586     1926   970000             4.5           170
#> 5587     1926   630270             4.5            83
#> 5588     1926   585000             3.5           100
#> 5589     1926   440000             2.5            75
#> 5590     1926  1272600             4.5           240
#> 5591     1926  1340000             6.5           226
#> 5592     1926  1273950             5.5           190
#> 5593     1926  1260000             5.5           213
#> 5594     1926  1770120             5.0           250
#> 5595     1926   640000             3.5           125
#> 5596     1926   980000             4.5           170
#> 5597     1926   965520             4.5           140
#> 5598     1926  1149000             5.5           170
#> 5599     1926  1837170             4.5           210
#> 5600     1926  1199000             8.0           204
#> 5601     1926   950000             4.5           147
#> 5602     1926   856890             5.5           160
#> 5603     1926  1272600             4.5           240
#> 5604     1926  1273950             4.5           210
#> 5605     1926   938700             5.5           150
#> 5606     1926  1250000             6.0           173
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#> 5608     1926   450000             2.5            75
#> 5609     1926  1689660             4.5           220
#> 5610     1926   430000             2.5            76
#> 5611     1926  1595790             4.5           220
#> 5612     1926   336457             2.5            60
#> 5613     1926  1202870             4.5           200
#> 5614     1926   549810             3.5            70
#> 5615     1926   690610             4.5           200
#> 5616     1926   470000             4.5           116
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#> 5618     1926  1249810             4.5           240
#> 5619     1926  1150000             5.5           170
#> 5620     1926  1000000             5.5           185
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#> 5623     1926   980000             5.5           181
#> 5624     1926  1199000             8.0           204
#> 5625     1926  1075000             5.5           204
#> 5626     1926   895000             3.5           101
#> 5627     1926  1607850             6.0           260
#> 5628     1926   875000             4.5           130
#> 5629     1926   522990             3.5            61
#> 5630     1926   875000             4.5           130
#> 5631     1926   832220             4.5            82
#> 5632     1926  1480000             8.5           375
#> 5633     1926  1200190             4.5           130
#> 5634     1926   565000             3.5            98
#> 5635     1927   695000             5.5           150
#> 5636     1928  2118780             5.5           440
#> 5637     1928  1004400            11.0           360
#> 5638     1928  1195000             6.5           166
#> 5639     1928   900000             7.0           198
#> 5640     1928  2266290             5.0           340
#> 5641     1933   655000             3.5            93
#> 5642     1933   830000             8.0           332
#> 5643     1933  1247130             6.0           430
#> 5644     1933   655000             3.5            93
#> 5645     1933  2252880             5.0           300
#> 5646     1933   911880             5.0           190
#> 5647     1933  2252880             5.0           250
#> 5648     1934  3395000             6.5           255
#> 5649     1934  1100000             3.5           112
#> 5650     1934  1609200             5.5           150
#> 5651     1934  1408050             5.5            91
#> 5652     1934   475100             2.5            50
#> 5653     1934  1032570             5.5           210
#> 5654     1934  1676250             4.5           220
#> 5655     1934   470000             2.0            50
#> 5656     1934   856000             3.5            97
#> 5657     1934  1650000             6.5           170
#> 5658     1934  1475100             4.5           140
#> 5659     1934   931990             5.0           160
#> 5660     1934  1703070             5.5           150
#> 5661     1934  1200000             4.5           113
#> 5662     1934  1676250             4.5           220
#> 5663     1934  3800000             9.5           418
#> 5664     1934  2500000             9.0           210
#> 5665     1934  1650000             6.0           170
#> 5666     1934  1250000             5.5           170
#> 5667     1934  1650000             6.0           170
#> 5668     1934  3352500             4.5           420
#> 5669     1936   560000             1.0            26
#> 5670     1936  1340000             2.5            85
#> 5671     1936  2900000             4.0           106
#> 5672     1936  2990000             4.0           116
#> 5673     1936  3486600             4.5           130
#> 5674     1936 13007700             4.5           460
#> 5675     1936 13342950             4.5           520
#> 5676     1936  2900000             4.0           126
#> 5677     1936  2775000             4.5           145
#> 5678     1936  1050000             3.0            59
#> 5679     1936 13007700             4.5           470
#> 5680     1936  7026840             5.5           290
#> 5681     1936 13007700             4.0           250
#> 5682     1936  2100000             3.5            85
#> 5683     1936  7026840             4.5           270
#> 5684     1936 13007700             4.5           470
#> 5685     1936  4950000             7.0           165
#> 5686     1936 13007700             4.0           470
#> 5687     1936  4950000             7.0           124
#> 5688     1936  9950000             7.0           207
#> 5689     1936  6637950             5.0           150
#> 5690     1936 13342950             5.0           420
#> 5691     1936  1795000             3.0           100
#> 5692     1936  4500000             8.0           224
#> 5693     1936 13007700             4.5           250
#> 5694     1936  3400000             6.5           150
#> 5695     1936  6705000             5.0           450
#> 5696     1936  9950000             7.0           207
#> 5697     1936  2100000             3.5            85
#> 5698     1937   871650             5.0           190
#> 5699     1937   520000             4.5           128
#> 5700     1937   650000             7.0           142
#> 5701     1937  1314180             4.5           230
#> 5702     1937  1495000             6.5           352
#> 5703     1937   850000             7.0           205
#> 5704     1937   650380             5.0           190
#> 5705     1937  1495000             6.5           352
#> 5706     1937   563220             5.5           290
#> 5707     1937   663790             6.0           220
#> 5708     1937   158000             4.5           300
#> 5709     1937   797890             6.5           260
#> 5710     1937   797890             5.0           230
#> 5711     1937   590000             6.0           167
#> 5712     1937   804600             6.0           260
#> 5713     1937   225000             3.5            68
#> 5714     1937   791190             5.0           220
#> 5715     1937   690000             6.0           150
#> 5716     1937   550000             4.5           200
#> 5717     1937  1314180             4.5           230
#> 5718     1938   695000             3.0           125
#> 5719     1938   780000             4.5           135
#> 5720     1938   710730             4.5           130
#> 5721     1938   547000             2.5           120
#> 5722     1938   590000             4.0            95
#> 5723     1938   695000             3.0           125
#> 5724     1938   750000             6.5           145
#> 5725     1938   440000             2.5            80
#> 5726     1938   710730             4.5           130
#> 5727     1938   530000             5.5           100
#> 5728     1938   895000             6.0           145
#> 5729     1938   710730             4.5           130
#> 5730     1941  1065000             4.5           134
#> 5731     1941  1690000             5.5           180
#> 5732     1941  1468390             5.5           170
#> 5733     1941  1490000             4.5           175
#> 5734     1941  2132190             5.5           230
#> 5735     1941  1150000             5.5           152
#> 5736     1941  1542140             5.5           200
#> 5737     1941   960000             4.5           125
#> 5738     1941  1010000             4.5           125
#> 5739     1941  2500000             6.5           244
#> 5740     1941   737550             3.5            59
#> 5741     1941  1354410             4.0           160
#> 5742     1941  1998090             5.5           290
#> 5743     1941  2132190             5.5           230
#> 5744     1941  2500000             6.5           302
#> 5745     1941  1032570             4.5           140
#> 5746     1941  1287360             4.0           160
#> 5747     1941  1998090             5.5           230
#> 5748     1941  1590000             4.5           181
#> 5749     1941  2132190             5.5           290
#> 5750     1941  2132190             5.5           230
#> 5751     1941  1690000             5.5           180
#> 5752     1941  4411890             6.5           460
#> 5753     1941   925290             4.5            65
#> 5754     1942  1984680             4.0           220
#> 5755     1942  1636020             3.0           190
#> 5756     1943  1233720             5.5           230
#> 5757     1944  1575000             4.0           128
#> 5758     1945   280000             4.5           101
#> 5759     1945   160920             2.0           160
#> 5760     1945   590000            10.0           757
#> 5761     1945   520000             6.5           250
#> 5762     1945   520000             7.5           170
#> 5763     1945   359000             3.5            99
#> 5764     1947  1139850             5.5           140
#> 5765     1947  1139850             5.5           140
#> 5766     1947  1585000             6.5           182
#> 5767     1947  1079500             5.5           140
#> 5768     1947   635000             3.5            86
#> 5769     1947   620000             3.5            90
#> 5770     1947   805000             4.5           111
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#> 5772     1947   850000             4.5           111
#> 5773     1947   850000             4.5           111
#> 5774     1947   805000             4.5           111
#> 5775     1947   804600             4.5           170
#> 5776     1948  1475000             8.0           260
#> 5777     1948   992340             4.0            75
#> 5778     1948   420000             4.5            82
#> 5779     1948  1475000             6.0           260
#> 5780     1950   618000             4.5           103
#> 5781     1950  2018200             4.5           240
#> 5782     1950   383000             3.5            92
#> 5783     1950   840000             4.5           128
#> 5784     1950   550000             4.5           120
#> 5785     1950   425000             2.5            70
#> 5786     1950   965520             5.5           170
#> 5787     1950   665000             4.5           118
#> 5788     1950   563220             3.5            70
#> 5789     1950   985000             4.5           120
#> 5790     1950  2816100             5.5           330
#> 5791     1950  1650000             7.0           200
#> 5792     1950   505000             3.5            83
#> 5793     1950  1395000             4.5           131
#> 5794     1950  1783530             4.5           250
#> 5795     1950   545000             5.5           140
#> 5796     1950   562000             3.5            95
#> 5797     1950   888000             4.0           105
#> 5798     1950   545000             4.5           135
#> 5799     1950  3300000             7.5           308
#> 5800     1950   368000             3.5            94
#> 5801     1950  1725000             6.0           183
#> 5802     1950   315000             3.5            77
#> 5803     1950   875670             4.5           130
#> 5804     1950   639650             4.5            83
#> 5805     1950  1720000             5.5           209
#> 5806     1950  1449000             5.5           212
#> 5807     1950  1810350             8.0           350
#> 5808     1950   875670             4.5           130
#> 5809     1950   640000             4.5           112
#> 5810     1950  1725000             6.0           230
#> 5811     1950   641700             3.5            95
#> 5812     1950  1700000             5.5           168
#> 5813     1950  1188930             5.5           160
#> 5814     1950   653000             3.5           102
#> 5815     1950   650000             4.5           109
#> 5816     1950   320000             2.5            69
#> 5817     1950   439000             2.5            75
#> 5818     1950  1487000             3.5           123
#> 5819     1950  1415000             7.5           279
#> 5820     1950   562000             3.5            95
#> 5821     1950   697320             4.5            79
#> 5822     1950  1186780             5.5           160
#> 5823     1950   695000             4.5           120
#> 5824     1950   470000             4.5           105
#> 5825     1950   383000             3.5            92
#> 5826     1950  3419550             5.5           350
#> 5827     1950  2480850             4.5           260
#> 5828     1950  1320000             6.0           167
#> 5829     1950   531000             3.5            88
#> 5830     1950  1069250             4.5           146
#> 5831     1950   350000             3.5            71
#> 5832     1950  2550000             6.5           270
#> 5833     1950  1390000             5.5           151
#> 5834     1950  1461690             4.5           210
#> 5835     1950   697320             4.5            76
#> 5836     1950   995000             3.5           129
#> 5837     1950  1390000             5.5           163
#> 5838     1950  3419550             5.5           350
#> 5839     1950   829000             4.5           126
#> 5840     1950  3800000            10.0           690
#> 5841     1950   590000             3.5            89
#> 5842     1950  4425300             6.5           400
#> 5843     1950  3419550             4.5           330
#> 5844     1950  1863990             4.5           220
#> 5845     1950  1390000             5.5           151
#> 5846     1950   935000             5.5           122
#> 5847     1950  1320000             6.0           167
#> 5848     1950   415000             4.0            90
#> 5849     1950   348000             2.5            54
#> 5850     1950   477000             3.5            88
#> 5851     1950   760000             4.5           125
#> 5852     1950   905170             5.5           150
#> 5853     1950   510000             3.5            98
#> 5854     1950   681000             3.5            99
#> 5855     1950  2550000             6.5           270
#> 5856     1950   683910             4.5            90
#> 5857     1950   829000             4.5           116
#> 5858     1950   320000             2.5            49
#> 5859     1950  1994060             4.5           150
#> 5860     1950   500000             3.5            94
#> 5861     1950  1300770             5.5           210
#> 5862     1950  1395000             4.5           131
#> 5863     1950   595000             4.5           136
#> 5864     1950  3486600             4.5           220
#> 5865     1950  2550000             5.5           280
#> 5866     1950   840000             4.5           128
#> 5867     1950  1487000             3.5           123
#> 5868     1950   595000             4.5           113
#> 5869     1950   999040             5.5           140
#> 5870     1950   720000             5.5           153
#> 5871     1950   797890             4.5           130
#> 5872     1950   451000             3.5            72
#> 5873     1950  3298860             5.0           340
#> 5874     1950  1390000             5.5           163
#> 5875     1950  1850000             5.5           168
#> 5876     1950   684000             4.5           112
#> 5877     1950   565000             3.0            59
#> 5878     1950   958810             5.5           160
#> 5879     1950   890000             3.5           105
#> 5880     1950   254130             3.5            38
#> 5881     1950   698000             3.5           125
#> 5882     1950   753640             4.5            90
#> 5883     1950   565000             3.5            84
#> 5884     1950   840000             5.5           179
#> 5885     1950   348000             2.5            54
#> 5886     1950   429120             3.5            65
#> 5887     1950   466000             4.5            99
#> 5888     1950   325000             2.5            68
#> 5889     1950   465000             4.5            92
#> 5890     1950   434480             3.5            64
#> 5891     1950   635000             4.5           117
#> 5892     1950   785000             7.0           142
#> 5893     1950   520000             3.5            95
#> 5894     1950   890000             3.5           105
#> 5895     1950   469350             3.5            44
#> 5896     1950  3800000            10.0           690
#> 5897     1950   561000             4.5           107
#> 5898     1950   565000             3.0            59
#> 5899     1950  1390000             5.5           168
#> 5900     1950   458000             4.5           113
#> 5901     1950   913220             4.5            94
#> 5902     1950   616860             5.5            85
#> 5903     1950  2313220             6.5           290
#> 5904     1950   939500             4.5            94
#> 5905     1950   480000             4.0           105
#> 5906     1950   465000             3.5           106
#> 5907     1950   470000             4.5            85
#> 5908     1950   375480             2.5            70
#> 5909     1950   395000             4.5           135
#> 5910     1950   790000             4.0           125
#> 5911     1950   569920             5.5           130
#> 5912     1950   675000             4.5           108
#> 5913     1950   650000             4.5           109
#> 5914     1950   330000             2.5            53
#> 5915     1950   603450             3.5            74
#> 5916     1950   623560             4.5            79
#> 5917     1950   683910             4.5            90
#> 5918     1950  1334290             4.5           160
#> 5919     1950  1449000             5.5           224
#> 5920     1950   507000             3.5            88
#> 5921     1950   510000             3.5            98
#> 5922     1950   871650             5.5           140
#> 5923     1950   590000             5.5           107
#> 5924     1950   550000             4.5            87
#> 5925     1950  1700000             5.5           168
#> 5926     1950   724140             4.5           130
#> 5927     1950   495000             4.5           110
#> 5928     1950  2018200             4.5           240
#> 5929     1950   504000             3.5            88
#> 5930     1950   683910             4.5            90
#> 5931     1950  2700000            11.5           430
#> 5932     1950  1233720             5.5           210
#> 5933     1950   603450             3.5            78
#> 5934     1950   799000             6.5           166
#> 5935     1950   536400             3.0           140
#> 5936     1950   650000             4.5           117
#> 5937     1950  1019160             5.5           160
#> 5938     1950   725000             5.5           155
#> 5939     1950   522990             4.5            62
#> 5940     1950  1965000            11.0           406
#> 5941     1950   695000             4.5           108
#> 5942     1950  2313220             6.5           290
#> 5943     1950  1193490             4.5           130
#> 5944     1950   753640             4.5            90
#> 5945     1950  2313220             5.0           230
#> 5946     1950   430460             2.5            40
#> 5947     1950   880000             5.5           139
#> 5948     1950  1850000             5.5           168
#> 5949     1950   550000             4.5            87
#> 5950     1950   350000             2.5            40
#> 5951     1950   340000             3.5            79
#> 5952     1950   888000             4.0           105
#> 5953     1950  3419550             4.5           330
#> 5954     1950   360000             3.5            73
#> 5955     1950   623560             4.5            79
#> 5956     1950  1300770             5.5           210
#> 5957     1950   429120             3.5            63
#> 5958     1950   697320             4.5            90
#> 5959     1950  1071450             5.5           170
#> 5960     1950   395000             3.5           110
#> 5961     1950  1233720             5.5           150
#> 5962     1950  1253830             4.5           150
#> 5963     1950  1415000             7.5           279
#> 5964     1950   890000             3.5           105
#> 5965     1950   477000             3.5            88
#> 5966     1950  1475000             7.5           220
#> 5967     1950   507000             3.5            88
#> 5968     1950   395000             3.5            78
#> 5969     1950   920000             4.5           165
#> 5970     1950  1783530             4.5           250
#> 5971     1950   885000             4.5           132
#> 5972     1950  1433860             5.5           190
#> 5973     1950  1111680             5.5           160
#> 5974     1950  2313220             5.0           300
#> 5975     1950   563220             5.5           130
#> 5976     1955   790000             6.0           188
#> 5977     1955  1044630             4.5           210
#> 5978     1955   370000             2.5            57
#> 5979     1955   780000             4.5           148
#> 5980     1955   880000             6.0           188
#> 5981     1955   779000             5.5           161
#> 5982     1955   482760             3.5            60
#> 5983     1955  1676250             5.5           330
#> 5984     1955   485000             3.5            89
#> 5985     1955  1689660             4.5           260
#> 5986     1955  1080000             9.0           360
#> 5987     1955  1273950             4.0           200
#> 5988     1955  1138500             4.5           230
#> 5989     1955   535000             3.5            97
#> 5990     1955   535000             3.5            97
#> 5991     1955  1100000             4.5           205
#> 5992     1955  1233720             4.5           190
#> 5993     1955   660000             4.5           123
#> 5994     1955   965520             5.5           150
#> 5995     1955   636970             4.5            75
#> 5996     1955   515000             3.5            91
#> 5997     1955  1044630             5.5           210
#> 5998     1955   683910             5.5           140
#> 5999     1955   779000             5.5           165
#> 6000     1955   985000             4.5           111
#> 6001     1955  1045980             5.5           130
#> 6002     1955   911880             5.5           130
#> 6003     1955  3285450             5.5           310
#> 6004     1955   972220             6.0           300
#> 6005     1955  1810350             9.5           410
#> 6006     1955  1044630             4.5           210
#> 6007     1955  1190000             6.5           227
#> 6008     1955   802450             5.5           160
#> 6009     1955  1998090             5.5           240
#> 6010     1955   410000             3.5            86
#> 6011     1955  1020500             4.5           230
#> 6012     1955  1273950             4.0           200
#> 6013     1955  1071450             4.5           210
#> 6014     1955   515000             3.5            91
#> 6015     1955   725000             4.5           141
#> 6016     1955   556510             3.5            77
#> 6017     1955   510000             3.5            82
#> 6018     1955  2655180             4.0           290
#> 6019     1955  1058040             5.5           150
#> 6020     1955  3285450             5.5           330
#> 6021     1955  1059390             5.0           240
#> 6022     1955  1092910             5.5           200
#> 6023     1955   972220             5.5           170
#> 6024     1955  1012450             5.5           190
#> 6025     1955   630000             4.5            95
#> 6026     1955   900000             8.0           190
#> 6027     1955  1636020             4.0           280
#> 6028     1955  1542140             4.5           250
#> 6029     1955   610150             4.5            85
#> 6030     1955  1180080             5.0           190
#> 6031     1955   720680             4.5           140
#> 6032     1955   636970             4.5            75
#> 6033     1955   368770             3.5            48
#> 6034     1955  1461690             5.5           260
#> 6035     1955   660000             4.5           123
#> 6036     1955   839090             5.5           160
#> 6037     1955   750000             6.5           140
#> 6038     1955   475000             3.5            79
#> 6039     1955  1750000             4.5           160
#> 6040     1955   650000             4.5           106
#> 6041     1955   401420             3.5            58
#> 6042     1957   663790             4.5           150
#> 6043     1957   665000             5.5           150
#> 6044     1957   587350             4.5           130
#> 6045     1957   665000             4.5           140
#> 6046     1957   635000             4.5           120
#> 6047     1957  1139850             5.5           210
#> 6048     1957   536400             3.0           140
#> 6049     1957   525000             4.5           125
#> 6050     1957   475000             4.5           124
#> 6051     1957   750000             4.5           110
#> 6052     1957   895000             4.5           137
#> 6053     1957   677200             4.5            74
#> 6054     1957  1173370             5.5           170
#> 6055     1957   850000             4.5           140
#> 6056     1957   790380             4.5           130
#> 6057     1957   589400             3.5           100
#> 6058     1957   636970             5.5           150
#> 6059     1957   895000             4.5           140
#> 6060     1957   420000             3.5            83
#> 6061     1957   563220             4.5            74
#> 6062     1957   851530             5.5           150
#> 6063     1957   844830             5.5           150
#> 6064     1957  1327590             6.5           350
#> 6065     1957   657090             4.5            93
#> 6066     1957   643680             5.5           160
#> 6067     1957   697320             4.5           140
#> 6068     1957   665000             5.5           150
#> 6069     1957   520000             3.5            84
#> 6070     1957  2375000             7.5           250
#> 6071     1957   592680             4.5            80
#> 6072     1957   717430             4.5            79
#> 6073     1957   420000             3.5            83
#> 6074     1957   665000             5.5           150
#> 6075     1957   480690             3.5            85
#> 6076     1957   590000             4.5           130
#> 6077     1957  1139850             5.5           170
#> 6078     1957   563220             4.5            78
#> 6079     1957  1173370             5.5           170
#> 6080     1957   480690             3.5            85
#> 6081     1957   485000             3.5            91
#> 6082     1957   850000             4.5           165
#> 6083     1957   485000             3.5            91
#> 6084     1957   563220             5.5            91
#> 6085     1957  1408050             5.0           330
#> 6086     1957   495000             3.5           103
#> 6087     1957   850000             4.5           165
#> 6088     1957   603450             4.5            75
#> 6089     1957   563220             4.5            74
#> 6090     1957   871650             5.5           170
#> 6091     1957   650000             3.5           101
#> 6092     1957  1139850             5.5           210
#> 6093     1957   450000             3.5            83
#> 6094     1957   498000             4.5           125
#> 6095     1957   697320             4.5           160
#> 6096     1957   550000             4.5           108
#> 6097     1957   495000             3.5            78
#> 6098     1957   667810             5.5           160
#> 6099     1957   420000             3.5            83
#> 6100     1957   623560             4.5            80
#> 6101     1958   215000             1.5            39
#> 6102     1958   828730             5.5           160
#> 6103     1958   640000             4.5           123
#> 6104     1958   272220             2.5            37
#> 6105     1958   488120             3.5            66
#> 6106     1958   532000             3.5            88
#> 6107     1958   767050             4.5            72
#> 6108     1958   550000             4.5           120
#> 6109     1958   374000             2.5            72
#> 6110     1958   604790             4.5            88
#> 6111     1958   653000             3.5           127
#> 6112     1958   497000             3.5            84
#> 6113     1958  1200190             5.5           170
#> 6114     1958   640000             4.5           123
#> 6115     1958   829000             4.5           163
#> 6116     1958   276000             1.5            53
#> 6117     1958   924000             4.5           135
#> 6118     1958   488120             3.5            60
#> 6119     1958   590000             4.5           103
#> 6120     1958  1823760             5.5           150
#> 6121     1958   917240             5.5           170
#> 6122     1958   457000             2.5            67
#> 6123     1958  1004400             4.5           160
#> 6124     1958   484100             3.5            60
#> 6125     1958   348000             2.5            71
#> 6126     1958   636970             4.5            93
#> 6127     1958   875670             4.5           160
#> 6128     1958   569920             3.5            76
#> 6129     1958   590000             4.5           114
#> 6130     1958  1610540             4.5           220
#> 6131     1958  1091570             5.5           190
#> 6132     1958   509580             3.5            70
#> 6133     1958  1090000             7.5           214
#> 6134     1958   897120             5.5           140
#> 6135     1958   875670             4.5           160
#> 6136     1958   829000             4.5           163
#> 6137     1958   553830             3.5            76
#> 6138     1958   814000             4.5           148
#> 6139     1958  1066090             4.0           190
#> 6140     1958   507000             3.5            98
#> 6141     1958   972220             5.5           310
#> 6142     1958   761680             4.5           150
#> 6143     1958  1729890             5.5           170
#> 6144     1958   749610             4.5           130
#> 6145     1958   898470             5.5           170
#> 6146     1958   374000             2.5            72
#> 6147     1958   829000             4.5           163
#> 6148     1958   887740             4.5           160
#> 6149     1958   348000             2.5            67
#> 6150     1958   829000             4.5           163
#> 6151     1958   555170             3.5            79
#> 6152     1958  1111680             5.5           210
#> 6153     1958   276000             1.5            53
#> 6154     1958   713410             4.5           130
#> 6155     1958   615000             3.5            84
#> 6156     1958   553830             3.5            76
#> 6157     1958  1004400             4.5           160
#> 6158     1958   399000             6.5           155
#> 6159     1958   630000             3.5           115
#> 6160     1958  1126440             5.5           170
#> 6161     1958  1091570             5.5           190
#> 6162     1958   717430             5.5           140
#> 6163     1958   666470             4.5            91
#> 6164     1958   361000             2.5            70
#> 6165     1958   662000             3.5           126
#> 6166     1958   824710             4.5            79
#> 6167     1958  1180080             4.5           290
#> 6168     1958   466660             3.5            67
#> 6169     1958   486000             3.5            94
#> 6170     1958  1111680             5.5           210
#> 6171     1958   272220             2.5            37
#> 6172     1958   675860             4.5            92
#> 6173     1958   887740             4.5           140
#> 6174     1958   829000             4.5           126
#> 6175     1958   477390             3.5            65
#> 6176     1958   507000             3.5            98
#> 6177     1958   612830             3.5            63
#> 6178     1958  1334290             4.5           200
#> 6179     1958   791190             5.5           140
#> 6180     1958   272220             2.5            37
#> 6181     1958   784480             4.5           130
#> 6182     1958   353000             2.5            67
#> 6183     1958   430460             2.5            64
#> 6184     1958   653000             3.5           102
#> 6185     1958   507000             3.5            98
#> 6186     1958  1111680             5.5           210
#> 6187     1958   757660             4.5            94
#> 6188     1958   315000             2.5            61
#> 6189     1958   430460             2.5            64
#> 6190     1958   670000             4.5           112
#> 6191     1958   509580             3.5            69
#> 6192     1958   814000             4.5           148
#> 6193     1958   425000             2.5            70
#> 6194     1958   488120             3.5            60
#> 6195     1958   473370             3.5            63
#> 6196     1958   630000             3.5           115
#> 6197     1958   203000             1.5            39
#> 6198     1958   749610             4.5           130
#> 6199     1958   604790             4.5            88
#> 6200     1958   486000             3.5            94
#> 6201     1958   887740             4.5           140
#> 6202     1958   361000             2.5            75
#> 6203     1958   640000             4.5           112
#> 6204     1958   870000             6.0           200
#> 6205     1958   666470             4.5            79
#> 6206     1958   840000             4.5           136
#> 6207     1958   466660             3.5            67
#> 6208     1958  1273950             4.5           190
#> 6209     1958  1111680             5.5           210
#> 6210     1958   897120             5.5           140
#> 6211     1958   380000             2.5            73
#> 6212     1958   784480             4.5           130
#> 6213     1958   560000             5.0           127
#> 6214     1958   569920             3.5            82
#> 6215     1958   374000             2.5            72
#> 6216     1958   395000             4.5           111
#> 6217     1958   507000             3.5            98
#> 6218     1958   364000             2.5            70
#> 6219     1958   475000             3.5            98
#> 6220     1958   653000             3.5           127
#> 6221     1958   669150             4.5            91
#> 6222     1958   475000             3.5            98
#> 6223     1958   507000             3.5            84
#> 6224     1958   555170             3.5            57
#> 6225     1958   895000             5.5           169
#> 6226     1958   503000             3.5            84
#> 6227     1958   179000             1.5            35
#> 6228     1958   364000             2.5            63
#> 6229     1958  1863990             5.5           220
#> 6230     1958   484100             3.5            60
#> 6231     1958   434000             3.5            84
#> 6232     1958   414000             2.5            83
#> 6233     1958   712070             4.5           130
#> 6234     1958  1247130             4.5           220
#> 6235     1958   585000             3.5           112
#> 6236     1958   292330             2.5            40
#> 6237     1958   509580             3.5            70
#> 6238     1958   532000             3.5            88
#> 6239     1958   828730             5.5           160
#> 6240     1961  3339090             5.5           230
#> 6241     1961  1012450             4.5           190
#> 6242     1962   643680             4.5            76
#> 6243     1962   480000             3.5            80
#> 6244     1962   430000             3.5            98
#> 6245     1962   580000             3.5            82
#> 6246     1962   490000             4.5           115
#> 6247     1962   580000             3.5            70
#> 6248     1962   710000             4.5           117
#> 6249     1962   580000             3.5            94
#>                                                                      address
#> 1                                                              1000 Lausanne
#> 2                                                              1000 Lausanne
#> 3                                Chemin de Planche-aux-Oies 6, 1000 Lausanne
#> 4                                                              1000 Lausanne
#> 5                                                              1000 Lausanne
#> 6                                                              1000 Lausanne
#> 7                                                              1000 Lausanne
#> 8                                                    Lausanne, 1000 Lausanne
#> 9                                                              1000 Lausanne
#> 10                                                             1000 Lausanne
#> 11                                                             1003 Lausanne
#> 12                                           Avenue de France, 1004 Lausanne
#> 13                                                             1004 Lausanne
#> 14                                                             1004 Lausanne
#> 15                                                             1004 Lausanne
#> 16                                                             1004 Lausanne
#> 17                                                   Lausanne, 1004 Lausanne
#> 18                                     Chemin Aimé-Steinlen 7, 1004 Lausanne
#> 19                                                             1004 Lausanne
#> 20                                                             1004 Lausanne
#> 21                                                             1004 Lausanne
#> 22                                            Avenue Jomini 5, 1004 Lausanne
#> 23                                                 A Lausanne, 1004 Lausanne
#> 24                                                             1004 Lausanne
#> 25                                           Avenue Collonges, 1004 Lausanne
#> 26                                                   Lausanne, 1004 Lausanne
#> 27                                                             1004 Lausanne
#> 28                                                             1004 Lausanne
#> 29                                                             1004 Lausanne
#> 30                                    Chemin des Retraites 11, 1004 Lausanne
#> 31                                                 A Lausanne, 1004 Lausanne
#> 32                                                             1004 Lausanne
#> 33                                                             1004 Lausanne
#> 34                                        Avenue de France 98, 1004 Lausanne
#> 35                                                             1004 Lausanne
#> 36                                                             1004 Lausanne
#> 37                                           Avenue Collonges, 1004 Lausanne
#> 38                                                             1005 Lausanne
#> 39                                                             1005 Lausanne
#> 40                                                             1005 Lausanne
#> 41                                       Pl. de la Cathédrale, 1005 Lausanne
#> 42                                                             1005 Lausanne
#> 43                                  Avenue Louis-Vulliemin 10, 1005 Lausanne
#> 44                                                             1005 Lausanne
#> 45                                                             1005 Lausanne
#> 46                                                             1006 Lausanne
#> 47                                                             1006 Lausanne
#> 48                                                             1006 Lausanne
#> 49                                                             1006 Lausanne
#> 50                                                             1007 Lausanne
#> 51                                                             1007 Lausanne
#> 52                                                   Lausanne, 1007 Lausanne
#> 53                                                             1007 Lausanne
#> 54                                                             1007 Lausanne
#> 55                                                             1007 Lausanne
#> 56                                                             1007 Lausanne
#> 57                                                             1007 Lausanne
#> 58                                                             1007 Lausanne
#> 59                                                               1008 Prilly
#> 60                                                               1008 Prilly
#> 61                                                       Prilly, 1008 Prilly
#> 62                                                               1008 Prilly
#> 63                                                               1008 Prilly
#> 64                                                               1008 Prilly
#> 65                                                               1008 Prilly
#> 66                                                               1008 Prilly
#> 67                                                               1008 Prilly
#> 68                                                       Prilly, 1008 Prilly
#> 69                                                      1008 Jouxtens-Mézery
#> 70                                                               1008 Prilly
#> 71                                                               1008 Prilly
#> 72                                                      1008 Jouxtens-Mézery
#> 73                                                               1008 Prilly
#> 74                                                       Prilly, 1008 Prilly
#> 75                                                               1008 Prilly
#> 76                                 Avenue de la Vallombreuse 53, 1008 Prilly
#> 77                                                               1008 Prilly
#> 78                                                               1008 Prilly
#> 79                                                      1008 Jouxtens-Mézery
#> 80                                                      1008 Jouxtens-Mézery
#> 81                                                               1008 Prilly
#> 82                                            Avenue du Château, 1008 Prilly
#> 83                                                       Prilly, 1008 Prilly
#> 84                                                               1008 Prilly
#> 85                                                               1008 Prilly
#> 86                                     Jouxtens-Mézery, 1008 Jouxtens-Mézery
#> 87                                                               1008 Prilly
#> 88                                                               1008 Prilly
#> 89                                                      1008 Jouxtens-Mézery
#> 90                                                      1008 Jouxtens-Mézery
#> 91                                                               1008 Prilly
#> 92                                                               1008 Prilly
#> 93                                                       Prilly, 1008 Prilly
#> 94                                                      1008 Jouxtens-Mézery
#> 95                                                      1008 Jouxtens-Mézery
#> 96                                                               1008 Prilly
#> 97                                                      1008 Jouxtens-Mézery
#> 98                                                      1008 Jouxtens-Mézery
#> 99                                     Jouxtens-Mézery, 1008 Jouxtens-Mézery
#> 100                                      chemin de Bel-Orne 30B, 1008 Prilly
#> 101                                                              1008 Prilly
#> 102                                                               1009 Pully
#> 103                                                               1009 Pully
#> 104                                                               1009 Pully
#> 105                                                               1009 Pully
#> 106                                             Chemin du Manoir, 1009 Pully
#> 107                                                               1009 Pully
#> 108                                                               1009 Pully
#> 109                                                               1009 Pully
#> 110                                                               1009 Pully
#> 111                                       Avenue de Villardin 10, 1009 Pully
#> 112                                                               1009 Pully
#> 113                                     Chemin de la Damataire 8, 1009 Pully
#> 114                                                               1009 Pully
#> 115                                                               1009 Pully
#> 116                                                               1009 Pully
#> 117                                                               1009 Pully
#> 118                                     Chemin de la Damataire 8, 1009 Pully
#> 119                                                               1009 Pully
#> 120                                                               1009 Pully
#> 121                                                               1009 Pully
#> 122                                      Chemin des Plateires 20, 1009 Pully
#> 123                                                               1009 Pully
#> 124                                                               1009 Pully
#> 125                                                               1009 Pully
#> 126                                                               1009 Pully
#> 127                                                               1009 Pully
#> 128                                     Chemin de Chamblandes 40, 1009 Pully
#> 129                                                               1009 Pully
#> 130                                                               1009 Pully
#> 131                                                               1009 Pully
#> 132                                                               1009 Pully
#> 133                                     Chemin de Chamblandes 40, 1009 Pully
#> 134                                                               1009 Pully
#> 135                                                               1009 Pully
#> 136                                                               1009 Pully
#> 137                                                 Ruisselet 11, 1009 Pully
#> 138                                                        Pully, 1009 Pully
#> 139                                                               1009 Pully
#> 140                                     Chemin de Chamblandes 40, 1009 Pully
#> 141                                                               1009 Pully
#> 142                                                        Pully, 1009 Pully
#> 143                                                               1009 Pully
#> 144                                                               1009 Pully
#> 145                                                               1009 Pully
#> 146                                                               1009 Pully
#> 147                                                      A Pully, 1009 Pully
#> 148                                                               1009 Pully
#> 149                                                               1009 Pully
#> 150                                                               1009 Pully
#> 151                                                               1009 Pully
#> 152                                                      A Pully, 1009 Pully
#> 153                                                               1009 Pully
#> 154                                                               1009 Pully
#> 155                                                               1009 Pully
#> 156                                                               1009 Pully
#> 157                                                               1009 Pully
#> 158                                                        Pully, 1009 Pully
#> 159                                                               1009 Pully
#> 160                                     Chemin de Chamblandes 40, 1009 Pully
#> 161                                                            1010 Lausanne
#> 162                                                            1010 Lausanne
#> 163                                                            1010 Lausanne
#> 164                                   Chemin de Boissonnet 15, 1010 Lausanne
#> 165                                                            1010 Lausanne
#> 166                                                            1010 Lausanne
#> 167                                   Chemin de Boissonnet 15, 1010 Lausanne
#> 168                                                            1010 Lausanne
#> 169                                                            1010 Lausanne
#> 170                                                            1010 Lausanne
#> 171                                                            1010 Lausanne
#> 172                                                            1010 Lausanne
#> 173                                                            1010 Lausanne
#> 174                                  Route de la Feuillère 23, 1010 Lausanne
#> 175                                                            1010 Lausanne
#> 176                                                            1010 Lausanne
#> 177                                                            1010 Lausanne
#> 178                                                            1010 Lausanne
#> 179                                                            1010 Lausanne
#> 180                           Chemin Isabelle de Montolieu 25, 1010 Lausanne
#> 181                                                            1010 Lausanne
#> 182                                                            1010 Lausanne
#> 183                                                            1010 Lausanne
#> 184                                                            1010 Lausanne
#> 185                                                            1010 Lausanne
#> 186                                                            1010 Lausanne
#> 187                                      Ch. de Champ Rond 55, 1010 Lausanne
#> 188                                                            1011 Lausanne
#> 189                                        Chemin du Mûrier 8, 1012 Lausanne
#> 190                                                A Lausanne, 1012 Lausanne
#> 191                                                            1012 Lausanne
#> 192                                                            1012 Lausanne
#> 193                                                            1012 Lausanne
#> 194                                                  Lausanne, 1012 Lausanne
#> 195                                                  Lausanne, 1012 Lausanne
#> 196                                                            1012 Lausanne
#> 197                                                  Lausanne, 1012 Lausanne
#> 198                                                            1012 Lausanne
#> 199                                                  Lausanne, 1012 Lausanne
#> 200                                                            1012 Lausanne
#> 201                                                  Lausanne, 1012 Lausanne
#> 202                                    Avenue Victor-Ruffy 63, 1012 Lausanne
#> 203                                                            1012 Lausanne
#> 204                                                  Lausanne, 1012 Lausanne
#> 205                                                            1012 Lausanne
#> 206                                                            1012 Lausanne
#> 207                                                            1012 Lausanne
#> 208                                                            1012 Lausanne
#> 209                                                            1012 Lausanne
#> 210                                                            1012 Lausanne
#> 211                                                  Lausanne, 1012 Lausanne
#> 212                                                            1012 Lausanne
#> 213                                                            1012 Lausanne
#> 214                                                            1012 Lausanne
#> 215                                                            1012 Lausanne
#> 216                                                            1012 Lausanne
#> 217                                                            1012 Lausanne
#> 218                                                            1012 Lausanne
#> 219                                                            1012 Lausanne
#> 220                                                            1012 Lausanne
#> 221                                                            1012 Lausanne
#> 222                                                            1012 Lausanne
#> 223                                   Chemin de Cassinette 13, 1018 Lausanne
#> 224                                                            1018 Lausanne
#> 225                                                            1018 Lausanne
#> 226                                                            1018 Lausanne
#> 227                                   Chemin de Cassinette 13, 1018 Lausanne
#> 228                                   Chemin de Cassinette 13, 1018 Lausanne
#> 229                                                            1018 Lausanne
#> 230                                   Chemin de Cassinette 13, 1018 Lausanne
#> 231                                                            1018 Lausanne
#> 232                                                            1018 Lausanne
#> 233                                                            1018 Lausanne
#> 234                                   Chemin de Cassinette 13, 1018 Lausanne
#> 235                                                            1018 Lausanne
#> 236                                Chemin de la Cassinette 13, 1018 Lausanne
#> 237                                                            1018 Lausanne
#> 238                                                  Lausanne, 1018 Lausanne
#> 239                                                            1018 Lausanne
#> 240                                                            1018 Lausanne
#> 241                                   Chemin de Cassinette 13, 1018 Lausanne
#> 242                                   Chemin de Cassinette 13, 1018 Lausanne
#> 243                                Chemin de la Cassinette 13, 1018 Lausanne
#> 244                                                           1020 Renens VD
#> 245                                                Renens VD, 1020 Renens VD
#> 246                                                           1020 Renens VD
#> 247                                                           1020 Renens VD
#> 248                                                Renens VD, 1020 Renens VD
#> 249                                                           1020 Renens VD
#> 250                                                Renens VD, 1020 Renens VD
#> 251                                   Chemin du Bourg-Dessus, 1020 Renens VD
#> 252                                                           1020 Renens VD
#> 253                                                Renens VD, 1020 Renens VD
#> 254                                      Chemin des Novalles 13, 1020 Renens
#> 255                                                              1020 Renens
#> 256                                             Rue des Alpes 4, 1020 Renens
#> 257                                                           1020 Renens VD
#> 258                                             Rue des Alpes 4, 1020 Renens
#> 259                                                           1020 Renens VD
#> 260                                               1022 Chavannes-près-Renens
#> 261                                               1022 Chavannes-près-Renens
#> 262                                               1022 Chavannes-près-Renens
#> 263                                               1022 Chavannes-près-Renens
#> 264                                               1022 Chavannes-près-Renens
#> 265                                               1022 Chavannes-près-Renens
#> 266                                               1022 Chavannes-près-Renens
#> 267                                               1022 Chavannes-près-Renens
#> 268                                               1022 Chavannes-près-Renens
#> 269                                               1022 Chavannes-près-Renens
#> 270                                               1022 Chavannes-près-Renens
#> 271                                               1022 Chavannes-près-Renens
#> 272                                                            1023 Crissier
#> 273                                                            1023 Crissier
#> 274                                                            1023 Crissier
#> 275                                                            1023 Crissier
#> 276                                                  Crissier, 1023 Crissier
#> 277                                                            1023 Crissier
#> 278                                                A Crissier, 1023 Crissier
#> 279                                                  Crissier, 1023 Crissier
#> 280                                                            1023 Crissier
#> 281                                                  Crissier, 1023 Crissier
#> 282                                                            1023 Crissier
#> 283                                                            1023 Crissier
#> 284                                      Route de Vallaire, 1024 Ecublens VD
#> 285                                            Ecublens VD, 1024 Ecublens VD
#> 286                                                         1024 Ecublens VD
#> 287                                                         1024 Ecublens VD
#> 288                                   Chemin de la Plantaz 28, 1024 Ecublens
#> 289                                                         1024 Ecublens VD
#> 290                                      Route de Vallaire, 1024 Ecublens VD
#> 291                                                         1024 Ecublens VD
#> 292                                                         1024 Ecublens VD
#> 293                              Dans un cadre résidentiel, 1024 Ecublens VD
#> 294                                                       1024 Écublens (VD)
#> 295                                                         1024 Ecublens VD
#> 296                                                       1025 St-Sulpice VD
#> 297                                                       1025 St-Sulpice VD
#> 298                                                       1025 St-Sulpice VD
#> 299                                                       1025 St-Sulpice VD
#> 300                                                       1025 St-Sulpice VD
#> 301                                                       1025 Saint-Sulpice
#> 302                                                       1025 St-Sulpice VD
#> 303                                                       1025 St-Sulpice VD
#> 304                                                       1025 St-Sulpice VD
#> 305                                                       1025 St-Sulpice VD
#> 306                                                           1026 Echandens
#> 307                                                              1026 Denges
#> 308                                                    1026 Echandens-Denges
#> 309                                                           1026 Echandens
#> 310                                                           1026 Echandens
#> 311                                                              1026 Denges
#> 312                                                              1026 Denges
#> 313                                    Route de Bremblens 6c, 1026 Echandens
#> 314                                                              1026 Denges
#> 315                                                    1026 Echandens-Denges
#> 316                                                              1026 Denges
#> 317                                                           1026 Echandens
#> 318                                                    1026 Echandens-Denges
#> 319                                                           1026 Echandens
#> 320                                                              1026 Denges
#> 321                                                           1026 Echandens
#> 322                                                Echandens, 1026 Echandens
#> 323                                                           1026 Echandens
#> 324                                                    1026 Echandens-Denges
#> 325                                           Quartier de villas, 1027 Lonay
#> 326                                                               1027 Lonay
#> 327                                          Chemin des Abbesses, 1027 Lonay
#> 328                                                               1027 Lonay
#> 329                                                        Lonay, 1027 Lonay
#> 330                                          Route d'Echandens 8, 1027 Lonay
#> 331                                                        Lonay, 1027 Lonay
#> 332                                                               1027 Lonay
#> 333                                                         1028 Préverenges
#> 334                                                         1028 Préverenges
#> 335                                                         1028 Préverenges
#> 336                                                         1028 Préverenges
#> 337                                                         1028 Préverenges
#> 338                                                         1028 Préverenges
#> 339                                                         1028 Préverenges
#> 340                                                   1029 Villars-Ste-Croix
#> 341                                                   1029 Villars-Ste-Croix
#> 342                                                   1029 Villars-Ste-Croix
#> 343                                       Chemin de Roséaz 22, 1030 Bussigny
#> 344                                                  Bussigny, 1030 Bussigny
#> 345                                                  Bussigny, 1030 Bussigny
#> 346                                    Chemin Grand'Vignes 13, 1030 Bussigny
#> 347                                              1030 Bussigny-près-Lausanne
#> 348                                                  Bussigny, 1030 Bussigny
#> 349                                         Rue de Remanan 17, 1030 Bussigny
#> 350                                                  Bussigny, 1030 Bussigny
#> 351                                          Rue des Alpes 10, 1030 Bussigny
#> 352                                                  Bussigny, 1030 Bussigny
#> 353                                                            1030 Bussigny
#> 354                                  Chemin de Grandvignes 25, 1030 Bussigny
#> 355                                        Rue de Lausanne 99, 1030 Bussigny
#> 356                                                  Bussigny, 1030 Bussigny
#> 357                                                  Bussigny, 1030 Bussigny
#> 358                                                              1031 Mex VD
#> 359                                                              1031 Mex VD
#> 360                                                              1031 Mex VD
#> 361                                                              1031 Mex VD
#> 362                                                              1031 Mex VD
#> 363                                                              1031 Mex VD
#> 364                                                              1031 Mex VD
#> 365                                                              1031 Mex VD
#> 366                                                  1032 Romanel s Lausanne
#> 367                                                  1032 Romanel s Lausanne
#> 368                                                1032 Romanel-sur-Lausanne
#> 369                                                1032 Romanel-sur-Lausanne
#> 370                                                1032 Romanel-sur-Lausanne
#> 371                                                1032 Romanel-sur-Lausanne
#> 372                                                1032 Romanel-sur-Lausanne
#> 373                                                1032 Romanel-sur-Lausanne
#> 374                                               1033 Cheseaux-sur-Lausanne
#> 375                       Le Timonet d'en Haut 1, 1033 Cheseaux-sur-Lausanne
#> 376                                               1033 Cheseaux-sur-Lausanne
#> 377                                               1033 Cheseaux-sur-Lausanne
#> 378                                               1033 Cheseaux-sur-Lausanne
#> 379                        Cheseaux-sur-Lausanne, 1033 Cheseaux-sur-Lausanne
#> 380                                               1033 Cheseaux-sur-Lausanne
#> 381                                               1033 Cheseaux-sur-Lausanne
#> 382                                               1033 Cheseaux-sur-Lausanne
#> 383                                               1033 Cheseaux-sur-Lausanne
#> 384                                                            1034 Boussens
#> 385                                                A Boussens, 1034 Boussens
#> 386                                                            1034 Boussens
#> 387                                                            1034 Boussens
#> 388                                                  Boussens, 1034 Boussens
#> 389                                                            1034 Boussens
#> 390                                                  Bournens, 1035 Bournens
#> 391                                                  Bournens, 1035 Bournens
#> 392                                                  Bournens, 1035 Bournens
#> 393                                                  Bournens, 1035 Bournens
#> 394                                                A Bournens, 1035 Bournens
#> 395                                                            1035 Bournens
#> 396                                                            1035 Bournens
#> 397                                                A Bournens, 1035 Bournens
#> 398                                                            1035 Bournens
#> 399                                                  Bournens, 1035 Bournens
#> 400                                                A Bournens, 1035 Bournens
#> 401                                                            1035 Bournens
#> 402                                                  Bournens, 1035 Bournens
#> 403                                                A Bournens, 1035 Bournens
#> 404                                                             1036 Sullens
#> 405                                                             1036 Sullens
#> 406                                         Rte de Cheseaux 10, 1036 Sullens
#> 407                                                             1036 Sullens
#> 408                                                             1036 Sullens
#> 409                                                             1036 Sullens
#> 410                                         Rte de Cheseaux 10, 1036 Sullens
#> 411                                                             1036 Sullens
#> 412                                                             1036 Sullens
#> 413                                                          1037 Etagnières
#> 414                                                          1037 Etagnières
#> 415                                                             1038 Bercher
#> 416                                                             1038 Bercher
#> 417                                                             1038 Bercher
#> 418                                                             1038 Bercher
#> 419                                                             1038 Bercher
#> 420                                                             1038 Bercher
#> 421                                                  1040 Villars-le-Terroir
#> 422                                                           1040 Echallens
#> 423                                                           1040 Echallens
#> 424                                               La Sapelle, 1040 Echallens
#> 425                                  St-Barthélemy VD, 1040 St-Barthélemy VD
#> 426                                                           1040 Echallens
#> 427                                                           1040 Echallens
#> 428                                                           1040 Echallens
#> 429                                                           1040 Echallens
#> 430                                    Ch. de la Fontaine 73, 1040 Echallens
#> 431                                                           1040 Échallens
#> 432                                                           1040 Echallens
#> 433                                            Sur Rosset 3A, 1040 Echallens
#> 434                                                  1040 Villars-le-Terroir
#> 435                                                    1040 St-Barthélemy VD
#> 436                                                           1040 Echallens
#> 437                                    Résidence Petit-bourg, 1040 Echallens
#> 438                                                           1040 Echallens
#> 439                                                           1040 Echallens
#> 440                                                           1040 Echallens
#> 441                                    Ch. de la Fontaine 73, 1040 Echallens
#> 442                                                    1040 St-Barthélemy VD
#> 443                                                     1041 Poliez-le-Grand
#> 444                                                       1041 Poliez-Pittet
#> 445                                                       1041 Poliez-Pittet
#> 446                                                       1041 Poliez-Pittet
#> 447                                                       1041 Poliez-Pittet
#> 448                                                       1041 Poliez-Pittet
#> 449                                                             1041 Bottens
#> 450                                                       1041 Poliez-Pittet
#> 451                                                             1042 Bettens
#> 452                                                             1042 Bettens
#> 453                                Chemin de l' Entoz 3, 1042 Bioley-Orjulaz
#> 454                                                              1042 Assens
#> 455                                                              1042 Assens
#> 456                                Chemin de l' Entoz 3, 1042 Bioley-Orjulaz
#> 457                                                              1042 Assens
#> 458                                              Pl. de l'Eglise 9, 1044 Fey
#> 459                                                                 1044 Fey
#> 460                                                                 1044 Fey
#> 461                                                                 1044 Fey
#> 462                                                        Ogens, 1045 Ogens
#> 463                                                              1047 Oppens
#> 464                            chemin de la Viane, 1052 Le Mont-sur-Lausanne
#> 465                                                1052 Le Mont-sur-Lausanne
#> 466                                                1052 Le Mont-sur-Lausanne
#> 467                                                1052 Le Mont-sur-Lausanne
#> 468                     Route de la Clochatte 102, 1052 Le Mont-sur-Lausanne
#> 469                                                1052 Le Mont-sur-Lausanne
#> 470                                                1052 Le Mont-sur-Lausanne
#> 471                                                1052 Le Mont-sur-Lausanne
#> 472                                                1052 Le Mont-sur-Lausanne
#> 473                          Le Mont-sur-Lausanne, 1052 Le Mont-sur-Lausanne
#> 474                                                1052 Le Mont-sur-Lausanne
#> 475                                                1052 Le Mont-sur-Lausanne
#> 476                     Route de la Clochatte 102, 1052 Le Mont-sur-Lausanne
#> 477                                                1052 Le Mont-sur-Lausanne
#> 478                                                1052 Le Mont-sur-Lausanne
#> 479                                                1052 Le Mont-sur-Lausanne
#> 480                          Le Mont-sur-Lausanne, 1052 Le Mont-sur-Lausanne
#> 481                                                1052 Le Mont-sur-Lausanne
#> 482                         Route de la Clochatte, 1052 Le Mont-sur-Lausanne
#> 483                          Le Mont-sur-Lausanne, 1052 Le Mont-sur-Lausanne
#> 484                                                   1052 Mont sur Lausanne
#> 485                                                1052 Le Mont-sur-Lausanne
#> 486                          Le Mont-sur-Lausanne, 1052 Le Mont-sur-Lausanne
#> 487                                                1052 Le Mont-sur-Lausanne
#> 488                   Chemin du Bois de L'Hôpital, 1052 Le Mont-sur-Lausanne
#> 489                                                1052 Le Mont-sur-Lausanne
#> 490                                                1052 Belmont-sur-Lausanne
#> 491                                                1052 Le Mont-sur-Lausanne
#> 492                                                1052 Le Mont-sur-Lausanne
#> 493                            Chemin de la Viane, 1052 Le Mont-sur-Lausanne
#> 494                         Route de la Clochatte, 1052 Le Mont-sur-Lausanne
#> 495                          Le Mont-sur-Lausanne, 1052 Le Mont-sur-Lausanne
#> 496                                                1052 Le Mont-sur-Lausanne
#> 497                                                1052 Le Mont-sur-Lausanne
#> 498                                                1052 Le Mont-sur-Lausanne
#> 499                                                1052 Le Mont-sur-Lausanne
#> 500                                                1052 Le Mont-sur-Lausanne
#> 501                                                1052 Le Mont-sur-Lausanne
#> 502                        A Le Mont-sur-Lausanne, 1052 Le Mont-sur-Lausanne
#> 503                                                1052 Le Mont-sur-Lausanne
#> 504                                                1052 Le Mont-sur-Lausanne
#> 505                                                1052 Le Mont-sur-Lausanne
#> 506                                                1052 Le Mont-sur-Lausanne
#> 507                                                   1052 Mont sur Lausanne
#> 508                                                1052 Le Mont-sur-Lausanne
#> 509                                                1052 Le Mont-sur-Lausanne
#> 510                            chemin de la Viane, 1052 Le Mont-sur-Lausanne
#> 511                                                1052 Le Mont-sur-Lausanne
#> 512                                                1052 Le Mont-sur-Lausanne
#> 513                                                             1053 Cugy VD
#> 514                                                             1053 Cugy VD
#> 515                                                             1053 Cugy VD
#> 516                                                             1053 Cugy VD
#> 517                                                             1053 Cugy VD
#> 518                                                    Cugy VD, 1053 Cugy VD
#> 519                                                          1054 Morrens VD
#> 520                                                          1054 Morrens VD
#> 521                                                          1054 Morrens VD
#> 522                                                         1055 Froideville
#> 523                                                         1055 Froideville
#> 524                                                         1055 Froideville
#> 525                                      Rue du Village 31, 1055 Froideville
#> 526                                                   1058 Villars-Tiercelin
#> 527                                                      1059 Peney-le-Jorat
#> 528                                                     1061 Villars-Mendraz
#> 529                                                     1061 Villars-Mendraz
#> 530                                                             1063 Boulens
#> 531                                                           1066 Epalinges
#> 532                                                           1066 Epalinges
#> 533                                                           1066 Epalinges
#> 534                                                Epalinges, 1066 Epalinges
#> 535                                                           1066 Epalinges
#> 536                                                Epalinges, 1066 Epalinges
#> 537                                                           1066 Epalinges
#> 538                                                           1066 Epalinges
#> 539                                                           1066 Epalinges
#> 540                                                           1066 Epalinges
#> 541                                                           1066 Epalinges
#> 542                                                           1066 Epalinges
#> 543                                                           1066 Epalinges
#> 544                                                           1066 Epalinges
#> 545                                                           1066 Epalinges
#> 546                                                           1066 Épalinges
#> 547                                                           1066 Epalinges
#> 548                                                Epalinges, 1066 Epalinges
#> 549                                                           1066 Epalinges
#> 550                                                Epalinges, 1066 Epalinges
#> 551                                                           1066 Epalinges
#> 552                                                Epalinges, 1066 Epalinges
#> 553                                                Epalinges, 1066 Epalinges
#> 554                                                           1066 Epalinges
#> 555                                                             1070 Puidoux
#> 556                                           Chemin du Signal, 1070 Puidoux
#> 557                                                             1070 Puidoux
#> 558                                         Chemin des Moilles, 1070 Puidoux
#> 559                                                             1070 Puidoux
#> 560                                           Chemin du Signal, 1070 Puidoux
#> 561                                                             1070 Puidoux
#> 562                                                             1070 Puidoux
#> 563                                         Chemin des Moilles, 1070 Puidoux
#> 564                                                             1070 Puidoux
#> 565                                                             1070 Puidoux
#> 566                                                             1070 Puidoux
#> 567                                                             1070 Puidoux
#> 568                                         Chemin des Moilles, 1070 Puidoux
#> 569                                           Chemin du Signal, 1070 Puidoux
#> 570                                         Chemin des Moilles, 1070 Puidoux
#> 571                                       Chemin du Signal 143, 1070 Puidoux
#> 572                                                             1070 Puidoux
#> 573                                                             1070 Puidoux
#> 574                                                            1071 Chexbres
#> 575                                                            1071 Chexbres
#> 576                                                            1071 Chexbres
#> 577                                                               1071 Rivaz
#> 578                                                            1071 Chexbres
#> 579                                                            1071 Chexbres
#> 580                                                            1071 Chexbres
#> 581                                                            1071 Chexbres
#> 582                                                            1071 Chexbres
#> 583                                                            1071 Chexbres
#> 584                                                            1071 Chexbres
#> 585                                                            1071 Chexbres
#> 586                                                            1071 Chexbres
#> 587                                                            1071 Chexbres
#> 588                                                            1071 Chexbres
#> 589                                                            1071 Chexbres
#> 590                                                            1071 Chexbres
#> 591                                                             1071 Savigny
#> 592                                                            1071 Chexbres
#> 593                                                            1071 Chexbres
#> 594                                                            1071 Chexbres
#> 595                                                            1071 Chexbres
#> 596                                                            1071 Chexbres
#> 597                                                      1072 Forel (Lavaux)
#> 598                                                      1072 Forel (Lavaux)
#> 599                                                      1072 Forel (Lavaux)
#> 600                                                      1072 Forel (Lavaux)
#> 601                                                      1072 Forel (Lavaux)
#> 602                                                      1072 Forel (Lavaux)
#> 603                                                               1072 Forel
#> 604                                                      1072 Forel (Lavaux)
#> 605                                                      1072 Forel (Lavaux)
#> 606                                                      1072 Forel (Lavaux)
#> 607                                                      1072 Forel (Lavaux)
#> 608                                                      1072 Forel (Lavaux)
#> 609                                                               1072 Forel
#> 610                                                      1072 Forel (Lavaux)
#> 611                                                      1072 Forel (Lavaux)
#> 612                                                      1072 Forel (Lavaux)
#> 613                                                      1072 Forel (Lavaux)
#> 614                                                             1073 Savigny
#> 615                                                    Savigny, 1073 Savigny
#> 616                         à 7 minutes à pied du centre-ville, 1073 Savigny
#> 617                                                             1073 Savigny
#> 618                         à 7 minutes à pied du centre-ville, 1073 Savigny
#> 619                                                             1073 Savigny
#> 620                                                       1073 Mollie-Margot
#> 621                                         En pleine campagne, 1073 Savigny
#> 622                                                             1073 Savigny
#> 623                                        Mollie-Margot, 1073 Mollie-Margot
#> 624                                                             1073 Savigny
#> 625                                                 Ferlens, 1076 Ferlens VD
#> 626                                                             1077 Servion
#> 627                                                             1077 Servion
#> 628                                    Chemin en Derrey-Mont 2, 1077 Servion
#> 629                                                             1077 Servion
#> 630                                                             1077 Servion
#> 631                                                             1077 Servion
#> 632                                                             1077 Servion
#> 633                                                    Servion, 1077 Servion
#> 634                                                            1078 Essertes
#> 635                                                  Essertes, 1078 Essertes
#> 636                                                A Essertes, 1078 Essertes
#> 637                                                            1078 Essertes
#> 638                                                  Essertes, 1078 Essertes
#> 639                                                            1078 Essertes
#> 640                                                A Essertes, 1078 Essertes
#> 641                                                       1078 Oron-la-Ville
#> 642                                                        1080 Les Cullayes
#> 643                                                        1080 Les Cullayes
#> 644                                                        1080 Les Cullayes
#> 645                                                        1080 Les Cullayes
#> 646                                                        1080 Les Cullayes
#> 647                                                       1081 Montpreveyres
#> 648                                                       1081 Montpreveyres
#> 649                                                       1081 Montpreveyres
#> 650                                                  1082 Corcelles-le-Jorat
#> 651                            Route d’Echallens 6A, 1082 Corcelles-le-Jorat
#> 652                                                  1082 Corcelles-le-Jorat
#> 653                                                         1083 Mézières VD
#> 654                                                         1083 Mézières VD
#> 655                                                         1084 Carrouge VD
#> 656                                                         1084 Carrouge VD
#> 657                                       Route du Village 11, 1085 Vulliens
#> 658                                                              1088 Ropraz
#> 659                                                              1088 Ropraz
#> 660                                                              1088 Ropraz
#> 661                                                               1090 Lutry
#> 662                                                    1090 La Croix (Lutry)
#> 663                                                    1090 La Croix (Lutry)
#> 664                                                    1090 La Croix (Lutry)
#> 665                                                    1090 La Croix (Lutry)
#> 666                                                    1090 La Croix (Lutry)
#> 667                                                               1090 Lutry
#> 668                      Chemin du Crêt-Ministre 11, 1090 La Croix-sur-Lutry
#> 669                                                    1090 La Croix (Lutry)
#> 670                                                    1090 La Croix (Lutry)
#> 671                                                    1090 La Croix (Lutry)
#> 672                                                    1090 La Croix (Lutry)
#> 673                                                    1090 La Croix (Lutry)
#> 674                                                    1090 La Croix (Lutry)
#> 675                           Ch. Poses - Franches 10, 1090 La Croix (Lutry)
#> 676                                                    1090 La Croix (Lutry)
#> 677                                                           1091 Grandvaux
#> 678                                              A Grandvaux, 1091 Grandvaux
#> 679                                                           1091 Grandvaux
#> 680                                                    Chenaux, 1091 Chenaux
#> 681                                                           1091 Grandvaux
#> 682                                                           1091 Grandvaux
#> 683                                       Route de Puidoux 3, 1091 Grandvaux
#> 684                                Route des Crêts Leyron 33, 1091 Grandvaux
#> 685                                                           1091 Grandvaux
#> 686                                                           1091 Grandvaux
#> 687                                                           1091 Grandvaux
#> 688                                                           1091 Grandvaux
#> 689                                                  A Chenaux, 1091 Chenaux
#> 690                                                           1091 Grandvaux
#> 691                                                           1091 Grandvaux
#> 692                                                           1091 Grandvaux
#> 693                                                Grandvaux, 1091 Grandvaux
#> 694                                                 Jolimont, 1091 Grandvaux
#> 695                                                                1091 Aran
#> 696                                                           1091 Grandvaux
#> 697                                                1092 Belmont-sur-Lausanne
#> 698                                                1092 Belmont-sur-Lausanne
#> 699                                                1092 Belmont-sur-Lausanne
#> 700                                                1092 Belmont-sur-Lausanne
#> 701                                                1092 Belmont-sur-Lausanne
#> 702                          Belmont-sur-Lausanne, 1092 Belmont-sur-Lausanne
#> 703                                                1092 Belmont-sur-Lausanne
#> 704                                                1092 Belmont-sur-Lausanne
#> 705                                                1092 Belmont-sur-Lausanne
#> 706                                                1092 Belmont-sur-Lausanne
#> 707                           Route de Burenoz 17, 1092 Belmont-sur-Lausanne
#> 708                                                1092 Belmont-sur-Lausanne
#> 709                             Route d'Arnier 22, 1092 Belmont-sur-Lausanne
#> 710                                                1092 Belmont-sur-Lausanne
#> 711                                                1092 Belmont-sur-Lausanne
#> 712                                                1092 Belmont-sur-Lausanne
#> 713                                                1092 Belmont-sur-Lausanne
#> 714                                 Coin d'En Bas, 1092 Belmont-sur-Lausanne
#> 715                                                1092 Belmont-sur-Lausanne
#> 716                                 Coin d'En Bas, 1092 Belmont-sur-Lausanne
#> 717                                                1092 Belmont-sur-Lausanne
#> 718                                                1092 Belmont-sur-Lausanne
#> 719                                                1092 Belmont-sur-Lausanne
#> 720                                                1092 Belmont-sur-Lausanne
#> 721                                                1092 Belmont-sur-Lausanne
#> 722                                                1092 Belmont-sur-Lausanne
#> 723                                      A La Conversion, 1093 La Conversion
#> 724                         Chemin de Creux-de-Corsy 100, 1093 La Conversion
#> 725                                                       1093 La Conversion
#> 726                                      A La Conversion, 1093 La Conversion
#> 727                                                       1093 La Conversion
#> 728                                                       1093 La Conversion
#> 729                                                       1093 La Conversion
#> 730                                                       1093 La Conversion
#> 731                                                       1093 La Conversion
#> 732                                        La Conversion, 1093 La Conversion
#> 733                                                       1093 La Conversion
#> 734                                                               1093 Lutry
#> 735                                        La Conversion, 1093 La Conversion
#> 736                                        La Conversion, 1093 La Conversion
#> 737                                                       1093 La Conversion
#> 738                                                       1093 La Conversion
#> 739                                                       1093 La Conversion
#> 740                                                              1094 Paudex
#> 741                                                              1094 Paudex
#> 742                                                              1094 Paudex
#> 743                                                              1094 Paudex
#> 744                                                              1094 Paudex
#> 745                                                              1094 Paudex
#> 746                                                              1094 Paudex
#> 747                                                              1094 Paudex
#> 748                                                               1095 Lutry
#> 749                                    Route de la Conversion 38, 1095 Lutry
#> 750                                                               1095 Lutry
#> 751                                                               1095 Lutry
#> 752                                                               1095 Lutry
#> 753                                                               1095 Lutry
#> 754                                                               1095 Lutry
#> 755                                                               1095 Lutry
#> 756                                                               1095 Lutry
#> 757                                                               1095 Lutry
#> 758                                Route des Monts-de-Lavaux 316, 1095 Lutry
#> 759                                                               1095 Lutry
#> 760                                                               1095 Lutry
#> 761                                                               1095 Lutry
#> 762                                                               1095 Lutry
#> 763                                                        Lutry, 1095 Lutry
#> 764                                                               1095 Lutry
#> 765                                                               1095 Lutry
#> 766                                                               1095 Lutry
#> 767                                                               1095 Lutry
#> 768                                       Chemin de Burquenet 27, 1095 Lutry
#> 769                                                               1095 Lutry
#> 770                                                               1095 Lutry
#> 771                                                               1095 Lutry
#> 772                                                               1096 Cully
#> 773                                                   1096 Villette (Lavaux)
#> 774                                                   1096 Villette (Lavaux)
#> 775                                                               1096 Cully
#> 776                                                               1096 Cully
#> 777                                                                1097 Riex
#> 778                                                             1098 Epesses
#> 779                                                             1098 Epesses
#> 780                                                             1098 Epesses
#> 781                                                              1110 Morges
#> 782                                                              1110 Morges
#> 783                                                              1110 Morges
#> 784                                                              1110 Morges
#> 785                                                              1110 Morges
#> 786                                                              1110 Morges
#> 787                                           Chemin Buvelot 5b, 1110 Morges
#> 788                                                              1110 Morges
#> 789                                                              1110 Morges
#> 790                                                              1110 Morges
#> 791                                                              1110 Morges
#> 792                                                              1110 Morges
#> 793                                                              1110 Morges
#> 794                                                              1110 Morges
#> 795                                                              1110 Morges
#> 796                                                              1110 Morges
#> 797                                                      Morges, 1110 Morges
#> 798                                                              1110 Morges
#> 799                                                              1110 Morges
#> 800                                                              1110 Morges
#> 801                                                              1110 Morges
#> 802                                                              1110 Morges
#> 803                                                              1110 Morges
#> 804                                                              1110 Morges
#> 805                                                              1110 Morges
#> 806                                                              1110 Morges
#> 807                                                              1110 Morges
#> 808                                                              1110 Morges
#> 809                                                              1110 Morges
#> 810                                                              1110 Morges
#> 811                                                              1110 Morges
#> 812                                                      Morges, 1110 Morges
#> 813                                                              1110 Morges
#> 814                                                              1110 Morges
#> 815                                                              1110 Morges
#> 816                                                              1110 Morges
#> 817                                                              1110 Morges
#> 818                                          Rue de Lausanne 11, 1110 Morges
#> 819                                                              1110 Morges
#> 820                                                              1110 Morges
#> 821                                                              1110 Morges
#> 822                                                              1110 Morges
#> 823                                                              1110 Morges
#> 824                                                              1110 Morges
#> 825                                                           1112 Echichens
#> 826                                                           1112 Echichens
#> 827                               Chemin de Chaudabronnaz 11, 1112 Echichens
#> 828                                                           1112 Echichens
#> 829                                                           1112 Échichens
#> 830                                                           1112 Echichens
#> 831                                                           1112 Echichens
#> 832                                                           1112 Échichens
#> 833                                              1113 St-Saphorin-sur-Morges
#> 834                                              1113 St-Saphorin-sur-Morges
#> 835                                           1113 Saint-Saphorin-sur-Morges
#> 836                                              1113 St-Saphorin-sur-Morges
#> 837                                           1113 Saint-Saphorin-sur-Morges
#> 838                                                        1114 Colombier VD
#> 839                                                        1114 Colombier VD
#> 840                                                          1115 Vullierens
#> 841                                                              1117 Grancy
#> 842                                                              1117 Grancy
#> 843                                                              1117 Grancy
#> 844                                                              1117 Grancy
#> 845                                                              1117 Grancy
#> 846                                                           1121 Bremblens
#> 847                                                           1121 Bremblens
#> 848                                                           1121 Bremblens
#> 849                                                           1121 Bremblens
#> 850                                                              1123 Aclens
#> 851                                                              1123 Aclens
#> 852                                                              1123 Aclens
#> 853                                                              1123 Aclens
#> 854                                                              1123 Aclens
#> 855                                                             1124 Gollion
#> 856                                                             1124 Gollion
#> 857                                                             1124 Gollion
#> 858                                                             1124 Gollion
#> 859                                                             1124 Gollion
#> 860                                                             1124 Gollion
#> 861                                                             1124 Gollion
#> 862                                                             1124 Gollion
#> 863                                                    Gollion, 1124 Gollion
#> 864                                                          1131 Tolochenaz
#> 865                                              Tolochenaz, 1131 Tolochenaz
#> 866                                                          1131 Tolochenaz
#> 867                                                          1131 Tolochenaz
#> 868                                                          1131 Tolochenaz
#> 869                                                          1131 Tolochenaz
#> 870                                                          1131 Tolochenaz
#> 871                                            A Tolochenaz, 1131 Tolochenaz
#> 872                                                          1131 Tolochenaz
#> 873                                                          1131 Tolochenaz
#> 874                                                  Lully VD, 1132 Lully VD
#> 875                                                               1132 Lully
#> 876                                                            1132 Lully VD
#> 877                                                              1134 Chigny
#> 878                                                 1134 Vufflens-le-Château
#> 879                                                 1134 Vufflens-le-Château
#> 880                                                 1134 Vufflens-le-Château
#> 881                                                 1134 Vufflens-le-Château
#> 882                                    Chemin de la Bréfelaz 8, 1144 Ballens
#> 883                                                               1145 Bière
#> 884                                                 La Taillaz 1, 1145 Bière
#> 885                                                               1145 Bière
#> 886                                                               1145 Bière
#> 887                                                               1145 Bière
#> 888                                                               1145 Bière
#> 889                                                 La Taillaz 1, 1145 Bière
#> 890                                                               1145 Bière
#> 891                                                               1145 Bière
#> 892                                                               1145 Bière
#> 893                                                          1146 Mollens VD
#> 894                                              Montricher, 1147 Montricher
#> 895                                Chemin de Sous Revers 14, 1147 Montricher
#> 896                                                       1148 Mont la Ville
#> 897                                                       1148 Mont la Ville
#> 898                                        Mont-la-Ville, 1148 Mont-la-Ville
#> 899                                                       1148 Villars-Bozon
#> 900                                                       1148 Villars-Bozon
#> 901                                                             1148 La Praz
#> 902                                                       1148 Villars-Bozon
#> 903                                                       1148 Villars-Bozon
#> 904                                                             1149 Berolle
#> 905                                                    Berolle, 1149 Berolle
#> 906                                                             1149 Berolle
#> 907                                                             1162 St-Prex
#> 908                                                             1162 St-Prex
#> 909                                 Chemin du Petit Vignoble 3, 1162 St-Prex
#> 910                                                             1162 St-Prex
#> 911                                                             1162 St-Prex
#> 912                                 Chemin du Petit Vignoble 3, 1162 St-Prex
#> 913                                                             1162 St-Prex
#> 914                                                    St-Prex, 1162 St-Prex
#> 915                                                    St-Prex, 1162 St-Prex
#> 916                                                    St-Prex, 1162 St-Prex
#> 917                                                             1162 St Prex
#> 918                                                             1162 St-Prex
#> 919                                   Route de Buchillon 35, 1162 Saint-Prex
#> 920                                                                1163 Etoy
#> 921                                                                1163 Etoy
#> 922                                                                1163 Etoy
#> 923                                                                1163 Etoy
#> 924                                                          Etoy, 1163 Etoy
#> 925                                                                1163 Étoy
#> 926                                                                1163 Etoy
#> 927                                                                1163 Etoy
#> 928                                          Chemin Sous-la-Ville, 1163 Etoy
#> 929                                                                1163 Etoy
#> 930                                                                1163 Etoy
#> 931                                                                1163 Etoy
#> 932                                                                1163 Etoy
#> 933                                                                1163 Etoy
#> 934                                                           1164 Buchillon
#> 935                                                             1165 Allaman
#> 936                                                              1166 Perroy
#> 937                                                              1166 Perroy
#> 938                                                              1166 Perroy
#> 939                                                    1167 Lussy-sur-Morges
#> 940                                                    1167 Lussy-sur-Morges
#> 941                                                    1167 Lussy-sur-Morges
#> 942                                                    1167 Lussy-sur-Morges
#> 943                             Chemin Sus les Devens, 1167 Lussy-sur-Morges
#> 944                                                    1167 Lussy-sur-Morges
#> 945                                                    1167 Lussy-sur-Morges
#> 946                                                    1167 Lussy sur Morges
#> 947                                                    1167 Lussy-sur-Morges
#> 948                                                    1167 Lussy-sur-Morges
#> 949                                                    1167 Lussy-sur-Morges
#> 950                                                   1168 Villars-sous-Yens
#> 951                                Villars-sous-Yens, 1168 Villars-sous-Yens
#> 952                              A Villars-sous-Yens, 1168 Villars-sous-Yens
#> 953                                                                1169 Yens
#> 954                                                                1169 Yens
#> 955                                                                1169 Yens
#> 956                                                                1169 Yens
#> 957                                                                1169 Yens
#> 958                                                                1169 Yens
#> 959                                                          Yens, 1169 Yens
#> 960                                                             1170 Aubonne
#> 961                                                             1170 Aubonne
#> 962                                                             1170 Aubonne
#> 963                                                             1170 Aubonne
#> 964                                                             1170 Aubonne
#> 965                                                             1170 Aubonne
#> 966                                                             1170 Aubonne
#> 967                                                             1170 Aubonne
#> 968                                                             1170 Aubonne
#> 969                                                             1170 Aubonne
#> 970                                                             1170 Aubonne
#> 971                                                    Aubonne, 1170 Aubonne
#> 972                                                             1170 Aubonne
#> 973                                                             1170 Aubonne
#> 974                                        Bougy-Villars, 1172 Bougy-Villars
#> 975                                                       1172 Bougy-Villars
#> 976                                                       1172 Bougy-Villars
#> 977                                                               1173 Féchy
#> 978                                                        Féchy, 1173 Féchy
#> 979                                                      A Féchy, 1173 Féchy
#> 980                                                               1173 Féchy
#> 981                                                               1173 Féchy
#> 982                                                               1173 Féchy
#> 983                                                               1173 Féchy
#> 984                                       chemin des cassivettes, 1173 Féchy
#> 985                                                               1173 Féchy
#> 986                                                               1173 Féchy
#> 987                                                               1173 Féchy
#> 988                                     Chemin des Mulets 12, 1174 Montherod
#> 989                                                           1174 Montherod
#> 990                                             Rue du Carre 5, 1174 Aubonne
#> 991                                             Rue du Carre 5, 1174 Aubonne
#> 992                                                    Lavigny, 1175 Lavigny
#> 993                                                             1175 Lavigny
#> 994                                                    Lavigny, 1175 Lavigny
#> 995                                                           1176 St-Livres
#> 996                                             Grand'Rue 44, 1176 St-Livres
#> 997                                             Grand'Rue 44, 1176 St-Livres
#> 998                                                St-Livres, 1176 St-Livres
#> 999                                                           1176 St-Livres
#> 1000                                                              1180 Rolle
#> 1001                                                              1180 Rolle
#> 1002                                                              1180 Rolle
#> 1003                                                              1180 Rolle
#> 1004                                                              1180 Rolle
#> 1005                                                              1180 Rolle
#> 1006                                                          1180 Tartegnin
#> 1007                                                              1180 Rolle
#> 1008                                                              1180 Rolle
#> 1009                                                              1180 Rolle
#> 1010                                                              1180 Rolle
#> 1011                                                          1180 Tartegnin
#> 1012                                                              1180 Rolle
#> 1013                                                              1180 Rolle
#> 1014                                                              1182 Gilly
#> 1015                                                       Gilly, 1182 Gilly
#> 1016                                                              1182 Gilly
#> 1017                                                              1182 Gilly
#> 1018                                                            1183 Bursins
#> 1019                                                            1183 Bursins
#> 1020                                                            1183 Bursins
#> 1021                                                              1184 Luins
#> 1022                                                       Luins, 1184 Luins
#> 1023                                                              1184 Luins
#> 1024                                                             1184 Vinzel
#> 1025                                                     1185 Mont-sur-Rolle
#> 1026                                                     1185 Mont-sur-Rolle
#> 1027                                     Mont-sur-Rolle, 1185 Mont-sur-Rolle
#> 1028                                                     1185 Mont-sur-Rolle
#> 1029                                                     1185 Mont-sur-Rolle
#> 1030                                     Mont-sur-Rolle, 1185 Mont-sur-Rolle
#> 1031                                                     1185 Mont-sur-Rolle
#> 1032                                                     1185 Mont-sur-Rolle
#> 1033                                                     1185 Mont-sur-Rolle
#> 1034                                                     1185 Mont-sur-Rolle
#> 1035                                                     1185 Mont sur Rolle
#> 1036                                                     1185 Mont-sur-Rolle
#> 1037                                                     1185 Mont-sur-Rolle
#> 1038                                                     1185 Mont-sur-Rolle
#> 1039                                              1186 Bugnaux, 1186 Bugnaux
#> 1040                                               1186 Essertines-sur-Rolle
#> 1041                                              1186 Bugnaux, 1186 Bugnaux
#> 1042                         Essertines-sur-Rolle, 1186 Essertines-sur-Rolle
#> 1043                                               1186 Essertines-sur-Rolle
#> 1044                                               1186 Essertines-sur-Rolle
#> 1045                                                              1188 Gimel
#> 1046                                                              1188 Gimel
#> 1047                                                              1188 Gimel
#> 1048                                                              1188 Gimel
#> 1049                                                       Gimel, 1188 Gimel
#> 1050                                                          1188 St-George
#> 1051                                                       Gimel, 1188 Gimel
#> 1052                                                              1188 Gimel
#> 1053                                                       Gimel, 1188 Gimel
#> 1054                             Chemin De La Raicettaz 8, 1188 Saint-George
#> 1055                                                              1188 Gimel
#> 1056                                                              1188 Gimel
#> 1057                                                              1188 Gimel
#> 1058                                                            1189 Saubraz
#> 1059                                                            1189 Saubraz
#> 1060                                                            1189 Saubraz
#> 1061                                     Chemin de la Rillette 3, 1195 Dully
#> 1062                                                              1195 Dully
#> 1063                                                              1195 Dully
#> 1064                                                              1195 Dully
#> 1065                                                           1195 Bursinel
#> 1066                                                              1195 Dully
#> 1067                                                              1195 Dully
#> 1068                                                              1195 Dully
#> 1069                                                       Gland, 1196 Gland
#> 1070                                                              1196 Gland
#> 1071                                    Chemin des Grands-Champs, 1196 Gland
#> 1072                                                              1196 Gland
#> 1073                                    Chemin des Grands-Champs, 1196 Gland
#> 1074                                                              1196 Gland
#> 1075                                                              1196 Gland
#> 1076                                                       Gland, 1196 Gland
#> 1077                                                              1196 Gland
#> 1078                                    Chemin des Grands-Champs, 1196 Gland
#> 1079                                                              1196 Gland
#> 1080                                                       Gland, 1196 Gland
#> 1081                                                       Gland, 1196 Gland
#> 1082                                                              1196 Gland
#> 1083                                                              1196 Gland
#> 1084                                                              1196 Gland
#> 1085                                                              1196 Gland
#> 1086                                                              1196 Gland
#> 1087                                                              1196 Gland
#> 1088                                                              1196 Gland
#> 1089                                                              1196 Gland
#> 1090                                                       Gland, 1196 Gland
#> 1091                                                              1196 Gland
#> 1092                                                       Gland, 1196 Gland
#> 1093                                                              1196 Gland
#> 1094                                    Chemin des Grands-Champs, 1196 Gland
#> 1095                                            Rue du Perron 29, 1196 Gland
#> 1096                                                              1196 Gland
#> 1097                                    Chemin des Grands-Champs, 1196 Gland
#> 1098                                                              1196 Gland
#> 1099                                                              1196 Gland
#> 1100                                                     A Gland, 1196 Gland
#> 1101                                                              1196 Gland
#> 1102                                                              1196 Gland
#> 1103                                                              1196 Gland
#> 1104                                                              1196 Gland
#> 1105                                                       Gland, 1196 Gland
#> 1106                                                              1196 Gland
#> 1107                                                              1196 Gland
#> 1108                                                       Gland, 1196 Gland
#> 1109                                                           1197 Prangins
#> 1110                                                           1197 Prangins
#> 1111                                                           1197 Prangins
#> 1112                                                           1197 Prangins
#> 1113                                               à Prangins, 1197 Prangins
#> 1114                                                             1201 Genève
#> 1115                                                             1201 Genève
#> 1116                                                             1201 Genève
#> 1117                                                             1201 Genève
#> 1118                                                             1201 Genève
#> 1119                                                             1201 Genève
#> 1120                                                             1201 Genève
#> 1121                                                             1201 Genève
#> 1122                                                             1201 Genève
#> 1123                                                   A Genève, 1201 Genève
#> 1124                                                     Genève, 1201 Genève
#> 1125                                                             1201 Genève
#> 1126                                                             1201 Genève
#> 1127                                                     Genève, 1201 Genève
#> 1128                                                             1201 Genève
#> 1129                                            Rue des Alpes 3, 1201 Genève
#> 1130                                                             1201 Genève
#> 1131                                                             1201 Genève
#> 1132                                            Rue des Alpes 3, 1201 Genève
#> 1133                                                             1202 Genève
#> 1134                                                             1202 Genève
#> 1135                                                             1202 Genève
#> 1136                                                             1202 Genève
#> 1137                                                             1202 Genève
#> 1138                                                             1202 Genève
#> 1139                                                             1202 Genève
#> 1140                                                             1202 Genève
#> 1141                                                             1202 Genève
#> 1142                                                             1202 Genève
#> 1143                                                             1202 Genève
#> 1144                                                             1203 Genève
#> 1145                                                             1203 Genève
#> 1146                                                     Genève, 1203 Genève
#> 1147                                                             1203 Genève
#> 1148                                                             1203 Geneve
#> 1149                                                             1203 Genève
#> 1150                                                             1203 Genève
#> 1151                                                             1203 Genève
#> 1152                                                             1204 Genève
#> 1153                                                             1204 Genève
#> 1154                                                             1204 Genève
#> 1155                                                             1204 Genève
#> 1156                                                             1204 Genève
#> 1157                                               Grand-Rue 14, 1204 Genève
#> 1158                                                             1205 Genève
#> 1159                                                             1205 Genève
#> 1160                                                     Genève, 1205 Genève
#> 1161                                        Rue des Pavillons 5, 1205 Genève
#> 1162                                                             1205 Genève
#> 1163                                                             1205 Genève
#> 1164                                                             1206 Genève
#> 1165                                                             1206 Genève
#> 1166                                                             1206 Genève
#> 1167                                                             1206 Genève
#> 1168                                                   A Genève, 1206 Genève
#> 1169                                                             1206 Genève
#> 1170                                                             1206 Genève
#> 1171                                                             1206 Genève
#> 1172                               Chemin de la Tour-de-Champel, 1206 Genève
#> 1173                                                   A Genève, 1206 Genève
#> 1174                                                             1206 Genève
#> 1175                                                   A Genève, 1206 Genève
#> 1176                                                             1206 Genève
#> 1177                                                             1206 Genève
#> 1178                                                             1206 Genève
#> 1179                                                             1206 Genève
#> 1180                                                             1206 Genève
#> 1181                                                             1206 Genève
#> 1182                                                             1206 Genève
#> 1183                                                             1206 Genève
#> 1184                                                             1206 Genève
#> 1185                                                             1206 Genève
#> 1186                                                             1206 Genève
#> 1187                               Chemin de la Tour-de-Champel, 1206 Genève
#> 1188                                                             1206 Genève
#> 1189                                                             1206 Genève
#> 1190                                                             1206 Genève
#> 1191                                                             1206 Genève
#> 1192                                                   A Genève, 1206 Genève
#> 1193                                                             1206 Genève
#> 1194                                                             1206 Genève
#> 1195                                                             1206 Genève
#> 1196                                                             1206 Genève
#> 1197                                                             1206 Genève
#> 1198                                                             1206 Genève
#> 1199                                                             1206 Genève
#> 1200                                                             1206 Genève
#> 1201                                          Avenue de Champel, 1206 Genève
#> 1202                                                             1206 Genève
#> 1203                                                   A Genève, 1206 Genève
#> 1204                                                             1206 Genève
#> 1205                                                   A Genève, 1206 Genève
#> 1206                                                             1206 Genève
#> 1207                                                             1206 Genève
#> 1208                                                             1206 Genève
#> 1209                                                             1206 Genève
#> 1210                                                   A Genève, 1206 Genève
#> 1211                                                             1206 Genève
#> 1212                                                             1207 Genève
#> 1213                                                             1207 Genève
#> 1214                                                             1207 Genève
#> 1215                                                   A Genève, 1207 Genève
#> 1216                                                     1207 Eaux-Vives-Lac
#> 1217                                                             1207 Genève
#> 1218                                                   A Genève, 1207 Genève
#> 1219                                                             1207 Genève
#> 1220                                                             1207 Genève
#> 1221                                        147 impasse d'Oliot, 1207 Genève
#> 1222                                                             1207 Genève
#> 1223                                                             1207 Genève
#> 1224                                                             1208 Genève
#> 1225                                                             1208 Genève
#> 1226                                                             1208 Genève
#> 1227                                                             1208 Genève
#> 1228                                                             1208 Genève
#> 1229                                                             1208 Genève
#> 1230                                                             1208 Genève
#> 1231                                                             1208 Genève
#> 1232                                                             1208 Genève
#> 1233                                                             1208 Genève
#> 1234                                                   A Genève, 1208 Genève
#> 1235                                                             1208 Genève
#> 1236                                             Chemin Rieu 20, 1208 Genève
#> 1237                                                             1209 Genève
#> 1238                                                     Genève, 1209 Genève
#> 1239                                                     Genève, 1209 Genève
#> 1240                                                             1209 Genève
#> 1241                                                             1209 Genève
#> 1242                                                             1209 Genève
#> 1243                                                             1209 Genève
#> 1244                                                             1209 Genève
#> 1245                                                             1209 Genève
#> 1246                               Chemin des Semailles 29, 1212 Grand-Lancy
#> 1247                                         A Grand-Lancy, 1212 Grand-Lancy
#> 1248                                                        1212 Grand-Lancy
#> 1249                                                        1212 Grand-Lancy
#> 1250                                Avenue Eugène-Lance 74, 1212 Grand-Lancy
#> 1251                                                        1212 Grand-Lancy
#> 1252                                                        1212 Grand-Lancy
#> 1253                                     Chemin des Verjus, 1212 Grand-Lancy
#> 1254                                                              1212 Lancy
#> 1255                                                              1212 Lancy
#> 1256                                                              1212 Lancy
#> 1257                                                        1213 Petit-Lancy
#> 1258                                                               1213 Onex
#> 1259                                                               1213 Onex
#> 1260                                                               1213 Onex
#> 1261                                                               1213 Onex
#> 1262                                                               1213 Onex
#> 1263                                                               1213 Onex
#> 1264                                                        1213 Petit-Lancy
#> 1265                                                            1214 Vernier
#> 1266                                                            1214 Vernier
#> 1267                                                            1214 Vernier
#> 1268                                                            1214 Vernier
#> 1269                                                            1214 Vernier
#> 1270                           Quartier résidentiel de maisons, 1214 Vernier
#> 1271                                                            1214 Vernier
#> 1272                                                            1214 Vernier
#> 1273                                               sur demande, 1214 Vernier
#> 1274                                                            1214 Vernier
#> 1275                                                            1214 Vernier
#> 1276                                                            1214 Vernier
#> 1277                                                            1214 Vernier
#> 1278                                                            1214 Vernier
#> 1279                                                            1214 Vernier
#> 1280                                                            1214 Vernier
#> 1281                                              sur demande, 1216 Cointrin
#> 1282                                                           1216 Cointrin
#> 1283                                                           1216 Cointrin
#> 1284                                                           1216 Cointrin
#> 1285                                                           1216 Cointrin
#> 1286                                                           1216 Cointrin
#> 1287                                                           1216 Cointrin
#> 1288                                                           1216 Cointrin
#> 1289                                                             1216 Meyrin
#> 1290                                                             1217 Meyrin
#> 1291                                                             1217 Meyrin
#> 1292                                                             1217 Meyrin
#> 1293                                                             1217 Meyrin
#> 1294                                                             1217 Meyrin
#> 1295                                                             1217 Meyrin
#> 1296                                                sur demande, 1217 Meyrin
#> 1297                                                             1217 Meyrin
#> 1298                                                             1217 Meyrin
#> 1299                                                  1218 Le Grand-Saconnex
#> 1300                                                  1218 Le Grand-Saconnex
#> 1301                                                  1218 Le Grand-Saconnex
#> 1302                                                  1218 Le Grand Saconnex
#> 1303                                                  1218 Le Grand-Saconnex
#> 1304                                                  1218 Le Grand-Saconnex
#> 1305 Villa idéalement située, proche des grands axes, 1218 Le Grand-Saconnex
#> 1306                                                  1218 Le Grand-Saconnex
#> 1307                                                  1218 Le Grand-Saconnex
#> 1308                                                         1219 Châtelaine
#> 1309                                                            1219 Vernier
#> 1310                                                               1219 Aïre
#> 1311                                                         1219 Châtelaine
#> 1312                                                          1219 Le Lignon
#> 1313                                                          1219 Le Lignon
#> 1314                                                            1222 Vésenaz
#> 1315                                                            1222 Vésenaz
#> 1316                                                            1222 Vésenaz
#> 1317                                                            1222 Vésenaz
#> 1318                                                            1222 Vésenaz
#> 1319                                                            1222 Vésenaz
#> 1320                                                   Vésenaz, 1222 Vésenaz
#> 1321                                                            1222 Vésenaz
#> 1322                                                            1222 Vésenaz
#> 1323                                                            1222 Vésenaz
#> 1324                                                            1222 Vésenaz
#> 1325                                           Proche campagne, 1222 Vésenaz
#> 1326                                                            1222 Vésenaz
#> 1327                                                            1222 Vésenaz
#> 1328                                                            1223 Cologny
#> 1329                                                            1223 Cologny
#> 1330                                                            1223 Cologny
#> 1331                                                            1223 Cologny
#> 1332                                                            1223 Cologny
#> 1333                                                            1223 Cologny
#> 1334                                                            1223 Cologny
#> 1335                                                 A Cologny, 1223 Cologny
#> 1336                                                            1223 Cologny
#> 1337                                                 A Cologny, 1223 Cologny
#> 1338                                                            1223 Cologny
#> 1339                                                            1223 Cologny
#> 1340                                                 A Cologny, 1223 Cologny
#> 1341                                                            1223 Cologny
#> 1342                                                            1223 Cologny
#> 1343                                                            1223 Cologny
#> 1344                                                 A Cologny, 1223 Cologny
#> 1345                                                            1223 Cologny
#> 1346                                                            1223 Cologny
#> 1347                                                 A Cologny, 1223 Cologny
#> 1348                                                        1223 Vandoeuvres
#> 1349                                                            1223 Cologny
#> 1350                                                            1223 Cologny
#> 1351                                                            1223 Cologny
#> 1352                                                 A Cologny, 1223 Cologny
#> 1353                                                            1223 Cologny
#> 1354                                                 A Cologny, 1223 Cologny
#> 1355                                                            1223 Cologny
#> 1356                                                    1224 Chêne-Bougeries
#> 1357                                 A Chêne-Bougeries, 1224 Chêne-Bougeries
#> 1358                                                    1224 Chêne-Bougeries
#> 1359                                                    1224 Chêne-Bougeries
#> 1360                          Chemin de la Gradelle 20, 1224 Chêne-Bougeries
#> 1361                                                    1224 Chêne-Bougeries
#> 1362                                                    1224 Chêne-Bougeries
#> 1363                                                    1224 Chêne-Bougeries
#> 1364                           Quartier de La-Gradelle, 1224 Chêne-Bougeries
#> 1365                               Chemin Monplaisir 3, 1224 Chêne-Bougeries
#> 1366                                                    1224 Chêne-Bougeries
#> 1367                                                    1224 Chêne-Bougeries
#> 1368                                                    1224 Chêne-Bougeries
#> 1369                                 A Chêne-Bougeries, 1224 Chêne-Bougeries
#> 1370                                                    1224 Chêne-Bougeries
#> 1371                                                    1224 Chêne Bougeries
#> 1372                                                    1224 Chêne-Bougeries
#> 1373                                                    1224 Chêne-Bougeries
#> 1374                                                    1224 Chêne-Bougeries
#> 1375                                                        1225 Chêne-Bourg
#> 1376                                                        1225 Chêne-Bourg
#> 1377                                                        1225 Chêne-Bourg
#> 1378                                           Chêne-Bourg, 1225 Chêne-Bourg
#> 1379                                                        1225 Chêne-Bourg
#> 1380                                                        1225 Chêne-Bourg
#> 1381                                                             1226 Thônex
#> 1382                                                             1226 Thônex
#> 1383                                                             1226 Thônex
#> 1384                                    chemin de la béchette 7, 1226 Thônex
#> 1385                                    chemin de la béchette 7, 1226 Thônex
#> 1386                                    chemin de la béchette 7, 1226 Thônex
#> 1387                                                             1226 Thônex
#> 1388                                                             1226 Thônex
#> 1389                                                             1226 Thônex
#> 1390                                    chemin de la béchette 7, 1226 Thônex
#> 1391                                         Route d'Ambilly 28, 1226 Thônex
#> 1392                                                             1226 Thônex
#> 1393                                         Route d'Ambilly 28, 1226 Thônex
#> 1394                                                     Thônex, 1226 Thônex
#> 1395                                                             1226 Thônex
#> 1396                                                             1226 Thônex
#> 1397                                                             1226 Thônex
#> 1398                                                             1226 Thônex
#> 1399                                                             1226 Thônex
#> 1400                                                             1226 Thônex
#> 1401                                    chemin de la béchette 7, 1226 Thônex
#> 1402                                                             1226 Thônex
#> 1403                                                             1226 Thônex
#> 1404                                    chemin de la béchette 7, 1226 Thônex
#> 1405                                                sur demande, 1226 Thônex
#> 1406                                    chemin de la béchette 7, 1226 Thônex
#> 1407                                                             1226 Thônex
#> 1408                                                             1226 Thônex
#> 1409                                                             1226 Thônex
#> 1410                                                             1226 Thônex
#> 1411                                    chemin de la béchette 7, 1226 Thônex
#> 1412                                                             1226 Thônex
#> 1413                                   Route de Sous-Moulin 38A, 1226 Thônex
#> 1414                                                             1226 Thônex
#> 1415                                              A Carouge GE, 1227 Carouge
#> 1416                                                            1227 Carouge
#> 1417                                                         1227 Carouge GE
#> 1418                                                    1228 Plan-les-Ouates
#> 1419                                                    1228 Plan-les-Ouates
#> 1420                                                    1228 Plan-les-Ouates
#> 1421                                                    1228 Plan-les-Ouates
#> 1422                                                    1228 Plan-les-Ouates
#> 1423                                                    1228 Plan-les-Ouates
#> 1424                                                    1228 Plan-les-Ouates
#> 1425                                                    1228 Plan-les-Ouates
#> 1426                                                    1228 Saconnex-d'Arve
#> 1427                                                    1228 Plan-les-Ouates
#> 1428                                                    1228 Plan-les-Ouates
#> 1429                                                    1228 Saconnex-d'Arve
#> 1430                                   Plan-les-Ouates, 1228 Plan-les-Ouates
#> 1431                                                    1228 Saconnex-d'Arve
#> 1432                                                    1228 Plan-les-Ouates
#> 1433                                                    1228 Plan-les-Ouates
#> 1434                                                    1228 Plan-les-Ouates
#> 1435                                                    1228 Plan-les-Ouates
#> 1436                                                    1228 Plan-les-Ouates
#> 1437                                                    1228 Plan-les-Ouates
#> 1438                                                    1228 Plan-les-Ouates
#> 1439                                                    1228 Plan-les-Ouates
#> 1440                                                            1231 Conches
#> 1441                                                            1231 Conches
#> 1442                                                            1231 Conches
#> 1443                                                            1231 Conches
#> 1444                                                            1231 Conches
#> 1445                                                            1231 Conches
#> 1446                                                          1232 Confignon
#> 1447                                                          1232 Confignon
#> 1448                                                          1232 Confignon
#> 1449                                                          1232 Confignon
#> 1450                                                          1232 Confignon
#> 1451                                     Chemin des Suzettes, 1232 Confignon
#> 1452                                                          1232 Confignon
#> 1453                                                          1232 Confignon
#> 1454                                                             1233 Bernex
#> 1455                                                             1233 Bernex
#> 1456                                                             1233 Bernex
#> 1457                                                     Bernex, 1233 Bernex
#> 1458                                                             1233 Bernex
#> 1459                                                             1233 Bernex
#> 1460                                                   A Bernex, 1233 Bernex
#> 1461                                                             1233 Bernex
#> 1462                                                             1233 Bernex
#> 1463                                                sur demande, 1233 Bernex
#> 1464                                                             1233 Bernex
#> 1465                                                             1233 Bernex
#> 1466                                                             1233 Bernex
#> 1467                                                             1233 Bernex
#> 1468                                                             1233 Bernex
#> 1469                                                             1233 Bernex
#> 1470                                                sur demande, 1233 Bernex
#> 1471                                 Chemin de la Lécherette 16, 1233 Bernex
#> 1472                                                             1233 Bernex
#> 1473                                                     Bernex, 1233 Bernex
#> 1474                                                             1233 Bernex
#> 1475                                                             1233 Bernex
#> 1476                                                             1233 Bernex
#> 1477                                                             1233 Bernex
#> 1478                                                              1234 Vessy
#> 1479                                                              1234 Vessy
#> 1480                                                              1234 Vessy
#> 1481                             Chemin de la Tour-de-Pinchat 12, 1234 Vessy
#> 1482                                                              1234 Vessy
#> 1483                                                              1234 Vessy
#> 1484                                                              1234 Vessy
#> 1485                                                              1234 Vessy
#> 1486                                                              1234 Vessy
#> 1487                             Chemin de la Tour-de-Pinchat 12, 1234 Vessy
#> 1488                                                              1234 Vessy
#> 1489                                                              1234 Vessy
#> 1490                                               A Cartigny, 1236 Cartigny
#> 1491                                                           1236 Cartigny
#> 1492                                                           1236 Cartigny
#> 1493                                                             1237 Avully
#> 1494                                                             1237 Avully
#> 1495                                    Route du Moulin-Roget 7, 1237 Avully
#> 1496                                                             1237 Avully
#> 1497                                                             1237 Avully
#> 1498                                                             1237 Avully
#> 1499                                                             1237 Avully
#> 1500                                                             1239 Collex
#> 1501                                                             1239 Collex
#> 1502                                                             1239 Collex
#> 1503                                                             1239 Collex
#> 1504                                                       1239 Collex-Bossy
#> 1505                                                           1241 Puplinge
#> 1506                                                            1242 Satigny
#> 1507                                                            1242 Satigny
#> 1508                                                            1242 Satigny
#> 1509                                                            1242 Satigny
#> 1510                                                            1242 Satigny
#> 1511                                       Chemin du Jarlot 24, 1242 Satigny
#> 1512                                                            1242 Satigny
#> 1513                                                            1242 Satigny
#> 1514                                                            1242 Satigny
#> 1515                                                            1242 Satigny
#> 1516                                                            1242 Satigny
#> 1517                                                            1242 Satigny
#> 1518                                                            1242 Satigny
#> 1519                                                            1242 Satigny
#> 1520                                                            1242 Satigny
#> 1521                                                            1244 Choulex
#> 1522                                                            1244 Choulex
#> 1523                                                            1244 Choulex
#> 1524                                                            1244 Choulex
#> 1525                           A Collonge-Bellerive, 1245 Collonge-Bellerive
#> 1526                                                 1245 Collonge-Bellerive
#> 1527                                                 1245 Collonge-Bellerive
#> 1528                                                 1245 Collonge-Bellerive
#> 1529                                                 1245 Collonge-Bellerive
#> 1530                                                 1245 Collonge-Bellerive
#> 1531                                                         1246 Corsier GE
#> 1532                                                         1246 Corsier GE
#> 1533                                                            1246 Corsier
#> 1534                                              A Corsier GE, 1246 Corsier
#> 1535                                                         1246 Corsier GE
#> 1536                                                            1247 Anières
#> 1537                                                            1247 Anières
#> 1538                                                            1247 Anières
#> 1539                                                            1247 Anières
#> 1540                                                            1247 Anières
#> 1541                                                            1247 Anières
#> 1542                                                            1247 Anières
#> 1543                                                           1248 Hermance
#> 1544                                               A Hermance, 1248 Hermance
#> 1545                                                           1248 Hermance
#> 1546                                               A Hermance, 1248 Hermance
#> 1547                                                Route de Gy 116, 1251 Gy
#> 1548                                                Route de Gy 116, 1251 Gy
#> 1549                                                Route de Gy 116, 1251 Gy
#> 1550                                                Route de Gy 116, 1251 Gy
#> 1551                                                Route de Gy 116, 1251 Gy
#> 1552                                                Route de Gy 116, 1251 Gy
#> 1553                                                Route de Gy 116, 1251 Gy
#> 1554                                                 A Meinier, 1252 Meinier
#> 1555                                Chemin des Champs-Nouveaux, 1252 Meinier
#> 1556                                Chemin des Champs-Nouveaux, 1252 Meinier
#> 1557                                  Chemin de la Rétuelle 13, 1252 Meinier
#> 1558                                                        1253 Vandoeuvres
#> 1559                                         A Vandoeuvres, 1253 Vandoeuvres
#> 1560                                                        1253 Vandoeuvres
#> 1561                                                        1253 Vandoeuvres
#> 1562                                                        1253 Vandoeuvres
#> 1563                                                        1253 Vandoeuvres
#> 1564                                                        1253 Vandoeuvres
#> 1565                                                        1253 Vandoeuvres
#> 1566                                                        1253 Vandoeuvres
#> 1567                                                        1253 Vandoeuvres
#> 1568                                         A Vandoeuvres, 1253 Vandoeuvres
#> 1569                                                        1253 Vandoeuvres
#> 1570                                                        1253 Vandoeuvres
#> 1571                                                            1254 Lullier
#> 1572                                                              1254 Jussy
#> 1573                                                              1254 Jussy
#> 1574                                                              1254 Jussy
#> 1575                                                              1254 Jussy
#> 1576                                                              1254 Jussy
#> 1577                                                              1254 Jussy
#> 1578                                                     A Jussy, 1254 Jussy
#> 1579                                                            1254 Lullier
#> 1580                                                              1254 Jussy
#> 1581                                                            1254 Lullier
#> 1582                                                            1255 Veyrier
#> 1583                                                            1255 Veyrier
#> 1584                                                            1255 Veyrier
#> 1585                                                            1255 Veyrier
#> 1586                                                            1255 Veyrier
#> 1587                                     chemin jean portier 7, 1255 Veyrier
#> 1588                                                            1255 Veyrier
#> 1589                                                            1255 Veyrier
#> 1590                                                            1255 Veyrier
#> 1591                                         Le Parc des Crêts, 1256 Troinex
#> 1592                                                            1256 Troinex
#> 1593                                                            1256 Troinex
#> 1594                                                 A Troinex, 1256 Troinex
#> 1595                                         Le Parc des Crêts, 1256 Troinex
#> 1596                                                            1256 Troinex
#> 1597                                                            1256 Troinex
#> 1598                                          Route de Troinex, 1256 Troinex
#> 1599                                                 A Troinex, 1256 Troinex
#> 1600                               La Croix-de-Rozon, 1257 La Croix-de-Rozon
#> 1601                               La Croix-de-Rozon, 1257 La Croix-de-Rozon
#> 1602                                                          1257 Bardonnex
#> 1603                               La Croix-de-Rozon, 1257 La Croix-de-Rozon
#> 1604                                                              1258 Perly
#> 1605                                                              1258 Perly
#> 1606                                                              1258 Perly
#> 1607                                                      1258 Perly-Certoux
#> 1608                                                       Perly, 1258 Perly
#> 1609                                                      1258 Perly-Certoux
#> 1610                                                               1260 Nyon
#> 1611                                                               1260 Nyon
#> 1612                                                               1260 Nyon
#> 1613                                                               1260 Nyon
#> 1614                                                               1260 Nyon
#> 1615                                   Route des Tattes d'Oie 38a, 1260 Nyon
#> 1616                                                               1260 Nyon
#> 1617                                           32 Impasse du Lynx, 1260 Nyon
#> 1618                                                               1260 Nyon
#> 1619                                                               1260 Nyon
#> 1620                                                               1260 Nyon
#> 1621                                                               1260 Nyon
#> 1622                                                               1260 Nyon
#> 1623                                                         Nyon, 1260 Nyon
#> 1624                                                               1260 Nyon
#> 1625                                                               1260 Nyon
#> 1626                                                               1260 Nyon
#> 1627                                                               1260 Nyon
#> 1628                                                               1260 Nyon
#> 1629                                                               1260 Nyon
#> 1630                                                       A Nyon, 1260 Nyon
#> 1631                                                               1260 Nyon
#> 1632                                                               1260 Nyon
#> 1633                                                               1260 Nyon
#> 1634                                                               1260 Nyon
#> 1635                                                               1260 Nyon
#> 1636                                                               1260 Nyon
#> 1637                                                               1260 Nyon
#> 1638                                                               1260 Nyon
#> 1639                                                       A Nyon, 1260 Nyon
#> 1640                                                               1260 Nyon
#> 1641                                                               1260 Nyon
#> 1642                                                               1260 Nyon
#> 1643                                                         Nyon, 1260 Nyon
#> 1644                                                               1260 Nyon
#> 1645                                                         Nyon, 1260 Nyon
#> 1646                                                           1261 Longirod
#> 1647                                                            1261 Le Vaud
#> 1648                                                            1261 Le Vaud
#> 1649                                                 Longirod, 1261 Longirod
#> 1650                                                           1261 Longirod
#> 1651                                                           1261 Longirod
#> 1652                                                           1261 Longirod
#> 1653                                                             1262 Eysins
#> 1654                                                             1262 Eysins
#> 1655                                                             1262 Eysins
#> 1656                                                     Eysins, 1262 Eysins
#> 1657                                                             1262 Eysins
#> 1658                                                             1262 Eysins
#> 1659                                                             1262 Eysins
#> 1660                                                             1262 Eysins
#> 1661                                                             1262 Eysins
#> 1662                                                           1263 Crassier
#> 1663                                                           1263 Crassier
#> 1664                                                           1263 Crassier
#> 1665                                                           1263 Crassier
#> 1666                                       Route d'Arzier 11, 1264 St-Cergue
#> 1667                                               St-Cergue, 1264 St-Cergue
#> 1668                                       Route d'Arzier 11, 1264 St-Cergue
#> 1669                                                          1264 St-Cergue
#> 1670                         Route des Cheseaux-Dessus B5, 1264 Saint-Cergue
#> 1671                                               St-Cergue, 1264 St-Cergue
#> 1672                                   Impasse du Lynx 19, 1264 Saint-Cergue
#> 1673                                                          1264 St-Cergue
#> 1674                                                          1264 St Cergue
#> 1675                                               St-Cergue, 1264 St-Cergue
#> 1676                                                          1264 St-Cergue
#> 1677                                  Route de la Prangine 3, 1264 St-Cergue
#> 1678                                                          1264 St-Cergue
#> 1679                                                          1264 St-Cergue
#> 1680                                                          1264 St-Cergue
#> 1681                                                          1264 St-Cergue
#> 1682                                                          1264 St-Cergue
#> 1683                                                            1265 La Cure
#> 1684                                                            1265 La Cure
#> 1685                                                            1265 La Cure
#> 1686                                                           1266 Duillier
#> 1687                                                           1267 Coinsins
#> 1688                                                               1267 Vich
#> 1689                                                               1267 Vich
#> 1690                                                      1267 Vich-Coinsins
#> 1691                                                           1267 Coinsins
#> 1692                                                         Vich, 1267 Vich
#> 1693                                       Route du Moulin 26, 1267 Coinsins
#> 1694                                                 A Begnins, 1268 Begnins
#> 1695                                                            1268 Begnins
#> 1696                                                   Begnins, 1268 Begnins
#> 1697                                                            1268 Begnins
#> 1698                                                           1268 Burtigny
#> 1699                                                            1268 Begnins
#> 1700                                                            1268 Begnins
#> 1701                                                           1268 Burtigny
#> 1702                                                            1268 Begnins
#> 1703                                                            1268 Begnins
#> 1704                                                            1268 Begnins
#> 1705                                                            1268 Begnins
#> 1706                                                            1268 Begnins
#> 1707                                                            1268 Begnins
#> 1708                                                            1268 Begnins
#> 1709                                        Chemin de Paplan 4, 1268 Begnins
#> 1710                                                   Begnins, 1268 Begnins
#> 1711                                                            1268 Begnins
#> 1712                                                            1268 Begnins
#> 1713                                                            1268 Begnins
#> 1714                                                   Begnins, 1268 Begnins
#> 1715                                                            1269 Bassins
#> 1716                                                            1269 Bassins
#> 1717                                                            1269 Begnins
#> 1718                                                            1269 Bassins
#> 1719                                                            1269 Bassins
#> 1720                                                            1269 Bassins
#> 1721                                                            1269 Bassins
#> 1722                                                   Bassins, 1269 Bassins
#> 1723                                                 A Bassins, 1269 Bassins
#> 1724                                                            1269 Begnins
#> 1725                                                            1269 Bassins
#> 1726                                                             1270 Trélex
#> 1727                                                             1270 Trélex
#> 1728                                                             1270 Trélex
#> 1729                                                             1270 Trélex
#> 1730                                                            1271 Givrins
#> 1731                                                            1271 Givrins
#> 1732                                                            1271 Givrins
#> 1733                  Villa neuve proche du centre du village, 1272 Genolier
#> 1734                                                           1272 Genolier
#> 1735                                                           1272 Genolier
#> 1736                                                           1272 Genolier
#> 1737                                     Chemin de la Pesse 1, 1272 Genolier
#> 1738                                                           1272 Genolier
#> 1739                                                           1272 Genolier
#> 1740                               Chemin du Village-Suisse 5, 1272 Genolier
#> 1741                                                 Genolier, 1272 Genolier
#> 1742                                                           1272 Genolier
#> 1743                                                           1272 Genolier
#> 1744                                                           1272 Genolier
#> 1745                                                           1272 Genolier
#> 1746                                                           1272 Genolier
#> 1747                                                           1272 Genolier
#> 1748                                            Centre, 1273 Arzier-Le Muids
#> 1749                                                    1273 Arzier-Le Muids
#> 1750                                                    1273 Arzier-Le Muids
#> 1751                                                    1273 Arzier-Le Muids
#> 1752                                                             1273 Arzier
#> 1753                                                             1273 Arzier
#> 1754                                                    1273 Arzier-Le Muids
#> 1755                                                             1273 Arzier
#> 1756                                   Arzier-Le Muids, 1273 Arzier-Le Muids
#> 1757                                                             1273 Arzier
#> 1758                                                    1273 Arzier-Le Muids
#> 1759                                                    1273 Arzier-Le Muids
#> 1760                                                    1273 Arzier-Le Muids
#> 1761                                                             1273 Arzier
#> 1762                                                    1273 Arzier-Le Muids
#> 1763                                          rue du village 6a, 1273 Arzier
#> 1764                                                    1273 Arzier-Le Muids
#> 1765                                                    1273 Arzier-Le Muids
#> 1766                                                    1273 Arzier-Le Muids
#> 1767                                                             1273 Arzier
#> 1768                                                    1273 Arzier-Le Muids
#> 1769                                                    1273 Arzier-Le Muids
#> 1770                                                             1273 Arzier
#> 1771                                                              1274 Signy
#> 1772                                                       Signy, 1274 Signy
#> 1773                                                       Grens, 1274 Grens
#> 1774                                                     A Signy, 1274 Signy
#> 1775                                                       Grens, 1274 Grens
#> 1776                                                           1275 Chéserex
#> 1777                                                           1275 Chéserex
#> 1778                                                            1276 Gingins
#> 1779                                                            1276 Gingins
#> 1780                                                            1276 Gingins
#> 1781                                                            1276 Gingins
#> 1782                                                            1276 Gingins
#> 1783                                                            1276 Gingins
#> 1784                                                              1277 Borex
#> 1785                                     Arnex-sur-Nyon, 1277 Arnex-sur-Nyon
#> 1786                                                              1277 Borex
#> 1787                                                              1277 Borex
#> 1788                                                               1277 Nyon
#> 1789                                                              1277 Borex
#> 1790                                                              1277 Borex
#> 1791                                    Route d'Arnex 2, 1277 Arnex-sur-Nyon
#> 1792                                                           1278 La Rippe
#> 1793                                                           1278 La Rippe
#> 1794                                                           1278 La Rippe
#> 1795                                                           1278 La Rippe
#> 1796                              Rue des quatre Fontaines 29, 1278 La Rippe
#> 1797                                                           1278 La Rippe
#> 1798                                                       1279 Bogis-Bossey
#> 1799                                                 1279 Chavannes-de-Bogis
#> 1800                                     Chemin du Levant, 1279 Bogis-Bossey
#> 1801                                                       1279 Bogis-Bossey
#> 1802                                                       1279 Bogis-Bossey
#> 1803                                                 1279 Chavannes-de-Bogis
#> 1804                                                       1279 Bogis-Bossey
#> 1805                                                       1279 Bogis-Bossey
#> 1806                                     Chemin du Levant, 1279 Bogis-Bossey
#> 1807                                                       1279 Bogis-Bossey
#> 1808                                                       1279 Bogis-Bossey
#> 1809                                                       1279 Bogis-Bossey
#> 1810                                                       1279 Bogis-Bossey
#> 1811                                                       1279 Bogis-Bossey
#> 1812                                                 1279 Chavannes-de-Bogis
#> 1813                                                       1279 Bogis-Bossey
#> 1814                                                       1279 Bogis-Bossey
#> 1815                                     Chemin du Levant, 1279 Bogis-Bossey
#> 1816                                                 1279 Chavannes-de-Bogis
#> 1817                                                             1281 Russin
#> 1818                                                           1283 Dardagny
#> 1819                                                           1283 Dardagny
#> 1820                                                          1283 La Plaine
#> 1821                                                           1283 Dardagny
#> 1822                                                             1284 Chancy
#> 1823                                                             1284 Chancy
#> 1824                                                            1285 Athenaz
#> 1825                                                    1285 Athenaz (Avusy)
#> 1826                                                    1285 Athenaz (Avusy)
#> 1827                                                              1286 Soral
#> 1828                                                              1286 Soral
#> 1829                                                           1287 Laconnex
#> 1830                                                      1288 Aire-la-Ville
#> 1831                                                      1288 Aire-la-Ville
#> 1832                                                      1288 Aire-la-Ville
#> 1833                                               sur demande, 1290 Versoix
#> 1834                                                            1290 Versoix
#> 1835                                                 1290 Chavannes-des-Bois
#> 1836                                                            1290 Versoix
#> 1837                                                 1290 Chavannes-des-Bois
#> 1838                                                 1290 Chavannes-des-Bois
#> 1839                                                            1290 Versoix
#> 1840                                                             1290 Geneve
#> 1841                                                 1290 Chavannes-des-Bois
#> 1842                                                 1290 Chavannes-des-Bois
#> 1843                                                            1290 Versoix
#> 1844                                                            1290 Versoix
#> 1845                                                            1290 Versoix
#> 1846                                                            1290 Versoix
#> 1847                                                 1290 Chavannes-des-Bois
#> 1848                                                            1290 Versoix
#> 1849                                                   Versoix, 1290 Versoix
#> 1850                                                   Versoix, 1290 Versoix
#> 1851                                                            1290 Versoix
#> 1852                                                 A Versoix, 1290 Versoix
#> 1853                                                 1290 Chavannes-des-Bois
#> 1854                                                            1290 Versoix
#> 1855                                                 1290 Chavannes-des-Bois
#> 1856                                    à Versonnex, 1290 Chavannes-des-Bois
#> 1857                                          Grand-Montfleury, 1290 Versoix
#> 1858                                                           1291 Commugny
#> 1859                                                           1291 Commugny
#> 1860                                                           1291 Commugny
#> 1861                                                           1291 Commugny
#> 1862                                                           1292 Chambésy
#> 1863                                                           1292 Chambésy
#> 1864                                                           1292 Chambésy
#> 1865                                                           1292 Chambésy
#> 1866                                                           1292 Chambésy
#> 1867                                                           1292 Chambésy
#> 1868                                 A Pregny-Chambésy, 1292 Pregny-Chambésy
#> 1869                                                           1292 Chambésy
#> 1870                                 A Pregny-Chambésy, 1292 Pregny-Chambésy
#> 1871                                                           1292 Chambésy
#> 1872                                                           1293 Bellevue
#> 1873                                                           1293 Bellevue
#> 1874                                                           1293 Bellevue
#> 1875                                                           1293 Bellevue
#> 1876                                                           1293 Bellevue
#> 1877                                                           1293 Bellevue
#> 1878                                                           1293 Bellevue
#> 1879                                                            1294 Genthod
#> 1880                                  Chemin des Boulangers 13, 1294 Genthod
#> 1881                              Dans un quartier résidentiel, 1294 Genthod
#> 1882                                                            1294 Genthod
#> 1883                                                            1294 Genthod
#> 1884                                                            1294 Genthod
#> 1885                                                            1294 Genthod
#> 1886                                                               1295 Mies
#> 1887                                                             1295 Tannay
#> 1888                                                               1295 Mies
#> 1889                                          Chemin des Hutins 0, 1295 Mies
#> 1890                                                               1295 Mies
#> 1891                                                             1295 Tannay
#> 1892                                                               1295 Mies
#> 1893                                                             1295 Tannay
#> 1894                                                             1295 Tannay
#> 1895                                                             1295 Tannay
#> 1896                                                             1295 Tannay
#> 1897                                                        1295 Mies-Tannay
#> 1898                                                               1295 Mies
#> 1899                                                             1295 Tannay
#> 1900                                      Chemin de la Faverge 12, 1295 Mies
#> 1901                                                               1295 Mies
#> 1902                                                               1295 Mies
#> 1903                                                             1295 Tannay
#> 1904                                                             1295 Tannay
#> 1905                                                             1295 Tannay
#> 1906                                                               1295 Mies
#> 1907                                                             1295 Tannay
#> 1908                                                             1295 Tannay
#> 1909                                                             1296 Coppet
#> 1910                                                   A Coppet, 1296 Coppet
#> 1911                                                     Coppet, 1296 Coppet
#> 1912                                                             1296 Coppet
#> 1913                               Chemin des Grands-Huttins 10, 1296 Coppet
#> 1914                                                             1296 Coppet
#> 1915                                                             1296 Coppet
#> 1916                                                             1296 Coppet
#> 1917                                                             1296 Coppet
#> 1918                                                             1297 Founex
#> 1919                                                             1297 Founex
#> 1920                                                             1297 Founex
#> 1921                                                             1297 Founex
#> 1922                                                             1297 Founex
#> 1923                                                             1297 Founex
#> 1924                                                             1297 Founex
#> 1925                                                             1297 Founex
#> 1926                                                             1297 Founex
#> 1927                                                             1297 Founex
#> 1928                                                             1297 Founex
#> 1929                                                             1297 Founex
#> 1930                                                             1297 Founex
#> 1931                                                             1297 Founex
#> 1932                                                             1297 Founex
#> 1933                                                             1297 Founex
#> 1934                                                             1297 Founex
#> 1935                                                             1297 Founex
#> 1936                                                             1297 Founex
#> 1937                                                            1298 Céligny
#> 1938                                                 A Céligny, 1298 Céligny
#> 1939                                                            1298 Céligny
#> 1940                                                           1299 Crans VD
#> 1941                                                 1299 Crans-près-Céligny
#> 1942                                                           1299 Crans VD
#> 1943                                                           1299 Crans VD
#> 1944                                                 1299 Crans-près-Céligny
#> 1945                                                           1299 Crans VD
#> 1946                                                           1299 Crans VD
#> 1947                                                 1299 Crans-près-Céligny
#> 1948                                                           1299 Crans VD
#> 1949                                                           1299 Crans VD
#> 1950                             Crans-près-Céligny, 1299 Crans-près-Céligny
#> 1951                                                           1299 Crans VD
#> 1952                             Crans-près-Céligny, 1299 Crans-près-Céligny
#> 1953                                                  1302 Vufflens-la-Ville
#> 1954                                                  1302 Vufflens-la-Ville
#> 1955                               Vufflens-la-Ville, 1302 Vufflens-la-Ville
#> 1956                                                  1302 Vufflens-la-Ville
#> 1957                                                  1302 Vufflens-la-Ville
#> 1958                               Vufflens-la-Ville, 1302 Vufflens-la-Ville
#> 1959                                      Route de Lausanne 22, 1303 Penthaz
#> 1960                                                            1303 Penthaz
#> 1961                                                            1303 Penthaz
#> 1962                                                     1304 Cossonay-Ville
#> 1963                                                         1304 Senarclens
#> 1964                                                     1304 Cossonay-Ville
#> 1965                                                     1304 Cossonay-Ville
#> 1966                                                           1304 Cossonay
#> 1967                                                         1304 Senarclens
#> 1968                                                     Allens, 1304 Allens
#> 1969                                                     Allens, 1304 Allens
#> 1970                                                     1304 Cossonay-Ville
#> 1971                                                     1304 Cossonay-Ville
#> 1972                                                         1304 Senarclens
#> 1973                                                     1304 Cossonay-Ville
#> 1974                                             Senarclens, 1304 Senarclens
#> 1975                                                     1304 Cossonay-Ville
#> 1976                                                     1304 Cossonay-Ville
#> 1977                                                         1304 Senarclens
#> 1978                                      Route de Bettens 25, 1306 Daillens
#> 1979                                                           1306 Daillens
#> 1980                                                           1306 Daillens
#> 1981                                                           1306 Daillens
#> 1982                                                           1306 Daillens
#> 1983                                                           1306 Daillens
#> 1984                                                           1306 Daillens
#> 1985                                                           1306 Daillens
#> 1986                                  Rue de la Dîme 5, 1307 Lussery-Villars
#> 1987                                                           1312 Eclépens
#> 1988                                                 Eclépens, 1312 Eclépens
#> 1989                                                           1312 Eclépens
#> 1990                                                           1312 Eclépens
#> 1991                                                           1312 Eclépens
#> 1992                                      Route de Lussery 18, 1312 Eclépens
#> 1993                                                          1313 Ferreyres
#> 1994                                                          1315 La Sarraz
#> 1995                                                          1315 La Sarraz
#> 1996                                                           1316 Chevilly
#> 1997                                                           1316 Chevilly
#> 1998                                                           1316 Chevilly
#> 1999                                                           1316 Chevilly
#> 2000                                                           1316 Chevilly
#> 2001                                                           1316 Chevilly
#> 2002                                                       A Orny, 1317 Orny
#> 2003                                                         Orny, 1317 Orny
#> 2004                                                         Orny, 1317 Orny
#> 2005                                                       A Orny, 1317 Orny
#> 2006                                                               1317 Orny
#> 2007                                                         Orny, 1317 Orny
#> 2008                                                       A Orny, 1317 Orny
#> 2009                                                       A Orny, 1317 Orny
#> 2010                                                               1317 Orny
#> 2011                                                               1317 Orny
#> 2012                                                         Orny, 1317 Orny
#> 2013                                                          1318 Pompaples
#> 2014                                                          1318 Pompaples
#> 2015                                                          1318 Pompaples
#> 2016                                         Rue des Fontaines 21, 1322 Croy
#> 2017                                                            1324 Premier
#> 2018                                                            1325 Vaulion
#> 2019                                                            1325 Vaulion
#> 2020                                                            1325 Vaulion
#> 2021                                                   Le Day, 1337 Vallorbe
#> 2022                                                           1337 Vallorbe
#> 2023                                                           1337 Vallorbe
#> 2024                                                           1337 Vallorbe
#> 2025                                                   Le Day, 1337 Vallorbe
#> 2026                                                           1337 Vallorbe
#> 2027                                                           1337 Vallorbe
#> 2028                                                           1337 Vallorbe
#> 2029                                                           1337 Vallorbe
#> 2030                                                           1337 Vallorbe
#> 2031                                    Route de Bellevue 17B, 1337 Vallorbe
#> 2032                                                           1337 Vallorbe
#> 2033                                                           1337 Vallorbe
#> 2034                                                           1337 Vallorbe
#> 2035                                                           1337 Vallorbe
#> 2036                                                   Le Day, 1337 Vallorbe
#> 2037                                                           1337 Vallorbe
#> 2038                                                           1337 Vallorbe
#> 2039                                                           1337 Vallorbe
#> 2040                                                           1337 Vallorbe
#> 2041                                                           1337 Vallorbe
#> 2042                                                           1337 Vallorbe
#> 2043                                         Fontannasson 5, 1338 Ballaigues
#> 2044                                                         1338 Ballaigues
#> 2045                                         Fontannasson 5, 1338 Ballaigues
#> 2046                                                         1338 Ballaigues
#> 2047                                                            1342 Le Pont
#> 2048                                                            1342 Le Pont
#> 2049                                                            1342 Le Pont
#> 2050                                                         1342 Le Brassus
#> 2051                                                  1343 Les Charbonnières
#> 2052                                                  1343 Les Charbonnières
#> 2053                                                           1344 L'Abbaye
#> 2054                                                           1344 L'Abbaye
#> 2055                                                          1346 Les Bioux
#> 2056                                                          1346 Les Bioux
#> 2057                                                         1347 Le Sentier
#> 2058                                                         1347 Le Sentier
#> 2059                                                         1347 Le Sentier
#> 2060                                                         1347 Le Sentier
#> 2061                                      Rue du Village 27, 1347 Le Solliat
#> 2062                                                         1347 Le Sentier
#> 2063                                                         1348 Le Brassus
#> 2064                                                               1350 Orbe
#> 2065                                                               1350 Orbe
#> 2066                                                               1350 Orbe
#> 2067                                                         Orbe, 1350 Orbe
#> 2068                                                               1350 Orbe
#> 2069                                                               1350 Orbe
#> 2070                                             Fleur de Lys 34a, 1350 Orbe
#> 2071                                                               1350 Orbe
#> 2072                                                               1350 Orbe
#> 2073                                                         Orbe, 1350 Orbe
#> 2074                                                               1350 Orbe
#> 2075                                                               1350 Orbe
#> 2076                                                               1350 Orbe
#> 2077                                                               1350 Orbe
#> 2078                                                               1350 Orbe
#> 2079                                                               1350 Orbe
#> 2080                                                               1350 Orbe
#> 2081                                                               1350 Orbe
#> 2082                                                               1350 Orbe
#> 2083                                                               1350 Orbe
#> 2084                                             Chemin des Ars 8, 1350 Orbe
#> 2085                                                               1350 Orbe
#> 2086                                                               1350 Orbe
#> 2087                                                               1350 Orbe
#> 2088                                                               1350 Orbe
#> 2089                                                               1350 Orbe
#> 2090                                                               1350 Orbe
#> 2091                                                               1350 Orbe
#> 2092                                                               1350 Orbe
#> 2093                                                              1352 Agiez
#> 2094                                                        1354 Montcherand
#> 2095                                                       1355 L'Abergement
#> 2096                                                             1355 Sergey
#> 2097                                                       1355 L'Abergement
#> 2098                                             Lignerolle, 1357 Lignerolle
#> 2099                                             Lignerolle, 1357 Lignerolle
#> 2100                         Rue de la Marmalaz 1, 1358 Valeyres-sous-Rances
#> 2101                         Rue de la Marmalaz 1, 1358 Valeyres-sous-Rances
#> 2102                                                             1372 Bavois
#> 2103                                                             1372 Bavois
#> 2104                                                             1372 Bavois
#> 2105                                           Rue de la Côte 6, 1372 Bavois
#> 2106                                                             1372 Bavois
#> 2107                                                             1372 Bavois
#> 2108                                                             1372 Bavois
#> 2109                                                             1372 Bavois
#> 2110                                                             1372 Bavois
#> 2111                                                          1373 Chavornay
#> 2112                                                          1373 Chavornay
#> 2113                                                          1373 Chavornay
#> 2114                                               Chavornay, 1373 Chavornay
#> 2115                                                          1373 Chavornay
#> 2116                                                          1373 Chavornay
#> 2117                                                          1373 Chavornay
#> 2118                                                          1373 Chavornay
#> 2119                                             A Chavornay, 1373 Chavornay
#> 2120                                                          1373 Chavornay
#> 2121                                                          1373 Chavornay
#> 2122                                                          1373 Chavornay
#> 2123                                            1374 Corcelles-sur-Chavornay
#> 2124                                            1374 Corcelles-sur-Chavornay
#> 2125                                            1374 Corcelles-sur-Chavornay
#> 2126                                            1374 Corcelles-sur-Chavornay
#> 2127                                                         1375 Penthéréaz
#> 2128                                                         1375 Penthéréaz
#> 2129                                                          1376 Eclagnens
#> 2130                                                          1376 Eclagnens
#> 2131                            Rte de Bettens 8, 1377 Oulens-sous-Echallens
#> 2132                               Rue du Dîme 6, 1377 Oulens-sous-Echallens
#> 2133                            Rte de Bettens 8, 1377 Oulens-sous-Echallens
#> 2134                                              1377 Oulens-sous-Echallens
#> 2135                                              1377 Oulens-sous-Echallens
#> 2136                                                  1400 Yverdon-les-Bains
#> 2137                                                  1400 Yverdon-les-Bains
#> 2138                                                  1400 Yverdon-les-Bains
#> 2139                                                  1400 Yverdon-les-Bains
#> 2140                               Yverdon-les-Bains, 1400 Yverdon-les-Bains
#> 2141                               Yverdon-les-Bains, 1400 Yverdon-les-Bains
#> 2142                                                  1400 Yverdon-les-Bains
#> 2143                                                  1400 Yverdon-les-Bains
#> 2144                                                  1400 Yverdon-les-Bains
#> 2145                                                  1400 Yverdon-les-Bains
#> 2146                                                  1400 Yverdon-les-Bains
#> 2147                                   Rue d'orbe 75, 1400 Yverdon-les-Bains
#> 2148                                                  1400 Yverdon-les-Bains
#> 2149                                                  1400 Yverdon-les-Bains
#> 2150                                                  1400 Yverdon-les-Bains
#> 2151                                                  1400 Yverdon-les-Bains
#> 2152                                                  1400 Yverdon-les-Bains
#> 2153                                                  1400 Yverdon-les-Bains
#> 2154                               Yverdon-les-Bains, 1400 Yverdon-les-Bains
#> 2155                                                  1400 Yverdon-les-Bains
#> 2156                                                  1400 Yverdon-les-Bains
#> 2157                                                  1400 Yverdon-les-Bains
#> 2158                                                  1400 Yverdon-les-Bains
#> 2159                               Yverdon-les-Bains, 1400 Yverdon-les-Bains
#> 2160                                                  1400 Yverdon-les-Bains
#> 2161                                                    1400 Cheseaux-Noréaz
#> 2162                               Yverdon-les-Bains, 1400 Yverdon-les-Bains
#> 2163                                                  1400 Yverdon-les-Bains
#> 2164                                                  1400 Yverdon-les-Bains
#> 2165                               Yverdon-les-Bains, 1400 Yverdon-les-Bains
#> 2166                                                  1400 Yverdon-les-Bains
#> 2167                                                  1400 Yverdon-les-Bains
#> 2168                                                  1400 Yverdon-les-Bains
#> 2169                                                  1400 Yverdon-les-Bains
#> 2170                                                  1400 Yverdon-les-Bains
#> 2171                                                  1400 Yverdon-les-Bains
#> 2172                                   Rue d'orbe 75, 1400 Yverdon-les-Bains
#> 2173                                                  1400 Yverdon-les-Bains
#> 2174                                                  1400 Yverdon-les-Bains
#> 2175                                                  1400 Yverdon-les-Bains
#> 2176                                                  1400 Yverdon les Bains
#> 2177                                                  1400 Yverdon-les-Bains
#> 2178                                                  1400 Yverdon-les-Bains
#> 2179                                                  1400 Yverdon-les-Bains
#> 2180                                                  1400 Yverdon-les-Bains
#> 2181                                             Ch de la Forge 7, 1405 Pomy
#> 2182                                                               1405 Pomy
#> 2183                                                               1405 Pomy
#> 2184                                                               1405 Pomy
#> 2185                                                             1406 Cronay
#> 2186                              Chemin du Réservoir 6, 1407 Bioley-Magnoux
#> 2187                                                     1407 Bioley-Magnoux
#> 2188                                                     1407 Bioley-Magnoux
#> 2189                                                     1407 Bioley-Magnoux
#> 2190                                                     1407 Bioley-Magnoux
#> 2191                                                     1407 Bioley-Magnoux
#> 2192                                     Ruelle de l'Eglise 6, 1410 Correvon
#> 2193                                      Rue de la Forge 6, 1410 St-Cierges
#> 2194                                      Rue de la Forge 6, 1410 St-Cierges
#> 2195                                                         1410 St-Cierges
#> 2196                                     Chemin du Marchat 4, 1410 Thierrens
#> 2197                                                          1410 Thierrens
#> 2198                                                 Correvon, 1410 Correvon
#> 2199                                                             1413 Orzens
#> 2200                                                             1413 Orzens
#> 2201                                                             1413 Orzens
#> 2202                                                             1413 Orzens
#> 2203                                                            1415 Démoret
#> 2204                                                            1415 Démoret
#> 2205                                                            1415 Démoret
#> 2206                                                            1415 Démoret
#> 2207                                                            1415 Démoret
#> 2208                                                        1417 Epautheyres
#> 2209                                                        1417 Epautheyres
#> 2210                                             1417 Essertines-sur-Yverdon
#> 2211                                                        1417 Epautheyres
#> 2212                                                        1417 Epautheyres
#> 2213                                                        1417 Epautheyres
#> 2214                                             1417 Essertines-sur-Yverdon
#> 2215                                                        1417 Epautheyres
#> 2216                                                        1417 Epautheyres
#> 2217                                                           1418 Vuarrens
#> 2218                                                           1418 Vuarrens
#> 2219                                                 Grandson, 1422 Grandson
#> 2220                                                           1422 Grandson
#> 2221                                                           1422 Grandson
#> 2222                                                 Grandson, 1422 Grandson
#> 2223                                                 Grandson, 1422 Grandson
#> 2224                                                           1422 Grandson
#> 2225                                                           1422 Grandson
#> 2226                                                           1422 Grandson
#> 2227                                                           1422 Grandson
#> 2228                                                           1422 Grandson
#> 2229                                                           1422 Grandson
#> 2230                                                           1422 Grandson
#> 2231                                                           1422 Grandson
#> 2232                                                           1422 Grandson
#> 2233                                                           1422 Grandson
#> 2234                                                           1422 Grandson
#> 2235                                                 Grandson, 1422 Grandson
#> 2236                                                           1422 Grandson
#> 2237                                                           1422 Grandson
#> 2238                                                    1423 Villars Burquin
#> 2239                                                    1423 Villars-Burquin
#> 2240                                   Villars-Burquin, 1423 Villars-Burquin
#> 2241                                                    1423 Villars-Burquin
#> 2242                                                    1423 Villars-Burquin
#> 2243                                                    1423 Villars-Burquin
#> 2244                             Route de Mauborget 12, 1423 Villars-Burquin
#> 2245                                                        1423 Fontanezier
#> 2246                                                    1423 Villars-Burquin
#> 2247                             Chemin de Bellevue 17, 1423 Villars-Burquin
#> 2248                             Chemin de Bellevue 15, 1423 Villars-Burquin
#> 2249                                     Rue des Paquières 7, 1424 Champagne
#> 2250                                                          1424 Champagne
#> 2251                                                          1424 Champagne
#> 2252                                               Champagne, 1424 Champagne
#> 2253                                                          1424 Champagne
#> 2254                                                          1424 Champagne
#> 2255                                                          1424 Champagne
#> 2256                                                             1425 Onnens
#> 2257                                               Onnens VD, 1425 Onnens VD
#> 2258                                                          1425 Onnens VD
#> 2259                                             1426 Corcelles-près-Concise
#> 2260                                                            1426 Concise
#> 2261                                                            1426 Concise
#> 2262                                                            1426 Concise
#> 2263                                             1426 Corcelles-près-Concise
#> 2264                                                         1427 Bonvillars
#> 2265                                                         1427 Bonvillars
#> 2266                                                         1427 Bonvillars
#> 2267                                                         1427 Bonvillars
#> 2268                                        Route de Provence 8, 1428 Mutrux
#> 2269                                                 Provence, 1428 Provence
#> 2270                                                              1430 Orges
#> 2271                           Belmont-sur-Yverdon, 1432 Belmont-sur-Yverdon
#> 2272                                                1432 Belmont-sur-Yverdon
#> 2273                           Belmont-sur-Yverdon, 1432 Belmont-sur-Yverdon
#> 2274                                                1432 Belmont-sur-Yverdon
#> 2275                                                           1436 Chamblon
#> 2276                                                       1436 Treycovagnes
#> 2277                                                           1436 Chamblon
#> 2278                                                           1436 Chamblon
#> 2279                                                       1436 Treycovagnes
#> 2280                                                           1436 Chamblon
#> 2281                                                           1437 Suscévaz
#> 2282                                                             1439 Rances
#> 2283                                                             1439 Rances
#> 2284                                             1441 Valeyres-sous-Montagny
#> 2285                                              1442 Montagny près Yverdon
#> 2286                                              1442 Montagny-près-Yverdon
#> 2287                       Montagny-près-Yverdon, 1442 Montagny-près-Yverdon
#> 2288                       Montagny-près-Yverdon, 1442 Montagny-près-Yverdon
#> 2289                                              1442 Montagny-près-Yverdon
#> 2290                       Montagny-près-Yverdon, 1442 Montagny-près-Yverdon
#> 2291                                                         1445 Vuiteboeuf
#> 2292                                                         1445 Vuiteboeuf
#> 2293                                   quartier du motty 30, 1445 Vuiteboeuf
#> 2294                                                       1450 Sainte-Croix
#> 2295                                                          1450 Ste-Croix
#> 2296                                 Rue du Petit-Montreux 7, 1450 Ste-Croix
#> 2297                                                          1450 Ste-Croix
#> 2298                              Quartier du Crêt-Martin 33, 1450 Ste-Croix
#> 2299                                                          1450 Ste-Croix
#> 2300                                                          1450 Ste-Croix
#> 2301                                                          1450 Ste-Croix
#> 2302                                                       1450 Sainte-Croix
#> 2303                                   Chemin des Bosquets 3, 1450 Ste-Croix
#> 2304                                                          1450 Ste-Croix
#> 2305                                   Chemin des Bosquets 3, 1450 Ste-Croix
#> 2306                                                          1450 Ste-Croix
#> 2307                                   Chemin du Belvédère 9, 1450 Ste-Croix
#> 2308                             Chemin du Crêt-Martin 31, 1450 Sainte-Croix
#> 2309                                             Les Rasses, 1452 Les Rasses
#> 2310                                             Les Rasses, 1452 Les Rasses
#> 2311                                                             1453 Bullet
#> 2312                                                             1453 Bullet
#> 2313                                         Route des Alpes 25, 1453 Bullet
#> 2314                                                         1454 L'Auberson
#> 2315                                                         1454 L'Auberson
#> 2316                                                            1462 Yvonand
#> 2317                                                            1462 Yvonand
#> 2318                                                            1462 Yvonand
#> 2319                                                            1462 Yvonand
#> 2320                            Route d' Yvonand 35, 1464 Chavannes-le-Chêne
#> 2321                             Route d'Yvonand 29, 1464 Chavannes-le-Chêne
#> 2322                             Chavannes-le-Chêne, 1464 Chavannes-le-Chêne
#> 2323                                                            1468 Cheyres
#> 2324                                                            1468 Cheyres
#> 2325                               Rte d'Yverdon-les-Bains 396, 1468 Cheyres
#> 2326                                                            1468 Cheyres
#> 2327                                        Pré de la Vigne 12, 1468 Cheyres
#> 2328                                                            1468 Cheyres
#> 2329                                                            1468 Cheyres
#> 2330                                                            1468 Cheyres
#> 2331                                                            1468 Cheyres
#> 2332                                                            1468 Cheyres
#> 2333                                                              1470 Seiry
#> 2334                                                   1470 Estavayer-le-Lac
#> 2335                                                              1470 Seiry
#> 2336                                                   1470 Estavayer-le-Lac
#> 2337                                                   1470 Estavayer-le-Lac
#> 2338                                                   1470 Estavayer-le-Lac
#> 2339                          Chemin des Pertstets 12, 1470 Estavayer-le-Lac
#> 2340                                     Forel/Vernay, 1470 Estavayer-le-Lac
#> 2341                                                   1470 Estavayer-le-Lac
#> 2342                              Impasse Vulliama 30, 1470 Estavayer-le-Lac
#> 2343                            Route du Chasseral 14, 1470 Estavayer-le-Lac
#> 2344                                                   1470 Estavayer-le-Lac
#> 2345                       Les Portes du Lac - Champ de Lune, 1470 Estavayer
#> 2346                         Chemin des Autrichiens 4, 1470 Estavayer-le-Lac
#> 2347                                                            1470 Bollion
#> 2348                              Impasse Vulliama 30, 1470 Estavayer-le-Lac
#> 2349                                                   1470 Estavayer-le-Lac
#> 2350                                                   1470 Estavayer-le-Lac
#> 2351             Route des Baudèzes 44, secteur Bussy, 1470 Estavayer-le-Lac
#> 2352                              Chemin de la Bata 1, 1470 Estavayer-le-Lac
#> 2353                              Impasse Vulliama 30, 1470 Estavayer-le-Lac
#> 2354                       Les Portes du Lac - Champ de Lune, 1470 Estavayer
#> 2355                                                   1470 Estavayer-le-Lac
#> 2356                                Route de Châtillon 18, 1473 Châtillon FR
#> 2357                                        Sous-la-Ville 58, 1473 Estavayer
#> 2358                                        Sous-la-Ville 58, 1473 Estavayer
#> 2359                                              champ moennoz 7, 1473 Font
#> 2360                                    Ch. de la Scie 15, 1473 Châtillon FR
#> 2361                                                       1473 Châtillon FR
#> 2362                                                       1473 Châtillon FR
#> 2363                                                       1473 Châtillon FR
#> 2364                                                            1474 Châbles
#> 2365                                                         1474 Châbles FR
#> 2366                                                         1474 Châbles FR
#> 2367                                                         1474 Châbles FR
#> 2368                                             Bellevue 1, 1474 Châbles FR
#> 2369                                                            1474 Châbles
#> 2370                                                        1475 Montbrelloz
#> 2371                                                        1475 Montbrelloz
#> 2372                                                        1475 Montbrelloz
#> 2373                                                        1475 Montbrelloz
#> 2374                                                        1475 Montbrelloz
#> 2375                                     Rue des Fontaines 19, 1475 Autavaux
#> 2376                                     Rue des Fontaines 19, 1475 Autavaux
#> 2377                                     Rue des Fontaines 19, 1475 Autavaux
#> 2378                                                        1475 Montbrelloz
#> 2379                                                        1475 Montbrelloz
#> 2380                                     Rue des Fontaines 19, 1475 Autavaux
#> 2381                                                        1475 Montbrelloz
#> 2382                                                        1475 Montbrelloz
#> 2383                                          Pré du Château 8, 1482 Cugy FR
#> 2384                                                            1482 Cugy FR
#> 2385                                                            1482 Cugy FR
#> 2386                                                            1482 Cugy FR
#> 2387                                                            1482 Cugy FR
#> 2388                                                            1482 Cugy FR
#> 2389                                         Rte du Sécheron 6, 1482 Cugy FR
#> 2390                                                            1482 Cugy FR
#> 2391                                                   Cugy FR, 1482 Cugy FR
#> 2392                                                            1482 Cugy FR
#> 2393                                          Pré du Château 8, 1482 Cugy FR
#> 2394                                                             1484 Aumont
#> 2395                                                            1485 Nuvilly
#> 2396                                                           1486 Vuissens
#> 2397                                                             1489 Murist
#> 2398                              Impasse de Vulliama, 1489 Estavayer-le-Lac
#> 2399                                                             1489 Murist
#> 2400                                                          1509 Vucherens
#> 2401                                                          1509 Vucherens
#> 2402                                                          1509 Vucherens
#> 2403                                                          1509 Vucherens
#> 2404                                                          1509 Vucherens
#> 2405                                                          1509 Vucherens
#> 2406                                                             1510 Moudon
#> 2407                                                             1510 Moudon
#> 2408                                                             1510 Moudon
#> 2409                                                             1510 Moudon
#> 2410                                                             1510 Moudon
#> 2411                                           Avenue du Fey 42, 1510 Moudon
#> 2412                                                             1510 Moudon
#> 2413                                   chemin du châlet blanc 3, 1510 Moudon
#> 2414                                                             1510 Moudon
#> 2415                                                             1510 Moudon
#> 2416                                                             1510 Moudon
#> 2417                                                             1510 Moudon
#> 2418                                                             1510 Moudon
#> 2419                                                             1510 Moudon
#> 2420                                                             1510 Moudon
#> 2421                                                             1510 Moudon
#> 2422                                                             1510 Moudon
#> 2423                                                             1510 Moudon
#> 2424                                       Chemin de Valacrêt 5, 1510 Moudon
#> 2425                                                             1510 Moudon
#> 2426                                                             1510 Moudon
#> 2427                                                             1510 Moudon
#> 2428                                   chemin du châlet blanc 3, 1510 Moudon
#> 2429                                                             1510 Moudon
#> 2430                                                             1510 Moudon
#> 2431                                                             1510 Moudon
#> 2432                                                             1510 Moudon
#> 2433                                                             1510 Moudon
#> 2434                                                             1510 Moudon
#> 2435                                                             1510 Moudon
#> 2436                                                             1510 Moudon
#> 2437                                                             1510 Moudon
#> 2438                                                             1510 Moudon
#> 2439                                                             1510 Moudon
#> 2440                                                             1510 Moudon
#> 2441                                                             1510 Moudon
#> 2442                                                             1510 Moudon
#> 2443                                                             1510 Moudon
#> 2444                                                             1510 Moudon
#> 2445                                                             1510 Moudon
#> 2446                                                             1510 Moudon
#> 2447                                                             1510 Moudon
#> 2448                                                             1510 Moudon
#> 2449                                                             1510 Moudon
#> 2450                                                             1510 Moudon
#> 2451                                                             1510 Moudon
#> 2452                                                             1510 Moudon
#> 2453                                                             1510 Moudon
#> 2454                                                             1510 Moudon
#> 2455                                                             1510 Moudon
#> 2456                                                         1513 Hermenches
#> 2457                                                   1514 Bussy-sur-Moudon
#> 2458                                                   1514 Bussy-sur-Moudon
#> 2459                                 Bussy-sur-Moudon, 1514 Bussy-sur-Moudon
#> 2460                                                   1514 Bussy-sur-Moudon
#> 2461                                 Bussy-sur-Moudon, 1514 Bussy-sur-Moudon
#> 2462                                                   1514 Bussy-sur-Moudon
#> 2463                                 Bussy-sur-Moudon, 1514 Bussy-sur-Moudon
#> 2464                                                   1514 Bussy-sur-Moudon
#> 2465                                 Bussy-sur-Moudon, 1514 Bussy-sur-Moudon
#> 2466                                                   1514 Bussy-sur-Moudon
#> 2467                                                   1515 Villars-le-Comte
#> 2468                                                   1515 Villars-le-Comte
#> 2469                                                             1522 Lucens
#> 2470                                                             1522 Lucens
#> 2471                                    avenue de la Vignette 5, 1522 Lucens
#> 2472                                                             1522 Lucens
#> 2473                                                             1522 Lucens
#> 2474                                                             1522 Lucens
#> 2475                                                             1522 Lucens
#> 2476                                                             1522 Lucens
#> 2477                                                             1522 Lucens
#> 2478                                                             1522 Lucens
#> 2479                                                             1522 Lucens
#> 2480                                                             1522 Lucens
#> 2481                                           Route de Ponty 9, 1522 Lucens
#> 2482                                                             1522 Lucens
#> 2483                                                             1522 Lucens
#> 2484                                                             1522 Lucens
#> 2485                                                             1522 Lucens
#> 2486                                                             1522 Lucens
#> 2487                                                             1522 Lucens
#> 2488                                               Champ-Min 15, 1522 Lucens
#> 2489                                           Route de Ponty 9, 1522 Lucens
#> 2490                                                             1522 Lucens
#> 2491                                                             1522 Lucens
#> 2492                                                             1522 Lucens
#> 2493                                    avenue de la Vignette 5, 1522 Lucens
#> 2494                                                          1, 1522 Lucens
#> 2495                                                             1522 Lucens
#> 2496                                                             1522 Lucens
#> 2497                                                             1522 Lucens
#> 2498                                                             1522 Lucens
#> 2499                                                             1522 Lucens
#> 2500                                                             1522 Lucens
#> 2501                                                             1522 Lucens
#> 2502                                                             1522 Lucens
#> 2503                                                             1522 Lucens
#> 2504                                               Champ-Min 15, 1522 Lucens
#> 2505                                                             1522 Lucens
#> 2506                                               1523 Granges-près-Marnand
#> 2507                                               1523 Granges-près-Marnand
#> 2508                                               1523 Granges-près-Marnand
#> 2509                        Sentier de l'Arenaz 2, 1523 Granges-près-Marnand
#> 2510                                                            1524 Marnand
#> 2511                                                            1525 Henniez
#> 2512                                                            1525 Henniez
#> 2513                                                            1525 Henniez
#> 2514                                                            1525 Henniez
#> 2515                                                      1527 Villeneuve FR
#> 2516                                                      1527 Villeneuve FR
#> 2517                                                          1528 Surpierre
#> 2518                                               Surpierre, 1528 Surpierre
#> 2519                                                             1529 Cheiry
#> 2520                                                            1530 Payerne
#> 2521                                                            1530 Payerne
#> 2522                                                            1530 Payerne
#> 2523                                              Grand-Rue 24, 1530 Payerne
#> 2524                                                            1530 Payerne
#> 2525                                                            1530 Payerne
#> 2526                                              Grand-Rue 24, 1530 Payerne
#> 2527                                                            1530 Payerne
#> 2528                                                            1530 Payerne
#> 2529                                             Les Charmes 3, 1530 Payerne
#> 2530                                                            1530 Payerne
#> 2531                                                            1530 Payerne
#> 2532                                                            1530 Payerne
#> 2533                                                            1530 Payerne
#> 2534                                            Rue du Vuary 6, 1530 Payerne
#> 2535                                                            1530 Payerne
#> 2536                                                   Payerne, 1530 Payerne
#> 2537                                                    centre, 1530 Payerne
#> 2538                                             Les Charmes 3, 1530 Payerne
#> 2539                                                            1530 Payerne
#> 2540                                                            1530 Payerne
#> 2541                                                            1530 Payerne
#> 2542                                              Grand-Rue 24, 1530 Payerne
#> 2543                                              Grand-Rue 24, 1530 Payerne
#> 2544                                                            1530 Payerne
#> 2545                                            Rue à Thomas 7, 1530 Payerne
#> 2546                                              Grand-Rue 24, 1530 Payerne
#> 2547                                                            1530 Payerne
#> 2548                                                            1530 Payerne
#> 2549                                      Rue de la Boverie 21, 1530 Payerne
#> 2550                                                   Payerne, 1530 Payerne
#> 2551                                                            1530 Payerne
#> 2552                                                            1530 Payerne
#> 2553                                                            1530 Payerne
#> 2554                                                            1530 Payerne
#> 2555                                                            1530 Payerne
#> 2556                                              Grand-Rue 24, 1530 Payerne
#> 2557                                          Route de Brit 25, 1532 Fétigny
#> 2558                                                   Fétigny, 1532 Fétigny
#> 2559                              Chemin de la Reine Berthe 17, 1532 Fétigny
#> 2560                                            Rue du Brit 25, 1532 Fétigny
#> 2561                                                            1532 Fétigny
#> 2562                                                            1532 Fétigny
#> 2563                                   Chemin des Burgondes 29, 1532 Fétigny
#> 2564                                       Chemin de la Cure 32, 1541 Morens
#> 2565                                                       Sévaz, 1541 Sévaz
#> 2566                             Route de Chavannes 8, 1542 Rueyres-les-Prés
#> 2567                        Chemin des Tourterelles 3, 1542 Rueyres-les-Prés
#> 2568                                                   1542 Rueyres-les-Prés
#> 2569                                     Route de la Ria 25, 1544 Gletterens
#> 2570                                                         1544 Gletterens
#> 2571                                        Route de la Ria, 1544 Gletterens
#> 2572                                             Gletterens, 1544 Gletterens
#> 2573                                Route de la Muraille 14, 1544 Gletterens
#> 2574                                        Route de la Ria, 1544 Gletterens
#> 2575                                        Route de la Ria, 1544 Gletterens
#> 2576                                        Route de la Ria, 1544 Gletterens
#> 2577                                                         1544 Gletterens
#> 2578                                        Route de la Ria, 1544 Gletterens
#> 2579                                        Route de la Ria, 1544 Gletterens
#> 2580                                                         1544 Gletterens
#> 2581                                                         Trey, 1552 Trey
#> 2582                                                         Trey, 1552 Trey
#> 2583                                                               1552 Trey
#> 2584                                        Impasse du Fostet 250, 1552 Trey
#> 2585                                                         1553 Châtonnaye
#> 2586                                                         1553 Châtonnaye
#> 2587                                                          1554 Sédeilles
#> 2588                                                          1554 Sédeilles
#> 2589                                                          1554 Sédeilles
#> 2590                                                          1555 Villarzel
#> 2591                                                          1555 Villarzel
#> 2592                                             1562 Corcelles près Payerne
#> 2593                     Corcelles-près-Payerne, 1562 Corcelles-près-Payerne
#> 2594                                             1562 Corcelles-près-Payerne
#> 2595                                             1562 Corcelles-près-Payerne
#> 2596                                             1562 Corcelles-près-Payerne
#> 2597                                             1562 Corcelles-près-Payerne
#> 2598                        Chemin des Répies 9, 1562 Corcelles-près-Payerne
#> 2599                        Chemin du Sansui 22, 1562 Corcelles-près-Payerne
#> 2600                                             1562 Corcelles-près-Payerne
#> 2601                                             1562 Corcelles-près-Payerne
#> 2602                                             1562 Corcelles-près-Payerne
#> 2603                                             1562 Corcelles-près-Payerne
#> 2604                                             1562 Corcelles près Payerne
#> 2605                      Route du grand chemin, 1562 Corcelles-près-Payerne
#> 2606                            Ch. du Sansui 6, 1562 Corcelles-près-Payerne
#> 2607                                             1562 Corcelles-près-Payerne
#> 2608                                             1562 Corcelles près Payerne
#> 2609                        Chemin des Répies 9, 1562 Corcelles-près-Payerne
#> 2610                                             1562 Corcelles-près-Payerne
#> 2611                                             1562 Corcelles-près-Payerne
#> 2612                                             1562 Corcelles près Payerne
#> 2613                           Route du Chêne 7, 1562 Corcelles-près-Payerne
#> 2614                      Route du grand chemin, 1562 Corcelles-près-Payerne
#> 2615                                              La Cua, 1563 Belmont-Broye
#> 2616                                                       1563 Dompierre FR
#> 2617                                              La Cua, 1563 Belmont-Broye
#> 2618                                               La Cua, 1563 Dompierre FR
#> 2619                                      Bord-Dessous 20, 1563 Dompierre FR
#> 2620                                               La Cua, 1563 Dompierre FR
#> 2621                                      Bord-Dessous 20, 1563 Dompierre FR
#> 2622                                       Rte de Russy 6, 1563 Dompierre FR
#> 2623                                              la croix 3, 1564 Domdidier
#> 2624                                                          1564 Domdidier
#> 2625                                          Route de Chany, 1564 Domdidier
#> 2626                                                          1564 Domdidier
#> 2627                                          Route de Chany, 1564 Domdidier
#> 2628                                                          1564 Domdidier
#> 2629                                    Chemin des Cerisiers, 1564 Domdidier
#> 2630                                                          1564 Domdidier
#> 2631                                                          1564 Domdidier
#> 2632                                      Rte de St-Aubin 64, 1564 Domdidier
#> 2633                                         Route d'Eissy 9, 1564 Domdidier
#> 2634                                         Route d'Eissy 9, 1564 Domdidier
#> 2635                                      Rte de St-Aubin 64, 1564 Domdidier
#> 2636                                          Route de Chany, 1564 Domdidier
#> 2637                                      Rte de St-Aubin 64, 1564 Domdidier
#> 2638                                      Rte de St-Aubin 64, 1564 Domdidier
#> 2639                                                          1564 Domdidier
#> 2640                                                          1564 Domdidier
#> 2641                                          Route de Chany, 1564 Domdidier
#> 2642                                              Noyer-Amey, 1564 Domdidier
#> 2643                                                          1564 Domdidier
#> 2644                                                          1564 Domdidier
#> 2645                                          Route de Chany, 1564 Domdidier
#> 2646                                                          1564 Domdidier
#> 2647                                                          1564 Domdidier
#> 2648                                                          1564 Domdidier
#> 2649                                          Route de Chany, 1564 Domdidier
#> 2650                                                          1564 Domdidier
#> 2651                                          Route de Chany, 1564 Domdidier
#> 2652                                                          1564 Domdidier
#> 2653                                                          1564 Domdidier
#> 2654                                                          1564 Domdidier
#> 2655                                          Route de Chany, 1564 Domdidier
#> 2656                                               Domdidier, 1564 Domdidier
#> 2657                                          Route de Chany, 1564 Domdidier
#> 2658                                                          1564 Domdidier
#> 2659                                          Route de Chany, 1564 Domdidier
#> 2660                                    Rte des Grandseys 31, 1564 Domdidier
#> 2661                                      Rte de St-Aubin 64, 1564 Domdidier
#> 2662                                                          1564 Domdidier
#> 2663                                                             1565 Vallon
#> 2664                                                             1565 Vallon
#> 2665                                                             1565 Vallon
#> 2666                                          Rte de St-Aubin 24, 1565 Missy
#> 2667                                        Route de Galicet 17, 1565 Vallon
#> 2668                                        Route de Galicet 17, 1565 Vallon
#> 2669                                        Route de Galicet 17, 1565 Vallon
#> 2670                                        Route de Galicet 17, 1565 Vallon
#> 2671                                                             1565 Vallon
#> 2672                                                             1565 Vallon
#> 2673                                                             1565 Vallon
#> 2674                                  Route de Domdidier 9, 1566 Saint-Aubin
#> 2675                                                        1566 St-Aubin FR
#> 2676                                 Route de Domdidier 27, 1566 St-Aubin FR
#> 2677                                     Rte du Château 19, 1566 St-Aubin FR
#> 2678                                     Rte du Château 19, 1566 St-Aubin FR
#> 2679                                 Route de Domdidier 27, 1566 St-Aubin FR
#> 2680                                                        1566 St-Aubin FR
#> 2681                                  Route de Domdidier 9, 1566 St-Aubin FR
#> 2682                                 Route de Domdidier 27, 1566 St-Aubin FR
#> 2683                                           St-Aubin FR, 1566 St-Aubin FR
#> 2684                                           St-Aubin FR, 1566 St-Aubin FR
#> 2685                                           St-Aubin FR, 1566 St-Aubin FR
#> 2686                                                        1566 St-Aubin FR
#> 2687                                 Route de Domdidier 27, 1566 St-Aubin FR
#> 2688                               Chemin des Pruneautiers, 1566 St-Aubin FR
#> 2689                                           St-Aubin FR, 1566 St-Aubin FR
#> 2690                                            Léchère 17, 1566 St-Aubin FR
#> 2691                                                        1566 St Aubin FR
#> 2692                                                        1566 St-Aubin FR
#> 2693                                 Route de Domdidier 27, 1566 St-Aubin FR
#> 2694                                                        1566 St-Aubin FR
#> 2695                                                        1566 St-Aubin FR
#> 2696                                                        1566 St Aubin FR
#> 2697                                     Rte du Château 19, 1566 St-Aubin FR
#> 2698                                                        1566 St-Aubin FR
#> 2699                                                           1566 St-Aubin
#> 2700                                 Route de Domdidier 27, 1566 St-Aubin FR
#> 2701                                                        1566 St-Aubin FR
#> 2702                                                        1566 St-Aubin FR
#> 2703                                  Route de Domdidier 9, 1566 Saint-Aubin
#> 2704                                   Chemin des Grèves 102, 1568 Portalban
#> 2705                                   Chemin des Grèves 118, 1568 Portalban
#> 2706                                                           1580 Avenches
#> 2707                                                           1580 Avenches
#> 2708                                                           1580 Avenches
#> 2709                                                           1580 Avenches
#> 2710                                                           1580 Avenches
#> 2711                                                           1580 Avenches
#> 2712                                    Chemin de la Croix 3a, 1580 Avenches
#> 2713                                      Rue de Bibracte 16b, 1580 Avenches
#> 2714                                        Route de Berne 9B, 1580 Avenches
#> 2715                                                           1580 Avenches
#> 2716                                                           1580 Avenches
#> 2717                                        Général-Guisan 11, 1580 Avenches
#> 2718                                                           1580 Avenches
#> 2719                                                           1580 Avenches
#> 2720                                        Rue Bibracte 16 B, 1580 Avenches
#> 2721                                      Rue de Bibracte 16b, 1580 Avenches
#> 2722                                                           1580 Avenches
#> 2723                                                           1580 Avenches
#> 2724                                         La Solitude 15, 1583 Villarepos
#> 2725                                                   1584 Villars le Grand
#> 2726                                                   1584 Villars le Grand
#> 2727                                                   1584 Villars le Grand
#> 2728                                 Villars-le-Grand, 1584 Villars-le-Grand
#> 2729                                                   1584 Villars le Grand
#> 2730                             Ruelle des Friques 1, 1584 Villars-le-Grand
#> 2731                                                   1584 Villars le Grand
#> 2732                                                   1584 Villars le Grand
#> 2733                             Ruelle des Friques 1, 1584 Villars-le-Grand
#> 2734                                 Villars-le-Grand, 1584 Villars-le-Grand
#> 2735                                                           1585 Salavaux
#> 2736                                                       1585 Bellerive VD
#> 2737                                    Impasse des Rintzes 12, 1585 Cotterd
#> 2738                                    Impasse des Rintzes 12, 1585 Cotterd
#> 2739                                       Rue des Savoies 16, 1585 Salavaux
#> 2740                                   Impasse de la Ferme 6, 1586 Vallamand
#> 2741                                   Impasse de la Ferme 6, 1586 Vallamand
#> 2742                                                          1586 Vallamand
#> 2743                                   Impasse de la Ferme 6, 1586 Vallamand
#> 2744                                                          1586 Vallamand
#> 2745                                   Impasse de la Ferme 6, 1586 Vallamand
#> 2746                                            Au Village, 1587 Constantine
#> 2747                                   Ruelle des Marnes 4, 1587 Constantine
#> 2748                                                          1587 Montmagny
#> 2749                                                           1588 Cudrefin
#> 2750                                                 Cudrefin, 1588 Cudrefin
#> 2751                                                           1588 Cudrefin
#> 2752                                                           1588 Cudrefin
#> 2753                                                 Cudrefin, 1588 Cudrefin
#> 2754                                  Ch. de la Côte du Bas 2, 1588 Cudrefin
#> 2755                                                           1588 Cudrefin
#> 2756                                                           1588 Cudrefin
#> 2757                                                           1588 Cudrefin
#> 2758                                                            1589 Chabrey
#> 2759                                                            1589 Chabrey
#> 2760                                                            1589 Chabrey
#> 2761                                                            1589 Chabrey
#> 2762                                                              1595 Faoug
#> 2763                                                          1607 Palézieux
#> 2764                                                          1607 Palézieux
#> 2765                                Route de Gruyère 13, 1608 Oron-le-Châtel
#> 2766                                                               1608 Oron
#> 2767                                Route de Gruyère 13, 1608 Oron-le-Châtel
#> 2768                                                     1608 Oron-le-Châtel
#> 2769                                                          1609 Fiaugères
#> 2770                                                       1609 Saint-Martin
#> 2771                                                       1609 St-Martin FR
#> 2772                                                      1610 Oron-la-Ville
#> 2773                                    Route du Flon 20, 1610 Oron-la-Ville
#> 2774                                                      1610 Oron-la-Ville
#> 2775                                                      1610 Oron-la-Ville
#> 2776                                    Route du Flon 20, 1610 Oron-la-Ville
#> 2777                                    Route du Flon 20, 1610 Oron-la-Ville
#> 2778                                                      1610 Oron-la-Ville
#> 2779                                                      1610 Oron-la-Ville
#> 2780                                    Route du flon 20, 1610 Oron-la-Ville
#> 2781                                    Route du Flon 20, 1610 Oron-la-Ville
#> 2782                                                      1610 Oron-la-Ville
#> 2783                                       Oron-la-Ville, 1610 Oron-la-Ville
#> 2784                                                         1610 Châtillens
#> 2785                                                           1612 Ecoteaux
#> 2786                                                           1612 Ecoteaux
#> 2787                                        Route de Maracon 9, 1613 Maracon
#> 2788                                        Route de Maracon 9, 1613 Maracon
#> 2789                                                  1614 Granges (Veveyse)
#> 2790                                                  1614 Granges (Veveyse)
#> 2791                                                            1614 Granges
#> 2792                                                            1614 Granges
#> 2793                                                         1615 Bossonnens
#> 2794                                   Rue du Bourg-Neuf 12, 1615 Bossonnens
#> 2795                                                         1615 Bossonnens
#> 2796                                                         1615 Bossonnens
#> 2797                                                         1615 Bossonnens
#> 2798                                                         1615 Bossonnens
#> 2799                                                         1615 Bossonnens
#> 2800                                                         1615 Bossonnens
#> 2801                                                         1615 Bossonnens
#> 2802                                                         1615 Bossonnens
#> 2803                                                           1616 Attalens
#> 2804                                              Grand-rue 8, 1616 Attalens
#> 2805                                                           1616 Attalens
#> 2806                                                           1616 Attalens
#> 2807                           Quellenstrasse 6a, 9016 St. Gallen 16 Neudorf
#> 2808                                                           1616 Attalens
#> 2809                                                           1616 Attalens
#> 2810                                                           1616 Attalens
#> 2811                                              Grand-rue 8, 1616 Attalens
#> 2812                                                           1616 Attalens
#> 2813                                                           1616 Attalens
#> 2814                                                           1616 Attalens
#> 2815                                                          1617 Remaufens
#> 2816                                                          1617 Remaufens
#> 2817                                          Route du Crage, 1617 Remaufens
#> 2818                                                    1618 Châtel-St-Denis
#> 2819                              Route de Fruence 110, 1618 Châtel-St-Denis
#> 2820                                                    1618 Châtel-St-Denis
#> 2821                                Châtel-Saint-Denis, 1618 Châtel-St-Denis
#> 2822                                                    1618 Châtel-St-Denis
#> 2823                                                    1618 Châtel-St-Denis
#> 2824                                                 1618 Châtel-Saint-Denis
#> 2825                                                    1618 Châtel-St-Denis
#> 2826                                                    1618 Châtel-St-Denis
#> 2827                                                    1618 Châtel-St-Denis
#> 2828                              Chemin du Clou 11, 1618 Châtel-Saint-Denis
#> 2829                              Route de Fruence 110, 1618 Châtel-St-Denis
#> 2830                                                    1618 Châtel-St-Denis
#> 2831                         Route de la Frasse 426, 1618 Châtel-Saint-Denis
#> 2832                                                    1618 Châtel-St-Denis
#> 2833                                                    1618 Châtel-St-Denis
#> 2834                                                    1618 Châtel-St-Denis
#> 2835                                                    1618 Châtel-St-Denis
#> 2836                                   Châtel-st-Denis, 1618 Châtel-St-Denis
#> 2837                             Rte de la Pontille 78, 1618 Châtel-St-Denis
#> 2838                                                    1618 Châtel-St-Denis
#> 2839                                                        1619 Les Paccots
#> 2840                                                        1619 Les Paccots
#> 2841                                                        1619 Les Paccots
#> 2842                                                        1619 Les Paccots
#> 2843                                                        1619 Les Paccots
#> 2844                                                        1619 Les Paccots
#> 2845                                                        1619 Les Paccots
#> 2846                                                        1619 Les Paccots
#> 2847                                                        1619 Les Paccots
#> 2848                                Route de la Cierne 146, 1619 Les Paccots
#> 2849                                                        1619 Les Paccots
#> 2850                                                        1619 Les Paccots
#> 2851                                                        1619 Les Paccots
#> 2852                                                        1619 Les Paccots
#> 2853                                                        1619 Les Paccots
#> 2854                                           Les Paccots, 1619 Les Paccots
#> 2855                                                        1619 Les Paccots
#> 2856                                           Les Paccots, 1619 Les Paccots
#> 2857                                           Les Paccots, 1619 Les Paccots
#> 2858                                                        1619 Les Paccots
#> 2859                                                        1619 Les Paccots
#> 2860                                                        1619 Les Paccots
#> 2861                                                        1619 Les Paccots
#> 2862                                                        1619 Les Paccots
#> 2863                                                        1619 Les Paccots
#> 2864                                          Rte du Niremont, 1623 Semsales
#> 2865                                                           1623 Semsales
#> 2866                                                Bonne eau, 1623 Semsales
#> 2867                                                           1623 Semsales
#> 2868                                                           1623 Semsales
#> 2869                                         Rue de l'Ecole 2, 1623 Semsales
#> 2870                                                        1624 La Verrerie
#> 2871                                                        1624 Grattavache
#> 2872                                                        1624 La Verrerie
#> 2873                                                        1624 Grattavache
#> 2874                                                        1624 Grattavache
#> 2875                                       Les Aubépins 31, 1624 Grattavache
#> 2876                                       Impasse de l'Adrey 15, 1625 Sâles
#> 2877                                          Rue des Molettes, 1627 Vaulruz
#> 2878                                          Rue des Molettes, 1627 Vaulruz
#> 2879                                          Rue des Molettes, 1627 Vaulruz
#> 2880                                          Rue des Molettes, 1627 Vaulruz
#> 2881                                                            1627 Vaulruz
#> 2882                                                   Vuadens, 1628 Vuadens
#> 2883                                                            1628 Vuadens
#> 2884                                                            1628 Vuadens
#> 2885                                              Le Dally 177, 1628 Vuadens
#> 2886                                                            1628 Vuadens
#> 2887                                                              1630 Bulle
#> 2888                                                              1630 Bulle
#> 2889                                                              1630 Bulle
#> 2890                                        Route de la Pâla 123, 1630 Bulle
#> 2891                                           Rue du Russalet 7, 1630 Bulle
#> 2892                                                              1630 Bulle
#> 2893                                                              1630 Bulle
#> 2894                                                              1630 Bulle
#> 2895                                                              1630 Bulle
#> 2896                                                              1630 Bulle
#> 2897                                                              1630 Bulle
#> 2898                                                              1630 Bulle
#> 2899                                                              1630 Bulle
#> 2900                                         Rue de Corbières 25, 1630 Bulle
#> 2901                                                              1630 Bulle
#> 2902                                                              1630 Bulle
#> 2903                                                              1630 Bulle
#> 2904                                            Champ-Francey 12, 1630 Bulle
#> 2905                                                              1630 Bulle
#> 2906                                                              1630 Bulle
#> 2907                                                              1630 Bulle
#> 2908                                           Chemin du Motélon, 1630 Bulle
#> 2909                                           Chemin du Motélon, 1630 Bulle
#> 2910                                                              1630 Bulle
#> 2911                                                       Bulle, 1630 Bulle
#> 2912                                                              1630 Bulle
#> 2913                                          Rue de la Berra 26, 1630 Bulle
#> 2914                                    Route de la Part-Dieu 18, 1630 Bulle
#> 2915                                                              1630 Bulle
#> 2916                                                              1630 Bulle
#> 2917                                                              1630 Bulle
#> 2918                                           Chemin du Motélon, 1630 Bulle
#> 2919                                 Chemin de la Grande-Gîte 34, 1630 Bulle
#> 2920                                                              1630 Bulle
#> 2921                                    Route de la Part-Dieu 18, 1630 Bulle
#> 2922                                       Rue de la Léchère 126, 1630 Bulle
#> 2923                                                              1630 Bulle
#> 2924                                              Rue de Palud 4, 1630 Bulle
#> 2925                                           Rue de Jéricho 34, 1630 Bulle
#> 2926                                    Route de la Part-Dieu 18, 1630 Bulle
#> 2927                                            Rue de Jéricho 9, 1630 Bulle
#> 2928                                                              1630 Bulle
#> 2929                                                              1630 Bulle
#> 2930                                                              1630 Bulle
#> 2931                                          Rue Pierre-Alex 10, 1630 Bulle
#> 2932                                                              1630 Bulle
#> 2933                                    Route de la Part-Dieu 18, 1630 Bulle
#> 2934                                        Route de la Sionge 34, 1632 Riaz
#> 2935                                                               1632 Riaz
#> 2936                                                               1632 Riaz
#> 2937                                                               1632 Riaz
#> 2938                                                            1633 Marsens
#> 2939                                                   Marsens, 1633 Marsens
#> 2940                                                            1633 Marsens
#> 2941                                                   Marsens, 1633 Marsens
#> 2942                                                   Le crêt, 1633 Marsens
#> 2943                                                            1633 Marsens
#> 2944                                                            1633 Marsens
#> 2945                                               Zible 8, 1634 La Roche FR
#> 2946                                                        1634 La Roche FR
#> 2947                                                        1634 La Roche FR
#> 2948                                          La Holena 84, 1634 La Roche FR
#> 2949                                         Route du Zible 8, 1634 La Roche
#> 2950                                      Route du Zible 8, 1634 La Roche FR
#> 2951                                  Route de la Berra 59, 1634 La Roche FR
#> 2952                                      Route du zible 8, 1634 La Roche FR
#> 2953                                Route du Zible 8 et 10, 1634 La Roche FR
#> 2954                                                        1634 La Roche FR
#> 2955                                                        1634 La Roche FR
#> 2956                                Route du Zible 8 et 10, 1634 La Roche FR
#> 2957                                     Route du zible 10, 1634 La Roche FR
#> 2958                              Chemin des Frandières 10, 1634 La Roche FR
#> 2959                                      Route du zible 8, 1634 La Roche FR
#> 2960                                         Route du Zible 8, 1634 La Roche
#> 2961                                Route du Zible 8 et 10, 1634 La Roche FR
#> 2962                                         Route du Steckel, 1634 La Roche
#> 2963                                Route du Zible 8 et 10, 1634 La Roche FR
#> 2964                                      Route du Zible 8, 1634 La Roche FR
#> 2965                                               Zible 8, 1634 La Roche FR
#> 2966                                      Route du zible 8, 1634 La Roche FR
#> 2967                                             La Holena 70, 1634 La Roche
#> 2968                                                   1635 La Tour-de-Trême
#> 2969                                                   1635 La Tour-de-Trême
#> 2970                                                   1635 La Tour-de-Trême
#> 2971                                                   1635 La Tour-de-Trême
#> 2972                                                   1635 La Tour-de-Trême
#> 2973                                                   1635 La Tour-de-Trême
#> 2974                                                   1635 La Tour-de-Trême
#> 2975                                                   1635 La Tour-de-Trême
#> 2976                                                   1635 La Tour-de-Trême
#> 2977                                                   1635 La Tour-de-Trême
#> 2978                                    Rue des Agges, 1635 La Tour-de-Trême
#> 2979                                                   1635 La Tour-de-Trême
#> 2980                                                   1635 La Tour-de-Trême
#> 2981                                                   1635 La Tour-de-Trême
#> 2982                                                   1635 La Tour-de-Trême
#> 2983                                                   1635 La Tour de Trême
#> 2984                                                   1635 La Tour-de-Trême
#> 2985                                                Rue Nestlé 21, 1636 Broc
#> 2986                                                               1636 Broc
#> 2987                                                               1636 Broc
#> 2988                                               Rue Abbé-Bovet, 1636 Broc
#> 2989                                               rue abbé bovet, 1636 Broc
#> 2990                                                               1636 Broc
#> 2991                                                               1636 Broc
#> 2992                                           ch. fin derrey 110, 1636 Broc
#> 2993                                               rue abbé bovet, 1636 Broc
#> 2994                                                               1636 Broc
#> 2995                                                  1637 Charmey (Gruyère)
#> 2996                                                  1637 Charmey (Gruyère)
#> 2997                                                  1637 Charmey (Gruyère)
#> 2998                                                  1637 Charmey (Gruyère)
#> 2999                                                  1637 Charmey (Gruyère)
#> 3000                                                  1637 Charmey (Gruyère)
#> 3001                                                  1637 Charmey (Gruyère)
#> 3002                                                  1637 Charmey (Gruyère)
#> 3003                                                  1637 Charmey (Gruyère)
#> 3004                                                             1638 Morlon
#> 3005                                                             1638 Morlon
#> 3006                                                             1638 Morlon
#> 3007                                                             1638 Morlon
#> 3008                                         Route des Vanils 2, 1638 Morlon
#> 3009                                                             1638 Morlon
#> 3010                                                             1642 Sorens
#> 3011                                                     Sorens, 1642 Sorens
#> 3012                                                             1642 Sorens
#> 3013                                        Route Principale 94, 1642 Sorens
#> 3014                                                             1642 Sorens
#> 3015                                          Route d'Avry 69, 1643 Gumefens
#> 3016                                              La Chenau 9, 1643 Gumefens
#> 3017                                              La Chenau 9, 1643 Gumefens
#> 3018                                              La Chenau 3, 1643 Gumefens
#> 3019                                                           1643 Gumefens
#> 3020                                              La Chenau 3, 1643 Gumefens
#> 3021                                       Route du Gibloux 3, 1643 Gumefens
#> 3022                                  Route du Lac 81, 1644 Avry-devant-Pont
#> 3023                                                   1644 Avry-devant-Pont
#> 3024                                                             1645 Le Bry
#> 3025                                               Corbières, 1647 Corbières
#> 3026                                                         1648 Hauteville
#> 3027                                                         1648 Hauteville
#> 3028                                                      1649 Pont-la-Ville
#> 3029                                                      1649 Pont-la-Ville
#> 3030                                      Route du Villard 3, 1652 Botterens
#> 3031                                               Botterens, 1652 Botterens
#> 3032                                  Planavy 6, 1653 Châtel-sur-Montsalvens
#> 3033                                            Unter-Schwendi 12, 1656 Jaun
#> 3034                                                               1656 Jaun
#> 3035                                                               1656 Jaun
#> 3036                                                         1658 Rossinière
#> 3037                                                         1658 Rossinière
#> 3038                                                           1659 Flendruz
#> 3039                                                          1659 Rougemont
#> 3040                                                      1660 Château-d'Oex
#> 3041                                                      1660 Château-d'Oex
#> 3042                                                      1660 Château-d'Oex
#> 3043                             Chemin de l'Ancien Comté, 1660 Château-d’Œx
#> 3044                                                      1660 Château-d'Oex
#> 3045                              Route des Monnaires 36, 1660 Château-d'Oex
#> 3046                                                    1660 Château-d\031Rx
#> 3047                                                      1660 Château-d'Oex
#> 3048                                                        1660 Les Moulins
#> 3049                               Route de la Frasse 27, 1660 Château-d'Oex
#> 3050                                                      1660 Château-d'Oex
#> 3051                                                      1660 Château-d'Oex
#> 3052                                                           1660 L'Etivaz
#> 3053                                 Chemin du Morsalaz 4, 1660 Château-d’Œx
#> 3054                                                           1660 L'Etivaz
#> 3055                                                      1660 Château-d'Oex
#> 3056                                Route des Chenolettes, 1660 Château-d’Œx
#> 3057                                Route des Chenolettes, 1660 Château-d’Œx
#> 3058                                Ch. des Quartiers 35, 1660 Château-d'Oex
#> 3059                                Route des Chenolettes, 1660 Château-d’Œx
#> 3060                                                      1660 Château-d'Oex
#> 3061                                                      1660 Château-d'Oex
#> 3062                                                      1660 Château-d'Oex
#> 3063                                Route des Chenolettes, 1660 Château-d’Œx
#> 3064                             Chemin de l'Ancien Comté, 1660 Château-d’Œx
#> 3065                                               1661 Le Pâquier-Montbarry
#> 3066                                                         1661 Le Pâquier
#> 3067                                                     Pringy, 1663 Pringy
#> 3068                                      Route de Saussivue 26, 1663 Pringy
#> 3069                                                             1663 Pringy
#> 3070                                                             1663 Pringy
#> 3071                                                             1663 Pringy
#> 3072                                                       1666 Grandvillard
#> 3073                                 rue du Vanil Noir 15, 1666 Grandvillard
#> 3074                                                       1666 Grandvillard
#> 3075                                                       1666 Grandvillard
#> 3076                                                       1666 Grandvillard
#> 3077                                 rue du Vanil Noir 15, 1666 Grandvillard
#> 3078                                                       1666 Grandvillard
#> 3079                                 rue du Vanil Noir 15, 1666 Grandvillard
#> 3080                                 rue du Vanil Noir 15, 1666 Grandvillard
#> 3081                                                       1666 Grandvillard
#> 3082                                                       1666 Grandvillard
#> 3083                                                       1666 Grandvillard
#> 3084                                 rue du Vanil Noir 15, 1666 Grandvillard
#> 3085                                 rue du Vanil Noir 15, 1666 Grandvillard
#> 3086                                                       1666 Grandvillard
#> 3087                                                              1667 Enney
#> 3088                                          Chemin d'Afflon 13, 1667 Enney
#> 3089                                                              1667 Enney
#> 3090                                                              1667 Enney
#> 3091                                               Le Châblo 178, 1667 Enney
#> 3092                                                           1669 Neirivue
#> 3093                                             1669 Les Sciernes-d'Albeuve
#> 3094                                                            1669 Albeuve
#> 3095                        Rue Champ la Vuille, 1669 Les Sciernes-d'Albeuve
#> 3096                                                            1669 Albeuve
#> 3097                                                            1669 Albeuve
#> 3098                                                 1669 Sciernes-d'Albeuve
#> 3099                                                            1669 Albeuve
#> 3100                                     Rue de la Part-Dieu 2, 1669 Albeuve
#> 3101                                           Route de Moudon 96, 1670 Ursy
#> 3102                                                               1670 Ursy
#> 3103                                               Promasens, 1673 Promasens
#> 3104                                                                1673 Rue
#> 3105                                                        1673 Ecublens FR
#> 3106                                                                1673 Rue
#> 3107                                                        1673 Ecublens FR
#> 3108                                                          1673 Gillarens
#> 3109                                               Promasens, 1673 Promasens
#> 3110                                               Promasens, 1673 Promasens
#> 3111                                                1676 Chavannes-les-Forts
#> 3112                                                1676 Chavannes-les-Forts
#> 3113                                                1676 Chavannes-les-Forts
#> 3114                                                1676 Chavannes-les-Forts
#> 3115                                                1676 Chavannes-les-Forts
#> 3116                                                1676 Chavannes-les-Forts
#> 3117                                                1676 Chavannes-les-Forts
#> 3118                                                1676 Chavannes-les-Forts
#> 3119                                                1676 Chavannes-les-Forts
#> 3120                                                1676 Chavannes-les-Forts
#> 3121                                                1676 Chavannes-les-Forts
#> 3122                                                1676 Chavannes-les-Forts
#> 3123                                                1676 Chavannes-les-Forts
#> 3124                                                1676 Chavannes-les-Forts
#> 3125                                                1676 Chavannes-les-Forts
#> 3126                                                1676 Chavannes-les-Forts
#> 3127                                                           1678 Siviriez
#> 3128                                        Rue des Comtes 1, 1680 Romont FR
#> 3129                                               Romont FR, 1680 Romont FR
#> 3130                                                          1680 Romont FR
#> 3131                                               Romont FR, 1680 Romont FR
#> 3132                                                          1680 Romont FR
#> 3133                                                          1680 Romont FR
#> 3134                                                          1680 Romont FR
#> 3135                                               Romont FR, 1680 Romont FR
#> 3136                                                          1680 Romont FR
#> 3137                                                          1680 Romont FR
#> 3138                                                          1680 Romont FR
#> 3139                                                          1680 Romont FR
#> 3140                                                          1680 Romont FR
#> 3141                                               Romont FR, 1680 Romont FR
#> 3142                                                          1680 Romont FR
#> 3143                                                             1680 Romont
#> 3144                                                          1680 Romont FR
#> 3145                      Villorsonons à 8 minutes de Romont, 1680 Romont FR
#> 3146                                         Rue de l'Eglise, 1680 Romont FR
#> 3147                                         Route de Billens 2, 1680 Romont
#> 3148                                  Route de l'Ancien Stand 7, 1680 Romont
#> 3149                                                          1680 Romont FR
#> 3150                                                             1680 Romont
#> 3151                                                          1680 Romont FR
#> 3152                               Route du Pré de la Grange, 1680 Romont FR
#> 3153                                          Chemin du Brit, 1680 Romont FR
#> 3154                                                          1680 Romont FR
#> 3155                                                          1680 Romont FR
#> 3156                                                             1680 Romont
#> 3157                                          Chemin du Brit, 1680 Romont FR
#> 3158                                  Avenue Gérard-Clerc 26, 1680 Romont FR
#> 3159                                                          1680 Romont FR
#> 3160                               Route du Pré de la Grange, 1680 Romont FR
#> 3161                                               Romont FR, 1680 Romont FR
#> 3162                                                          1680 Romont FR
#> 3163                                                          1680 Romont FR
#> 3164                                                          1680 Romont FR
#> 3165                              Route de l'Eglise 24, 1681 Billens-Hennens
#> 3166                              Route de l'Eglise 24, 1681 Billens-Hennens
#> 3167                                                            1681 Billens
#> 3168                              Route de l'Eglise 24, 1681 Billens-Hennens
#> 3169                              Route de l'Eglise 24, 1681 Billens-Hennens
#> 3170                              Route de l'Eglise 24, 1681 Billens-Hennens
#> 3171                              Route de l'Eglise 24, 1681 Billens-Hennens
#> 3172                                                            1681 Billens
#> 3173                              Route de l'Eglise 24, 1681 Billens-Hennens
#> 3174                              Route de l'Eglise 24, 1681 Billens-Hennens
#> 3175                                                            1681 Billens
#> 3176                                      Route de Lucens 2, 1682 Prévonloup
#> 3177                                      Route de Lucens 2, 1682 Prévonloup
#> 3178                                      Route de Lucens 2, 1682 Prévonloup
#> 3179                                    Route de Lucens 7, 1682 Dompierre VD
#> 3180                                      Route de Lucens 2, 1682 Prévonloup
#> 3181                            Chemin des Cerisiers 2, 1682 Villars-Bramard
#> 3182                                      Route de Lucens 2, 1682 Prévonloup
#> 3183                                      Route de Lucens 2, 1682 Prévonloup
#> 3184                                                   Brenles, 1683 Brenles
#> 3185                                               1683 Chesalles-sur-Moudon
#> 3186                                               1683 Chesalles-sur-Moudon
#> 3187                                                            1683 Brenles
#> 3188                                  Route de l'Eglise 38, 1684 Mézières FR
#> 3189                                  Route de l'Eglise 38, 1684 Mézières FR
#> 3190                                  Route de l'Eglise 38, 1684 Mézières FR
#> 3191                                  Route de l'Eglise 38, 1684 Mézières FR
#> 3192                                  Route de l'Eglise 40, 1684 Mézières FR
#> 3193                                  Route de l'Eglise 40, 1684 Mézières FR
#> 3194                                  Route de l'Eglise 40, 1684 Mézières FR
#> 3195                                                             1686 Romont
#> 3196                                             1686 Grangettes près Romont
#> 3197                                          1687 Vuisternens-devant-Romont
#> 3198                                          1687 Vuisternens-devant-Romont
#> 3199                                          1687 Vuisternens-devant-Romont
#> 3200               Vuisternens-devant-Romont, 1687 Vuisternens-devant-Romont
#> 3201                                     En Baudia 35, 1690 Villaz-St-Pierre
#> 3202                                     En Baudia 35, 1690 Villaz-St-Pierre
#> 3203                                                   1690 Villaz-St-Pierre
#> 3204                                   Route de la Combetta, 1692 Massonnens
#> 3205                           Route de Villaz-St-Pierre 16, 1692 Massonnens
#> 3206                                                         1692 Massonnens
#> 3207                                            Les Côtes 2, 1692 Massonnens
#> 3208                                           1694 Chavannes sous Orsonnens
#> 3209                                           1694 Chavannes sous Orsonnens
#> 3210                                           1694 Chavannes sous Orsonnens
#> 3211                                          Bochalet 12, 1694 Villargiroud
#> 3212                                                          1694 Orsonnens
#> 3213                                                          1694 Orsonnens
#> 3214                                                    1694 Villarsiviriaux
#> 3215                                                          1694 Orsonnens
#> 3216                                                    1694 Villarsiviriaux
#> 3217                                           1694 Chavannes sous Orsonnens
#> 3218                                                          1694 Orsonnens
#> 3219                                           1694 Chavannes sous Orsonnens
#> 3220                                           Pra Ban 10, 1694 Villargiroud
#> 3221                                                          1695 Villarlod
#> 3222                                     Route du Gibloux 17, 1695 Villarlod
#> 3223                            Route du Glèbe 53, 1695 Villarsel-le-Gibloux
#> 3224                                                          1695 Villarlod
#> 3225                            Route du Glèbe 53, 1695 Villarsel-le-Gibloux
#> 3226                                                          1695 Villarlod
#> 3227                                                 1695 Rueyres-St-Laurent
#> 3228                               Route du Glèbe 4, 1695 Rueyres-St-Laurent
#> 3229                                                          1695 Villarlod
#> 3230                                                1696 Vuisternens-en-Ogoz
#> 3231                                                1696 Vuisternens-en-Ogoz
#> 3232                                                1696 Vuisternens-en-Ogoz
#> 3233                                                1696 Vuisternens en Ogoz
#> 3234                                                1696 Vuisternens en Ogoz
#> 3235                                                1696 Vuisternens-en-Ogoz
#> 3236                           Chemin de la Scie 4, 1696 Vuisternens-en-Ogoz
#> 3237                                                1696 Vuisternens-en-Ogoz
#> 3238                                                             1699 Porsel
#> 3239                                                             1699 Porsel
#> 3240                                                             1699 Porsel
#> 3241                                 Route de la Vignettaz 23, 1700 Fribourg
#> 3242                                       Rue de l'Industrie, 1700 Fribourg
#> 3243                                                           1700 Fribourg
#> 3244                                                           1700 Fribourg
#> 3245                                                           1700 Fribourg
#> 3246                                       Rue de l'Industrie, 1700 Fribourg
#> 3247                                                           1700 Fribourg
#> 3248                                                           1700 Fribourg
#> 3249                                                           1700 Fribourg
#> 3250                                                           1700 Fribourg
#> 3251                                       Rue de l'Industrie, 1700 Fribourg
#> 3252                                       Rue de l'Industrie, 1700 Fribourg
#> 3253                                Avenue Jean-Marie Musy 14, 1700 Fribourg
#> 3254                                 Impasse des Eglantines 1, 1700 Fribourg
#> 3255                                     Rue François d'Alt 5, 1700 Fribourg
#> 3256                                       Rue de l'Industrie, 1700 Fribourg
#> 3257                                       Rue de l'Industrie, 1700 Fribourg
#> 3258                                       Rue de l'Industrie, 1700 Fribourg
#> 3259                                       Rue de l'Industrie, 1700 Fribourg
#> 3260                                                           1700 Fribourg
#> 3261                                       Rue de l'Industrie, 1700 Fribourg
#> 3262                                       Rue de l'Industrie, 1700 Fribourg
#> 3263                                       Rue de l'Industrie, 1700 Fribourg
#> 3264                                Avenue Jean-Marie-Musy 28, 1700 Fribourg
#> 3265                                       Rue de l'Industrie, 1700 Fribourg
#> 3266                                       Rue de l'Industrie, 1700 Fribourg
#> 3267                                       Rue de l'Industrie, 1700 Fribourg
#> 3268                                       Rue de l'Industrie, 1700 Fribourg
#> 3269                                       Rue de l'Industrie, 1700 Fribourg
#> 3270                                     Rue François d'Alt 5, 1700 Fribourg
#> 3271                           Route du Fort Saint-Jacques 29, 1700 Fribourg
#> 3272                                                           1700 Fribourg
#> 3273                                      Quartier Beauregard, 1700 Fribourg
#> 3274                                       Rue de l'Industrie, 1700 Fribourg
#> 3275                                                           1700 Fribourg
#> 3276                                       Rue de l'Industrie, 1700 Fribourg
#> 3277                                    Route de Champriond 3, 1700 Fribourg
#> 3278                                       Rue de l'Industrie, 1700 Fribourg
#> 3279                                                           1700 Fribourg
#> 3280                                                           1700 Fribourg
#> 3281                                                           1700 Fribourg
#> 3282                                       Rue de l'Industrie, 1700 Fribourg
#> 3283                                       Rue de l'Industrie, 1700 Fribourg
#> 3284                                       Rue de l'Industrie, 1700 Fribourg
#> 3285                                       Rue de l'Industrie, 1700 Fribourg
#> 3286                                       Rue de l'Industrie, 1700 Fribourg
#> 3287                                     Impasse du Castel 10, 1700 Fribourg
#> 3288                                       Rue de l'Industrie, 1700 Fribourg
#> 3289                                       Rue de l'Industrie, 1700 Fribourg
#> 3290                                       Rue de l'Industrie, 1700 Fribourg
#> 3291                                       Rue de l'Industrie, 1700 Fribourg
#> 3292                                                           1700 Fribourg
#> 3293                                       Rue de l'Industrie, 1700 Fribourg
#> 3294                                                           1700 Fribourg
#> 3295                                       Rue de l'Industrie, 1700 Fribourg
#> 3296                                                           1700 Fribourg
#> 3297                                                           1700 Fribourg
#> 3298                                       Rue de l'Industrie, 1700 Fribourg
#> 3299                                       Rue de l'Industrie, 1700 Fribourg
#> 3300                                                           1700 Fribourg
#> 3301                                       Rue de l'Industrie, 1700 Fribourg
#> 3302                                     Rue François d'Alt 5, 1700 Fribourg
#> 3303                                     Impasse du Castel 10, 1700 Fribourg
#> 3304                                 Impasse des Eglantines 1, 1700 Fribourg
#> 3305                                       Rue de l'Industrie, 1700 Fribourg
#> 3306                                       Rue de l'Industrie, 1700 Fribourg
#> 3307                                             Juchstrasse 14, 1712 Tafers
#> 3308                                          Maggenbergstrasse, 1712 Tafers
#> 3309                                     Muttacherstrasse 15/17, 1712 Tafers
#> 3310                                        Schulhausstrasse 34, 1713 Tafers
#> 3311                                        Schulhausstrasse 34, 1713 Tafers
#> 3312                                    Schönfelsstrasse 25, 1714 Heitenried
#> 3313                                                         1714 Heitenried
#> 3314                                      Hauptstrasse 28, 1715 Alterswil FR
#> 3315                                      Hauptstrasse 28, 1715 Alterswil FR
#> 3316                                      Hauptstrasse 28, 1715 Alterswil FR
#> 3317                                      Hauptstrasse 28, 1715 Alterswil FR
#> 3318                                      Hauptstrasse 28, 1715 Alterswil FR
#> 3319                                      Hauptstrasse 28, 1715 Alterswil FR
#> 3320                                      Hauptstrasse 28, 1715 Alterswil FR
#> 3321                                              Telmoos 10, 1716 Plaffeien
#> 3322                                                          1716 Plaffeien
#> 3323                                       Gerendacherli 73, 1716 Schwarzsee
#> 3324                                              Telmoos 12, 1716 Plaffeien
#> 3325                                          Berghölzli 26, 1719 Brünisried
#> 3326                                   Route de la Verna 1, 1720 Corminboeuf
#> 3327                                                        1720 Corminboeuf
#> 3328                                                        1720 Corminboeuf
#> 3329                                    Route du Criblet 1, 1720 Corminboeuf
#> 3330                                 Impasse Pré-Laurent 2, 1720 Corminboeuf
#> 3331                                                        1720 Corminboeuf
#> 3332                                                        1720 Corminboeuf
#> 3333                                    Route du Criblet 1, 1720 Corminboeuf
#> 3334                                   Route de la Verna 1, 1720 Corminboeuf
#> 3335                                                        1720 Corminboeuf
#> 3336                                                        1720 Corminboeuf
#> 3337                                   Route de Montaubert, 1720 Corminboeuf
#> 3338                                                        1720 Corminboeuf
#> 3339                                                        1720 Corminboeuf
#> 3340                                   Route de Belfaux 27, 1720 Corminboeuf
#> 3341                                                        1720 Corminboeuf
#> 3342                                 Impasse Pré-Laurent 2, 1720 Corminboeuf
#> 3343                                 Impasse Pré-Laurent 2, 1720 Corminboeuf
#> 3344                                       Route de Fribourg 14, 1721 Misery
#> 3345                                       Route de Fribourg 14, 1721 Misery
#> 3346                                       Route de Fribourg 14, 1721 Misery
#> 3347                                       Route de Fribourg 14, 1721 Misery
#> 3348                                                        1721 Cournillens
#> 3349                                        Route de Courtion, 1721 Courtion
#> 3350                                       Route de Fribourg 14, 1721 Misery
#> 3351                                       Route de Fribourg 14, 1721 Misery
#> 3352                                             Pra-Maccoud 18, 1721 Misery
#> 3353                                                        1721 Cournillens
#> 3354                                                        1721 Cournillens
#> 3355                                                             1721 Misery
#> 3356                                       Route de Fribourg 14, 1721 Misery
#> 3357                                       Route de Fribourg 14, 1721 Misery
#> 3358                                       Route de Fribourg 14, 1721 Misery
#> 3359                                       Route de Fribourg 14, 1721 Misery
#> 3360                                       Route de Fribourg 14, 1721 Misery
#> 3361                                                     Misery, 1721 Misery
#> 3362                                                        1721 Cournillens
#> 3363                                             Pra-Maccoud 18, 1721 Misery
#> 3364                                       Route de Fribourg 14, 1721 Misery
#> 3365                                       Route de Fribourg 14, 1721 Misery
#> 3366                                       Route de Fribourg 14, 1721 Misery
#> 3367                                       Route de Fribourg 14, 1721 Misery
#> 3368                                       Route de Fribourg 14, 1721 Misery
#> 3369                                       Route de Fribourg 14, 1721 Misery
#> 3370                                       Route de Fribourg 14, 1721 Misery
#> 3371                                                        1722 Bourguillon
#> 3372                                                        1722 Bourguillon
#> 3373                               Chemin de la Fenettaz 6, 1722 Bourguillon
#> 3374                                                        1722 Bourguillon
#> 3375                                                        1722 Bourguillon
#> 3376                                                       Marly, 1723 Marly
#> 3377                                                     A Marly, 1723 Marly
#> 3378                                                              1723 Marly
#> 3379                                                              1723 Marly
#> 3380                                                              1723 Marly
#> 3381                                                              1723 Marly
#> 3382                                                              1723 Marly
#> 3383                                      Route de Bourguillon 1, 1723 Marly
#> 3384                                                              1723 Marly
#> 3385                                                              1723 Marly
#> 3386                                                              1723 Marly
#> 3387                                          Rte de Bourguillon, 1723 Marly
#> 3388                                                              1723 Marly
#> 3389                                                              1723 Marly
#> 3390                                                              1723 Marly
#> 3391                                                       Marly, 1723 Marly
#> 3392                                                     A Marly, 1723 Marly
#> 3393                                      Route de Bourguillon 1, 1723 Marly
#> 3394                                         Rue  Bourguillon 11, 1723 Marly
#> 3395                                               Rte du Midi 9, 1723 Marly
#> 3396                                                       Marly, 1723 Marly
#> 3397                                                              1723 Marly
#> 3398                                                              1723 Marly
#> 3399                                                              1723 Marly
#> 3400                                                              1723 Marly
#> 3401                                                     A Marly, 1723 Marly
#> 3402                                                              1723 Marly
#> 3403                                        Route de Fribourg 23, 1723 Marly
#> 3404                                                       Marly, 1723 Marly
#> 3405                                         Rte de la Colline 3, 1723 Marly
#> 3406                                                              1723 Marly
#> 3407                                        Impasse du Moraty 39, 1723 Marly
#> 3408                                                     A Marly, 1723 Marly
#> 3409                                                              1723 Marly
#> 3410                                                              1723 Marly
#> 3411                                                              1723 Marly
#> 3412                                                              1723 Marly
#> 3413                                        Route de Fribourg 23, 1723 Marly
#> 3414                                                              1723 Marly
#> 3415                                         Pra Mathaux 143, 1724 Le Mouret
#> 3416                                                          1724 Le Mouret
#> 3417                                         Route du Villag, 1724 Le Mouret
#> 3418                                Impasse du Montsibolo 20, 1724 Le Mouret
#> 3419                                    Route Montécu 72, 1724 Bonnefontaine
#> 3420                                                          1724 Le Mouret
#> 3421                                     A Bonnefontaine, 1724 Bonnefontaine
#> 3422                                       Bonnefontaine, 1724 Bonnefontaine
#> 3423                                    Route Montécu 72, 1724 Bonnefontaine
#> 3424                                                          1724 Le Mouret
#> 3425                                     Route du Village 52, 1724 Le Mouret
#> 3426                                                      1724 Bonnefontaine
#> 3427                                    Route Montécu 72, 1724 Bonnefontaine
#> 3428                                          Sur-le-Mont 63, 1724 Le Mouret
#> 3429                                     Route du Village 52, 1724 Le Mouret
#> 3430                                                   Grâbo, 1724 Le Mouret
#> 3431                                                          1724 Ferpicloz
#> 3432                                                   Grâbo, 1724 Le Mouret
#> 3433                                                            1725 Posieux
#> 3434                                                   Posieux, 1725 Posieux
#> 3435                                        Route de l'Ecole 5, 1725 Posieux
#> 3436                                                            1725 Posieux
#> 3437                                      Route de Fribourg 82, 1725 Posieux
#> 3438                                                            1725 Posieux
#> 3439                                                            1725 Posieux
#> 3440                                                 A Posieux, 1725 Posieux
#> 3441                                                   Posieux, 1725 Posieux
#> 3442                                                   Posieux, 1725 Posieux
#> 3443                                                 A Posieux, 1725 Posieux
#> 3444                                                            1725 Posieux
#> 3445                                           Vy de Villard 6, 1725 Posieux
#> 3446                                                            1725 Posieux
#> 3447                                                 A Posieux, 1725 Posieux
#> 3448                                                            1725 Posieux
#> 3449                                                 A Posieux, 1725 Posieux
#> 3450                                           Vy de Villard 6, 1725 Posieux
#> 3451                                                   Posieux, 1725 Posieux
#> 3452                                                 A Posieux, 1725 Posieux
#> 3453                                           Vy de Villard 6, 1725 Posieux
#> 3454                                           Vy de Villard 6, 1725 Posieux
#> 3455                                                 A Posieux, 1725 Posieux
#> 3456                                           Vy de Villard 6, 1725 Posieux
#> 3457                                                   Posieux, 1725 Posieux
#> 3458                                                   Posieux, 1725 Posieux
#> 3459                                                            1725 Posieux
#> 3460                                                          1726 Grenilles
#> 3461                              Route de la Poya 6, 1726 Farvagny-le-Grand
#> 3462                              Route de Kaisa 5-7, 1726 Farvagny-le-Grand
#> 3463                                                           1726 Farvagny
#> 3464                              Route de la Poya 4, 1726 Farvagny-le-Grand
#> 3465                                                  1726 Farvagny-le-Grand
#> 3466                              Route de la Poya 4, 1726 Farvagny-le-Grand
#> 3467                                                          1726 Grenilles
#> 3468                              Route de Kaisa 5-7, 1726 Farvagny-le-Grand
#> 3469                                                  1726 Farvagny-le-Grand
#> 3470                                        Route de la Poya 6, 1726 Gibloux
#> 3471                                                  1726 Farvagny-le-Grand
#> 3472                                                  1726 Farvagny-le-Grand
#> 3473                              Route de la Poya 4, 1726 Farvagny-le-Grand
#> 3474                                        Route de la Poya 6, 1726 Gibloux
#> 3475                              Route de Kaisa 5-7, 1726 Farvagny-le-Grand
#> 3476                              Route de la Poya 4, 1726 Farvagny-le-Grand
#> 3477                              Route de Kaisa 5-7, 1726 Farvagny-le-Grand
#> 3478                                                          1727 Corpataux
#> 3479                                                          1727 Corpataux
#> 3480                                                          1727 Corpataux
#> 3481                                                          1727 Corpataux
#> 3482                                                1727 Corpataux-Magnedens
#> 3483                                                          1727 Corpataux
#> 3484                                                1727 Corpataux-Magnedens
#> 3485                                                         1728 Rossens FR
#> 3486                                                         1728 Rossens FR
#> 3487                                                         1728 Rossens FR
#> 3488                                                            1728 Rossens
#> 3489                                    Route de la Raveire 44, 1728 Rossens
#> 3490                                                         1728 Rossens FR
#> 3491                                    Route de la Raveire 44, 1728 Rossens
#> 3492                                                         1728 Rossens FR
#> 3493                                                         1728 Rossens FR
#> 3494                                                         1730 Ecuvillens
#> 3495                                                         1730 Ecuvillens
#> 3496                                                         1731 Ependes FR
#> 3497                                 Chemin de la Verdure 8, 1731 Ependes FR
#> 3498                                                            1731 Épendes
#> 3499                                                         1731 Ependes FR
#> 3500                                        Route d'Essert 31, 1733 Treyvaux
#> 3501                                                           1733 Treyvaux
#> 3502                                        Route d'Essert 31, 1733 Treyvaux
#> 3503                                                           1733 Treyvaux
#> 3504                                                           1733 Treyvaux
#> 3505                                        Route d'Essert 31, 1733 Treyvaux
#> 3506                                                           1733 Treyvaux
#> 3507                                        Route d'Essert 31, 1733 Treyvaux
#> 3508                                                           1733 Treyvaux
#> 3509                                                           1733 Treyvaux
#> 3510                                        Route d'Essert 31, 1733 Treyvaux
#> 3511                                                           1733 Treyvaux
#> 3512                                        Route d'Essert 31, 1733 Treyvaux
#> 3513                                                         1734 Tentlingen
#> 3514                                                         1734 Tentlingen
#> 3515                                                         1734 Tentlingen
#> 3516                                                         1734 Tentlingen
#> 3517                                                         1734 Tentlingen
#> 3518                                              Sonnhalde, 1734 Tentlingen
#> 3519                                               Neustadt 15, 1735 Giffers
#> 3520                                       Schwarzseestrasse 1, 1735 Giffers
#> 3521                                             Baletschied 6, 1735 Giffers
#> 3522                                                      1736 St. Silvester
#> 3523                                                Birchi 32, 1737 Plasselb
#> 3524                                                           1737 Plasselb
#> 3525                                               Dorfweg 16, 1737 Plasselb
#> 3526                                                           1737 Plasselb
#> 3527                                                           1737 Plasselb
#> 3528                                                           1737 Plasselb
#> 3529                                                           1737 Plasselb
#> 3530                                               Dorfweg 16, 1737 Plasselb
#> 3531                                     Impasse du Tronchet, 1740 Neyruz FR
#> 3532                                               Neyruz FR, 1740 Neyruz FR
#> 3533                                  Promenade des Vanils 8, 1740 Neyruz FR
#> 3534                                                     Neyruz, 1740 Neyruz
#> 3535                                  Promenade des Vanils 9, 1740 Neyruz FR
#> 3536                                                A Neyruz FR, 1740 Neyruz
#> 3537                                    Route de Nierlet 121, 1740 Neyruz FR
#> 3538                                          rte du Marchet, 1740 Neyruz FR
#> 3539                                                          1740 Neyruz FR
#> 3540                                                          1740 Neyruz FR
#> 3541                               Promenade de Folliéran 11, 1740 Neyruz FR
#> 3542                                     Route du Marchet 5a, 1740 Neyruz FR
#> 3543                                     Promenade des Vanils 6, 1740 Neyruz
#> 3544                                  Impasse du Tronchet 16, 1740 Neyruz FR
#> 3545                               Promenade de Folliéran 11, 1740 Neyruz FR
#> 3546                                                          1740 Neyruz FR
#> 3547                                                         1741 Cottens FR
#> 3548                                   Route de Lentigny 10, 1741 Cottens FR
#> 3549                                                         1741 Cottens FR
#> 3550                              Route des Vulpillières 22, 1741 Cottens FR
#> 3551                                   Route de Lentigny 10, 1741 Cottens FR
#> 3552                                  Route de la Goille 21, 1741 Cottens FR
#> 3553                                                         1741 Cottens FR
#> 3554                                                         1741 Cottens FR
#> 3555                           Route d'Estavayer-le-Gibloux 21, 1742 Autigny
#> 3556                           Route d'Estavayer-le-Gibloux 21, 1742 Autigny
#> 3557                                                            1744 Chénens
#> 3558                                                            1744 Chénens
#> 3559                                                            1744 Chénens
#> 3560                                                            1744 Chénens
#> 3561                                                            1744 Chénens
#> 3562                                                 Lentigny, 1745 Lentigny
#> 3563                                                           1745 Lentigny
#> 3564                                   Route de la Laiterie 6, 1745 Lentigny
#> 3565                                                           1745 Lentigny
#> 3566                                             En Meinoud 7, 1745 Lentigny
#> 3567                             Route de corserey 41, 1746 Prez-vers-Noréaz
#> 3568                                                   1746 Prez-vers-Noréaz
#> 3569                                                   1746 Prez vers Noréaz
#> 3570                                                   1746 Prez-vers-Noréaz
#> 3571                                                   1746 Prez-vers-Noréaz
#> 3572                                                   1746 Prez-vers-Noréaz
#> 3573                                                   1746 Prez-vers-Noréaz
#> 3574                                                   1746 Prez-vers-Noréaz
#> 3575                                                   1746 Prez-vers-Noréaz
#> 3576                                                   1746 Prez vers Noréaz
#> 3577                                                   1746 Prez-vers-Noréaz
#> 3578                                                   1746 Prez-vers-Noréaz
#> 3579                                                   1746 Prez-vers-Noréaz
#> 3580                                 Prez-vers-Noréaz, 1746 Prez-vers-Noréaz
#> 3581                                     Route de Lentigny 21, 1747 Corserey
#> 3582                                     Route de Lentigny 21, 1747 Corserey
#> 3583                                                     1748 Torny-le-Grand
#> 3584                                                     1748 Torny-le-Grand
#> 3585                                                     1748 Torny-le-Grand
#> 3586                                                     1748 Torny-le-Grand
#> 3587                                                             1749 Middes
#> 3588                                          Route de Pré-Pury, 1749 Middes
#> 3589                                                   Pré Pury, 1749 Middes
#> 3590                                                             1749 Middes
#> 3591                                                   Pré Pury, 1749 Middes
#> 3592                                                   Pré Pury, 1749 Middes
#> 3593                                                   Pré Pury, 1749 Middes
#> 3594                                                   Pré Pury, 1749 Middes
#> 3595                                                             1749 Middes
#> 3596                                                             1749 Middes
#> 3597                                          Route de Pré-Pury, 1749 Middes
#> 3598                                                  1752 Villars-sur-Glâne
#> 3599                                                  1752 Villars-sur-Glâne
#> 3600                                                  1752 Villars-sur-Glâne
#> 3601                                Rue du Centre 12, 1752 Villars-sur-Glâne
#> 3602                               Villars-sur-Glâne, 1752 Villars-sur-Glâne
#> 3603                                                  1752 Villars-sur-Glâne
#> 3604                                Rte du Bugnon 33, 1752 Villars-sur-Glâne
#> 3605                                    La Redoute 4, 1752 Villars-sur-Glâne
#> 3606                                 Rue du Marteray, 1752 Villars-sur-Glâne
#> 3607                                                  1752 Villars-sur-Glâne
#> 3608                                                  1752 Villars-sur-Glâne
#> 3609                           Route des Préaples 16, 1752 Villars-sur-Glâne
#> 3610                                                  1752 Villars-sur-Glâne
#> 3611                                                  1752 Villars-sur-Glâne
#> 3612                               Villars-sur-Glâne, 1752 Villars-sur-Glâne
#> 3613                              Route de Villamont, 1752 Villars-sur-Glâne
#> 3614                                                  1752 Villars-sur-Glâne
#> 3615                                                  1752 Villars-sur-Glâne
#> 3616                              Route du Coteau 69, 1752 Villars-sur-Glâne
#> 3617                                                  1752 Villars sur Glâne
#> 3618                                                  1752 Villars-sur-Glâne
#> 3619                           Impasse de Cormanon 8, 1752 Villars-sur-Glâne
#> 3620                               Villars-sur-Glâne, 1752 Villars-sur-Glâne
#> 3621                               Villars-sur-Glâne, 1752 Villars-sur-Glâne
#> 3622                                                  1752 Villars-sur-Glâne
#> 3623                                   Impasse de Champ Riond 5, 1753 Matran
#> 3624                                   Impasse de Champ Riond 6, 1753 Matran
#> 3625                                   Impasse de Champ Riond 5, 1753 Matran
#> 3626                                   Impasse de Champ Riond 3, 1753 Matran
#> 3627                                                             1753 Matran
#> 3628                                                             1753 Matran
#> 3629                                   Route du Creux Dorand 13, 1753 Matran
#> 3630                                   Impasse de Champ Riond 6, 1753 Matran
#> 3631                                   Impasse de Champ Riond 6, 1753 Matran
#> 3632                                   Impasse de Champ-Riond 5, 1753 Matran
#> 3633                                   Impasse de Champ Riond 6, 1753 Matran
#> 3634                                   Impasse de Champ Riond 1, 1753 Matran
#> 3635                                   Impasse de Champ Riond 6, 1753 Matran
#> 3636                                   Impasse de Champ Riond 6, 1753 Matran
#> 3637                                   Impasse de Champ Riond 5, 1753 Matran
#> 3638                                   Impasse de Champ Riond 1, 1753 Matran
#> 3639                                                             1753 Matran
#> 3640                                   Impasse de Champ Riond 6, 1753 Matran
#> 3641                                   Impasse de Champ Riond 4, 1753 Matran
#> 3642                                   Impasse de Champ-Riond 1, 1753 Matran
#> 3643                                   Impasse de Champ-Riond 1, 1753 Matran
#> 3644                                                             1753 Matran
#> 3645                                                    1754 Avry-sur-Matran
#> 3646                                                    1754 Avry-sur-Matran
#> 3647                                                    1754 Avry-sur-Matran
#> 3648                                                    1754 Avry-sur-Matran
#> 3649                                                    1754 Avry-sur-Matran
#> 3650                                                    1754 Avry-sur-Matran
#> 3651                              Impasse des Préalpes, 1754 Avry-sur-Matran
#> 3652                                   Avry-sur-Matran, 1754 Avry-sur-Matran
#> 3653                                              alcantara 2, 1762 Givisiez
#> 3654                                     Rue Robert-Stalder 5, 1762 Givisiez
#> 3655                                                 Bellevue, 1762 Givisiez
#> 3656                                              alcantara 2, 1762 Givisiez
#> 3657                                                           1762 Givisiez
#> 3658                                        Rte de Jubindus 5, 1762 Givisiez
#> 3659                                                           1762 Givisiez
#> 3660                                                           1762 Givisiez
#> 3661                             Route de Chamblioux 25, 1763 Granges-Paccot
#> 3662                                                     1763 Granges-Paccot
#> 3663                             Route du Lavapesson 11, 1763 Granges-Paccot
#> 3664                                   Rte du Coteau 20, 1763 Granges-Paccot
#> 3665                             Route du Lavapesson 11, 1763 Granges-Paccot
#> 3666                                                     1763 Granges-Paccot
#> 3667                             Route de Chamblioux 25, 1763 Granges-Paccot
#> 3668                                                     1763 Granges-Paccot
#> 3669                                       Impasse du Ruisseau, 1772 Grolley
#> 3670                                       Impasse du Ruisseau, 1772 Grolley
#> 3671                                       Impasse du Ruisseau, 1772 Grolley
#> 3672                                                           1772 Ponthaux
#> 3673                                                            1772 Grolley
#> 3674                                        Rte de Fribourg 20, 1772 Grolley
#> 3675                                                              1773 Russy
#> 3676                                        Route de Payerne, 1773 Léchelles
#> 3677                                        Route de Payerne, 1773 Léchelles
#> 3678                                               Léchelles, 1773 Léchelles
#> 3679                                        Route de Payerne, 1773 Léchelles
#> 3680                                                              1773 Russy
#> 3681                                                              1773 Russy
#> 3682                                        Route de Payerne, 1773 Léchelles
#> 3683                                               Léchelles, 1773 Léchelles
#> 3684                                               Léchelles, 1773 Léchelles
#> 3685                                               Léchelles, 1773 Léchelles
#> 3686                                        Route de Payerne, 1773 Léchelles
#> 3687                                               Léchelles, 1773 Léchelles
#> 3688                                                 1774 Montagny-les-Monts
#> 3689                           Impasse de la Rita 6, 1774 Montagny-les-Monts
#> 3690                                                            1774 Cousset
#> 3691                                    Route de Grandsivaz 18, 1775 Mannens
#> 3692                                                  1776 Montagny-la-Ville
#> 3693                            Route de L'Etriva 29, 1776 Montagny-la-Ville
#> 3694                                                  1776 Montagny-la-Ville
#> 3695                                                  1776 Montagny-la-Ville
#> 3696                            Route de l'Etriva 29, 1776 Montagny-la-Ville
#> 3697                                                  1776 Montagny-la-Ville
#> 3698                                                  1776 Montagny-la-Ville
#> 3699                            route de L'Etriva 29, 1776 Montagny-la-Ville
#> 3700                                Imp. Rochettes 8, 1776 Montagny-la-Ville
#> 3701                                                  1776 Montagny-la-Ville
#> 3702                                                  1776 Montagny-la-Ville
#> 3703                                                              1782 lossy
#> 3704                                  Route de Corminboeuf 13B, 1782 Belfaux
#> 3705                                                          1782 Cormagens
#> 3706                                                            1782 Belfaux
#> 3707                                                            1782 Belfaux
#> 3708                                  Route de Corminboeuf 13B, 1782 Belfaux
#> 3709                                  Route de Corminboeuf 13B, 1782 Belfaux
#> 3710                                                            1782 Belfaux
#> 3711                                                            1782 Belfaux
#> 3712                                                            1782 Belfaux
#> 3713                                                            1782 Belfaux
#> 3714                                                          1782 Cormagens
#> 3715                                                            1782 Belfaux
#> 3716                                                            1782 Belfaux
#> 3717                                                            1782 Belfaux
#> 3718                                       Impasse de la Fôret 8, 1782 Lossy
#> 3719                                                            1782 Belfaux
#> 3720                                  Impasse du Tilleul, 1782 Formangueires
#> 3721                                                          1784 Courtepin
#> 3722                                                          1784 Courtepin
#> 3723                                               Courtepin, 1784 Courtepin
#> 3724                                                          1784 Courtepin
#> 3725                                                          1784 Courtepin
#> 3726                                               Courtepin, 1784 Courtepin
#> 3727                                           La Mullera 20, 1784 Courtepin
#> 3728                                           La Mullera 20, 1784 Courtepin
#> 3729                                           La Mullera 20, 1784 Courtepin
#> 3730                                  Impasse des Mésanges 6, 1784 Courtepin
#> 3731                                                          1784 Courtepin
#> 3732                                     Route des Marais 45, 1784 Courtepin
#> 3733                                                        1785 Cressier FR
#> 3734                                                        1785 Cressier FR
#> 3735                                                        1785 Cressier FR
#> 3736                                                        1785 Cressier FR
#> 3737                                                        1785 Cressier FR
#> 3738                                 Impasse de la Halta 6, 1785 Cressier FR
#> 3739                                                        1785 Cressier FR
#> 3740                                   Route du Pratzet 23, 1785 Cressier FR
#> 3741                                                        1785 Cressier FR
#> 3742                                                        1785 Cressier FR
#> 3743                                                        1785 Cressier FR
#> 3744                                                        1785 Cressier FR
#> 3745                                                        1785 Cressier FR
#> 3746                                      Route d'Erbina 8, 1785 Cressier FR
#> 3747                                      Route d'Erbina 8, 1785 Cressier FR
#> 3748                                                        1785 Cressier FR
#> 3749                                                     Sugiez, 1786 Sugiez
#> 3750                                  Route de l'Ancien Pont 12, 1786 Sugier
#> 3751                                                             1786 Sugiez
#> 3752                                           Chemin du Port 5, 1786 Sugiez
#> 3753                                                     1787 Mur (Vully) FR
#> 3754                                                     1787 Mur (Vully) FR
#> 3755                                                     1787 Mur (Vully) FR
#> 3756                                                     1787 Mur (Vully) FR
#> 3757                                                     1787 Mur (Vully) FR
#> 3758                                                     1787 Mur (Vully) FR
#> 3759                                                     1787 Mur (Vully) FR
#> 3760                                                     1787 Mur (Vully) FR
#> 3761                                                     1787 Mur (Vully) FR
#> 3762                       chemin du Stand - CHEMIN DES CLEFS, 1789 Lugnorre
#> 3763                                                           1789 Lugnorre
#> 3764                                                           1789 Lugnorre
#> 3765                       chemin du Stand - CHEMIN DES CLEFS, 1789 Lugnorre
#> 3766                           Grausteinweg/ Pierre-Grise 14, 1791 Courtaman
#> 3767                           Grausteinweg/ Pierre-Grise 14, 1791 Courtaman
#> 3768                                                          1791 Courtaman
#> 3769                                               Courtaman, 1791 Courtaman
#> 3770                                                        1792 Guschelmuth
#> 3771                                                         1796 Courgevaux
#> 3772                                           Schlossweg 1, 1796 Courgevaux
#> 3773                                    Route principale 11, 1796 Courgevaux
#> 3774                                    Route principale 13, 1796 Courgevaux
#> 3775                                         Münchenwiler, 1797 Münchenwiler
#> 3776                                     Bruyère 3 und 3a, 1797 Münchenwiler
#> 3777                                                              1800 Vevey
#> 3778                                                              1800 Vevey
#> 3779                                                       Vevey, 1800 Vevey
#> 3780                                                              1800 Vevey
#> 3781                                                              1800 Vevey
#> 3782                                                              1800 Vevey
#> 3783                                                              1800 Vevey
#> 3784                                                       Vevey, 1800 Vevey
#> 3785                                                              1800 Vevey
#> 3786                                                              1800 Vevey
#> 3787                                                              1800 Vevey
#> 3788                                                       Vevey, 1800 Vevey
#> 3789                                                              1800 Vevey
#> 3790                                           Rue de Fribourg 8, 1800 Vevey
#> 3791                                                              1800 Vevey
#> 3792                                                              1800 Vevey
#> 3793                                                              1800 Vevey
#> 3794                                                       Vevey, 1800 Vevey
#> 3795                                                              1800 Vevey
#> 3796                                                              1800 Vevey
#> 3797                                                              1800 Vevey
#> 3798                                                              1800 Vevey
#> 3799                                                              1800 Vevey
#> 3800                                                              1800 Vevey
#> 3801                                                              1800 Vevey
#> 3802                                                              1800 Vevey
#> 3803                                                              1800 Vevey
#> 3804                                                              1800 Vevey
#> 3805                                                       Vevey, 1800 Vevey
#> 3806                                                              1800 Vevey
#> 3807                                                              1800 Vevey
#> 3808                                                       Vevey, 1800 Vevey
#> 3809                                                              1800 Vevey
#> 3810                                                              1800 Vevey
#> 3811                                                    1801 Le Mont-Pèlerin
#> 3812                                                    1801 Le Mont-Pèlerin
#> 3813                                                    1801 Le Mont-Pèlerin
#> 3814                                      Chemin de la Forêt, 1801 Chardonne
#> 3815                                                           1802 Corseaux
#> 3816                                                           1802 Corseaux
#> 3817                                                           1802 Corseaux
#> 3818                                                           1802 Corseaux
#> 3819                                                           1802 Corseaux
#> 3820                                                 Corseaux, 1802 Corseaux
#> 3821                                                           1802 Corseaux
#> 3822                                                           1802 Corseaux
#> 3823                                                           1802 Corseaux
#> 3824                                                           1802 Corseaux
#> 3825                                                           1802 Corseaux
#> 3826                                                           1802 Corseaux
#> 3827                                                           1802 Corseaux
#> 3828                                                           1802 Corseaux
#> 3829                                                           1802 Corseaux
#> 3830                                                           1802 Corseaux
#> 3831                                      Chemin de la Gay 1, 1803 Chardonne
#> 3832                                      Chemin de la Gay 1, 1803 Chardonne
#> 3833                                                          1803 Chardonne
#> 3834                                                          1803 Chardonne
#> 3835                                                          1803 Chardonne
#> 3836                                      Chemin de la Gay 1, 1803 Chardonne
#> 3837                                     Route du vignoble 5, 1803 Chardonne
#> 3838                                                          1803 Chardonne
#> 3839                                      Chemin de la Gay 1, 1803 Chardonne
#> 3840                                      Chemin de la Gay 1, 1803 Chardonne
#> 3841                                     Route du vignoble 5, 1803 Chardonne
#> 3842                                                          1803 Chardonne
#> 3843                                                          1803 Chardonne
#> 3844                                                          1803 Chardonne
#> 3845                                                          1803 Chardonne
#> 3846                                      Chemin de la Gay 1, 1803 Chardonne
#> 3847                                Chemin de la Maison Jean, 1803 Chardonne
#> 3848                                                          1803 Chardonne
#> 3849                               Corsier-sur-Vevey, 1804 Corsier-sur-Vevey
#> 3850                                                  1804 Corsier-sur-Vevey
#> 3851                                                  1804 Corsier-sur-Vevey
#> 3852                                                  1804 Corsier-sur-Vevey
#> 3853                               Corsier-sur-Vevey, 1804 Corsier-sur-Vevey
#> 3854                                                  1804 Corsier-sur-Vevey
#> 3855                                                  1804 Corsier-sur-Vevey
#> 3856                                                             1805 Jongny
#> 3857                                                             1805 Jongny
#> 3858                                                             1805 Jongny
#> 3859                                                             1805 Jongny
#> 3860                                                             1805 Jongny
#> 3861                                                             1805 Jongny
#> 3862                                                             1805 Jongny
#> 3863                                                             1805 Jongny
#> 3864                                                             1805 Jongny
#> 3865                                                             1805 Jongny
#> 3866                                                             1805 Jongny
#> 3867                                                             1805 Jongny
#> 3868                                                             1805 Jongny
#> 3869                                                             1805 Jongny
#> 3870                                                             1805 Jongny
#> 3871                                                             1805 Jongny
#> 3872                                                             1805 Jongny
#> 3873                                                             1805 Jongny
#> 3874                                                             1805 Jongny
#> 3875                                                             1807 Blonay
#> 3876                                                             1807 Blonay
#> 3877                                            Les Conversions, 1807 Blonay
#> 3878                                                             1807 Blonay
#> 3879                                                             1807 Blonay
#> 3880                                                             1807 Blonay
#> 3881                                                             1807 Blonay
#> 3882                                                             1807 Blonay
#> 3883                                                             1807 Blonay
#> 3884                                                             1807 Blonay
#> 3885                                                             1807 Blonay
#> 3886                                                             1807 Blonay
#> 3887                                                             1807 Blonay
#> 3888                                                   Ondallaz, 1807 Blonay
#> 3889                                                     Blonay, 1807 Blonay
#> 3890                                                     Blonay, 1807 Blonay
#> 3891                                 Chemin de Sainte-Croix 12F, 1807 Blonay
#> 3892                                                             1807 Blonay
#> 3893                                                             1807 Blonay
#> 3894                                                             1807 Blonay
#> 3895                                                1807 Blonay-Saint-Légier
#> 3896                                                     Blonay, 1807 Blonay
#> 3897                                                             1807 Blonay
#> 3898                                                             1807 Blonay
#> 3899                                                             1807 Blonay
#> 3900                                                             1807 Blonay
#> 3901                                     Sentier des planètes 9, 1807 Blonay
#> 3902                                                             1807 Blonay
#> 3903                                                     Blonay, 1807 Blonay
#> 3904                                                             1807 Blonay
#> 3905                                                             1807 Blonay
#> 3906                                                             1807 Blonay
#> 3907                                                             1807 Blonay
#> 3908                                                             1807 Blonay
#> 3909                                                             1807 Blonay
#> 3910                                                             1807 Blonay
#> 3911                                                             1807 Blonay
#> 3912                                                             1807 Blonay
#> 3913                                                             1807 Blonay
#> 3914                                                             1807 Blonay
#> 3915                                                             1807 Blonay
#> 3916                                                             1807 Blonay
#> 3917                                                             1807 Blonay
#> 3918                                                             1807 Blonay
#> 3919                                                             1807 Blonay
#> 3920                                                             1807 Blonay
#> 3921                                                             1807 Blonay
#> 3922                                                             1807 Blonay
#> 3923                                                             1807 Blonay
#> 3924                                                             1807 Blonay
#> 3925                                                             1807 Blonay
#> 3926                                                             1807 Blonay
#> 3927                                                             1807 Blonay
#> 3928                                                             1807 Blonay
#> 3929                                              1807 Blonay - Saint-Légier
#> 3930                                                             1807 Blonay
#> 3931                                                             1807 Blonay
#> 3932                                 Chemin de Sainte-Croix 12B, 1807 Blonay
#> 3933                                       Chemin de la Baye 15, 1807 Blonay
#> 3934                                               1808 Les Monts-de-Corsier
#> 3935                                               1808 Les Monts-de-Corsier
#> 3936                                               1808 Les Monts-de-Corsier
#> 3937                                               1808 Les Monts-de-Corsier
#> 3938                         Les Monts-de-Corsier, 1808 Les Monts-de-Corsier
#> 3939                                               1808 Les Monts-de-Corsier
#> 3940                                               1808 Les Monts-de-Corsier
#> 3941                                                  1809 Fenil-sur-Corsier
#> 3942                               Fenil-sur-Corsier, 1809 Fenil-sur-Corsier
#> 3943                               Fenil-sur-Corsier, 1809 Fenil-sur-Corsier
#> 3944                                                   1814 La Tour-de-Peilz
#> 3945                                                   1814 La Tour-de-Peilz
#> 3946                                                   1814 La Tour-de-Peilz
#> 3947                                                   1814 La Tour-de-Peilz
#> 3948                                                   1814 La Tour-de-Peilz
#> 3949                                                   1814 La Tour-de-Peilz
#> 3950                                                   1814 La Tour-de-Peilz
#> 3951                                                   1814 La Tour-de-Peilz
#> 3952                                                   1814 La Tour-de-Peilz
#> 3953                                                   1814 La Tour-de-Peilz
#> 3954                                                   1814 La Tour-de-Peilz
#> 3955                                                   1814 La Tour-de-Peilz
#> 3956                                                   1814 La Tour-de-Peilz
#> 3957                                                   1814 La Tour-de-Peilz
#> 3958                                                   1814 La Tour-de-Peilz
#> 3959                                                   1814 La Tour-de-Peilz
#> 3960                                                   1814 La Tour-de-Peilz
#> 3961                                                   1814 La Tour-de-Peilz
#> 3962                                                   1814 La Tour-de-Peilz
#> 3963                                                   1814 La Tour-de-Peilz
#> 3964                                                   1814 La Tour-de-Peilz
#> 3965                                                   1814 La Tour-de-Peilz
#> 3966                                                   1814 La Tour-de-Peilz
#> 3967                                                   1814 La Tour-de-Peilz
#> 3968                                                   1814 La Tour-de-Peilz
#> 3969                                                   1814 La Tour-de-Peilz
#> 3970                                                   1814 La Tour-de-Peilz
#> 3971                                                   1814 La Tour-de-Peilz
#> 3972                              Route de Blonay 164, 1814 La Tour-de-Peilz
#> 3973                                                   1814 La Tour-de-Peilz
#> 3974                                                   1814 La Tour-de-Peilz
#> 3975                                                   1814 La Tour-de-Peilz
#> 3976                                                   1814 La Tour-de-Peilz
#> 3977                                      Chemin du Pierrier 5, 1815 Clarens
#> 3978                                                            1815 Clarens
#> 3979                                                            1815 Clarens
#> 3980                                                            1815 Clarens
#> 3981                                                            1815 Clarens
#> 3982                                                            1815 Clarens
#> 3983                                                            1815 Clarens
#> 3984                                                            1815 Clarens
#> 3985                                                            1815 Clarens
#> 3986                                                            1815 Clarens
#> 3987                                                            1815 Clarens
#> 3988                                        Rue des Vaudrès 17, 1815 Clarens
#> 3989                                                            1815 Clarens
#> 3990                                                            1815 Clarens
#> 3991                                                            1815 Clarens
#> 3992                                                            1815 Clarens
#> 3993                                                            1815 Clarens
#> 3994                                                            1815 Clarens
#> 3995                                                            1815 Clarens
#> 3996                                                            1815 Clarens
#> 3997                                                            1815 Clarens
#> 3998                                        Rue des Vaudrès 17, 1815 Clarens
#> 3999                                                            1815 Clarens
#> 4000                                                            1815 Clarens
#> 4001                                                            1815 Clarens
#> 4002                                                            1815 Clarens
#> 4003                                                            1815 Clarens
#> 4004                                                            1815 Clarens
#> 4005                                                   1816 Chailly-Montreux
#> 4006                                                   1816 Chailly-Montreux
#> 4007                                                   1816 Chailly-Montreux
#> 4008                                                   1816 Chailly-Montreux
#> 4009                                                   1816 Chailly-Montreux
#> 4010                                                   1816 Chailly-Montreux
#> 4011                                                   1816 Chailly-Montreux
#> 4012                                       ecoliers 3, 1816 Chailly-Montreux
#> 4013                                                   1816 Chailly-Montreux
#> 4014                                                   1816 Chailly-Montreux
#> 4015                                 Chailly-Montreux, 1816 Chailly-Montreux
#> 4016                                                   1816 Chailly-Montreux
#> 4017                           Chemin des Ecoliers 13, 1816 Chailly-Montreux
#> 4018                                                   1816 Chailly-Montreux
#> 4019                                 Chailly-Montreux, 1816 Chailly-Montreux
#> 4020                                                   1816 Chailly-Montreux
#> 4021                                                   1816 Chailly-Montreux
#> 4022                                                   1816 Chailly-Montreux
#> 4023                                                   1816 Chailly-Montreux
#> 4024                                                   1816 Chailly-Montreux
#> 4025                                                              1817 Brent
#> 4026                                                              1817 Brent
#> 4027                                                              1817 Brent
#> 4028                                                              1817 Brent
#> 4029                                                              1817 Brent
#> 4030                                                              1817 Brent
#> 4031                                                              1817 Brent
#> 4032                                                              1817 Brent
#> 4033                              Chemin du Crêt de Pionnex 7, 1817 Montreux
#> 4034                                                           1817 Montreux
#> 4035                                                              1817 Brent
#> 4036                                                           1817 Montreux
#> 4037                                                              1817 Brent
#> 4038                                                              1817 Brent
#> 4039                                                              1817 Brent
#> 4040                                                            1820 Veytaux
#> 4041                                                           1820 Montreux
#> 4042                                                           1820 Montreux
#> 4043                                                           1820 Montreux
#> 4044                                                           1820 Montreux
#> 4045                                                           1820 Territet
#> 4046                                                           1820 Montreux
#> 4047                                                           1820 Montreux
#> 4048                                                           1820 Montreux
#> 4049                                                           1820 Montreux
#> 4050                                                           1820 Montreux
#> 4051                                                           1820 Montreux
#> 4052                                                           1820 Montreux
#> 4053                                                           1820 Montreux
#> 4054                                                           1820 Montreux
#> 4055                                                           1820 Montreux
#> 4056                                                           1820 Montreux
#> 4057                                                           1820 Montreux
#> 4058                                                           1820 Montreux
#> 4059                                                           1820 Montreux
#> 4060                                                           1820 Montreux
#> 4061                                                           1820 Montreux
#> 4062                                                 Montreux, 1820 Montreux
#> 4063                                                           1820 Montreux
#> 4064                                                           1820 Montreux
#> 4065                                                           1820 Montreux
#> 4066                                                           1820 Montreux
#> 4067                                                           1820 Montreux
#> 4068                                                           1820 Montreux
#> 4069                                                           1820 Montreux
#> 4070                                                 Montreux, 1820 Montreux
#> 4071                                                           1820 Montreux
#> 4072                                                           1820 Montreux
#> 4073                                                           1820 Montreux
#> 4074                                                           1820 Territet
#> 4075                                                           1820 Montreux
#> 4076                                                           1820 Montreux
#> 4077                                                           1820 Montreux
#> 4078                                                           1820 Montreux
#> 4079                                                           1820 Montreux
#> 4080                                                           1820 Montreux
#> 4081                                                           1820 Montreux
#> 4082                                                           1820 Montreux
#> 4083                                                           1820 Montreux
#> 4084                                                           1820 Montreux
#> 4085                                                           1820 Montreux
#> 4086                                                           1820 Montreux
#> 4087                                                            1820 Veytaux
#> 4088                                                           1820 Montreux
#> 4089                                      Résidence Altavista, 1820 Montreux
#> 4090                                                           1820 Montreux
#> 4091                                                           1820 Montreux
#> 4092                                                           1820 Montreux
#> 4093                                                           1820 Montreux
#> 4094                                                 Montreux, 1820 Montreux
#> 4095                                                           1820 Montreux
#> 4096                                                           1820 Montreux
#> 4097                                             Grand Rue 98, 1820 Montreux
#> 4098                                                           1820 Montreux
#> 4099                                                           1820 Montreux
#> 4100                                                           1820 Montreux
#> 4101                                                           1820 Montreux
#> 4102                                                           1820 Montreux
#> 4103                                                           1820 Montreux
#> 4104                                                           1820 Montreux
#> 4105                                                           1820 Montreux
#> 4106                                                           1820 Montreux
#> 4107                                                           1820 Montreux
#> 4108                                                           1820 Montreux
#> 4109                                                           1820 Montreux
#> 4110                                                           1820 Montreux
#> 4111                                                           1820 Montreux
#> 4112                                                           1820 Montreux
#> 4113                                                           1820 Montreux
#> 4114                                                           1820 Montreux
#> 4115                                                           1820 Montreux
#> 4116                                                           1820 Montreux
#> 4117                                         Rue de Veraye 17, 1820 Territet
#> 4118                                                           1820 Montreux
#> 4119                                                           1820 Montreux
#> 4120                                                           1820 Montreux
#> 4121                                                           1820 Montreux
#> 4122                                                           1820 Montreux
#> 4123                                                           1820 Montreux
#> 4124                                                           1820 Montreux
#> 4125                                                           1820 Montreux
#> 4126                                                           1820 Montreux
#> 4127                                                           1820 Montreux
#> 4128                                                           1820 Montreux
#> 4129                                                           1820 Montreux
#> 4130                                                           1820 Montreux
#> 4131                                                           1820 Montreux
#> 4132                                                           1820 Territet
#> 4133                                                           1820 Montreux
#> 4134                                                           1820 Montreux
#> 4135                                                           1820 Montreux
#> 4136                                                           1820 Montreux
#> 4137                                                           1820 Montreux
#> 4138                                                           1820 Montreux
#> 4139                                                           1820 Montreux
#> 4140                                                           1820 Montreux
#> 4141                                                           1820 Montreux
#> 4142                                                           1820 Montreux
#> 4143                                                           1820 Montreux
#> 4144                                                           1820 Montreux
#> 4145                                                           1820 Montreux
#> 4146                                                           1820 Montreux
#> 4147                                                           1820 Montreux
#> 4148                                                           1820 Montreux
#> 4149                                                           1820 Montreux
#> 4150                                                           1820 Montreux
#> 4151                                                           1820 Montreux
#> 4152                                                           1820 Montreux
#> 4153                                                           1820 Montreux
#> 4154                                                           1820 Montreux
#> 4155                                                           1820 Montreux
#> 4156                                                           1820 Montreux
#> 4157                                                           1820 Montreux
#> 4158                                                           1820 Montreux
#> 4159                                      Av. des Planches 20, 1820 Montreux
#> 4160                                                           1820 Montreux
#> 4161                                                           1820 Montreux
#> 4162                                                           1820 Montreux
#> 4163                                                           1820 Montreux
#> 4164                                                           1820 Montreux
#> 4165                                                           1820 Montreux
#> 4166                                                           1820 Montreux
#> 4167                                                           1820 Montreux
#> 4168                                                           1820 Montreux
#> 4169                                                           1820 Montreux
#> 4170                                                           1820 Montreux
#> 4171                                                           1820 Montreux
#> 4172                                                           1820 Montreux
#> 4173                                                           1820 Montreux
#> 4174                                                           1820 Montreux
#> 4175                                                            1820 Veytaux
#> 4176                                                           1820 Montreux
#> 4177                                                 Montreux, 1820 Montreux
#> 4178                                                           1820 Montreux
#> 4179                                                           1820 Montreux
#> 4180                                                           1820 Montreux
#> 4181                                                           1820 Montreux
#> 4182                                                           1820 Montreux
#> 4183                                                           1820 Montreux
#> 4184                                                           1820 Montreux
#> 4185                                                           1820 Montreux
#> 4186                                       Avenue du Casino 8, 1820 Montreux
#> 4187                                 Rue de l'Ancien Stand 34, 1820 Montreux
#> 4188                                                           1820 Montreux
#> 4189                                                           1820 Montreux
#> 4190                                                           1820 Montreux
#> 4191                                                           1820 Montreux
#> 4192                                                           1820 Territet
#> 4193                                                           1820 Montreux
#> 4194                                                           1820 Montreux
#> 4195                                                           1820 Montreux
#> 4196                                                 Montreux, 1820 Montreux
#> 4197                                                           1820 Montreux
#> 4198                                                           1820 Montreux
#> 4199                                                           1820 Montreux
#> 4200                                                           1820 Montreux
#> 4201                                      Résidence Altavista, 1820 Territet
#> 4202                                            Rue du Lac 32, 1820 Montreux
#> 4203                                                           1820 Montreux
#> 4204                                                           1820 Montreux
#> 4205                                                           1820 Montreux
#> 4206                                                           1820 Montreux
#> 4207                                                           1820 Montreux
#> 4208                                                           1820 Montreux
#> 4209                                                           1820 Montreux
#> 4210                                                           1820 Montreux
#> 4211                                                           1820 Montreux
#> 4212                                                           1820 Montreux
#> 4213                                                           1820 Montreux
#> 4214                                                           1820 Montreux
#> 4215                                                           1820 Montreux
#> 4216                                                 Montreux, 1820 Montreux
#> 4217                                                           1820 Montreux
#> 4218                                                           1820 Montreux
#> 4219                                                           1820 Montreux
#> 4220                                                           1820 Montreux
#> 4221                                                           1820 Montreux
#> 4222                                                           1820 Montreux
#> 4223                                                           1820 Montreux
#> 4224                                                           1820 Montreux
#> 4225                                                           1820 Montreux
#> 4226                                                           1820 Montreux
#> 4227                                                           1820 Montreux
#> 4228                                                           1820 Montreux
#> 4229                                    Avenue de Collonge 14, 1820 Montreux
#> 4230                                                           1820 Montreux
#> 4231                                      Avenue du Casino 33, 1820 Montreux
#> 4232                                                           1820 Montreux
#> 4233                                                           1820 Montreux
#> 4234                                                           1820 Montreux
#> 4235                                                           1820 Montreux
#> 4236                                                           1820 Montreux
#> 4237                                                           1820 Montreux
#> 4238                                                           1820 Montreux
#> 4239                                                           1820 Montreux
#> 4240                                             Grand Rue 98, 1820 Montreux
#> 4241                                                           1820 Montreux
#> 4242                                                           1820 Montreux
#> 4243                                                           1820 Montreux
#> 4244                                                           1820 Montreux
#> 4245                                                           1820 Montreux
#> 4246                                                           1820 Montreux
#> 4247                                                           1820 Montreux
#> 4248                                                           1820 Montreux
#> 4249                                                           1820 Montreux
#> 4250                                                           1820 Montreux
#> 4251                                                           1820 Territet
#> 4252                                                           1820 Montreux
#> 4253                                                           1820 Montreux
#> 4254                                                           1820 Montreux
#> 4255                                                           1820 Montreux
#> 4256                                                           1820 Montreux
#> 4257                                                           1820 Montreux
#> 4258                                                           1820 Montreux
#> 4259                                                           1820 Montreux
#> 4260                                                           1820 Montreux
#> 4261                                                           1820 Montreux
#> 4262                                                           1820 Montreux
#> 4263                                                           1820 Montreux
#> 4264                                                            1822 Chernex
#> 4265                                                            1822 Chernex
#> 4266                                                            1822 Chernex
#> 4267                                                            1822 Chernex
#> 4268                                                            1822 Chernex
#> 4269                                                            1822 Chernex
#> 4270                                                            1822 Chernex
#> 4271                                       Route de Chaulin 21, 1822 Chernex
#> 4272                                                            1822 Chernex
#> 4273                                                            1822 Chernex
#> 4274                                                            1822 Chernex
#> 4275                                                            1822 Chernex
#> 4276                                                            1822 Chernex
#> 4277                                                            1822 Chernex
#> 4278                                                            1822 Chernex
#> 4279                                                            1822 Chernex
#> 4280                                                            1822 Chernex
#> 4281                                                            1822 Chernex
#> 4282                                                            1822 Chernex
#> 4283                                                            1822 Chernex
#> 4284                                                            1822 Chernex
#> 4285                                                            1822 Chernex
#> 4286                                                            1822 Chernex
#> 4287                                       Route de Sonzier 21, 1822 Chernex
#> 4288                                                            1822 Chernex
#> 4289                                                              1823 Glion
#> 4290                                                               1824 Caux
#> 4291                                                               1824 Caux
#> 4292                                                               1824 Caux
#> 4293                                                               1824 Caux
#> 4294                                            Route de Caux 103, 1824 Caux
#> 4295                         Chemin des Prévondes 2, 1832 Villard-sur-Chamby
#> 4296                             Villard-sur-Chamby, 1832 Villard-sur-Chamby
#> 4297                                                      1844 Villeneuve VD
#> 4298                                                      1844 Villeneuve VD
#> 4299                                                      1844 Villeneuve VD
#> 4300                                                      1844 Villeneuve VD
#> 4301                                                      1844 Villeneuve VD
#> 4302                                                      1844 Villeneuve VD
#> 4303                                                      1844 Villeneuve VD
#> 4304                                                      1844 Villeneuve VD
#> 4305                                                      1844 Villeneuve VD
#> 4306                                      Chemin du Cabinet, 1844 Villeneuve
#> 4307                                    Route de Pré-Jaquet, 1844 Villeneuve
#> 4308                                                      1844 Villeneuve VD
#> 4309                                                      1844 Villeneuve VD
#> 4310                                                      1844 Villeneuve VD
#> 4311                                                      1844 Villeneuve VD
#> 4312                                                      1844 Villeneuve VD
#> 4313                                                      1844 Villeneuve VD
#> 4314                                      Chemin du Cabinet, 1844 Villeneuve
#> 4315                                                      1844 Villeneuve VD
#> 4316                                                      1844 Villeneuve VD
#> 4317                                                      1844 Villeneuve VD
#> 4318                                                      1844 Villeneuve VD
#> 4319                                                      1844 Villeneuve VD
#> 4320                                    Route de Pré-Jaquet, 1844 Villeneuve
#> 4321                          Avenue des Comtes de Savoie 5, 1844 Villeneuve
#> 4322                                                         1844 Villeneuve
#> 4323                          Avenue des Comtes de Savoie 5, 1844 Villeneuve
#> 4324                                                      1844 Villeneuve VD
#> 4325                                                      1844 Villeneuve VD
#> 4326                                                      1844 Villeneuve VD
#> 4327                                                      1844 Villeneuve VD
#> 4328                                                      1844 Villeneuve VD
#> 4329                                                      1844 Villeneuve VD
#> 4330                                                      1844 Villeneuve VD
#> 4331                                                            1845 Noville
#> 4332                                                            1845 Noville
#> 4333                                                            1845 Noville
#> 4334                                                            1845 Noville
#> 4335                                                            1845 Noville
#> 4336                                                            1845 Noville
#> 4337                                                            1845 Noville
#> 4338                                                            1845 Noville
#> 4339                                                            1846 Chessel
#> 4340                                   Route du Vieux Séquoia 4, 1847 Rennaz
#> 4341                                   Route du Vieux Séquoia 4, 1847 Rennaz
#> 4342                                                             1847 Rennaz
#> 4343                                                     Rennaz, 1847 Rennaz
#> 4344                                                             1847 Rennaz
#> 4345                                                             1847 Rennaz
#> 4346                                                             1847 Rennaz
#> 4347                                                             1847 Rennaz
#> 4348                                                             1847 Rennaz
#> 4349                                                             1847 Rennaz
#> 4350                                   Route du Vieux Séquoia 4, 1847 Rennaz
#> 4351                                                             1847 Rennaz
#> 4352                                                           1852 Roche VD
#> 4353                                                           1852 Roche VD
#> 4354                                                           1852 Roche VD
#> 4355                                                           1852 Roche VD
#> 4356                                                           1852 Roche VD
#> 4357                                                           1852 Roche VD
#> 4358                                                 Roche VD, 1852 Roche VD
#> 4359                                                           1852 Roche VD
#> 4360                                                           1852 Roche VD
#> 4361                                                           1852 Roche VD
#> 4362                                                           1852 Roche VD
#> 4363                                                           1852 Roche VD
#> 4364                                                           1852 Roche VD
#> 4365                                                           1852 Roche VD
#> 4366                                                           1852 Roche VD
#> 4367                                                           1852 Roche VD
#> 4368                                                           1852 Roche VD
#> 4369                                                           1852 Roche VD
#> 4370                                                             1853 Yvorne
#> 4371                                           Rue du Collège 2, 1853 Yvorne
#> 4372                                                             1854 Leysin
#> 4373                                              Av Rollier 12, 1854 Leysin
#> 4374                                                             1854 Leysin
#> 4375                                                             1854 Leysin
#> 4376                                                             1854 Leysin
#> 4377                                                             1854 Leysin
#> 4378                                                             1854 Leysin
#> 4379                                                             1854 Leysin
#> 4380                                                             1854 Leysin
#> 4381                                                             1854 Leysin
#> 4382                                                             1854 Leysin
#> 4383                                                             1854 Leysin
#> 4384                                                             1854 Leysin
#> 4385                                                             1854 Leysin
#> 4386                                                             1854 Leysin
#> 4387                                                             1854 Leysin
#> 4388                                                             1854 Leysin
#> 4389                                                     Leysin, 1854 Leysin
#> 4390                                                             1854 Leysin
#> 4391                                                             1854 Leysin
#> 4392                                                             1854 Leysin
#> 4393                                                             1854 Leysin
#> 4394                               Avenue de la Reine Fabiola 4, 1854 Leysin
#> 4395                                                             1854 Leysin
#> 4396                                                             1854 Leysin
#> 4397                                                             1854 Leysin
#> 4398                                                             1854 Leysin
#> 4399                                                             1854 Leysin
#> 4400                                                             1854 Leysin
#> 4401                                                             1854 Leysin
#> 4402                                                             1854 Leysin
#> 4403                                                             1854 Leysin
#> 4404                                                             1854 Leysin
#> 4405                                                             1854 Leysin
#> 4406                                                             1854 Leysin
#> 4407                                                             1854 Leysin
#> 4408                                                             1854 Leysin
#> 4409                                                             1854 Leysin
#> 4410                                                             1854 Leysin
#> 4411                                                             1854 Leysin
#> 4412                                                             1854 Leysin
#> 4413                                     Chemin du Bugnon 1, 1856 Corbeyrier
#> 4414                                      Rue du Bugnon 1-3, 1856 Corbeyrier
#> 4415                                                              1860 Aigle
#> 4416                                                              1860 Aigle
#> 4417                                                              1860 Aigle
#> 4418                                                              1860 Aigle
#> 4419                                               petit-chêne 8, 1860 Aigle
#> 4420                                                              1860 Aigle
#> 4421                                                              1860 Aigle
#> 4422                                                              1860 Aigle
#> 4423                                                              1860 Aigle
#> 4424                                                       Aigle, 1860 Aigle
#> 4425                                      Chemin de la Rapille 7, 1860 Aigle
#> 4426                                                              1860 Aigle
#> 4427                                                              1860 Aigle
#> 4428                                                              1860 Aigle
#> 4429                                                              1860 Aigle
#> 4430                                                              1860 Aigle
#> 4431                                                              1860 Aigle
#> 4432                                                              1860 Aigle
#> 4433                                                              1860 Aigle
#> 4434                                                              1860 Aigle
#> 4435                                                              1860 Aigle
#> 4436                                                              1860 Aigle
#> 4437                                                              1860 Aigle
#> 4438                                                         1862 Les Mosses
#> 4439                                                         1862 Les Mosses
#> 4440                           Route du Col des Mosses 37, 1862 La Comballaz
#> 4441                                                         1862 Les Mosses
#> 4442                           Route du Col des Mosses 37, 1862 La Comballaz
#> 4443                                                         1862 Les Mosses
#> 4444                                                         1862 Les Mosses
#> 4445                                                         1862 Les Mosses
#> 4446                                                         1862 Les Mosses
#> 4447                                                         1862 Les Mosses
#> 4448                                                         1862 Les Mosses
#> 4449                           Route du Col des Mosses 37, 1862 La Comballaz
#> 4450                                                           1863 Le Sépey
#> 4451                                        Chalet les Bluets, 1863 Le Sépey
#> 4452                                                           1863 Le Sépey
#> 4453                                                     1863 Ormont-Dessous
#> 4454                                              Grand Rue 6, 1863 Le Sépey
#> 4455                                                           1863 Le Sépey
#> 4456                                     Les Diablerets, 1865 Les Diablerets
#> 4457                              Chemin de la Vuargnaz, 1865 Les Diablerets
#> 4458                                     Les Diablotins, 1865 Les Diablerets
#> 4459                                     Les Diablotins, 1865 Les Diablerets
#> 4460                                                     1865 Les Diablerets
#> 4461                                  Rue de la gare 44, 1865 Les Diablerets
#> 4462                                     Les Diablotins, 1865 Les Diablerets
#> 4463                                Route du Pillon 237, 1865 Les Diablerets
#> 4464                                                     1865 Les Diablerets
#> 4465                                     Les Diablotins, 1865 Les Diablerets
#> 4466                                   Cristal de Roche, 1865 Les Diablerets
#> 4467                                                     1865 Les Diablerets
#> 4468                                   Cristal de Roche, 1865 Les Diablerets
#> 4469                                   Cristal de Roche, 1865 Les Diablerets
#> 4470                                Route du Pillon 237, 1865 Les Diablerets
#> 4471                                 Chemin de l'Étoile, 1865 Les Diablerets
#> 4472                                     Les Diablerets, 1865 Les Diablerets
#> 4473                                Route du Pillon 237, 1865 Les Diablerets
#> 4474                                                     1865 Les Diablerets
#> 4475                                    Chalet Remifacy, 1865 Les Diablerets
#> 4476                           Chemin du Plan d'Amont 7, 1865 Les Diablerets
#> 4477                                 Chalet Capucchione, 1865 Les Diablerets
#> 4478                                     Chalet Budokan, 1865 Les Diablerets
#> 4479                                     Les Diablotins, 1865 Les Diablerets
#> 4480                                                     1865 Les Diablerets
#> 4481                                     Les Diablotins, 1865 Les Diablerets
#> 4482                                     Les Diablotins, 1865 Les Diablerets
#> 4483                                                      1866 La Forclaz VD
#> 4484                                                      1866 La Forclaz VD
#> 4485                                                      1866 La Forclaz VD
#> 4486                                                      1866 La Forclaz VD
#> 4487                                  Chemin du Poyet 15, 1866 La Forclaz VD
#> 4488                                                           1867 Ollon VD
#> 4489                                                           1867 Ollon VD
#> 4490                                                           1867 Ollon VD
#> 4491                                             St-Triphon, 1867 St-Triphon
#> 4492                                                              1867 Ollon
#> 4493                                                           1867 Ollon VD
#> 4494                                                           1867 Ollon VD
#> 4495                                                           1867 Ollon VD
#> 4496                                                           1867 Ollon VD
#> 4497                                                           1867 Ollon VD
#> 4498                                                           1867 Ollon VD
#> 4499                                                           1867 Ollon VD
#> 4500                                                              1867 Ollon
#> 4501                                             St-Triphon, 1867 St-Triphon
#> 4502                                                           1867 Ollon VD
#> 4503                                                           1867 Ollon VD
#> 4504                                                           1867 Ollon VD
#> 4505                                                           1867 Ollon VD
#> 4506                                                           1867 Ollon VD
#> 4507                                        Rue de la Tour 27, 1867 Ollon VD
#> 4508                                                           1867 Ollon VD
#> 4509                                        Chemin d'Arbosson, 1867 Ollon VD
#> 4510                                                           1867 Ollon VD
#> 4511                                                           1867 Ollon VD
#> 4512                                                           1867 Ollon VD
#> 4513                                                           1867 Ollon VD
#> 4514                                             St-Triphon, 1867 St-Triphon
#> 4515                                                           1867 Ollon VD
#> 4516                                                 Ollon VD, 1867 Ollon VD
#> 4517                                                           1867 Ollon VD
#> 4518                                                           1867 Ollon VD
#> 4519                                                           1867 Ollon VD
#> 4520                                                           1867 Ollon VD
#> 4521                                                           1867 Ollon VD
#> 4522                                                           1867 Ollon VD
#> 4523                                                           1867 Ollon VD
#> 4524                                                           1867 Ollon VD
#> 4525                                                           1867 Ollon VD
#> 4526                                                           1867 Ollon VD
#> 4527                                                           1867 Ollon VD
#> 4528                                                           1867 Ollon VD
#> 4529                                        Rue de la Tour 69, 1867 Ollon VD
#> 4530                                                           1867 Ollon VD
#> 4531                                                           1867 Ollon VD
#> 4532                                        Rue de la Tour 27, 1867 Ollon VD
#> 4533                                                              1867 Ollon
#> 4534                                                           1867 Ollon VD
#> 4535                                                           1867 Ollon VD
#> 4536                                                           1867 Ollon VD
#> 4537                                                           1867 Ollon VD
#> 4538                                                           1867 Ollon VD
#> 4539                                                 Ollon VD, 1867 Ollon VD
#> 4540                                                           1867 Ollon VD
#> 4541                                                           1867 Ollon VD
#> 4542                                       Chemin de la Roche, 1867 Ollon VD
#> 4543                                                           1867 Ollon VD
#> 4544                                                              1867 Ollon
#> 4545                                                           1867 Ollon VD
#> 4546                                                           1867 Ollon VD
#> 4547                                                           1867 Ollon VD
#> 4548                                                              1867 Ollon
#> 4549                                        Chemin d'Arbosson, 1867 Ollon VD
#> 4550                                                           1867 Ollon VD
#> 4551                                                           1867 Ollon VD
#> 4552                                                           1867 Ollon VD
#> 4553                                             St-Triphon, 1867 St-Triphon
#> 4554                                                          1868 Collombey
#> 4555                                                          1868 Collombey
#> 4556                                                          1868 Collombey
#> 4557                                                          1868 Collombey
#> 4558                                                          1868 Collombey
#> 4559                                                          1868 Collombey
#> 4560                                                          1868 Collombey
#> 4561                                                          1868 Collombey
#> 4562                                                          1868 Collombey
#> 4563                                                          1868 Collombey
#> 4564                                                          1868 Collombey
#> 4565                                                          1868 Collombey
#> 4566                                                          1868 Collombey
#> 4567                                     Rue des Colombes 17, 1868 Collombey
#> 4568                                               Collombey, 1868 Collombey
#> 4569                                                    1868 Collombey-Muraz
#> 4570                                                          1868 Collombey
#> 4571                                                          1868 Collombey
#> 4572                                                          1868 Collombey
#> 4573                                                          1868 Collombey
#> 4574                                                          1868 Collombey
#> 4575                                                          1868 Collombey
#> 4576                                                          1868 Collombey
#> 4577                                                    1868 Collombey-Muraz
#> 4578                                     Rue des Colombes 17, 1868 Collombey
#> 4579                                                          1868 Collombey
#> 4580                                    Route du chablais 22, 1869 Massongex
#> 4581                                                          1869 Massongex
#> 4582                                                          1869 Massongex
#> 4583                                         Route de Daviaz, 1869 Massongex
#> 4584                                        Place Tarnaiae 4, 1869 Massongex
#> 4585                                                          1869 Massongex
#> 4586                                                          1869 Massongex
#> 4587                                                          1869 Massongex
#> 4588                                         Route du Chili 34, 1870 Monthey
#> 4589                                                            1870 Monthey
#> 4590                                      Rte d'Outre-Vièze 75, 1870 Monthey
#> 4591                                                            1870 Monthey
#> 4592                                         Route du Chili 34, 1870 Monthey
#> 4593                                                            1870 Monthey
#> 4594                                         Av. du Simplon 17, 1870 Monthey
#> 4595                                            Chemin d'Arche, 1870 Monthey
#> 4596                                         Route du Chili 34, 1870 Monthey
#> 4597                                                            1870 Monthey
#> 4598                                         Route du Chili 34, 1870 Monthey
#> 4599                                         Av. du Simplon 17, 1870 Monthey
#> 4600                                         Route du Chili 34, 1870 Monthey
#> 4601                                     Avenue de l'Europe 12, 1870 Monthey
#> 4602                                                            1870 Monthey
#> 4603                                         Av. du Simplon 17, 1870 Monthey
#> 4604                                        Route de Choëx 122, 1870 Monthey
#> 4605                                         Route du Chili 34, 1870 Monthey
#> 4606                                                            1870 Monthey
#> 4607                                                            1870 Monthey
#> 4608                                                            1870 Monthey
#> 4609                                                            1870 Monthey
#> 4610                                                            1870 Monthey
#> 4611                                                            1870 Monthey
#> 4612                                   Route de Mareindeux 101, 1870 Monthey
#> 4613                                      Rte d'Outre-Vièze 75, 1870 Monthey
#> 4614                                                            1870 Monthey
#> 4615                                                            1870 Monthey
#> 4616                                                            1870 Monthey
#> 4617                                     Avenue de l'Europe 12, 1870 Monthey
#> 4618                                                            1870 Monthey
#> 4619                                                            1870 Monthey
#> 4620                                         Route du Chili 34, 1870 Monthey
#> 4621                                         Route du Chili 34, 1870 Monthey
#> 4622                                      Rte d'Outre-Vièze 75, 1870 Monthey
#> 4623                                                            1870 Monthey
#> 4624                                                            1870 Monthey
#> 4625                                      Rte d'Outre-Vièze 75, 1870 Monthey
#> 4626                                                            1870 Monthey
#> 4627                                         Av. du Simplon 17, 1870 Monthey
#> 4628                                                            1870 Monthey
#> 4629                                 Chemin de la riandette 11, 1870 Monthey
#> 4630                                                            1870 Monthey
#> 4631                                                            1870 Monthey
#> 4632                                                            1870 Monthey
#> 4633                                                            1870 Monthey
#> 4634                                                            1870 Monthey
#> 4635                                         Route du Chili 34, 1870 Monthey
#> 4636                                                            1870 Monthey
#> 4637                                         Route du Chili 34, 1870 Monthey
#> 4638                                      Rte d'Outre-Vièze 75, 1870 Monthey
#> 4639                                                            1870 Monthey
#> 4640                                                            1870 Monthey
#> 4641                                                   Monthey, 1870 Monthey
#> 4642                                                            1870 Monthey
#> 4643                                         Route du Chili 34, 1870 Monthey
#> 4644                                            Chemin d'Arche, 1870 Monthey
#> 4645                                                            1870 Monthey
#> 4646                                                            1870 Monthey
#> 4647                                                            1870 Monthey
#> 4648                                                            1870 Monthey
#> 4649                                                            1870 Monthey
#> 4650                                                            1870 Monthey
#> 4651                                                            1870 Monthey
#> 4652                                                            1870 Monthey
#> 4653                                                            1870 Monthey
#> 4654                                        Route de Choëx 122, 1870 Monthey
#> 4655                                                            1870 Monthey
#> 4656                                                            1870 Monthey
#> 4657                                       Avenue de France 11, 1870 Monthey
#> 4658                                         Av. du Simplon 17, 1870 Monthey
#> 4659                                                            1870 Monthey
#> 4660                                         Route du Chili 34, 1870 Monthey
#> 4661                                                            1870 Monthey
#> 4662                                         Av. du Simplon 17, 1870 Monthey
#> 4663                                                            1870 Monthey
#> 4664                                                            1870 Monthey
#> 4665                                                   Monthey, 1870 Monthey
#> 4666                                                              1871 Choëx
#> 4667                                        Route des Giettes 62, 1871 Choëx
#> 4668                                                              1871 Choëx
#> 4669                                                              1871 Choëx
#> 4670                                                              1871 Choëx
#> 4671                                                              1871 Choëx
#> 4672                                                              1871 Choëx
#> 4673                                                              1871 Choëx
#> 4674                                                       Choëx, 1871 Choëx
#> 4675                                                       Choëx, 1871 Choëx
#> 4676                                                              1871 Choëx
#> 4677                                Chemin des Châtaigniers 2b, 1871 Monthey
#> 4678                                                              1871 Choëx
#> 4679                                                              1871 Choëx
#> 4680                                                              1871 Choëx
#> 4681                                                              1871 Choëx
#> 4682                                           Les Giettes, 1871 Les Giettes
#> 4683                                 Route des Giettes 271, 1871 Les Giettes
#> 4684                                                              1871 Choëx
#> 4685                                                              1871 Choëx
#> 4686                                             Rte de Choëx 17, 1871 Choëx
#> 4687                                                        1871 Les Giettes
#> 4688                                                              1871 Choëx
#> 4689                                                              1871 Choëx
#> 4690                                                              1871 Choëx
#> 4691                                      Route des Bas-Epenis 6, 1871 Choëx
#> 4692                                                   Massillon, 1871 Choëx
#> 4693                                                        1871 Les Giettes
#> 4694                                                        1871 Les Giettes
#> 4695                                  Route des Rives 17, 1872 Troistorrents
#> 4696                                                      1872 Troistorrents
#> 4697                                       Troistorrents, 1872 Troistorrents
#> 4698                                Chemin de la Tarpa 6, 1872 Troistorrents
#> 4699                                                      1872 Troistorrents
#> 4700                                                      1872 Troistorrents
#> 4701                                                      1872 Troistorrents
#> 4702                                                      1872 Troistorrents
#> 4703                                                      1872 Troistorrents
#> 4704                                                      1872 Troistorrents
#> 4705                                                      1872 Troistorrents
#> 4706                                                      1872 Troistorrents
#> 4707                                                      1872 Troistorrents
#> 4708                                                      1872 Troistorrents
#> 4709                                                      1872 Troistorrents
#> 4710                              Chemin de Torrencey 25, 1872 Troistorrents
#> 4711                                                      1872 Troistorrents
#> 4712                                                      1872 Troistorrents
#> 4713                                 Route de la Fenaison, 1873 Val-d'Illiez
#> 4714                             Chemin des Cristalline 2, 1873 Val-d'Illiez
#> 4715                                                       1873 Val-d'Illiez
#> 4716                                      Rte Des Crosets, 1873 Val-d'Illiez
#> 4717                                                       1873 Val-d'Illiez
#> 4718                                         Val-d'Illiez, 1873 Val-d'Illiez
#> 4719                                                       1873 Val-d'Illiez
#> 4720                                         Val-d'Illiez, 1873 Val-d'Illiez
#> 4721                                                        1873 Les Crosets
#> 4722                                Chemin des Oisillons 8, 1873 Champoussin
#> 4723                                                        1873 Champoussin
#> 4724                                Chemin des Oisillons 8, 1873 Champoussin
#> 4725                                                       1873 Val-d'Illiez
#> 4726                                                       1873 Val-d'Illiez
#> 4727                                 Route de la Fenaison, 1873 Val-d'Illiez
#> 4728                                      Rte Des Crosets, 1873 Val-d'Illiez
#> 4729                                                        1873 Champoussin
#> 4730                                                       1873 Val-d'Illiez
#> 4731                                                       1873 Val-d'Illiez
#> 4732                                                       1873 Val-d'Illiez
#> 4733                             Chemin des Cristalline 2, 1873 Val-d'Illiez
#> 4734                                                       1873 Val-d'Illiez
#> 4735                                                       1873 Val-d'Illiez
#> 4736                                                       1873 Val-d'Illiez
#> 4737                                                        1873 Les Crosets
#> 4738                                                        1873 Les Crosets
#> 4739                                                       1873 Val-d'Illiez
#> 4740                                                       1873 Val-d'Illiez
#> 4741                                                       1873 Val-d'Illiez
#> 4742                                                       1873 Val-d'Illiez
#> 4743                                                       1873 Val-d'Illiez
#> 4744                                                       1873 Val-d'Illiez
#> 4745                               Chemin des Chevreuils 5, 1873 Les Crosets
#> 4746                                       Route de Gleux 21B, 1874 Champéry
#> 4747                                                           1874 Champéry
#> 4748                                                           1874 Champéry
#> 4749                                                           1874 Champéry
#> 4750                                                           1874 Champéry
#> 4751                                                           1874 Champéry
#> 4752                                         Ch. du Revers 20, 1874 Champéry
#> 4753                                                           1874 Champéry
#> 4754                                                           1874 Champéry
#> 4755                                                           1874 Champéry
#> 4756                                                           1874 Champéry
#> 4757                                                           1874 Champéry
#> 4758                                    Route des Rumières 20, 1874 Champéry
#> 4759                                                           1874 Champéry
#> 4760                                       Route des Arcys 94, 1874 Champéry
#> 4761                                                   Morgins, 1875 Morgins
#> 4762                                                  plamproz, 1875 Morgins
#> 4763                                     Route de Bas Vieze 67, 1875 Morgins
#> 4764                                                            1875 Morgins
#> 4765                                                            1875 Morgins
#> 4766                                                            1875 Morgins
#> 4767                                                            1875 Morgins
#> 4768                                                            1875 Morgins
#> 4769                                                            1875 Morgins
#> 4770                                                            1875 Morgins
#> 4771                                                            1875 Morgins
#> 4772                                                            1875 Morgins
#> 4773                                                            1875 Morgins
#> 4774                                                            1875 Morgins
#> 4775                                                            1875 Morgins
#> 4776                                                   Morgins, 1875 Morgins
#> 4777                                                            1875 Morgins
#> 4778                                                                1880 Bex
#> 4779                                                                1880 Bex
#> 4780                                                                1880 Bex
#> 4781                                                                1880 Bex
#> 4782                                                                1880 Bex
#> 4783                                              Rue du Simplon 5, 1880 Bex
#> 4784                                                                1880 Bex
#> 4785                                              Route d'Aigle 3A, 1880 Bex
#> 4786                                        Chemin Julien Gallet 6, 1880 Bex
#> 4787                                                                1880 Bex
#> 4788                                                                1880 Bex
#> 4789                                                  1880 Les Plans-sur-Bex
#> 4790                                                                1880 Bex
#> 4791                                           Route de l'Allex 40, 1880 Bex
#> 4792                                                                1880 Bex
#> 4793                                                                1880 Bex
#> 4794                                                                1880 Bex
#> 4795                                                                1880 Bex
#> 4796                                                                1880 Bex
#> 4797                                        Chemin des Narcisse 45, 1880 Bex
#> 4798                                                                1880 Bex
#> 4799                                                                1880 Bex
#> 4800                                                                1880 Bex
#> 4801                                                                1880 Bex
#> 4802                                                                1880 Bex
#> 4803                                                                1880 Bex
#> 4804                                                                1880 Bex
#> 4805                                                                1880 Bex
#> 4806                                                           Bex, 1880 Bex
#> 4807                                       Chemin de Plan-Saugey 4, 1880 Bex
#> 4808                                                                1880 Bex
#> 4809                                                                1880 Bex
#> 4810                                                                1880 Bex
#> 4811                                                                1880 Bex
#> 4812                            Route du Lovaret 10, 1880 Les Posses-sur-Bex
#> 4813                                                                1880 Bex
#> 4814                                                                1880 Bex
#> 4815                                                                1880 Bex
#> 4816                                                                1880 Bex
#> 4817                                         B, chemin de Boton 42, 1880 Bex
#> 4818                                                                1880 Bex
#> 4819                                                           Bex, 1880 Bex
#> 4820                                     Chemin de la Croisette 19, 1880 Bex
#> 4821                                         C, chemin de Boton 42, 1880 Bex
#> 4822                                                                1880 Bex
#> 4823                                     Chemin de la Goille 22b, 1882 Gryon
#> 4824                                                              1882 Gryon
#> 4825                                                              1882 Gryon
#> 4826                                                              1882 Gryon
#> 4827                                                              1882 Gryon
#> 4828                                                              1882 Gryon
#> 4829                                                              1882 Gryon
#> 4830                                                              1882 Gryon
#> 4831                                                              1882 Gryon
#> 4832                                                              1882 Gryon
#> 4833                                                              1882 Gryon
#> 4834                                                              1882 Gryon
#> 4835                                                              1882 Gryon
#> 4836                                                              1882 Gryon
#> 4837                                       Chemin d'Aiguerosse 3, 1882 Gryon
#> 4838                                                              1882 Gryon
#> 4839                                                     A Gryon, 1882 Gryon
#> 4840                                                              1882 Gryon
#> 4841                                                              1882 Gryon
#> 4842                                                              1882 Gryon
#> 4843                                                              1882 Gryon
#> 4844                                                              1882 Gryon
#> 4845                                                              1882 Gryon
#> 4846                                                              1882 Gryon
#> 4847                                                     A Gryon, 1882 Gryon
#> 4848                                                              1882 Gryon
#> 4849                                                              1882 Gryon
#> 4850                                                  1884 Villars-sur-Ollon
#> 4851                                                  1884 Villars-sur-Ollon
#> 4852                                                  1884 Villars-sur-Ollon
#> 4853                                                  1884 Villars-sur-Ollon
#> 4854                                                  1884 Villars-sur-Ollon
#> 4855                                                            1884 Arveyes
#> 4856                                                  1884 Villars-sur-Ollon
#> 4857                                                  1884 Villars-sur-Ollon
#> 4858                                                  1884 Villars-sur-Ollon
#> 4859                                                  1884 Villars-sur-Ollon
#> 4860                                                  1884 Villars-sur-Ollon
#> 4861                                                  1884 Villars-sur-Ollon
#> 4862                                                  1884 Villars-sur-Ollon
#> 4863                                                  1884 Villars-sur-Ollon
#> 4864                                                  1884 Villars-sur-Ollon
#> 4865                                                  1884 Villars-sur-Ollon
#> 4866                                                  1884 Villars-sur-Ollon
#> 4867                                                  1884 Villars-sur-Ollon
#> 4868                                                  1884 Villars-sur-Ollon
#> 4869                                                  1884 Villars-sur-Ollon
#> 4870                                                  1884 Villars-sur-Ollon
#> 4871                                                  1884 Villars-sur-Ollon
#> 4872                                                  1884 Villars-sur-Ollon
#> 4873                                                  1884 Villars-sur-Ollon
#> 4874                                                  1884 Villars-sur-Ollon
#> 4875                                                  1884 Villars-sur-Ollon
#> 4876                                                  1884 Villars-sur-Ollon
#> 4877                                                  1884 Villars-sur-Ollon
#> 4878                                                  1884 Villars-sur-Ollon
#> 4879                                                  1884 Villars-sur-Ollon
#> 4880   Chalet Susabel Chemin de la Grangette Villars, 1884 Villars-sur-Ollon
#> 4881                                                  1884 Villars-sur-Ollon
#> 4882                                                  1884 Villars-sur-Ollon
#> 4883                                                  1884 Villars-sur-Ollon
#> 4884                                                  1884 Villars-sur-Ollon
#> 4885                                                  1884 Villars-sur-Ollon
#> 4886                                                  1884 Villars-sur-Ollon
#> 4887                                                  1884 Villars-sur-Ollon
#> 4888                                                  1884 Villars-sur-Ollon
#> 4889                                                  1884 Villars-sur-Ollon
#> 4890                                                  1884 Villars-sur-Ollon
#> 4891                             A Villars-sur-Ollon, 1884 Villars-sur-Ollon
#> 4892                                                  1884 Villars-sur-Ollon
#> 4893                                       Avenue Centrale 191, 1884 Arveyes
#> 4894                                                  1884 Villars-sur-Ollon
#> 4895                                                  1884 Villars-sur-Ollon
#> 4896                                                  1884 Villars-sur-Ollon
#> 4897                                                  1884 Villars-sur-Ollon
#> 4898                                                  1884 Villars-sur-Ollon
#> 4899                                                            1884 Arveyes
#> 4900                                                  1884 Villars-sur-Ollon
#> 4901                                                  1884 Villars-sur-Ollon
#> 4902                                                  1884 Villars-sur-Ollon
#> 4903                                                  1884 Villars-sur-Ollon
#> 4904                                                  1884 Villars-sur-Ollon
#> 4905                                                  1884 Villars-sur-Ollon
#> 4906                                                  1884 Villars-sur-Ollon
#> 4907                                                  1884 Villars-sur-Ollon
#> 4908                                                  1884 Villars-sur-Ollon
#> 4909                                                  1884 Villars-sur-Ollon
#> 4910                                                  1884 Villars-sur-Ollon
#> 4911                                                  1884 Villars-sur-Ollon
#> 4912                                                  1884 Villars-sur-Ollon
#> 4913                                                  1884 Villars-sur-Ollon
#> 4914                                                  1884 Villars-sur-Ollon
#> 4915                                                  1884 Villars-sur-Ollon
#> 4916                                                  1884 Villars-sur-Ollon
#> 4917                                                  1884 Villars-sur-Ollon
#> 4918                                                          1885 Chesières
#> 4919                                                          1885 Chesières
#> 4920                                                          1885 Chesières
#> 4921                                                          1885 Chesières
#> 4922                                     Chemin du Carroz 32, 1885 Chesières
#> 4923                                                          1885 Chesières
#> 4924                                                          1885 Chesières
#> 4925                                                          1885 Chesières
#> 4926                                                          1885 Chesières
#> 4927                                               Chesières, 1885 Chesières
#> 4928                                                          1885 Chesières
#> 4929                                                          1885 Chesières
#> 4930                                                          1885 Chesières
#> 4931                                               Chesières, 1885 Chesières
#> 4932                                                          1885 Chesières
#> 4933                                                  1885 Villars-sur-Ollon
#> 4934                                                          1885 Chesières
#> 4935                                                          1885 Chesières
#> 4936                                                          1885 Chesières
#> 4937                                                          1885 Chesières
#> 4938                                                          1885 Chesières
#> 4939                                         Chemin aux Vaux, 1885 Chesières
#> 4940                                               Chesières, 1885 Chesières
#> 4941                                                          1885 Chesières
#> 4942                                                         1890 St-Maurice
#> 4943                                                         1890 St-Maurice
#> 4944                                                         1890 St-Maurice
#> 4945                                                         1890 St-Maurice
#> 4946                                                         1890 St-Maurice
#> 4947                                                         1890 St-Maurice
#> 4948                                                         1890 St-Maurice
#> 4949                                                           1891 Vérossaz
#> 4950                                                           1891 Vérossaz
#> 4951                                                           1891 Vérossaz
#> 4952                                                      1892 Lavey-Village
#> 4953                                                      1892 Lavey Village
#> 4954                                                      1892 Lavey-Village
#> 4955                               Muraz (Collombey), 1893 Muraz (Collombey)
#> 4956                                                  1893 Muraz (Collombey)
#> 4957                                                  1893 Muraz (Collombey)
#> 4958                                                  1893 Muraz (Collombey)
#> 4959                                                  1893 Muraz (Collombey)
#> 4960                                                  1893 Muraz (Collombey)
#> 4961                                                  1893 Muraz (Collombey)
#> 4962                                                            1895 Vionnaz
#> 4963                                                            1895 Vionnaz
#> 4964                                                            1895 Vionnaz
#> 4965                                                            1895 Vionnaz
#> 4966                                                            1895 Vionnaz
#> 4967                                       Chemin des Clous 29, 1895 Vionnaz
#> 4968                                                            1895 Vionnaz
#> 4969                                                             1896 Vouvry
#> 4970                                     Rue du Bourg-Dernier 9, 1896 Vouvry
#> 4971                                     Rue du Bourg-Dernier 9, 1896 Vouvry
#> 4972                                                             1896 Vouvry
#> 4973                                                             1896 Vouvry
#> 4974                                                             1896 Vouvry
#> 4975                                                             1896 Vouvry
#> 4976                                                     Vouvry, 1896 Vouvry
#> 4977                                                             1896 Vouvry
#> 4978                                     Rue du Bourg-Dernier 9, 1896 Vouvry
#> 4979                                        Rue de l'Hôpital 11, 1896 Vouvry
#> 4980                                                     Vouvry, 1896 Vouvry
#> 4981                                                             1896 Vouvry
#> 4982                                     Rue du Bourg-Dernier 9, 1896 Vouvry
#> 4983                                                               1896 Miex
#> 4984                                                             1896 Vouvry
#> 4985                                     Rue du Bourg-Dernier 9, 1896 Vouvry
#> 4986                                     Rue du Bourg-Dernier 9, 1896 Vouvry
#> 4987                                                             1896 Vouvry
#> 4988                                                             1896 Vouvry
#> 4989                                     Rue du Bourg-Dernier 9, 1896 Vouvry
#> 4990                                     Rue du Bourg-Dernier 9, 1896 Vouvry
#> 4991                                  Chemin du Pré-St-Denis 34, 1896 Vouvry
#> 4992                                                               1896 Miex
#> 4993                                                             1896 Vouvry
#> 4994                                                               1896 Miex
#> 4995                                                             1896 Vouvry
#> 4996                                                             1896 Vouvry
#> 4997                                                             1896 Vouvry
#> 4998                                                             1896 Vouvry
#> 4999                                                           1897 Bouveret
#> 5000                                                        1897 Port-Valais
#> 5001                                                           1897 Bouveret
#> 5002                                        Route du Stand 36, 1897 Bouveret
#> 5003                                                           1897 Bouveret
#> 5004                                                           1897 Bouveret
#> 5005                                                           1897 Bouveret
#> 5006                                                           1897 Bouveret
#> 5007                                                      1897 Les Evouettes
#> 5008                                                 Bouveret, 1897 Bouveret
#> 5009                                                           1897 Bouveret
#> 5010                                                 Bouveret, 1897 Bouveret
#> 5011                                                           1897 Bouveret
#> 5012                                                        1897 Port-Valais
#> 5013                                Route de Severeux 10, 1897 Les Evouettes
#> 5014                                                      1897 Les Evouettes
#> 5015                                                      1897 Les Evouettes
#> 5016                           Les Vieilles Chenevières 78, 1897 Port-Valais
#> 5017                                                           1897 Bouveret
#> 5018                                                      1897 Les Evouettes
#> 5019                                                      1897 Les Evouettes
#> 5020                                                      1897 Les Evouettes
#> 5021                                     Chaussée du Canal 59, 1897 Bouveret
#> 5022                                                           1897 Bouveret
#> 5023                                                           1897 Bouveret
#> 5024                                                        1898 St-Gingolph
#> 5025                                                        1898 St-Gingolph
#> 5026                                         Le Grand Clos, 1898 St-Gingolph
#> 5027                                                        1898 St-Gingolph
#> 5028                                                        1898 St-Gingolph
#> 5029                                                     1898 Saint-Gingolph
#> 5030                                         Le Grand Clos, 1898 St-Gingolph
#> 5031                                         Le Grand Clos, 1898 St-Gingolph
#> 5032                                                     1898 Saint-Gingolph
#> 5033                                                        1898 St-Gingolph
#> 5034                                 Route Cantonale 57, 1898 Saint-Gingolph
#> 5035                                                     1898 Saint-Gingolph
#> 5036                                                        1898 St-Gingolph
#> 5037                                    Le Grand Chemin 13, 1898 St-Gingolph
#> 5038                                                        1898 St-Gingolph
#> 5039                                                        1898 St-Gingolph
#> 5040                                                        1898 St-Gingolph
#> 5041                                                     1898 Saint-Gingolph
#> 5042                                                             1899 Torgon
#> 5043                                            Rue du Bourg 79, 1899 Torgon
#> 5044                                                             1899 Torgon
#> 5045                                                             1899 Torgon
#> 5046                                                            1899 Vionnaz
#> 5047                                                             1899 Torgon
#> 5048                                                             1899 Torgon
#> 5049                                                             1899 Torgon
#> 5050                                                             1899 Torgon
#> 5051                                                             1899 Torgon
#> 5052                                      Ch. de la Cheurgne 31, 1899 Torgon
#> 5053                                                             1899 Torgon
#> 5054                                                             1899 Torgon
#> 5055                                                             1899 Torgon
#> 5056                                                             1899 Torgon
#> 5057                                                             1899 Torgon
#> 5058                                                             1899 Torgon
#> 5059                                                             1899 Torgon
#> 5060                                                             1899 TORGON
#> 5061                                                     Torgon, 1899 Torgon
#> 5062                                                             1899 Torgon
#> 5063                                                            1899 Vionnaz
#> 5064                                                             1899 Torgon
#> 5065                                                             1899 Torgon
#> 5066                                                             1899 Torgon
#> 5067                                                             1899 Torgon
#> 5068                                                             1899 Torgon
#> 5069                                                             1899 Torgon
#> 5070                                                             1899 Torgon
#> 5071                                                             1899 Torgon
#> 5072                                                             1899 Torgon
#> 5073                                                     Torgon, 1899 Torgon
#> 5074                                                           1902 Evionnaz
#> 5075                                                           1902 Evionnaz
#> 5076                                                           1902 Evionnaz
#> 5077                              Ancienne Route Cantonale 28, 1902 Evionnaz
#> 5078                                                           1902 Evionnaz
#> 5079                                                           1902 Evionnaz
#> 5080                                                           1902 Evionnaz
#> 5081                                                          1903 Collonges
#> 5082                                                          1903 Collonges
#> 5083                                                          1903 Collonges
#> 5084                                                          1903 Collonges
#> 5085                                                          1903 Collonges
#> 5086                                                          1903 Collonges
#> 5087                                                          1903 Collonges
#> 5088                                                          1903 COLLONGES
#> 5089                                         Rue Le Praz 38a, 1903 Collonges
#> 5090                                                           1904 Vernayaz
#> 5091                                                           1904 Vernayaz
#> 5092                                                           1904 Vernayaz
#> 5093                                                           1904 Vernayaz
#> 5094                                                           1904 Vernayaz
#> 5095                           Chemin de la Tsarrère Topaz 11, 1904 Vernayaz
#> 5096                                                           1904 Vernayaz
#> 5097                                                           1904 Vernayaz
#> 5098                                                           1904 Vernayaz
#> 5099                                                           1904 Vernayaz
#> 5100                                                           1904 Vernayaz
#> 5101                                                           1904 Vernayaz
#> 5102                                                           1904 Vernayaz
#> 5103                                                           1904 Vernayaz
#> 5104                                                           1904 Vernayaz
#> 5105                                                           1904 Vernayaz
#> 5106                                                            1905 Dorénaz
#> 5107                                                            1905 Dorénaz
#> 5108                                                            1905 Dorénaz
#> 5109                                                            1905 Dorénaz
#> 5110                                                            1905 Dorénaz
#> 5111                                                            1905 Dorénaz
#> 5112                                                            1905 Dorénaz
#> 5113                                                            1905 Dorénaz
#> 5114                                            Route du Zenan, 1905 Dorénaz
#> 5115                                                            1905 Dorénaz
#> 5116                                                            1905 Dorénaz
#> 5117                                                            1905 Dorénaz
#> 5118                                                            1905 Dorénaz
#> 5119                                            Route du Zenan, 1905 Dorénaz
#> 5120                                                            1905 Dorénaz
#> 5121                                            Rue du Canal 1, 1905 Dorénaz
#> 5122                                                            1905 Dorénaz
#> 5123                                                            1905 Dorénaz
#> 5124                                                            1905 Dorénaz
#> 5125                                                            1905 Dorénaz
#> 5126                                                            1905 Dorénaz
#> 5127                                                            1905 Dorénaz
#> 5128                                                            1905 Dorénaz
#> 5129                                            Route du Zenan, 1905 Dorénaz
#> 5130                                                   Dorénaz, 1905 Dorénaz
#> 5131                                                            1906 Charrat
#> 5132                                                            1906 Charrat
#> 5133                                       Rue des Grands-Praz, 1906 Charrat
#> 5134                                       Rue des Grands-Praz, 1906 Charrat
#> 5135                                                            1906 Charrat
#> 5136                                                            1906 Charrat
#> 5137                                       Rue des Grands-Praz, 1906 Charrat
#> 5138                                                            1906 Charrat
#> 5139                                       Rue des Grands-Praz, 1906 Charrat
#> 5140                                                            1906 Charrat
#> 5141                                                   Charrat, 1906 Charrat
#> 5142                                                            1906 Charrat
#> 5143                                     Route des Pras-Longs 24, 1907 Saxon
#> 5144                                                              1907 Saxon
#> 5145                                                              1907 Saxon
#> 5146                                     Route des Pras-Longs 24, 1907 Saxon
#> 5147                                         Chemin de la Pierre, 1907 Saxon
#> 5148                                                              1907 Saxon
#> 5149                                                              1907 Saxon
#> 5150                                          Nouvelle Avenue 22, 1907 Saxon
#> 5151                                          Route de Sapinhaut, 1907 Saxon
#> 5152                                               Rue du Pont 6, 1907 Saxon
#> 5153                                         Chemin de la Pierre, 1907 Saxon
#> 5154                                                              1907 Saxon
#> 5155                                                              1907 Saxon
#> 5156                                                              1907 Saxon
#> 5157                                                              1907 Saxon
#> 5158                                                              1907 Saxon
#> 5159                                                              1907 Saxon
#> 5160                                                              1907 Saxon
#> 5161                                                       Saxon, 1907 Saxon
#> 5162                                                              1907 Saxon
#> 5163                                        Chemin de la Laire 9, 1907 Saxon
#> 5164                                                              1907 Saxon
#> 5165                                         Chemin de la Pierre, 1907 Saxon
#> 5166                                            Chemin du Toulin, 1907 Saxon
#> 5167                                     Route des Pras-Longs 24, 1907 Saxon
#> 5168                                                              1907 Saxon
#> 5169                                                              1907 Saxon
#> 5170                                                              1907 Saxon
#> 5171                                      Rue du Grand-Chavalard, 1907 Saxon
#> 5172                                   Route des près des champs, 1907 Saxon
#> 5173                                     Route des Pras-Longs 24, 1907 Saxon
#> 5174                                                              1907 Saxon
#> 5175                                   Rue de la Printanière 14a, 1907 Saxon
#> 5176                                                              1907 Saxon
#> 5177                                                              1907 Saxon
#> 5178                                     Route des Pras-Longs 24, 1907 Saxon
#> 5179                                         Chemin de la Pierre, 1907 Saxon
#> 5180                                                              1907 Saxon
#> 5181                                                              1907 Saxon
#> 5182                                                              1907 Saxon
#> 5183                                                              1907 Saxon
#> 5184                                                              1907 Saxon
#> 5185                                                              1907 Saxon
#> 5186                                         Chemin de la Pierre, 1907 Saxon
#> 5187                                                              1907 Saxon
#> 5188                                                              1907 Saxon
#> 5189                                                              1907 Saxon
#> 5190                                                       Saxon, 1907 Saxon
#> 5191                                     Route des Pras-Longs 24, 1907 Saxon
#> 5192                                                              1907 Saxon
#> 5193                                                              1907 Saxon
#> 5194                                      Rue du Grand-Chavalard, 1907 Saxon
#> 5195                                                       Saxon, 1907 Saxon
#> 5196                                         Rue de Gottefrey 24, 1907 Saxon
#> 5197                                                              1907 Saxon
#> 5198                                                              1907 Saxon
#> 5199                                     Route des Pras-Longs 24, 1907 Saxon
#> 5200                                         Chemin de la Pierre, 1907 Saxon
#> 5201                                     Route des Pras-Longs 24, 1907 Saxon
#> 5202                                                              1907 Saxon
#> 5203                                                              1907 Saxon
#> 5204                                     Route des Pras-Longs 24, 1907 Saxon
#> 5205                                                              1907 Saxon
#> 5206                                                              1907 Saxon
#> 5207                                         Route de Tovassière, 1907 Saxon
#> 5208                                       Chemin des Condémines, 1907 Saxon
#> 5209                                                              1907 Saxon
#> 5210                                     Route des Pras-Longs 24, 1907 Saxon
#> 5211                                         Chemin de la Pierre, 1907 Saxon
#> 5212                                                              1907 Saxon
#> 5213                                Chemin de la Printanière 14a, 1907 Saxon
#> 5214                                                              1907 Saxon
#> 5215                                   Route des près des champs, 1907 Saxon
#> 5216                                                              1907 Saxon
#> 5217                                  Chemin de la Printanière 7, 1907 Saxon
#> 5218                                   Rue de la Printanière 14a, 1907 Saxon
#> 5219                                                              1907 Saxon
#> 5220                                     Route des Pras-Longs 24, 1907 Saxon
#> 5221                                       Chemin des Condémines, 1907 Saxon
#> 5222                                                       Saxon, 1907 Saxon
#> 5223                                                              1907 Saxon
#> 5224                                        Chemin de la Laire 1, 1907 Saxon
#> 5225                                                       Saxon, 1907 Saxon
#> 5226                                     Route des Pras-Longs 24, 1907 Saxon
#> 5227                                                              1907 Saxon
#> 5228                                                              1907 Saxon
#> 5229                                                              1907 Saxon
#> 5230                                Chemin de la Printanière 14a, 1907 Saxon
#> 5231                                                              1907 Saxon
#> 5232                                                              1907 Saxon
#> 5233                                                              1907 Saxon
#> 5234                                                              1907 Saxon
#> 5235                                                              1907 Saxon
#> 5236                                                              1907 Saxon
#> 5237                                                              1907 Saxon
#> 5238                                                              1907 Saxon
#> 5239                                                              1907 Saxon
#> 5240                                                       Saxon, 1907 Saxon
#> 5241                                     Route des Pras-Longs 24, 1907 Saxon
#> 5242                                                              1907 Saxon
#> 5243                                     Route des Pras-Longs 24, 1907 Saxon
#> 5244                                                              1907 Saxon
#> 5245                                                              1907 Saxon
#> 5246                                              Rue du Pont 1B, 1907 Saxon
#> 5247                                                              1907 Saxon
#> 5248                                                       Saxon, 1907 Saxon
#> 5249                                               Tovassière 23, 1907 Saxon
#> 5250                                                              1907 Saxon
#> 5251                                                              1907 Saxon
#> 5252                                                              1907 Saxon
#> 5253                                                              1907 Saxon
#> 5254                                                              1907 Saxon
#> 5255                                                              1907 Saxon
#> 5256                                                              1907 Saxon
#> 5257                                                              1907 Saxon
#> 5258                                                              1907 Saxon
#> 5259                                                              1907 Saxon
#> 5260                                                              1907 Saxon
#> 5261                                                              1907 Saxon
#> 5262                                                       Saxon, 1907 Saxon
#> 5263                                   Route des près des champs, 1907 Saxon
#> 5264                                                              1907 Saxon
#> 5265                                     Route des Pras-Longs 24, 1907 Saxon
#> 5266                                                              1907 Saxon
#> 5267                                                              1907 Saxon
#> 5268                                                              1907 Saxon
#> 5269                                                              1907 Saxon
#> 5270                                                              1907 Saxon
#> 5271                                                              1907 Saxon
#> 5272                                                              1907 Saxon
#> 5273                                         Chemin de la Pierre, 1907 Saxon
#> 5274                                                             1908 Riddes
#> 5275                                                             1908 Riddes
#> 5276                                                             1908 Riddes
#> 5277                                                             1908 Riddes
#> 5278                                                             1908 Riddes
#> 5279                                           Rue de la Cour 9, 1908 Riddes
#> 5280                                                             1908 Riddes
#> 5281                                           Rue de la Cour 9, 1908 Riddes
#> 5282                                                             1908 Riddes
#> 5283                                                             1908 Riddes
#> 5284                                                             1908 Riddes
#> 5285                                                             1908 Riddes
#> 5286                                                             1908 Riddes
#> 5287                                                             1908 Riddes
#> 5288                                                             1908 Riddes
#> 5289                                                             1908 Riddes
#> 5290                                                             1908 Riddes
#> 5291                                                             1908 Riddes
#> 5292                                                             1908 Riddes
#> 5293                                                             1908 Riddes
#> 5294                                                             1908 Riddes
#> 5295                                                             1908 Riddes
#> 5296                                      Route des Bains 178, 1911 Ovronnaz
#> 5297                                                           1911 Ovronnaz
#> 5298                                                           1911 Ovronnaz
#> 5299                                                           1911 Ovronnaz
#> 5300                                       Route des Bains 148, 1911 Leytron
#> 5301                                                           1911 Ovronnaz
#> 5302                                                           1911 Ovronnaz
#> 5303                                                           1911 Ovronnaz
#> 5304                                                           1911 Ovronnaz
#> 5305                                                           1911 Ovronnaz
#> 5306                                 Chemin du Mayen Blanc 32, 1911 Ovronnaz
#> 5307                                                           1911 Ovronnaz
#> 5308                                                           1911 Ovronnaz
#> 5309                                                           1911 Ovronnaz
#> 5310                                                           1911 Ovronnaz
#> 5311                                                           1911 Ovronnaz
#> 5312                                                           1911 Ovronnaz
#> 5313                                                           1911 Ovronnaz
#> 5314                                                           1911 Ovronnaz
#> 5315                                                           1911 Ovronnaz
#> 5316                                 Chemin du Mayen Blanc 32, 1911 Ovronnaz
#> 5317                                                           1911 Ovronnaz
#> 5318                                       Route des Bains 25, 1911 Ovronnaz
#> 5319                                                           1911 Ovronnaz
#> 5320                                                           1911 Ovronnaz
#> 5321                                       Route des Bains 148, 1911 Leytron
#> 5322                                                           1911 Ovronnaz
#> 5323                                                 1911 Mayens-de-Chamoson
#> 5324                                                           1911 Ovronnaz
#> 5325                                                           1911 Ovronnaz
#> 5326                                                           1911 Ovronnaz
#> 5327                              Chemin de Pont de Pierre 63, 1911 Ovronnaz
#> 5328                                       Morthey d'amont 32, 1911 Ovronnaz
#> 5329                                                           1911 Ovronnaz
#> 5330                                                           1911 Ovronnaz
#> 5331                                                           1911 Ovronnaz
#> 5332                                                           1911 Ovronnaz
#> 5333                                      Route des Bains 135, 1911 Ovronnaz
#> 5334                                                           1911 Ovronnaz
#> 5335                                                  Morthey, 1911 Ovronnaz
#> 5336                                                           1911 Ovronnaz
#> 5337                              Chemin de Pont de Pierre 63, 1911 Ovronnaz
#> 5338                                                           1911 Ovronnaz
#> 5339                                                           1911 Ovronnaz
#> 5340                                                           1911 Ovronnaz
#> 5341                                                           1911 Ovronnaz
#> 5342                                 Chemin du Mayen Blanc 32, 1911 Ovronnaz
#> 5343                                                           1911 Ovronnaz
#> 5344                                                           1911 Ovronnaz
#> 5345                                                           1911 Ovronnaz
#> 5346                                                           1911 Ovronnaz
#> 5347                                                           1911 Ovronnaz
#> 5348                                                           1911 Ovronnaz
#> 5349                                 Chemin de Pont de Pierre, 1911 Ovronnaz
#> 5350                                                           1911 Ovronnaz
#> 5351                                                           1911 Ovronnaz
#> 5352                                                           1911 Ovronnaz
#> 5353                                                           1911 Ovronnaz
#> 5354                                                            1912 Leytron
#> 5355                                                            1912 Leytron
#> 5356                                     Route de Praz de Feur, 1912 Leytron
#> 5357                                                            1912 Leytron
#> 5358                                       Rue de la Vidondé 4, 1912 Leytron
#> 5359                                                    1912 Dugny (Leytron)
#> 5360                                                            1912 Leytron
#> 5361                                                            1912 Leytron
#> 5362                                                            1912 Leytron
#> 5363                                                            1912 Leytron
#> 5364                                                            1912 Leytron
#> 5365                                                            1912 Leytron
#> 5366                                          Dugny 38, 1912 Dugny (Leytron)
#> 5367                                           Rue de la Sauge, 1912 Leytron
#> 5368                                                   Leytron, 1912 Leytron
#> 5369                                                            1912 Leytron
#> 5370                                                            1912 Leytron
#> 5371                                                            1912 Leytron
#> 5372                                        Rte de Romaine 123, 1912 Leytron
#> 5373                                           Rue de la Sauge, 1912 Leytron
#> 5374                                                            1912 Leytron
#> 5375                                                            1912 Leytron
#> 5376                            Avenue des Comtes de Savoie 46, 1913 Saillon
#> 5377                                                            1913 Saillon
#> 5378                                                            1913 Saillon
#> 5379                                                            1913 Saillon
#> 5380                                    Chemin des Amandiers 1, 1913 Saillon
#> 5381                                                            1913 Saillon
#> 5382                                                            1913 Saillon
#> 5383                                                            1913 Saillon
#> 5384                                                            1913 Saillon
#> 5385                                                            1913 Saillon
#> 5386                                                            1913 Saillon
#> 5387                                                            1913 Saillon
#> 5388                                 Route du Centre Thermal 4, 1913 Saillon
#> 5389                                                            1913 Saillon
#> 5390                                                            1913 Saillon
#> 5391                                        Route de Lydésoz 3, 1913 Saillon
#> 5392                                            Rte des Sautes, 1913 Saillon
#> 5393                                                            1913 Saillon
#> 5394                                                            1913 Saillon
#> 5395                                                            1913 Saillon
#> 5396                                                            1913 Saillon
#> 5397                                                            1913 Saillon
#> 5398                                 Route du Centre Thermal 4, 1913 Saillon
#> 5399                                                            1913 Saillon
#> 5400                                                            1913 Saillon
#> 5401                                                            1913 Saillon
#> 5402                                                            1913 Saillon
#> 5403                                                            1913 Saillon
#> 5404                                                            1913 Saillon
#> 5405                                                            1913 Saillon
#> 5406                                          Route de Lydesoz, 1913 Saillon
#> 5407                                                            1913 Saillon
#> 5408                                                            1913 Saillon
#> 5409                                                            1913 Saillon
#> 5410                                                            1913 Saillon
#> 5411                                 Route du Centre Thermal 8, 1913 Saillon
#> 5412                                                            1913 Saillon
#> 5413                                                          1914 Isérables
#> 5414                                                  1914 Auddes-sur-Riddes
#> 5415                                                          1914 Isérables
#> 5416                                                         1918 La Tzoumaz
#> 5417                                                         1918 La Tzoumaz
#> 5418                                                         1918 La Tzoumaz
#> 5419                                             Rue des Portes, 1918 Riddes
#> 5420                                             La Tzoumaz, 1918 La Tzoumaz
#> 5421                                       Route des Portes, 1918 La Tzoumaz
#> 5422                                                         1918 La Tzoumaz
#> 5423                                                         1918 La Tzoumaz
#> 5424                                                         1918 La Tzoumaz
#> 5425                                                         1918 La Tzoumaz
#> 5426                                                         1918 La Tzoumaz
#> 5427                                    Impasse des Crus 12, 1918 La Tzoumaz
#> 5428                                                         1918 La Tzoumaz
#> 5429                                                         1918 La Tzoumaz
#> 5430                                                         1918 La Tzoumaz
#> 5431                                                         1918 La Tzoumaz
#> 5432                                                           1920 Martigny
#> 5433                                                           1920 Martigny
#> 5434                                                           1920 Martigny
#> 5435                                     Chemin des Barrières, 1920 Martigny
#> 5436                                                           1920 Martigny
#> 5437                                                           1920 Martigny
#> 5438                                                           1920 Martigny
#> 5439                                                              1920 Fully
#> 5440                                                           1920 Martigny
#> 5441                                                           1920 Martigny
#> 5442                                         Rue du Collège 3, 1920 Martigny
#> 5443                                                           1920 Martigny
#> 5444                                            Marc-Morand 7, 1920 Martigny
#> 5445                                        Rue du Simplon 46, 1920 Martigny
#> 5446                                                           1920 Martigny
#> 5447                                                           1920 Martigny
#> 5448                                                           1920 Martigny
#> 5449                                       Rue des Farquets 4, 1920 Martigny
#> 5450                                          Rue des Alpes 9, 1920 Martigny
#> 5451                                                           1920 Martigny
#> 5452                                                           1920 Martigny
#> 5453                                                           1920 Martigny
#> 5454                                                           1920 Martigny
#> 5455                                                           1920 Martigny
#> 5456                                                           1920 Martigny
#> 5457                                                 Martigny, 1920 Martigny
#> 5458                                                           1920 Martigny
#> 5459                                                           1920 Martigny
#> 5460                                                           1920 Martigny
#> 5461                                                           1920 Martigny
#> 5462                                                           1920 Martigny
#> 5463                                                           1920 Martigny
#> 5464                                                           1920 Martigny
#> 5465                                                           1920 Martigny
#> 5466                                                           1920 Martigny
#> 5467                                                           1920 Martigny
#> 5468                                        Rue Prés-Aubert 8, 1920 Martigny
#> 5469                                         Rue de la Délèze, 1920 Martigny
#> 5470                                                 Martigny, 1920 Martigny
#> 5471                                                           1920 Martigny
#> 5472                                                           1920 Martigny
#> 5473                                                           1920 Martigny
#> 5474                                                           1920 Martigny
#> 5475                                                           1920 Martigny
#> 5476                                                           1920 Martigny
#> 5477                                                           1920 Martigny
#> 5478                                   Rue des Champs-Neufs 9, 1920 Martigny
#> 5479                                                           1920 Martigny
#> 5480                                                           1920 Martigny
#> 5481                                                           1920 Martigny
#> 5482                                                           1920 Martigny
#> 5483                                          Rue des Alpes 9, 1920 Martigny
#> 5484                                                           1920 Martigny
#> 5485                                                           1920 Martigny
#> 5486                                        Rue Prés-Aubert 8, 1920 Martigny
#> 5487                                                           1920 Martigny
#> 5488                                                           1920 Martigny
#> 5489                                                           1920 Martigny
#> 5490                                                           1920 Martigny
#> 5491                                                           1920 Martigny
#> 5492                                  Chemin des Barrières 49, 1920 Martigny
#> 5493                                                           1920 Martigny
#> 5494                                        Rue Prés-Aubert 8, 1920 Martigny
#> 5495                                                           1920 Martigny
#> 5496                                                           1920 Martigny
#> 5497                                                           1920 Martigny
#> 5498                                  Chemin de la Praille 17, 1920 Martigny
#> 5499                                                           1920 Martigny
#> 5500                                     Chemin des Barrières, 1920 Martigny
#> 5501                                      Chemin du Milieu 17, 1920 Martigny
#> 5502                                                           1920 Martigny
#> 5503                                                           1920 Martigny
#> 5504                                                           1920 Martigny
#> 5505                                                           1920 Martigny
#> 5506                                                           1920 Martigny
#> 5507                            route du sommet des vignes 17, 1920 Martigny
#> 5508                                                           1920 Martigny
#> 5509                                                           1920 Martigny
#> 5510                                       Rue Saint-Théodule, 1920 Martigny
#> 5511                                                           1920 Martigny
#> 5512                                                           1920 Martigny
#> 5513                                                           1920 Martigny
#> 5514                                                           1920 Martigny
#> 5515                                        Rue Prés-Aubert 8, 1920 Martigny
#> 5516                            Avenue du Grand-St-Bernard 11, 1920 Martigny
#> 5517                                         chemin de Milieu, 1920 Martigny
#> 5518                                                           1920 Martigny
#> 5519                                                           1920 Martigny
#> 5520                                                           1920 Martigny
#> 5521                                                           1920 Martigny
#> 5522                                                           1920 Martigny
#> 5523                                                           1920 Martigny
#> 5524                                                           1920 Martigny
#> 5525                                                           1920 Martigny
#> 5526                                                           1920 Martigny
#> 5527                                                           1920 Martigny
#> 5528                                                           1920 Martigny
#> 5529                                       Rue Saint-Théodule, 1920 Martigny
#> 5530                                          Rue du Bourg 79, 1920 Martigny
#> 5531                                                           1920 Martigny
#> 5532                                                           1920 Martigny
#> 5533                                                           1920 Martigny
#> 5534                    Avenue du Grand-Saint-Bernard 1, 1921 Martigny-Croix
#> 5535                                                     1921 Martigny-Croix
#> 5536                    Avenue du Grand-Saint-Bernard 1, 1921 Martigny-Croix
#> 5537                                                     1921 Martigny-Croix
#> 5538                                                     1921 Martigny-Croix
#> 5539                    Avenue du Grand-Saint-Bernard 1, 1921 Martigny-Croix
#> 5540                                                     1921 Martigny-Croix
#> 5541                                                     1921 Martigny-Croix
#> 5542                                     Martigny-Croix, 1921 Martigny-Croix
#> 5543                                                             1922 Salvan
#> 5544                                                             1922 Salvan
#> 5545                                                             1922 Salvan
#> 5546                                                             1922 Salvan
#> 5547                                        Chemin de Ladray 40, 1922 Salvan
#> 5548                                                             1922 Salvan
#> 5549                                                     1923 Les Marécottes
#> 5550                                                     1923 Les Marécottes
#> 5551                                                     1923 Les Marécottes
#> 5552                                                     1923 Les Marécottes
#> 5553                                                            1925 Finhaut
#> 5554                                                            1925 Finhaut
#> 5555                                                              1926 Fully
#> 5556                                                              1926 Fully
#> 5557                                                              1926 Fully
#> 5558                                                              1926 Fully
#> 5559                                                              1926 Fully
#> 5560                                                              1926 Fully
#> 5561                                           Route du Carre 24, 1926 Fully
#> 5562                                                              1926 Fully
#> 5563                                                              1926 Fully
#> 5564                                                              1926 Fully
#> 5565                                                              1926 Fully
#> 5566                                                              1926 Fully
#> 5567                                                              1926 Fully
#> 5568                                                              1926 Fully
#> 5569                                                              1926 Fully
#> 5570                                                              1926 Fully
#> 5571                                                              1926 Fully
#> 5572                                             Rue de l'Eglise, 1926 Fully
#> 5573                                                              1926 Fully
#> 5574                                             Rue de l'Eglise, 1926 Fully
#> 5575                                                              1926 Fully
#> 5576                                                              1926 Fully
#> 5577                                        Chemin Marais Roulet, 1926 Fully
#> 5578                                                              1926 Fully
#> 5579                                                              1926 Fully
#> 5580                                                              1926 Fully
#> 5581                                                              1926 Fully
#> 5582                                     Chemin Marais Roulet 19, 1926 Fully
#> 5583                                                       Fully, 1926 Fully
#> 5584                                        Chemin Marais Roulet, 1926 Fully
#> 5585                                                              1926 Fully
#> 5586                                           Chemin des Ruches, 1926 Fully
#> 5587                                                              1926 Fully
#> 5588                                                              1926 Fully
#> 5589                                                              1926 Fully
#> 5590                                                              1926 Fully
#> 5591                                                              1926 Fully
#> 5592                                      Route de le gare, 43 A, 1926 Fully
#> 5593                                                              1926 Fully
#> 5594                                                              1926 Fully
#> 5595                                                              1926 Fully
#> 5596                                           Chemin des Ruches, 1926 Fully
#> 5597                                                              1926 Fully
#> 5598                                                              1926 Fully
#> 5599                                                              1926 Fully
#> 5600                                                              1926 Fully
#> 5601                                      Route de le gare, 43 A, 1926 Fully
#> 5602                                                              1926 Fully
#> 5603                                                              1926 Fully
#> 5604                                                              1926 Fully
#> 5605                                                              1926 Fully
#> 5606                                                              1926 Fully
#> 5607                                                              1926 Fully
#> 5608                                        Chemin des Cèdres 31, 1926 Fully
#> 5609                                                              1926 Fully
#> 5610                                                              1926 Fully
#> 5611                                                              1926 Fully
#> 5612                                             Rue de l'Eglise, 1926 Fully
#> 5613                                        Route de Saillon 102, 1926 Fully
#> 5614                                           Rue de l'Eglise 3, 1926 Fully
#> 5615                                                              1926 Fully
#> 5616                                     Chemin Marais Roulet 19, 1926 Fully
#> 5617                                                              1926 Fully
#> 5618                                                              1926 Fully
#> 5619                                                              1926 Fully
#> 5620                                                              1926 Fully
#> 5621                                                              1926 Fully
#> 5622                                                              1926 Fully
#> 5623                                                              1926 Fully
#> 5624                                                              1926 Fully
#> 5625                                                              1926 Fully
#> 5626                                                              1926 Fully
#> 5627                                                              1926 Fully
#> 5628                                                              1926 Fully
#> 5629                                                              1926 Fully
#> 5630                                                              1926 Fully
#> 5631                                                              1926 Fully
#> 5632                                                              1926 Fully
#> 5633                                                              1926 Fully
#> 5634                                                              1926 Fully
#> 5635                                                             1927 Chemin
#> 5636                                                            1928 Ravoire
#> 5637                                         Route de l'Eglise, 1928 Ravoire
#> 5638                                                            1928 Ravoire
#> 5639                                                            1928 Ravoire
#> 5640                                                            1928 Ravoire
#> 5641                                                        1933 Sembrancher
#> 5642                                                        1933 Sembrancher
#> 5643                                                        1933 Sembrancher
#> 5644                                                        1933 Sembrancher
#> 5645                                                 1933 Vens (Sembrancher)
#> 5646                                                 1933 Vens (Sembrancher)
#> 5647                                                 1933 Vens (Sembrancher)
#> 5648                                                       1934 Le Châble VS
#> 5649                                                       1934 Le Châble VS
#> 5650                                                       1934 Le Châble VS
#> 5651                                                             1934 Bruson
#> 5652                                                       1934 Le Châble VS
#> 5653                                                       1934 Le Châble VS
#> 5654                                                       1934 Le Châble VS
#> 5655                                                       1934 Le Châble VS
#> 5656                                                       1934 Le Châble VS
#> 5657                                                       1934 Le Châble VS
#> 5658                                                       1934 Le Châble VS
#> 5659                                                       1934 Le Châble VS
#> 5660                                                       1934 Le Châble VS
#> 5661                                                       1934 Le Châble VS
#> 5662                                                       1934 Le Châble VS
#> 5663                                                       1934 Le Châble VS
#> 5664                                                             1934 Bruson
#> 5665                                                       1934 Le Châble VS
#> 5666                                                       1934 Le Châble VS
#> 5667                                                       1934 Le Châble VS
#> 5668                                                             1934 Bruson
#> 5669                                           Ch. de Montaney, 1936 Verbier
#> 5670                                          Varbye Résidence, 1936 Verbier
#> 5671                                         chemin des Vernes, 1936 Verbier
#> 5672                                            Ch. des Vernes, 1936 Verbier
#> 5673                                                 A Verbier, 1936 Verbier
#> 5674                                                            1936 Verbier
#> 5675                                                 A Verbier, 1936 Verbier
#> 5676                                      Chemin des Vernes 45, 1936 Verbier
#> 5677                                                            1936 Verbier
#> 5678                                 Route du Centre Sportif 3, 1936 Verbier
#> 5679                                                            1936 Verbier
#> 5680                                                            1936 Verbier
#> 5681                                                 A Verbier, 1936 Verbier
#> 5682                                                            1936 Verbier
#> 5683                                                            1936 Verbier
#> 5684                                                            1936 Verbier
#> 5685                                    Chemin de Nifortsié 55, 1936 Verbier
#> 5686                                                            1936 Verbier
#> 5687                                                            1936 Verbier
#> 5688                                                            1936 Verbier
#> 5689                                                            1936 Verbier
#> 5690                                  Chemin de la Bergerie 38, 1936 Verbier
#> 5691                                      Ch. de Pra Michaud 6, 1936 Verbier
#> 5692                                                            1936 Verbier
#> 5693                                                            1936 Verbier
#> 5694                                                            1936 Verbier
#> 5695                                                            1936 Verbier
#> 5696                                                            1936 Verbier
#> 5697                                                            1936 Verbier
#> 5698                                                           1937 Orsières
#> 5699                                                           1937 Orsières
#> 5700                                                           1937 Orsières
#> 5701                                                           1937 Orsières
#> 5702                                                           1937 Orsières
#> 5703                                    Route de la Vallée 52, 1937 Orsières
#> 5704                                                           1937 Orsières
#> 5705                                                           1937 Orsières
#> 5706                                                           1937 Orsières
#> 5707                                                           1937 Orsières
#> 5708                                                           1937 Orsières
#> 5709                                                           1937 Orsières
#> 5710                                                           1937 Orsières
#> 5711                                    Route de la Vallée 22, 1937 Orsières
#> 5712                                                           1937 Orsières
#> 5713                                                           1937 Orsières
#> 5714                                    Route de la Vallée 22, 1937 Orsières
#> 5715                                                           1937 Orsières
#> 5716                                                           1937 Orsières
#> 5717                                                           1937 Orsières
#> 5718                                       Route du Lac 24, 1938 Champex-Lac
#> 5719                                                        1938 Champex-Lac
#> 5720                                          Route du Lac 42, 1938 Orsières
#> 5721                                                        1938 Champex-Lac
#> 5722                                                        1938 Champex-Lac
#> 5723                                       Route du Lac 24, 1938 Champex-Lac
#> 5724                                                        1938 Champex-Lac
#> 5725                                                        1938 Champex-Lac
#> 5726                                                        1938 Champex-Lac
#> 5727                                          Route du Lac 42, 1938 Orsières
#> 5728                                                        1938 Champex-Lac
#> 5729                                                        1938 Champex-Lac
#> 5730                                                           1941 Vollèges
#> 5731                                                           1941 Vollèges
#> 5732                                                           1941 Vollèges
#> 5733                                                           1941 Vollèges
#> 5734                                                           1941 Vollèges
#> 5735                                                           1941 Vollèges
#> 5736                                      Route d' Etiez, 1941 Val de Bagnes
#> 5737                                                           1941 Vollèges
#> 5738                                                           1941 Vollèges
#> 5739                                               A Vollèges, 1941 Vollèges
#> 5740                                                           1941 Vollèges
#> 5741                                                   1941 Cries (Vollèges)
#> 5742                                                           1941 Vollèges
#> 5743                                                           1941 Vollèges
#> 5744                                                           1941 Vollèges
#> 5745                                                           1941 Vollèges
#> 5746                                                   1941 Cries (Vollèges)
#> 5747                                                           1941 Vollèges
#> 5748                                                           1941 Vollèges
#> 5749                                                           1941 Vollèges
#> 5750                                                           1941 Vollèges
#> 5751                                                           1941 Vollèges
#> 5752                                                           1941 Vollèges
#> 5753                                                           1941 Vollèges
#> 5754                                                             1942 Levron
#> 5755                                                             1942 Levron
#> 5756                                         Praz-de-Fort, 1943 Praz-de-Fort
#> 5757                                                        1944 La Fouly VS
#> 5758                                                             1945 Liddes
#> 5759                                    Route de Rives Hautes 3, 1945 Liddes
#> 5760                                                     Liddes, 1945 Liddes
#> 5761                                                             1945 Liddes
#> 5762                                                             1945 Liddes
#> 5763                                                             1945 Liddes
#> 5764                                                         1947 Versegères
#> 5765                                                         1947 Versegères
#> 5766                                              1947 Champsec (Versegères)
#> 5767                                                         1947 Versegères
#> 5768                                                         1947 Versegères
#> 5769                                                         1947 Versegères
#> 5770                                                         1947 Versegères
#> 5771                                             1947 Prarreyer (Versegères)
#> 5772                                                         1947 Versegères
#> 5773                                                         1947 Versegères
#> 5774                                                         1947 Versegères
#> 5775                                                         1947 Versegères
#> 5776                                                           1948 Sarreyer
#> 5777                                        Route de Mauvoisin, 1948 Fionnay
#> 5778                                                            1948 Fionnay
#> 5779                                                 Sarreyer, 1948 Sarreyer
#> 5780                                                               1950 Sion
#> 5781                                          Rue du Gravelone 97, 1950 Sion
#> 5782                                                               1950 Sion
#> 5783                                        Chemin de la Chapelle, 1950 Sion
#> 5784                                                               1950 Sion
#> 5785                                                               1950 Sion
#> 5786                                                               1950 Sion
#> 5787                                                               1950 Sion
#> 5788                                        Chemin de la Chapelle, 1950 Sion
#> 5789                                                               1950 Sion
#> 5790                                                               1950 Sion
#> 5791                                                               1950 Sion
#> 5792                                                               1950 Sion
#> 5793                                                               1950 Sion
#> 5794                                                               1950 Sion
#> 5795                                                               1950 Sion
#> 5796                                             Maurice Troillet, 1950 Sion
#> 5797                                                               1950 Sion
#> 5798                                                               1950 Sion
#> 5799                                                               1950 Sion
#> 5800                                                               1950 Sion
#> 5801                                                               1950 Sion
#> 5802                                                               1950 Sion
#> 5803                                                               1950 Sion
#> 5804                                                               1950 Sion
#> 5805                                                               1950 Sion
#> 5806                                                               1950 Sion
#> 5807                                                               1950 Sion
#> 5808                                             Chemin du Clos 5, 1950 Sion
#> 5809                                                               1950 Sion
#> 5810                                                               1950 Sion
#> 5811                                        Promenade du Canal 69, 1950 Sion
#> 5812                                                         Sion, 1950 Sion
#> 5813                                        Promenade du Canal 69, 1950 Sion
#> 5814                                                               1950 Sion
#> 5815                                                               1950 Sion
#> 5816                                                               1950 Sion
#> 5817                                                               1950 Sion
#> 5818                                          Chemin de Gravelone, 1950 Sion
#> 5819                                                               1950 Sion
#> 5820                                                               1950 Sion
#> 5821                                                               1950 Sion
#> 5822                                                               1950 Sion
#> 5823                                                               1950 Sion
#> 5824                                                               1950 Sion
#> 5825                                                               1950 Sion
#> 5826                                                               1950 Sion
#> 5827                                                               1950 Sion
#> 5828                                                               1950 Sion
#> 5829                                                               1950 Sion
#> 5830                                              Route d'Antzère, 1950 Sion
#> 5831                                         Rue de la Treille 13, 1950 Sion
#> 5832                                                               1950 Sion
#> 5833                                                               1950 Sion
#> 5834                                                               1950 Sion
#> 5835                                                               1950 Sion
#> 5836                                                               1950 Sion
#> 5837                                                               1950 Sion
#> 5838                                                               1950 Sion
#> 5839                                                               1950 Sion
#> 5840                                                               1950 Sion
#> 5841                                                               1950 Sion
#> 5842                                                               1950 Sion
#> 5843                                                               1950 Sion
#> 5844                                                               1950 Sion
#> 5845                                                               1950 Sion
#> 5846                                               Avenue Ritz 33, 1950 Sion
#> 5847                                                               1950 Sion
#> 5848                                                               1950 Sion
#> 5849                                                               1950 Sion
#> 5850                                                               1950 Sion
#> 5851                                                               1950 Sion
#> 5852                                                               1950 Sion
#> 5853                                           Rue de la Jonction, 1950 Sion
#> 5854                                                               1950 Sion
#> 5855                                                               1950 Sion
#> 5856                                                               1950 Sion
#> 5857                                                               1950 Sion
#> 5858                                                               1950 Sion
#> 5859                                          Chemin de Gravelone, 1950 Sion
#> 5860                                    Chemin du Carolet , Aproz, 1950 Sion
#> 5861                                                         Sion, 1950 Sion
#> 5862                                                               1950 Sion
#> 5863                                       Avenue de Pratifori 39, 1950 Sion
#> 5864                                                               1950 Sion
#> 5865                                                               1950 Sion
#> 5866                                        Chemin de la Chapelle, 1950 Sion
#> 5867                                          Chemin de Gravelone, 1950 Sion
#> 5868                                               Rue de l'envol, 1950 Sion
#> 5869                                                               1950 Sion
#> 5870                                               Rue du Rawil 9, 1950 Sion
#> 5871                                     Rue du Puits-du-Géant 1a, 1950 Sion
#> 5872                                                               1950 Sion
#> 5873                                                         Sion, 1950 Sion
#> 5874                                                               1950 Sion
#> 5875                                                               1950 Sion
#> 5876                                                               1950 Sion
#> 5877                                                               1950 Sion
#> 5878                                                               1950 Sion
#> 5879                                                               1950 Sion
#> 5880                                                               1950 Sion
#> 5881                                                               1950 Sion
#> 5882                                                               1950 Sion
#> 5883                                                               1950 Sion
#> 5884                                                               1950 Sion
#> 5885                                                               1950 Sion
#> 5886                                                               1950 Sion
#> 5887                                                               1950 Sion
#> 5888                                                               1950 Sion
#> 5889                                                               1950 Sion
#> 5890                                                               1950 Sion
#> 5891                                                               1950 Sion
#> 5892                                                               1950 Sion
#> 5893                                                               1950 Sion
#> 5894                                                               1950 Sion
#> 5895                                                               1950 Sion
#> 5896                                          Rue de Gravelone 77, 1950 Sion
#> 5897                                                               1950 Sion
#> 5898                                                               1950 Sion
#> 5899                                                               1950 Sion
#> 5900                                     Avenue de Tourbillon 76B, 1950 Sion
#> 5901                                                               1950 Sion
#> 5902                                                               1950 Sion
#> 5903                                                               1950 Sion
#> 5904                                        Promenade du Canal 69, 1950 Sion
#> 5905                                                               1950 Sion
#> 5906                                          Avenue de France 36, 1950 Sion
#> 5907                                         Rue de la Cotzette 4, 1950 Sion
#> 5908                                                         Sion, 1950 Sion
#> 5909                                                               1950 Sion
#> 5910                                                               1950 Sion
#> 5911                                                               1950 Sion
#> 5912                                                               1950 Sion
#> 5913                                                               1950 Sion
#> 5914                                            Rue de l'Envol 19, 1950 Sion
#> 5915                                        Chemin de la Chapelle, 1950 Sion
#> 5916                                                               1950 Sion
#> 5917                                                               1950 Sion
#> 5918                                                    Gravelone, 1950 Sion
#> 5919                                                               1950 Sion
#> 5920                                                               1950 Sion
#> 5921                                           Rue de la Jonction, 1950 Sion
#> 5922                                                               1950 Sion
#> 5923                                                               1950 Sion
#> 5924                                                               1950 Sion
#> 5925                                                         Sion, 1950 Sion
#> 5926                                                               1950 Sion
#> 5927                                                               1950 Sion
#> 5928                                          Rue du Gravelone 97, 1950 Sion
#> 5929                                                               1950 Sion
#> 5930                                                               1950 Sion
#> 5931                                                               1950 Sion
#> 5932                                            Chemin du Carolet, 1950 Sion
#> 5933                                        Chemin de la Chapelle, 1950 Sion
#> 5934                                                               1950 Sion
#> 5935                                                               1950 Sion
#> 5936                                                               1950 Sion
#> 5937                                                               1950 Sion
#> 5938                                        Chemin de la Chapelle, 1950 Sion
#> 5939                                                               1950 Sion
#> 5940                                                               1950 Sion
#> 5941                                               Rue du Scex 53, 1950 Sion
#> 5942                                                               1950 Sion
#> 5943                                                               1950 Sion
#> 5944                                             Maurice Troillet, 1950 Sion
#> 5945                                                               1950 Sion
#> 5946                                               chemin du Clos, 1950 Sion
#> 5947                                       Chemin des Collines 20, 1950 Sion
#> 5948                                                               1950 Sion
#> 5949                                                               1950 Sion
#> 5950                                                               1950 Sion
#> 5951                                                    Loèche 30, 1950 Sion
#> 5952                                                               1950 Sion
#> 5953                                                               1950 Sion
#> 5954                                                               1950 Sion
#> 5955                                            Rue de l'Envol 34, 1950 Sion
#> 5956                                                         Sion, 1950 Sion
#> 5957                                                               1950 Sion
#> 5958                                                               1950 Sion
#> 5959                                                               1950 Sion
#> 5960                                                               1950 Sion
#> 5961                                                               1950 Sion
#> 5962                                               Avenue Ritz 33, 1950 Sion
#> 5963                                                               1950 Sion
#> 5964                                                               1950 Sion
#> 5965                                                               1950 Sion
#> 5966                                         Rue de Gravelone, 76, 1950 Sion
#> 5967                                                               1950 Sion
#> 5968                                                               1950 Sion
#> 5969                                            Chemin du Carolet, 1950 Sion
#> 5970                                                               1950 Sion
#> 5971                                                               1950 Sion
#> 5972                                              Route d'Antzère, 1950 Sion
#> 5973                                                               1950 Sion
#> 5974                                                               1950 Sion
#> 5975                                                               1950 Sion
#> 5976                                                           1955 Chamoson
#> 5977                                                           1955 Chamoson
#> 5978                                                           1955 Chamoson
#> 5979                                                           1955 Chamoson
#> 5980                                                           1955 Chamoson
#> 5981                                                           1955 Chamoson
#> 5982                                                           1955 Chamoson
#> 5983                                                           1955 Chamoson
#> 5984                                                           1955 Chamoson
#> 5985                                                 1955 Grugnay (Chamoson)
#> 5986                                                           1955 Chamoson
#> 5987                                                           1955 Chamoson
#> 5988                                                           1955 Chamoson
#> 5989                                                1955 St-Pierre-de-Clages
#> 5990                                                1955 St-Pierre-de-Clages
#> 5991                                                           1955 Chamoson
#> 5992                                         Chemin de Parmay, 1955 Chamoson
#> 5993                                                           1955 Chamoson
#> 5994                                          Rue Plane Ville, 1955 Chamoson
#> 5995                                          Rue Plane Ville, 1955 Chamoson
#> 5996                                                           1955 Chamoson
#> 5997                                                           1955 Chamoson
#> 5998                                                           1955 Chamoson
#> 5999                                                           1955 Chamoson
#> 6000                                Impasse Romane, 1955 St-Pierre-de-Clages
#> 6001                                              Chemin Neuf, 1955 Chamoson
#> 6002                                                 1955 Mayens-de-Chamoson
#> 6003                                                           1955 Chamoson
#> 6004                                                           1955 Chamoson
#> 6005                                                           1955 Chamoson
#> 6006                                                           1955 Chamoson
#> 6007                                                           1955 Chamoson
#> 6008                                                           1955 Chamoson
#> 6009                                                 1955 Mayens-de-Chamoson
#> 6010                                                           1955 Chamoson
#> 6011                                                           1955 Chamoson
#> 6012                                             1955 Les Vérines (Chamoson)
#> 6013                                                           1955 Chamoson
#> 6014                                                           1955 Chamoson
#> 6015                                                1955 St-Pierre-de-Clages
#> 6016                                                           1955 Chamoson
#> 6017                                     Rue de la Losentze 1, 1955 Chamoson
#> 6018                                                           1955 Chamoson
#> 6019                                          Rue Plane Ville, 1955 Chamoson
#> 6020                                                           1955 Chamoson
#> 6021                                                           1955 Chamoson
#> 6022                                       Chemin du Poteu 14, 1955 Chamoson
#> 6023                                                1955 St-Pierre-de-Clages
#> 6024                                                           1955 Chamoson
#> 6025                                                 Chamoson, 1955 Chamoson
#> 6026                                                           1955 Chamoson
#> 6027                                                  1955 Némiaz (Chamoson)
#> 6028                                                           1955 Chamoson
#> 6029                                                           1955 Chamoson
#> 6030                                                           1955 Chamoson
#> 6031                                                           1955 Chamoson
#> 6032                                          Rue Plane Ville, 1955 Chamoson
#> 6033                                                           1955 Chamoson
#> 6034                                                 1955 Mayens-de-Chamoson
#> 6035                                                           1955 Chamoson
#> 6036                                                           1955 Chamoson
#> 6037                                                           1955 Chamoson
#> 6038                                          Rue Plane Ville, 1955 Chamoson
#> 6039                                     Chemin des Dzardis 5, 1955 Chamoson
#> 6040                                                           1955 Chamoson
#> 6041                                                           1955 Chamoson
#> 6042                                                              1957 Ardon
#> 6043                                                              1957 Ardon
#> 6044                                                              1957 Ardon
#> 6045                                                              1957 Ardon
#> 6046                                                              1957 Ardon
#> 6047                                                              1957 Ardon
#> 6048                                                              1957 Ardon
#> 6049                                                              1957 Ardon
#> 6050                                                              1957 Ardon
#> 6051                                                              1957 Ardon
#> 6052                                                              1957 Ardon
#> 6053                                                              1957 Ardon
#> 6054                                                              1957 Ardon
#> 6055                                                              1957 Ardon
#> 6056                                                              1957 Ardon
#> 6057                                                              1957 Ardon
#> 6058                                                              1957 Ardon
#> 6059                                                              1957 Ardon
#> 6060                                                              1957 Ardon
#> 6061                                                              1957 Ardon
#> 6062                                                              1957 Ardon
#> 6063                                                              1957 Ardon
#> 6064                                                              1957 Ardon
#> 6065                                                              1957 Ardon
#> 6066                                                              1957 Ardon
#> 6067                                                              1957 Ardon
#> 6068                                                              1957 Ardon
#> 6069                                                              1957 Ardon
#> 6070                                                              1957 Ardon
#> 6071                                                              1957 Ardon
#> 6072                                                              1957 Ardon
#> 6073                                                              1957 Ardon
#> 6074                                                              1957 Ardon
#> 6075                                                              1957 Ardon
#> 6076                                                              1957 Ardon
#> 6077                                                              1957 Ardon
#> 6078                                                              1957 Ardon
#> 6079                                                              1957 Ardon
#> 6080                                                              1957 Ardon
#> 6081                                               Rrue Neuve 22, 1957 Ardon
#> 6082                                                              1957 Ardon
#> 6083                                               Rrue Neuve 22, 1957 Ardon
#> 6084                                                       Ardon, 1957 Ardon
#> 6085                                              Rue du Biais 8, 1957 Ardon
#> 6086                                                              1957 Ardon
#> 6087                                                              1957 Ardon
#> 6088                                                              1957 Ardon
#> 6089                                                              1957 Ardon
#> 6090                                                              1957 Ardon
#> 6091                                                              1957 Ardon
#> 6092                                                              1957 Ardon
#> 6093                                                              1957 Ardon
#> 6094                                                              1957 Ardon
#> 6095                                                              1957 Ardon
#> 6096                                                              1957 Ardon
#> 6097                                                              1957 Ardon
#> 6098                                                              1957 Ardon
#> 6099                                                              1957 Ardon
#> 6100                                                              1957 Ardon
#> 6101                                                             1958 Uvrier
#> 6102                                                             1958 Uvrier
#> 6103                                                             1958 Uvrier
#> 6104                                                             1958 Uvrier
#> 6105                                                             1958 Uvrier
#> 6106                                                             1958 Uvrier
#> 6107                                                               1958 Sion
#> 6108                                                             1958 Uvrier
#> 6109                                                             1958 Uvrier
#> 6110                                                             1958 Uvrier
#> 6111                                                             1958 Uvrier
#> 6112                                                             1958 Uvrier
#> 6113                                                         1958 St-Léonard
#> 6114                                                             1958 Uvrier
#> 6115                                                             1958 Uvrier
#> 6116                                             route d'Italie, 1958 Uvrier
#> 6117                                                         1958 St-Léonard
#> 6118                                                             1958 Uvrier
#> 6119                                                             1958 Uvrier
#> 6120                                                         1958 St-Léonard
#> 6121                                                             1958 Uvrier
#> 6122                                                             1958 Uvrier
#> 6123                                                         1958 St-Léonard
#> 6124                                                             1958 Uvrier
#> 6125                                                             1958 Uvrier
#> 6126                                                         1958 St-Léonard
#> 6127                                                             1958 Uvrier
#> 6128                                                             1958 Uvrier
#> 6129                                                             1958 Uvrier
#> 6130                                                         1958 St-Léonard
#> 6131                                                             1958 Uvrier
#> 6132                                                             1958 Uvrier
#> 6133                                  Rue de la Jonction 15, 1958 St-Léonard
#> 6134                                                         1958 St-Léonard
#> 6135                                                             1958 Uvrier
#> 6136                                                             1958 Uvrier
#> 6137                                                             1958 Uvrier
#> 6138                                                             1958 Uvrier
#> 6139                                                             1958 Uvrier
#> 6140                                                             1958 Uvrier
#> 6141                                             St-Léonard, 1958 St-Léonard
#> 6142                                                             1958 Uvrier
#> 6143                                                         1958 St-Léonard
#> 6144                                                             1958 Uvrier
#> 6145                                                             1958 Uvrier
#> 6146                                                             1958 Uvrier
#> 6147                                                             1958 Uvrier
#> 6148                                                             1958 Uvrier
#> 6149                                                             1958 Uvrier
#> 6150                                                             1958 Uvrier
#> 6151                                                             1958 Uvrier
#> 6152                                                             1958 Uvrier
#> 6153                                                             1958 Uvrier
#> 6154                                                             1958 Uvrier
#> 6155                                                             1958 Uvrier
#> 6156                                                             1958 Uvrier
#> 6157                                                         1958 St-Léonard
#> 6158                                   Rue des Champlans 49, 1958 St-Léonard
#> 6159                                                             1958 Uvrier
#> 6160                                        Rue de l'Alambic 19, 1958 Uvrier
#> 6161                                                             1958 Uvrier
#> 6162                                                         1958 St-Léonard
#> 6163                                                             1958 Uvrier
#> 6164                                                             1958 Uvrier
#> 6165                                                             1958 Uvrier
#> 6166                                                             1958 Uvrier
#> 6167                                                         1958 St-Léonard
#> 6168                                                             1958 Uvrier
#> 6169                                                             1958 Uvrier
#> 6170                                                             1958 Uvrier
#> 6171                                                             1958 Uvrier
#> 6172                                                             1958 Uvrier
#> 6173                                                             1958 Uvrier
#> 6174                                                             1958 Uvrier
#> 6175                                                             1958 Uvrier
#> 6176                                                             1958 Uvrier
#> 6177                                                             1958 Uvrier
#> 6178                                                             1958 Uvrier
#> 6179                                                             1958 Uvrier
#> 6180                                                             1958 Uvrier
#> 6181                                                         1958 St-Léonard
#> 6182                                                             1958 Uvrier
#> 6183                                                             1958 Uvrier
#> 6184                                                             1958 Uvrier
#> 6185                                                             1958 Uvrier
#> 6186                                                             1958 Uvrier
#> 6187                                                         1958 St-Léonard
#> 6188                                                             1958 Uvrier
#> 6189                                                             1958 Uvrier
#> 6190                                                             1958 Uvrier
#> 6191                                                             1958 Uvrier
#> 6192                                                             1958 Uvrier
#> 6193                                                             1958 Uvrier
#> 6194                                                             1958 Uvrier
#> 6195                                                             1958 Uvrier
#> 6196                                                             1958 Uvrier
#> 6197                                                             1958 Uvrier
#> 6198                                                             1958 Uvrier
#> 6199                                                             1958 Uvrier
#> 6200                                                             1958 Uvrier
#> 6201                                                             1958 Uvrier
#> 6202                                                             1958 Uvrier
#> 6203                                                             1958 Uvrier
#> 6204                                                         1958 St-Léonard
#> 6205                                                             1958 Uvrier
#> 6206                                        Rue de l'Alambic 19, 1958 Uvrier
#> 6207                                                             1958 Uvrier
#> 6208                                                             1958 Uvrier
#> 6209                                                             1958 Uvrier
#> 6210                                                         1958 St-Léonard
#> 6211                                                             1958 Uvrier
#> 6212                                                         1958 St-Léonard
#> 6213                                                         1958 St-Léonard
#> 6214                                                             1958 Uvrier
#> 6215                                                             1958 Uvrier
#> 6216                                                         1958 St-Léonard
#> 6217                                                             1958 Uvrier
#> 6218                                                             1958 Uvrier
#> 6219                                                         1958 St-Léonard
#> 6220                                                             1958 Uvrier
#> 6221                                                             1958 Uvrier
#> 6222                                                         1958 St-Léonard
#> 6223                                                             1958 Uvrier
#> 6224                                                             1958 Uvrier
#> 6225                                          Route des oiseaux, 1958 Uvrier
#> 6226                                                             1958 Uvrier
#> 6227                                                             1958 Uvrier
#> 6228                                                             1958 Uvrier
#> 6229                                                         1958 St-Léonard
#> 6230                                                             1958 Uvrier
#> 6231                                                             1958 Uvrier
#> 6232                                                             1958 Uvrier
#> 6233                                                             1958 Uvrier
#> 6234                                   Rue du Chemin de Fer 150, 1958 Uvrier
#> 6235                                                         1958 St-Léonard
#> 6236                                                             1958 Uvrier
#> 6237                                                             1958 Uvrier
#> 6238                                                             1958 Uvrier
#> 6239                                                             1958 Uvrier
#> 6240                                                              1961 Zinal
#> 6241                                                         1961 Vernamiège
#> 6242                                            1962 Pont-de-la-Morge (Sion)
#> 6243                                            1962 Pont-de-la-Morge (Sion)
#> 6244                                            1962 Pont-de-la-Morge (Sion)
#> 6245                                            1962 Pont-de-la-Morge (Sion)
#> 6246                                            1962 Pont-de-la-Morge (Sion)
#> 6247                                            1962 Pont-de-la-Morge (Sion)
#> 6248                                            1962 Pont-de-la-Morge (Sion)
#> 6249                                            1962 Pont-de-la-Morge (Sion)
#>         canton    property_type floor year_category
#> 1         Vaud        Apartment noteg     2016-2024
#> 2         Vaud        Apartment noteg     2016-2024
#> 3         Vaud     Single house           1981-1990
#> 4         Vaud            Villa              0-1919
#> 5         Vaud        Apartment noteg     1971-1980
#> 6         Vaud     Single house           1961-1970
#> 7         Vaud        Apartment noteg     2001-2005
#> 8         Vaud        Apartment    eg     2011-2015
#> 9         Vaud            Villa           1961-1970
#> 10        Vaud        Apartment    eg     2006-2010
#> 11        Vaud     Single house              0-1919
#> 12        Vaud        Apartment noteg     2011-2015
#> 13        Vaud        Apartment noteg     2016-2024
#> 14        Vaud        Apartment noteg     2016-2024
#> 15        Vaud        Apartment noteg     2016-2024
#> 16        Vaud        Apartment noteg     2011-2015
#> 17        Vaud        Apartment noteg     1981-1990
#> 18        Vaud        Apartment noteg     1946-1960
#> 19        Vaud        Apartment noteg     2016-2024
#> 20        Vaud        Apartment noteg     2016-2024
#> 21        Vaud        Apartment noteg     2011-2015
#> 22        Vaud        Apartment noteg     2006-2010
#> 23        Vaud        Apartment noteg     1981-1990
#> 24        Vaud        Apartment noteg     2016-2024
#> 25        Vaud        Roof flat noteg        0-1919
#> 26        Vaud        Apartment noteg     2011-2015
#> 27        Vaud        Apartment noteg     2011-2015
#> 28        Vaud        Apartment noteg     2016-2024
#> 29        Vaud        Apartment noteg     2016-2024
#> 30        Vaud        Apartment noteg     2011-2015
#> 31        Vaud        Apartment noteg     2011-2015
#> 32        Vaud        Apartment noteg     2011-2015
#> 33        Vaud        Apartment noteg     2006-2010
#> 34        Vaud        Apartment noteg     2011-2015
#> 35        Vaud        Apartment noteg     2016-2024
#> 36        Vaud        Apartment noteg     2011-2015
#> 37        Vaud        Apartment noteg        0-1919
#> 38        Vaud        Apartment noteg        0-1919
#> 39        Vaud     Single house           1961-1970
#> 40        Vaud     Single house              0-1919
#> 41        Vaud        Apartment noteg        0-1919
#> 42        Vaud        Apartment noteg        0-1919
#> 43        Vaud        Apartment noteg        0-1919
#> 44        Vaud     Single house           1981-1990
#> 45        Vaud     Single house           1981-1990
#> 46        Vaud        Apartment noteg        0-1919
#> 47        Vaud        Apartment noteg        0-1919
#> 48        Vaud        Apartment noteg     2016-2024
#> 49        Vaud        Apartment noteg     1961-1970
#> 50        Vaud        Apartment noteg     2001-2005
#> 51        Vaud        Apartment noteg     1981-1990
#> 52        Vaud        Apartment noteg     2001-2005
#> 53        Vaud        Apartment noteg     1961-1970
#> 54        Vaud        Apartment noteg     1961-1970
#> 55        Vaud     Single house           1971-1980
#> 56        Vaud        Apartment noteg     1946-1960
#> 57        Vaud        Apartment noteg     1961-1970
#> 58        Vaud        Apartment noteg     1961-1970
#> 59        Vaud        Apartment noteg     2016-2024
#> 60        Vaud        Apartment noteg     2016-2024
#> 61        Vaud        Apartment noteg     2016-2024
#> 62        Vaud       Attic flat noteg     2016-2024
#> 63        Vaud        Apartment noteg     2016-2024
#> 64        Vaud        Apartment noteg     2016-2024
#> 65        Vaud        Apartment noteg     2016-2024
#> 66        Vaud        Apartment noteg     2006-2010
#> 67        Vaud        Apartment    eg     2016-2024
#> 68        Vaud        Apartment noteg     2016-2024
#> 69        Vaud Bifamiliar house           2016-2024
#> 70        Vaud       Attic flat noteg     2016-2024
#> 71        Vaud        Apartment    eg     2016-2024
#> 72        Vaud Bifamiliar house           1971-1980
#> 73        Vaud        Apartment noteg     2016-2024
#> 74        Vaud        Apartment noteg     2016-2024
#> 75        Vaud        Apartment noteg     2006-2010
#> 76        Vaud        Apartment    eg     2016-2024
#> 77        Vaud        Apartment noteg     2006-2010
#> 78        Vaud        Apartment noteg     2016-2024
#> 79        Vaud        Apartment noteg     2016-2024
#> 80        Vaud            Villa           1919-1945
#> 81        Vaud        Apartment noteg        0-1919
#> 82        Vaud Bifamiliar house           1981-1990
#> 83        Vaud        Apartment noteg     2016-2024
#> 84        Vaud        Apartment noteg     1991-2000
#> 85        Vaud        Apartment noteg     2016-2024
#> 86        Vaud     Single house           2016-2024
#> 87        Vaud        Apartment noteg     2016-2024
#> 88        Vaud        Apartment noteg     1991-2000
#> 89        Vaud Bifamiliar house           1971-1980
#> 90        Vaud Bifamiliar house           2016-2024
#> 91        Vaud        Apartment noteg     2016-2024
#> 92        Vaud        Apartment noteg     2016-2024
#> 93        Vaud        Apartment    eg     2016-2024
#> 94        Vaud        Apartment    eg     2016-2024
#> 95        Vaud            Villa           1971-1980
#> 96        Vaud        Apartment noteg     1946-1960
#> 97        Vaud            Villa           1971-1980
#> 98        Vaud     Single house           1971-1980
#> 99        Vaud     Single house           2016-2024
#> 100       Vaud        Apartment    eg     2006-2010
#> 101       Vaud        Apartment    eg     2016-2024
#> 102       Vaud        Apartment noteg     1961-1970
#> 103       Vaud       Attic flat noteg     2016-2024
#> 104       Vaud        Apartment noteg        0-1919
#> 105       Vaud        Apartment noteg     2016-2024
#> 106       Vaud        Apartment noteg     2016-2024
#> 107       Vaud     Single house           1919-1945
#> 108       Vaud        Apartment    eg     2016-2024
#> 109       Vaud        Apartment    eg     2016-2024
#> 110       Vaud        Apartment    eg     2006-2010
#> 111       Vaud        Apartment noteg     2001-2005
#> 112       Vaud        Apartment noteg     2001-2005
#> 113       Vaud        Apartment noteg     2006-2010
#> 114       Vaud     Single house           1919-1945
#> 115       Vaud        Apartment noteg     1981-1990
#> 116       Vaud        Apartment noteg     1961-1970
#> 117       Vaud        Apartment    eg     1981-1990
#> 118       Vaud       Attic flat noteg     2006-2010
#> 119       Vaud        Apartment noteg     2006-2010
#> 120       Vaud        Apartment noteg     1971-1980
#> 121       Vaud     Single house           1919-1945
#> 122       Vaud        Apartment noteg     2001-2005
#> 123       Vaud        Apartment noteg     1946-1960
#> 124       Vaud        Apartment noteg     2011-2015
#> 125       Vaud        Apartment noteg     1981-1990
#> 126       Vaud        Apartment    eg     1971-1980
#> 127       Vaud     Single house              0-1919
#> 128       Vaud        Apartment noteg     2016-2024
#> 129       Vaud        Apartment    eg     2011-2015
#> 130       Vaud Bifamiliar house           2016-2024
#> 131       Vaud        Apartment noteg     1981-1990
#> 132       Vaud        Apartment    eg     2016-2024
#> 133       Vaud        Apartment noteg     2016-2024
#> 134       Vaud        Apartment    eg     2016-2024
#> 135       Vaud        Apartment    eg     1961-1970
#> 136       Vaud        Apartment    eg     2016-2024
#> 137       Vaud        Apartment noteg     1961-1970
#> 138       Vaud            Villa           1981-1990
#> 139       Vaud        Apartment noteg     2016-2024
#> 140       Vaud        Apartment noteg     2016-2024
#> 141       Vaud     Single house           1981-1990
#> 142       Vaud        Apartment    eg     2016-2024
#> 143       Vaud        Apartment noteg     1981-1990
#> 144       Vaud     Single house              0-1919
#> 145       Vaud        Apartment noteg     2011-2015
#> 146       Vaud        Apartment noteg     2016-2024
#> 147       Vaud        Apartment noteg     2011-2015
#> 148       Vaud        Apartment noteg     1971-1980
#> 149       Vaud        Apartment noteg     2011-2015
#> 150       Vaud        Apartment    eg     2016-2024
#> 151       Vaud       Attic flat noteg     2011-2015
#> 152       Vaud            Villa           1981-1990
#> 153       Vaud     Single house              0-1919
#> 154       Vaud        Apartment noteg     2006-2010
#> 155       Vaud        Apartment    eg     1981-1990
#> 156       Vaud        Apartment    eg     1971-1980
#> 157       Vaud        Roof flat noteg     2011-2015
#> 158       Vaud        Apartment noteg     2011-2015
#> 159       Vaud        Apartment noteg     2016-2024
#> 160       Vaud        Apartment noteg     2016-2024
#> 161       Vaud        Apartment noteg     2016-2024
#> 162       Vaud        Apartment noteg     1961-1970
#> 163       Vaud        Apartment noteg     2016-2024
#> 164       Vaud        Apartment noteg     2016-2024
#> 165       Vaud        Apartment    eg     2016-2024
#> 166       Vaud        Apartment noteg     2006-2010
#> 167       Vaud           Duplex noteg     2016-2024
#> 168       Vaud        Apartment noteg     1971-1980
#> 169       Vaud        Apartment    eg     2016-2024
#> 170       Vaud        Apartment    eg     2011-2015
#> 171       Vaud        Apartment    eg     2016-2024
#> 172       Vaud Bifamiliar house           2016-2024
#> 173       Vaud        Apartment noteg     2011-2015
#> 174       Vaud        Apartment    eg     2011-2015
#> 175       Vaud     Single house           1971-1980
#> 176       Vaud        Apartment noteg     1971-1980
#> 177       Vaud        Apartment noteg     1971-1980
#> 178       Vaud        Apartment noteg     1961-1970
#> 179       Vaud        Apartment    eg     2016-2024
#> 180       Vaud        Apartment    eg     2016-2024
#> 181       Vaud            Villa           2016-2024
#> 182       Vaud        Apartment noteg     2016-2024
#> 183       Vaud        Apartment    eg     2016-2024
#> 184       Vaud       Attic flat noteg     2006-2010
#> 185       Vaud        Apartment    eg     2011-2015
#> 186       Vaud        Apartment noteg     2016-2024
#> 187       Vaud        Apartment noteg     2016-2024
#> 188       Vaud       Farm house           2016-2024
#> 189       Vaud        Apartment noteg     1919-1945
#> 190       Vaud            Villa           1991-2000
#> 191       Vaud        Apartment    eg     2016-2024
#> 192       Vaud        Apartment noteg     1971-1980
#> 193       Vaud        Apartment    eg     2011-2015
#> 194       Vaud           Duplex noteg     2011-2015
#> 195       Vaud        Apartment noteg     2016-2024
#> 196       Vaud        Apartment noteg     1971-1980
#> 197       Vaud            Villa           1991-2000
#> 198       Vaud        Apartment noteg     1961-1970
#> 199       Vaud        Apartment noteg     2011-2015
#> 200       Vaud        Apartment    eg     2016-2024
#> 201       Vaud        Apartment noteg     2016-2024
#> 202       Vaud        Apartment noteg     2006-2010
#> 203       Vaud        Apartment    eg     2016-2024
#> 204       Vaud       Attic flat noteg     2016-2024
#> 205       Vaud     Single house           1919-1945
#> 206       Vaud        Apartment noteg     2016-2024
#> 207       Vaud        Apartment noteg     2016-2024
#> 208       Vaud        Apartment noteg        0-1919
#> 209       Vaud        Apartment noteg     2006-2010
#> 210       Vaud        Apartment noteg     2016-2024
#> 211       Vaud        Apartment noteg     2016-2024
#> 212       Vaud            Villa           1981-1990
#> 213       Vaud        Apartment noteg     2016-2024
#> 214       Vaud        Apartment    eg     2016-2024
#> 215       Vaud            Villa           1981-1990
#> 216       Vaud     Single house           1919-1945
#> 217       Vaud        Apartment noteg     1971-1980
#> 218       Vaud     Single house           1991-2000
#> 219       Vaud        Apartment noteg     2016-2024
#> 220       Vaud        Apartment noteg        0-1919
#> 221       Vaud Bifamiliar house           1981-1990
#> 222       Vaud        Apartment    eg     2016-2024
#> 223       Vaud        Apartment noteg     2016-2024
#> 224       Vaud        Apartment noteg     1946-1960
#> 225       Vaud        Apartment    eg     1991-2000
#> 226       Vaud        Apartment noteg     2006-2010
#> 227       Vaud        Apartment noteg     2016-2024
#> 228       Vaud        Apartment noteg     2016-2024
#> 229       Vaud        Apartment    eg     2016-2024
#> 230       Vaud        Apartment noteg     2016-2024
#> 231       Vaud        Apartment noteg     1981-1990
#> 232       Vaud        Apartment noteg     2016-2024
#> 233       Vaud        Apartment noteg     1981-1990
#> 234       Vaud        Apartment noteg     2016-2024
#> 235       Vaud        Apartment noteg     2006-2010
#> 236       Vaud        Apartment noteg     2016-2024
#> 237       Vaud       Attic flat noteg     2006-2010
#> 238       Vaud        Apartment    eg     2016-2024
#> 239       Vaud     Single house           2016-2024
#> 240       Vaud        Apartment noteg     2016-2024
#> 241       Vaud        Apartment noteg     2016-2024
#> 242       Vaud        Apartment noteg     2016-2024
#> 243       Vaud        Apartment noteg     2016-2024
#> 244       Vaud        Apartment noteg     1981-1990
#> 245       Vaud        Roof flat noteg        0-1919
#> 246       Vaud        Apartment noteg     1981-1990
#> 247       Vaud            Villa           1919-1945
#> 248       Vaud        Apartment noteg        0-1919
#> 249       Vaud            Villa           1919-1945
#> 250       Vaud        Roof flat noteg     1919-1945
#> 251       Vaud        Apartment noteg     1961-1970
#> 252       Vaud Bifamiliar house           1981-1990
#> 253       Vaud        Apartment noteg     1919-1945
#> 254       Vaud     Single house           1946-1960
#> 255       Vaud        Apartment noteg     2006-2010
#> 256       Vaud        Apartment noteg     2016-2024
#> 257       Vaud            Villa              0-1919
#> 258       Vaud        Roof flat noteg     2016-2024
#> 259       Vaud        Apartment    eg     2016-2024
#> 260       Vaud        Apartment noteg     2016-2024
#> 261       Vaud        Apartment noteg     2016-2024
#> 262       Vaud        Apartment    eg     2016-2024
#> 263       Vaud        Apartment    eg     2016-2024
#> 264       Vaud        Apartment    eg     2016-2024
#> 265       Vaud        Apartment noteg     2016-2024
#> 266       Vaud        Apartment noteg     2016-2024
#> 267       Vaud        Apartment noteg     2016-2024
#> 268       Vaud        Apartment    eg     2016-2024
#> 269       Vaud        Apartment noteg     2016-2024
#> 270       Vaud     Single house           1946-1960
#> 271       Vaud        Apartment noteg     2016-2024
#> 272       Vaud        Apartment noteg     2016-2024
#> 273       Vaud     Single house           1981-1990
#> 274       Vaud Bifamiliar house           1981-1990
#> 275       Vaud        Apartment noteg     1961-1970
#> 276       Vaud        Apartment    eg     2016-2024
#> 277       Vaud        Apartment noteg        0-1919
#> 278       Vaud        Apartment    eg     2016-2024
#> 279       Vaud        Apartment    eg     2016-2024
#> 280       Vaud            Villa           1971-1980
#> 281       Vaud        Apartment noteg     2016-2024
#> 282       Vaud        Apartment noteg     2016-2024
#> 283       Vaud Bifamiliar house           1981-1990
#> 284       Vaud        Roof flat noteg     2016-2024
#> 285       Vaud        Apartment noteg     2016-2024
#> 286       Vaud     Single house           1971-1980
#> 287       Vaud     Single house           2006-2010
#> 288       Vaud            Villa           1961-1970
#> 289       Vaud        Apartment    eg     2016-2024
#> 290       Vaud        Apartment noteg     2016-2024
#> 291       Vaud     Single house           2006-2010
#> 292       Vaud        Apartment noteg     1981-1990
#> 293       Vaud     Single house              0-1919
#> 294       Vaud     Single house              0-1919
#> 295       Vaud            Villa           1961-1970
#> 296       Vaud           Duplex noteg     1991-2000
#> 297       Vaud     Single house           2011-2015
#> 298       Vaud            Villa           1946-1960
#> 299       Vaud        Apartment noteg     2011-2015
#> 300       Vaud        Apartment noteg     1991-2000
#> 301       Vaud        Apartment noteg     2011-2015
#> 302       Vaud       Attic flat noteg     1981-1990
#> 303       Vaud        Apartment noteg     1981-1990
#> 304       Vaud Bifamiliar house           2011-2015
#> 305       Vaud        Apartment noteg     1961-1970
#> 306       Vaud        Apartment noteg     2011-2015
#> 307       Vaud        Apartment    eg     2016-2024
#> 308       Vaud            Villa           1961-1970
#> 309       Vaud        Apartment    eg     1981-1990
#> 310       Vaud     Terrace flat noteg     1971-1980
#> 311       Vaud        Apartment noteg     2016-2024
#> 312       Vaud        Apartment noteg     2016-2024
#> 313       Vaud        Apartment noteg     1971-1980
#> 314       Vaud        Apartment noteg     2016-2024
#> 315       Vaud Bifamiliar house           2016-2024
#> 316       Vaud        Apartment noteg     2016-2024
#> 317       Vaud     Single house           1971-1980
#> 318       Vaud Bifamiliar house           2016-2024
#> 319       Vaud        Apartment noteg     1971-1980
#> 320       Vaud        Apartment    eg     2016-2024
#> 321       Vaud            Villa           1971-1980
#> 322       Vaud     Single house           1971-1980
#> 323       Vaud           Duplex noteg     2011-2015
#> 324       Vaud        Apartment noteg     1981-1990
#> 325       Vaud     Single house           1961-1970
#> 326       Vaud     Single house           1971-1980
#> 327       Vaud        Apartment noteg     2001-2005
#> 328       Vaud            Villa           1981-1990
#> 329       Vaud        Apartment noteg     2006-2010
#> 330       Vaud        Apartment    eg     2016-2024
#> 331       Vaud       Attic flat noteg     2006-2010
#> 332       Vaud     Single house           1971-1980
#> 333       Vaud           Duplex noteg     2006-2010
#> 334       Vaud        Apartment noteg     2006-2010
#> 335       Vaud        Apartment noteg     1981-1990
#> 336       Vaud Bifamiliar house           1946-1960
#> 337       Vaud        Apartment noteg     1981-1990
#> 338       Vaud           Duplex noteg     1981-1990
#> 339       Vaud        Apartment noteg     2006-2010
#> 340       Vaud     Single house           1971-1980
#> 341       Vaud        Apartment noteg     1971-1980
#> 342       Vaud        Apartment noteg     1919-1945
#> 343       Vaud        Apartment noteg     1961-1970
#> 344       Vaud        Roof flat noteg     1981-1990
#> 345       Vaud     Single house           1919-1945
#> 346       Vaud            Villa           1971-1980
#> 347       Vaud     Single house           1991-2000
#> 348       Vaud       Attic flat noteg     2006-2010
#> 349       Vaud        Apartment noteg     1981-1990
#> 350       Vaud        Apartment noteg     1981-1990
#> 351       Vaud        Apartment noteg     2016-2024
#> 352       Vaud        Apartment noteg     2006-2010
#> 353       Vaud        Apartment noteg     1981-1990
#> 354       Vaud     Single house           1981-1990
#> 355       Vaud Bifamiliar house           2006-2010
#> 356       Vaud        Apartment noteg     1981-1990
#> 357       Vaud        Apartment    eg     1981-1990
#> 358       Vaud        Roof flat noteg     1981-1990
#> 359       Vaud        Apartment noteg     2016-2024
#> 360       Vaud     Single house           1981-1990
#> 361       Vaud        Apartment noteg     2016-2024
#> 362       Vaud        Apartment noteg     1981-1990
#> 363       Vaud        Apartment    eg     2016-2024
#> 364       Vaud Bifamiliar house           2016-2024
#> 365       Vaud        Apartment    eg     2016-2024
#> 366       Vaud        Apartment noteg     1991-2000
#> 367       Vaud           Duplex noteg     1991-2000
#> 368       Vaud     Single house           2001-2005
#> 369       Vaud Bifamiliar house           1981-1990
#> 370       Vaud        Roof flat noteg     1991-2000
#> 371       Vaud            Villa           1981-1990
#> 372       Vaud        Apartment noteg     1991-2000
#> 373       Vaud        Apartment    eg     2016-2024
#> 374       Vaud Bifamiliar house           1981-1990
#> 375       Vaud        Apartment noteg     2011-2015
#> 376       Vaud        Apartment    eg     2011-2015
#> 377       Vaud        Apartment    eg     1961-1970
#> 378       Vaud     Single house           2001-2005
#> 379       Vaud        Apartment noteg     1971-1980
#> 380       Vaud        Apartment    eg     2011-2015
#> 381       Vaud            Villa           1946-1960
#> 382       Vaud        Apartment noteg     1971-1980
#> 383       Vaud        Apartment noteg     1981-1990
#> 384       Vaud Bifamiliar house           2001-2005
#> 385       Vaud        Apartment noteg     1991-2000
#> 386       Vaud        Apartment    eg     2016-2024
#> 387       Vaud            Villa           2001-2005
#> 388       Vaud        Apartment noteg     1991-2000
#> 389       Vaud        Apartment noteg     2016-2024
#> 390       Vaud        Apartment noteg     2016-2024
#> 391       Vaud        Apartment noteg     2016-2024
#> 392       Vaud        Apartment noteg     2016-2024
#> 393       Vaud        Apartment noteg     2016-2024
#> 394       Vaud        Apartment noteg     2016-2024
#> 395       Vaud        Apartment    eg     2016-2024
#> 396       Vaud        Apartment    eg     2016-2024
#> 397       Vaud        Apartment noteg     2016-2024
#> 398       Vaud        Apartment    eg     2016-2024
#> 399       Vaud        Apartment noteg     2016-2024
#> 400       Vaud        Apartment noteg     2016-2024
#> 401       Vaud        Apartment    eg     2016-2024
#> 402       Vaud        Apartment noteg     2016-2024
#> 403       Vaud        Apartment noteg     2016-2024
#> 404       Vaud     Single house           1981-1990
#> 405       Vaud        Apartment noteg     2016-2024
#> 406       Vaud        Apartment noteg     2016-2024
#> 407       Vaud        Apartment noteg     2016-2024
#> 408       Vaud        Apartment    eg     2016-2024
#> 409       Vaud        Apartment noteg     2016-2024
#> 410       Vaud        Apartment noteg     2016-2024
#> 411       Vaud        Apartment noteg     2016-2024
#> 412       Vaud        Apartment noteg     2016-2024
#> 413       Vaud        Apartment    eg     1991-2000
#> 414       Vaud        Apartment noteg     1981-1990
#> 415       Vaud            Villa           2001-2005
#> 416       Vaud     Single house           1981-1990
#> 417       Vaud     Single house           1981-1990
#> 418       Vaud            Villa           2001-2005
#> 419       Vaud            Villa           1981-1990
#> 420       Vaud        Apartment    eg     2011-2015
#> 421       Vaud        Apartment    eg     1981-1990
#> 422       Vaud        Apartment noteg     2016-2024
#> 423       Vaud Bifamiliar house              0-1919
#> 424       Vaud       Farm house              0-1919
#> 425       Vaud            Villa           1981-1990
#> 426       Vaud       Attic flat noteg     2016-2024
#> 427       Vaud            Villa           2016-2024
#> 428       Vaud     Single house              0-1919
#> 429       Vaud        Apartment    eg     2001-2005
#> 430       Vaud           Duplex noteg     1981-1990
#> 431       Vaud     Single house              0-1919
#> 432       Vaud     Single house           1981-1990
#> 433       Vaud     Single house           1981-1990
#> 434       Vaud        Apartment    eg     2016-2024
#> 435       Vaud            Villa           2001-2005
#> 436       Vaud        Apartment noteg     2011-2015
#> 437       Vaud        Apartment noteg     2011-2015
#> 438       Vaud            Villa           1991-2000
#> 439       Vaud            Villa           1971-1980
#> 440       Vaud            Villa           1991-2000
#> 441       Vaud        Apartment noteg     1981-1990
#> 442       Vaud            Villa           1981-1990
#> 443       Vaud            Villa           1991-2000
#> 444       Vaud        Apartment noteg     2016-2024
#> 445       Vaud        Apartment    eg     1961-1970
#> 446       Vaud        Apartment noteg     2016-2024
#> 447       Vaud        Apartment noteg     2016-2024
#> 448       Vaud       Attic flat noteg     2016-2024
#> 449       Vaud            Villa           1991-2000
#> 450       Vaud        Apartment    eg     2011-2015
#> 451       Vaud           Duplex noteg     2011-2015
#> 452       Vaud        Apartment noteg     2011-2015
#> 453       Vaud        Apartment    eg     2001-2005
#> 454       Vaud        Apartment noteg     2006-2010
#> 455       Vaud        Apartment noteg     2016-2024
#> 456       Vaud     Terrace flat    eg     2001-2005
#> 457       Vaud           Duplex noteg     2006-2010
#> 458       Vaud        Apartment noteg     2006-2010
#> 459       Vaud     Single house           2016-2024
#> 460       Vaud Bifamiliar house              0-1919
#> 461       Vaud     Single house              0-1919
#> 462       Vaud     Single house           2016-2024
#> 463       Vaud     Single house           1981-1990
#> 464       Vaud Bifamiliar house           2016-2024
#> 465       Vaud        Apartment noteg     2016-2024
#> 466       Vaud     Single house           2016-2024
#> 467       Vaud        Apartment    eg     1961-1970
#> 468       Vaud        Apartment noteg     2016-2024
#> 469       Vaud        Apartment    eg     2016-2024
#> 470       Vaud     Single house           2016-2024
#> 471       Vaud        Apartment noteg     2016-2024
#> 472       Vaud Bifamiliar house           2001-2005
#> 473       Vaud        Roof flat noteg     2016-2024
#> 474       Vaud        Apartment noteg     2011-2015
#> 475       Vaud     Single house           1971-1980
#> 476       Vaud        Apartment noteg     2016-2024
#> 477       Vaud     Single house           1981-1990
#> 478       Vaud     Single house           1961-1970
#> 479       Vaud     Single house           1971-1980
#> 480       Vaud        Apartment noteg     2011-2015
#> 481       Vaud        Apartment noteg     2016-2024
#> 482       Vaud        Apartment noteg     2016-2024
#> 483       Vaud Bifamiliar house           2001-2005
#> 484       Vaud           Duplex    eg     2016-2024
#> 485       Vaud Bifamiliar house           1981-1990
#> 486       Vaud        Apartment noteg     2016-2024
#> 487       Vaud            Villa           1971-1980
#> 488       Vaud Bifamiliar house           2016-2024
#> 489       Vaud            Villa           2006-2010
#> 490       Vaud        Apartment noteg     2016-2024
#> 491       Vaud        Apartment noteg     2016-2024
#> 492       Vaud     Single house           2006-2010
#> 493       Vaud        Apartment noteg     2016-2024
#> 494       Vaud        Apartment noteg     2016-2024
#> 495       Vaud        Roof flat noteg     2011-2015
#> 496       Vaud            Villa           1971-1980
#> 497       Vaud        Apartment noteg     2016-2024
#> 498       Vaud        Apartment noteg     1991-2000
#> 499       Vaud     Single house           1961-1970
#> 500       Vaud     Single house           1981-1990
#> 501       Vaud        Apartment noteg     2016-2024
#> 502       Vaud Bifamiliar house           2001-2005
#> 503       Vaud Bifamiliar house           2016-2024
#> 504       Vaud     Single house           2016-2024
#> 505       Vaud        Apartment    eg     2011-2015
#> 506       Vaud     Single house           2001-2005
#> 507       Vaud        Apartment    eg     2016-2024
#> 508       Vaud     Single house           2016-2024
#> 509       Vaud            Villa           1961-1970
#> 510       Vaud            Villa           2016-2024
#> 511       Vaud        Apartment noteg     2016-2024
#> 512       Vaud     Single house              0-1919
#> 513       Vaud        Apartment noteg     2011-2015
#> 514       Vaud        Apartment    eg     2011-2015
#> 515       Vaud Bifamiliar house           2006-2010
#> 516       Vaud Bifamiliar house           2006-2010
#> 517       Vaud Bifamiliar house           2006-2010
#> 518       Vaud       Farm house              0-1919
#> 519       Vaud     Single house           1961-1970
#> 520       Vaud     Single house           2006-2010
#> 521       Vaud     Single house           2006-2010
#> 522       Vaud        Apartment noteg     2006-2010
#> 523       Vaud        Apartment noteg     2006-2010
#> 524       Vaud       Attic flat noteg     2006-2010
#> 525       Vaud        Apartment    eg     2011-2015
#> 526       Vaud        Apartment    eg     1991-2000
#> 527       Vaud     Single house              0-1919
#> 528       Vaud     Single house              0-1919
#> 529       Vaud            Villa           2011-2015
#> 530       Vaud     Single house           1991-2000
#> 531       Vaud     Single house           1971-1980
#> 532       Vaud        Apartment noteg     1971-1980
#> 533       Vaud            Villa           1946-1960
#> 534       Vaud     Single house           2016-2024
#> 535       Vaud        Apartment    eg     1981-1990
#> 536       Vaud        Apartment    eg     1961-1970
#> 537       Vaud Bifamiliar house           1981-1990
#> 538       Vaud     Single house           2006-2010
#> 539       Vaud        Apartment noteg     1971-1980
#> 540       Vaud            Villa           1971-1980
#> 541       Vaud     Single house           2001-2005
#> 542       Vaud            Villa           1946-1960
#> 543       Vaud     Single house           1971-1980
#> 544       Vaud        Apartment noteg     1991-2000
#> 545       Vaud Bifamiliar house           2016-2024
#> 546       Vaud     Single house           2011-2015
#> 547       Vaud     Single house           1971-1980
#> 548       Vaud           Duplex    eg     1961-1970
#> 549       Vaud        Apartment noteg     1971-1980
#> 550       Vaud     Single house           2016-2024
#> 551       Vaud        Apartment noteg     2016-2024
#> 552       Vaud        Apartment    eg     2011-2015
#> 553       Vaud Bifamiliar house           1981-1990
#> 554       Vaud Bifamiliar house           1971-1980
#> 555       Vaud     Single house           2006-2010
#> 556       Vaud        Apartment    eg     2016-2024
#> 557       Vaud     Single house              0-1919
#> 558       Vaud        Apartment    eg     2016-2024
#> 559       Vaud        Apartment noteg     2016-2024
#> 560       Vaud        Apartment    eg     2016-2024
#> 561       Vaud Bifamiliar house           1991-2000
#> 562       Vaud        Apartment noteg     2006-2010
#> 563       Vaud        Apartment    eg     2016-2024
#> 564       Vaud     Single house           2006-2010
#> 565       Vaud        Apartment    eg     2016-2024
#> 566       Vaud        Apartment    eg     2006-2010
#> 567       Vaud        Apartment noteg     2006-2010
#> 568       Vaud        Apartment noteg     2016-2024
#> 569       Vaud        Apartment    eg     2016-2024
#> 570       Vaud        Roof flat noteg     2016-2024
#> 571       Vaud        Apartment noteg     2016-2024
#> 572       Vaud        Apartment noteg     2011-2015
#> 573       Vaud            Villa              0-1919
#> 574       Vaud        Apartment noteg     1991-2000
#> 575       Vaud        Apartment noteg     2001-2005
#> 576       Vaud        Apartment noteg     2001-2005
#> 577       Vaud        Apartment    eg     2016-2024
#> 578       Vaud Bifamiliar house           2016-2024
#> 579       Vaud     Single house           2006-2010
#> 580       Vaud     Single house              0-1919
#> 581       Vaud           Duplex noteg     1991-2000
#> 582       Vaud Bifamiliar house           1981-1990
#> 583       Vaud        Apartment    eg        0-1919
#> 584       Vaud     Single house           1981-1990
#> 585       Vaud        Apartment noteg     1991-2000
#> 586       Vaud        Apartment    eg     1991-2000
#> 587       Vaud            Villa           1991-2000
#> 588       Vaud     Single house           1991-2000
#> 589       Vaud     Single house           2016-2024
#> 590       Vaud     Single house           1991-2000
#> 591       Vaud     Single house           2011-2015
#> 592       Vaud     Single house           2006-2010
#> 593       Vaud        Apartment noteg     2006-2010
#> 594       Vaud     Single house           1971-1980
#> 595       Vaud     Single house           1991-2000
#> 596       Vaud           Duplex noteg     1991-2000
#> 597       Vaud     Single house              0-1919
#> 598       Vaud        Apartment    eg     1961-1970
#> 599       Vaud        Apartment noteg     1971-1980
#> 600       Vaud     Single house           1971-1980
#> 601       Vaud        Apartment    eg     2016-2024
#> 602       Vaud        Apartment    eg     1961-1970
#> 603       Vaud        Apartment noteg     2011-2015
#> 604       Vaud     Single house              0-1919
#> 605       Vaud        Apartment noteg     2006-2010
#> 606       Vaud        Apartment noteg     2001-2005
#> 607       Vaud        Apartment noteg     1971-1980
#> 608       Vaud        Apartment    eg     2016-2024
#> 609       Vaud     Single house           1971-1980
#> 610       Vaud        Apartment noteg     2016-2024
#> 611       Vaud            Villa           2006-2010
#> 612       Vaud        Apartment noteg     1971-1980
#> 613       Vaud        Roof flat noteg     2016-2024
#> 614       Vaud            Villa           1971-1980
#> 615       Vaud        Apartment noteg     1991-2000
#> 616       Vaud     Single house           2016-2024
#> 617       Vaud            Villa           2006-2010
#> 618       Vaud     Single house           2016-2024
#> 619       Vaud            Villa           1961-1970
#> 620       Vaud        Apartment noteg     1991-2000
#> 621       Vaud     Single house           2016-2024
#> 622       Vaud        Apartment    eg     2001-2005
#> 623       Vaud     Single house           1981-1990
#> 624       Vaud Bifamiliar house           2016-2024
#> 625       Vaud Bifamiliar house           1991-2000
#> 626       Vaud            Villa           2016-2024
#> 627       Vaud        Apartment noteg     1991-2000
#> 628       Vaud     Single house           2016-2024
#> 629       Vaud     Single house           2011-2015
#> 630       Vaud        Apartment noteg     1991-2000
#> 631       Vaud        Apartment noteg     1991-2000
#> 632       Vaud        Apartment noteg     1991-2000
#> 633       Vaud        Apartment    eg     2016-2024
#> 634       Vaud     Single house              0-1919
#> 635       Vaud        Roof flat noteg     2011-2015
#> 636       Vaud        Roof flat noteg     2011-2015
#> 637       Vaud        Apartment noteg     1981-1990
#> 638       Vaud        Apartment noteg     2011-2015
#> 639       Vaud     Single house              0-1919
#> 640       Vaud        Apartment noteg     2011-2015
#> 641       Vaud     Single house           1981-1990
#> 642       Vaud     Single house           1971-1980
#> 643       Vaud Bifamiliar house           2016-2024
#> 644       Vaud Bifamiliar house           2016-2024
#> 645       Vaud     Single house           1971-1980
#> 646       Vaud Bifamiliar house           2016-2024
#> 647       Vaud     Single house           1961-1970
#> 648       Vaud           Chalet           1961-1970
#> 649       Vaud        Apartment    eg     2016-2024
#> 650       Vaud        Apartment noteg     2016-2024
#> 651       Vaud        Apartment    eg     2016-2024
#> 652       Vaud           Duplex noteg     2016-2024
#> 653       Vaud     Single house              0-1919
#> 654       Vaud        Apartment    eg     2006-2010
#> 655       Vaud Bifamiliar house           2011-2015
#> 656       Vaud Bifamiliar house           2006-2010
#> 657       Vaud       Farm house              0-1919
#> 658       Vaud            Villa           1991-2000
#> 659       Vaud           Duplex noteg     2006-2010
#> 660       Vaud        Apartment noteg     2006-2010
#> 661       Vaud        Apartment noteg     2016-2024
#> 662       Vaud            Villa           1981-1990
#> 663       Vaud Bifamiliar house           2006-2010
#> 664       Vaud     Single house              0-1919
#> 665       Vaud            Villa              0-1919
#> 666       Vaud        Apartment    eg     2016-2024
#> 667       Vaud        Apartment noteg     2001-2005
#> 668       Vaud            Villa           2016-2024
#> 669       Vaud        Apartment noteg     1981-1990
#> 670       Vaud       Attic flat noteg     1981-1990
#> 671       Vaud     Single house           2016-2024
#> 672       Vaud Bifamiliar house           1991-2000
#> 673       Vaud     Single house           1981-1990
#> 674       Vaud Bifamiliar house           1981-1990
#> 675       Vaud        Apartment    eg     2016-2024
#> 676       Vaud     Single house           2006-2010
#> 677       Vaud     Single house           1991-2000
#> 678       Vaud            Villa           2016-2024
#> 679       Vaud            Villa           2016-2024
#> 680       Vaud            Villa           1961-1970
#> 681       Vaud            Villa           2016-2024
#> 682       Vaud     Single house           1961-1970
#> 683       Vaud     Single house           1981-1990
#> 684       Vaud     Single house           2016-2024
#> 685       Vaud            Villa           1981-1990
#> 686       Vaud     Single house              0-1919
#> 687       Vaud     Single house           1991-2000
#> 688       Vaud     Single house           2016-2024
#> 689       Vaud            Villa           1961-1970
#> 690       Vaud     Single house           1971-1980
#> 691       Vaud     Single house              0-1919
#> 692       Vaud            Villa           2016-2024
#> 693       Vaud            Villa           2016-2024
#> 694       Vaud        Apartment noteg     2016-2024
#> 695       Vaud     Single house           1981-1990
#> 696       Vaud            Villa           1981-1990
#> 697       Vaud        Apartment noteg     2011-2015
#> 698       Vaud        Apartment    eg     1981-1990
#> 699       Vaud     Single house           1971-1980
#> 700       Vaud        Apartment    eg     2016-2024
#> 701       Vaud        Apartment noteg     2011-2015
#> 702       Vaud        Apartment noteg     2001-2005
#> 703       Vaud            Villa           1971-1980
#> 704       Vaud        Apartment noteg     2001-2005
#> 705       Vaud           Duplex noteg     2011-2015
#> 706       Vaud Bifamiliar house           2011-2015
#> 707       Vaud        Apartment noteg     1971-1980
#> 708       Vaud        Apartment noteg     2001-2005
#> 709       Vaud        Apartment noteg     2001-2005
#> 710       Vaud     Single house           2001-2005
#> 711       Vaud        Apartment noteg     2011-2015
#> 712       Vaud        Apartment noteg     2001-2005
#> 713       Vaud       Attic flat noteg     2001-2005
#> 714       Vaud        Apartment noteg     2001-2005
#> 715       Vaud            Villa           1971-1980
#> 716       Vaud       Attic flat noteg     2001-2005
#> 717       Vaud        Apartment noteg     2001-2005
#> 718       Vaud           Duplex noteg     2011-2015
#> 719       Vaud            Villa           2006-2010
#> 720       Vaud        Apartment    eg     1981-1990
#> 721       Vaud            Villa           2001-2005
#> 722       Vaud        Apartment noteg     2001-2005
#> 723       Vaud        Apartment    eg     2011-2015
#> 724       Vaud            Villa           1971-1980
#> 725       Vaud       Attic flat noteg     2016-2024
#> 726       Vaud       Attic flat    eg     2011-2015
#> 727       Vaud           Duplex noteg     1991-2000
#> 728       Vaud        Apartment noteg     1991-2000
#> 729       Vaud     Terrace flat    eg     2016-2024
#> 730       Vaud     Single house           1971-1980
#> 731       Vaud        Apartment    eg     2016-2024
#> 732       Vaud        Apartment    eg     2011-2015
#> 733       Vaud        Apartment    eg     2006-2010
#> 734       Vaud     Single house           1961-1970
#> 735       Vaud     Single house           1961-1970
#> 736       Vaud       Attic flat    eg     2011-2015
#> 737       Vaud        Apartment noteg     2016-2024
#> 738       Vaud        Apartment noteg     2006-2010
#> 739       Vaud     Single house           2016-2024
#> 740       Vaud        Apartment noteg     2016-2024
#> 741       Vaud     Single house           2016-2024
#> 742       Vaud     Single house           1946-1960
#> 743       Vaud        Apartment    eg     2016-2024
#> 744       Vaud            Villa           1946-1960
#> 745       Vaud     Single house           1946-1960
#> 746       Vaud            Villa           2016-2024
#> 747       Vaud            Villa           1971-1980
#> 748       Vaud     Single house           2016-2024
#> 749       Vaud Bifamiliar house           1971-1980
#> 750       Vaud     Single house           1981-1990
#> 751       Vaud        Apartment noteg     1981-1990
#> 752       Vaud        Apartment    eg     2016-2024
#> 753       Vaud     Single house           2016-2024
#> 754       Vaud        Apartment    eg     2006-2010
#> 755       Vaud     Single house           1961-1970
#> 756       Vaud        Apartment noteg     1961-1970
#> 757       Vaud     Single house           1946-1960
#> 758       Vaud        Apartment noteg     1991-2000
#> 759       Vaud            Villa           1981-1990
#> 760       Vaud Bifamiliar house           1971-1980
#> 761       Vaud        Apartment    eg     2011-2015
#> 762       Vaud     Single house           1971-1980
#> 763       Vaud        Apartment    eg     1991-2000
#> 764       Vaud        Apartment noteg     1971-1980
#> 765       Vaud        Apartment noteg     1981-1990
#> 766       Vaud            Villa           1946-1960
#> 767       Vaud       Attic flat noteg     1981-1990
#> 768       Vaud        Apartment    eg     1961-1970
#> 769       Vaud     Single house           2016-2024
#> 770       Vaud            Villa           1981-1990
#> 771       Vaud            Villa           1981-1990
#> 772       Vaud     Single house           1919-1945
#> 773       Vaud     Single house           1946-1960
#> 774       Vaud     Single house           1981-1990
#> 775       Vaud     Single house           1961-1970
#> 776       Vaud     Single house           1919-1945
#> 777       Vaud     Single house           1961-1970
#> 778       Vaud        Apartment noteg        0-1919
#> 779       Vaud     Single house              0-1919
#> 780       Vaud     Single house              0-1919
#> 781       Vaud        Apartment noteg     1971-1980
#> 782       Vaud        Apartment noteg     2011-2015
#> 783       Vaud     Single house           1919-1945
#> 784       Vaud     Single house           1971-1980
#> 785       Vaud     Single house           1961-1970
#> 786       Vaud        Apartment noteg     1991-2000
#> 787       Vaud        Apartment    eg     2001-2005
#> 788       Vaud     Single house              0-1919
#> 789       Vaud     Single house           2006-2010
#> 790       Vaud        Apartment noteg     2001-2005
#> 791       Vaud        Apartment noteg     1981-1990
#> 792       Vaud        Apartment noteg     2016-2024
#> 793       Vaud        Apartment noteg     1981-1990
#> 794       Vaud            Villa           1919-1945
#> 795       Vaud        Apartment    eg     1981-1990
#> 796       Vaud        Apartment    eg     2016-2024
#> 797       Vaud           Duplex noteg     2006-2010
#> 798       Vaud     Single house              0-1919
#> 799       Vaud     Single house           2016-2024
#> 800       Vaud        Apartment noteg     2011-2015
#> 801       Vaud        Apartment noteg     2011-2015
#> 802       Vaud        Apartment noteg     1971-1980
#> 803       Vaud        Apartment noteg     1981-1990
#> 804       Vaud     Single house           1961-1970
#> 805       Vaud        Apartment    eg     1991-2000
#> 806       Vaud        Apartment noteg     1971-1980
#> 807       Vaud        Apartment    eg     2016-2024
#> 808       Vaud     Single house           1919-1945
#> 809       Vaud           Duplex noteg     2011-2015
#> 810       Vaud        Apartment noteg     1961-1970
#> 811       Vaud        Apartment noteg     2016-2024
#> 812       Vaud        Apartment noteg     2006-2010
#> 813       Vaud            Villa           1971-1980
#> 814       Vaud        Apartment noteg     1961-1970
#> 815       Vaud        Apartment noteg     1961-1970
#> 816       Vaud           Duplex noteg     1991-2000
#> 817       Vaud            Villa           1919-1945
#> 818       Vaud        Apartment noteg     2011-2015
#> 819       Vaud     Single house           1971-1980
#> 820       Vaud        Apartment noteg     2011-2015
#> 821       Vaud        Apartment noteg     2016-2024
#> 822       Vaud           Duplex noteg     1981-1990
#> 823       Vaud            Villa           2006-2010
#> 824       Vaud       Farm house              0-1919
#> 825       Vaud     Single house           1971-1980
#> 826       Vaud     Single house           1961-1970
#> 827       Vaud     Single house           1946-1960
#> 828       Vaud        Apartment    eg        0-1919
#> 829       Vaud     Single house           1971-1980
#> 830       Vaud        Apartment noteg        0-1919
#> 831       Vaud Bifamiliar house           2016-2024
#> 832       Vaud        Apartment noteg     1981-1990
#> 833       Vaud Bifamiliar house           2016-2024
#> 834       Vaud Bifamiliar house           2016-2024
#> 835       Vaud     Single house           1919-1945
#> 836       Vaud     Single house           1961-1970
#> 837       Vaud     Single house              0-1919
#> 838       Vaud        Apartment    eg     2016-2024
#> 839       Vaud     Single house           2001-2005
#> 840       Vaud     Single house              0-1919
#> 841       Vaud     Single house              0-1919
#> 842       Vaud     Single house              0-1919
#> 843       Vaud     Single house              0-1919
#> 844       Vaud     Single house              0-1919
#> 845       Vaud            Villa           2001-2005
#> 846       Vaud Bifamiliar house           1971-1980
#> 847       Vaud Bifamiliar house           1971-1980
#> 848       Vaud        Apartment noteg     2016-2024
#> 849       Vaud        Apartment noteg     2001-2005
#> 850       Vaud        Apartment noteg     2016-2024
#> 851       Vaud        Apartment noteg     2016-2024
#> 852       Vaud        Apartment noteg     2016-2024
#> 853       Vaud        Apartment    eg     2016-2024
#> 854       Vaud            Villa           2001-2005
#> 855       Vaud           Duplex noteg     2011-2015
#> 856       Vaud        Apartment    eg     2011-2015
#> 857       Vaud     Single house              0-1919
#> 858       Vaud        Apartment noteg     2011-2015
#> 859       Vaud        Apartment noteg     2011-2015
#> 860       Vaud        Apartment    eg     1991-2000
#> 861       Vaud        Apartment noteg     2011-2015
#> 862       Vaud     Single house              0-1919
#> 863       Vaud        Apartment    eg     1991-2000
#> 864       Vaud           Duplex noteg     2006-2010
#> 865       Vaud            Villa           1961-1970
#> 866       Vaud            Villa              0-1919
#> 867       Vaud        Apartment noteg     1971-1980
#> 868       Vaud        Apartment noteg     1981-1990
#> 869       Vaud     Single house           1919-1945
#> 870       Vaud        Apartment noteg     2006-2010
#> 871       Vaud            Villa           1961-1970
#> 872       Vaud       Attic flat noteg     1981-1990
#> 873       Vaud     Single house              0-1919
#> 874       Vaud            Villa           1961-1970
#> 875       Vaud     Single house           1961-1970
#> 876       Vaud            Villa           2011-2015
#> 877       Vaud Bifamiliar house           2001-2005
#> 878       Vaud     Single house           1961-1970
#> 879       Vaud     Single house           1961-1970
#> 880       Vaud     Single house           2016-2024
#> 881       Vaud     Single house           1981-1990
#> 882       Vaud        Apartment    eg     1981-1990
#> 883       Vaud        Apartment    eg     2016-2024
#> 884       Vaud            Villa           1971-1980
#> 885       Vaud        Apartment noteg     2016-2024
#> 886       Vaud        Apartment noteg     2016-2024
#> 887       Vaud       Farm house              0-1919
#> 888       Vaud        Apartment noteg     2016-2024
#> 889       Vaud     Single house           1971-1980
#> 890       Vaud        Apartment    eg     2016-2024
#> 891       Vaud        Apartment    eg     2016-2024
#> 892       Vaud        Apartment    eg     2016-2024
#> 893       Vaud        Apartment noteg     2001-2005
#> 894       Vaud Bifamiliar house              0-1919
#> 895       Vaud Bifamiliar house           2011-2015
#> 896       Vaud        Apartment noteg     2006-2010
#> 897       Vaud        Apartment    eg     2006-2010
#> 898       Vaud        Apartment    eg     2016-2024
#> 899       Vaud           Duplex noteg     2016-2024
#> 900       Vaud        Roof flat noteg     2016-2024
#> 901       Vaud     Single house           2011-2015
#> 902       Vaud        Apartment noteg     2016-2024
#> 903       Vaud        Apartment noteg     2016-2024
#> 904       Vaud       Attic flat noteg     2016-2024
#> 905       Vaud     Single house              0-1919
#> 906       Vaud        Apartment noteg     2016-2024
#> 907       Vaud        Apartment noteg     2006-2010
#> 908       Vaud Bifamiliar house           1971-1980
#> 909       Vaud        Roof flat noteg     2001-2005
#> 910       Vaud        Apartment noteg     2016-2024
#> 911       Vaud        Apartment    eg     1991-2000
#> 912       Vaud        Apartment noteg     2001-2005
#> 913       Vaud        Apartment    eg     2016-2024
#> 914       Vaud           Duplex noteg     2006-2010
#> 915       Vaud        Apartment noteg     2006-2010
#> 916       Vaud        Apartment    eg     2016-2024
#> 917       Vaud        Apartment    eg     1991-2000
#> 918       Vaud        Apartment noteg     2006-2010
#> 919       Vaud        Apartment noteg     1991-2000
#> 920       Vaud       Attic flat noteg     1981-1990
#> 921       Vaud            Villa           2001-2005
#> 922       Vaud        Apartment noteg     1981-1990
#> 923       Vaud        Apartment    eg     1991-2000
#> 924       Vaud        Apartment noteg     2006-2010
#> 925       Vaud        Apartment noteg     1981-1990
#> 926       Vaud        Apartment noteg     2006-2010
#> 927       Vaud     Single house           2001-2005
#> 928       Vaud     Single house           2016-2024
#> 929       Vaud        Apartment noteg     1981-1990
#> 930       Vaud        Apartment    eg     2006-2010
#> 931       Vaud           Duplex noteg     2006-2010
#> 932       Vaud        Apartment noteg     1991-2000
#> 933       Vaud           Duplex noteg     1991-2000
#> 934       Vaud     Single house           1971-1980
#> 935       Vaud            Villa           1961-1970
#> 936       Vaud        Apartment noteg     2001-2005
#> 937       Vaud     Single house           1919-1945
#> 938       Vaud     Single house           1919-1945
#> 939       Vaud     Single house           1971-1980
#> 940       Vaud     Single house           1971-1980
#> 941       Vaud     Single house           1971-1980
#> 942       Vaud Bifamiliar house           1981-1990
#> 943       Vaud     Single house           1961-1970
#> 944       Vaud            Villa           1961-1970
#> 945       Vaud Bifamiliar house           1981-1990
#> 946       Vaud     Single house           1971-1980
#> 947       Vaud Bifamiliar house           1981-1990
#> 948       Vaud     Single house              0-1919
#> 949       Vaud     Single house           1981-1990
#> 950       Vaud            Villa              0-1919
#> 951       Vaud            Villa              0-1919
#> 952       Vaud            Villa              0-1919
#> 953       Vaud     Single house              0-1919
#> 954       Vaud     Single house           1981-1990
#> 955       Vaud     Single house              0-1919
#> 956       Vaud            Villa           1981-1990
#> 957       Vaud     Single house              0-1919
#> 958       Vaud     Single house           2006-2010
#> 959       Vaud        Apartment    eg     2006-2010
#> 960       Vaud Bifamiliar house           2006-2010
#> 961       Vaud        Apartment noteg        0-1919
#> 962       Vaud       Attic flat noteg        0-1919
#> 963       Vaud     Single house           2016-2024
#> 964       Vaud        Apartment noteg        0-1919
#> 965       Vaud            Villa           2011-2015
#> 966       Vaud        Apartment noteg     2006-2010
#> 967       Vaud            Villa              0-1919
#> 968       Vaud Bifamiliar house           2016-2024
#> 969       Vaud     Single house              0-1919
#> 970       Vaud     Single house           2016-2024
#> 971       Vaud     Single house           1971-1980
#> 972       Vaud     Single house              0-1919
#> 973       Vaud Bifamiliar house           2016-2024
#> 974       Vaud     Single house           1946-1960
#> 975       Vaud            Villa           1981-1990
#> 976       Vaud     Single house           1991-2000
#> 977       Vaud     Single house           1991-2000
#> 978       Vaud     Single house              0-1919
#> 979       Vaud     Single house              0-1919
#> 980       Vaud        Apartment    eg     2006-2010
#> 981       Vaud        Apartment noteg     2006-2010
#> 982       Vaud     Single house              0-1919
#> 983       Vaud     Single house           1991-2000
#> 984       Vaud     Single house           1971-1980
#> 985       Vaud        Apartment noteg     2006-2010
#> 986       Vaud            Villa           1991-2000
#> 987       Vaud     Single house           2001-2005
#> 988       Vaud     Single house           1981-1990
#> 989       Vaud Bifamiliar house           2011-2015
#> 990       Vaud        Apartment    eg     2001-2005
#> 991       Vaud     Terrace flat    eg     2001-2005
#> 992       Vaud        Apartment noteg        0-1919
#> 993       Vaud        Apartment    eg     2016-2024
#> 994       Vaud       Attic flat noteg        0-1919
#> 995       Vaud     Single house           1919-1945
#> 996       Vaud           Duplex noteg        0-1919
#> 997       Vaud        Apartment noteg        0-1919
#> 998       Vaud     Single house              0-1919
#> 999       Vaud        Apartment noteg     1981-1990
#> 1000      Vaud     Single house           1991-2000
#> 1001      Vaud       Attic flat noteg     1971-1980
#> 1002      Vaud     Single house              0-1919
#> 1003      Vaud            Villa           1981-1990
#> 1004      Vaud        Apartment noteg     2001-2005
#> 1005      Vaud        Apartment noteg     2011-2015
#> 1006      Vaud        Apartment noteg     2016-2024
#> 1007      Vaud     Single house           1981-1990
#> 1008      Vaud            Villa           1981-1990
#> 1009      Vaud        Apartment noteg     2006-2010
#> 1010      Vaud        Apartment noteg     1971-1980
#> 1011      Vaud        Apartment    eg     2016-2024
#> 1012      Vaud        Apartment    eg     2006-2010
#> 1013      Vaud           Duplex noteg     2001-2005
#> 1014      Vaud            Villa           1946-1960
#> 1015      Vaud        Apartment noteg     2011-2015
#> 1016      Vaud     Single house              0-1919
#> 1017      Vaud            Villa           1946-1960
#> 1018      Vaud           Duplex    eg     2016-2024
#> 1019      Vaud Bifamiliar house           2016-2024
#> 1020      Vaud        Apartment    eg     2016-2024
#> 1021      Vaud     Single house           1971-1980
#> 1022      Vaud Bifamiliar house           2006-2010
#> 1023      Vaud     Single house              0-1919
#> 1024      Vaud        Apartment noteg     2006-2010
#> 1025      Vaud Bifamiliar house           2006-2010
#> 1026      Vaud        Apartment noteg     1971-1980
#> 1027      Vaud        Apartment noteg     2006-2010
#> 1028      Vaud        Apartment noteg     2006-2010
#> 1029      Vaud       Attic flat noteg     2006-2010
#> 1030      Vaud       Attic flat noteg     2006-2010
#> 1031      Vaud        Apartment    eg     1981-1990
#> 1032      Vaud     Single house           2001-2005
#> 1033      Vaud        Apartment noteg     1946-1960
#> 1034      Vaud        Apartment noteg     2006-2010
#> 1035      Vaud     Single house           2006-2010
#> 1036      Vaud       Attic flat noteg     1971-1980
#> 1037      Vaud     Single house           1971-1980
#> 1038      Vaud     Single house           2006-2010
#> 1039      Vaud        Apartment noteg     2016-2024
#> 1040      Vaud        Roof flat noteg     2001-2005
#> 1041      Vaud           Duplex noteg     2016-2024
#> 1042      Vaud Bifamiliar house           1981-1990
#> 1043      Vaud     Single house           1981-1990
#> 1044      Vaud        Apartment noteg     2001-2005
#> 1045      Vaud        Apartment noteg     2006-2010
#> 1046      Vaud        Apartment noteg        0-1919
#> 1047      Vaud     Single house              0-1919
#> 1048      Vaud        Apartment noteg     2006-2010
#> 1049      Vaud Bifamiliar house           2016-2024
#> 1050      Vaud     Single house           2011-2015
#> 1051      Vaud        Apartment    eg     2016-2024
#> 1052      Vaud Bifamiliar house           2006-2010
#> 1053      Vaud        Apartment noteg     2011-2015
#> 1054      Vaud     Single house           2006-2010
#> 1055      Vaud     Single house           1991-2000
#> 1056      Vaud        Apartment noteg     2006-2010
#> 1057      Vaud     Single house              0-1919
#> 1058      Vaud        Apartment noteg     2016-2024
#> 1059      Vaud        Apartment    eg     2016-2024
#> 1060      Vaud        Apartment noteg     2016-2024
#> 1061      Vaud        Apartment noteg     2016-2024
#> 1062      Vaud     Single house           1971-1980
#> 1063      Vaud     Single house           1971-1980
#> 1064      Vaud           Duplex noteg     2016-2024
#> 1065      Vaud Bifamiliar house           2006-2010
#> 1066      Vaud     Single house              0-1919
#> 1067      Vaud        Apartment noteg     2016-2024
#> 1068      Vaud Bifamiliar house           1991-2000
#> 1069      Vaud        Apartment noteg     1991-2000
#> 1070      Vaud        Apartment noteg     2006-2010
#> 1071      Vaud        Apartment    eg     2016-2024
#> 1072      Vaud        Apartment noteg     1991-2000
#> 1073      Vaud        Apartment noteg     2016-2024
#> 1074      Vaud        Apartment noteg     2011-2015
#> 1075      Vaud        Apartment noteg        0-1919
#> 1076      Vaud        Roof flat noteg     1971-1980
#> 1077      Vaud        Apartment noteg     1981-1990
#> 1078      Vaud        Apartment    eg     2016-2024
#> 1079      Vaud        Apartment noteg     1981-1990
#> 1080      Vaud        Apartment noteg     1991-2000
#> 1081      Vaud        Apartment noteg     1971-1980
#> 1082      Vaud        Apartment noteg     2006-2010
#> 1083      Vaud        Apartment noteg     1971-1980
#> 1084      Vaud        Apartment noteg     2006-2010
#> 1085      Vaud           Duplex noteg     2006-2010
#> 1086      Vaud        Apartment noteg     1981-1990
#> 1087      Vaud        Apartment noteg     1971-1980
#> 1088      Vaud       Attic flat noteg        0-1919
#> 1089      Vaud        Apartment noteg     1991-2000
#> 1090      Vaud       Attic flat noteg     1991-2000
#> 1091      Vaud Bifamiliar house           1981-1990
#> 1092      Vaud        Apartment noteg     1971-1980
#> 1093      Vaud            Villa           2016-2024
#> 1094      Vaud        Apartment noteg     2016-2024
#> 1095      Vaud Bifamiliar house           1991-2000
#> 1096      Vaud           Duplex noteg     1991-2000
#> 1097      Vaud        Apartment noteg     2016-2024
#> 1098      Vaud        Apartment noteg     1991-2000
#> 1099      Vaud            Villa           1971-1980
#> 1100      Vaud        Apartment noteg     1971-1980
#> 1101      Vaud       Attic flat noteg     1981-1990
#> 1102      Vaud        Apartment noteg     2006-2010
#> 1103      Vaud        Apartment noteg     1971-1980
#> 1104      Vaud            Villa           2001-2005
#> 1105      Vaud        Apartment noteg     1971-1980
#> 1106      Vaud        Apartment noteg     2001-2005
#> 1107      Vaud        Apartment    eg     1991-2000
#> 1108      Vaud        Apartment noteg     1991-2000
#> 1109      Vaud        Apartment noteg     2016-2024
#> 1110      Vaud Bifamiliar house           1981-1990
#> 1111      Vaud     Single house           1971-1980
#> 1112      Vaud        Apartment    eg     2016-2024
#> 1113      Vaud Bifamiliar house           2006-2010
#> 1114    Geneva        Apartment noteg     2016-2024
#> 1115    Geneva        Apartment noteg     1946-1960
#> 1116    Geneva        Apartment noteg     1981-1990
#> 1117    Geneva        Apartment noteg     2011-2015
#> 1118    Geneva        Apartment noteg     2011-2015
#> 1119    Geneva        Apartment noteg     2011-2015
#> 1120    Geneva        Apartment noteg     1981-1990
#> 1121    Geneva        Apartment noteg     2011-2015
#> 1122    Geneva           Duplex noteg     2011-2015
#> 1123    Geneva        Apartment noteg     2011-2015
#> 1124    Geneva        Apartment noteg     2011-2015
#> 1125    Geneva        Apartment noteg     1946-1960
#> 1126    Geneva        Apartment noteg     2011-2015
#> 1127    Geneva        Apartment noteg     1971-1980
#> 1128    Geneva        Apartment noteg     2011-2015
#> 1129    Geneva        Apartment noteg        0-1919
#> 1130    Geneva        Apartment noteg     2011-2015
#> 1131    Geneva           Duplex noteg     1981-1990
#> 1132    Geneva       Attic flat noteg        0-1919
#> 1133    Geneva        Apartment noteg     2001-2005
#> 1134    Geneva        Apartment noteg     1961-1970
#> 1135    Geneva        Apartment noteg     2011-2015
#> 1136    Geneva        Apartment noteg     1946-1960
#> 1137    Geneva        Apartment noteg     1961-1970
#> 1138    Geneva       Attic flat noteg     2001-2005
#> 1139    Geneva        Apartment noteg     2001-2005
#> 1140    Geneva        Apartment    eg     2011-2015
#> 1141    Geneva        Apartment noteg     1946-1960
#> 1142    Geneva        Apartment noteg     2011-2015
#> 1143    Geneva        Apartment noteg     1981-1990
#> 1144    Geneva        Apartment noteg     1946-1960
#> 1145    Geneva        Apartment noteg     1961-1970
#> 1146    Geneva        Apartment noteg     2011-2015
#> 1147    Geneva        Apartment noteg     1971-1980
#> 1148    Geneva        Apartment noteg     2011-2015
#> 1149    Geneva        Apartment noteg     1946-1960
#> 1150    Geneva        Apartment noteg     1981-1990
#> 1151    Geneva        Apartment noteg     1971-1980
#> 1152    Geneva        Apartment noteg        0-1919
#> 1153    Geneva        Apartment noteg     2006-2010
#> 1154    Geneva           Duplex noteg     1981-1990
#> 1155    Geneva       Attic flat noteg        0-1919
#> 1156    Geneva        Apartment noteg     1981-1990
#> 1157    Geneva        Apartment noteg        0-1919
#> 1158    Geneva        Apartment noteg     2011-2015
#> 1159    Geneva        Apartment noteg     2006-2010
#> 1160    Geneva        Apartment noteg     1919-1945
#> 1161    Geneva        Apartment noteg     2006-2010
#> 1162    Geneva        Apartment noteg     1946-1960
#> 1163    Geneva        Apartment noteg     2006-2010
#> 1164    Geneva        Apartment noteg     1971-1980
#> 1165    Geneva        Apartment noteg     1991-2000
#> 1166    Geneva     Single house           1981-1990
#> 1167    Geneva        Apartment noteg     2016-2024
#> 1168    Geneva       Attic flat noteg     1971-1980
#> 1169    Geneva           Duplex noteg     1961-1970
#> 1170    Geneva        Apartment noteg     1971-1980
#> 1171    Geneva        Apartment noteg     1971-1980
#> 1172    Geneva        Apartment noteg     1971-1980
#> 1173    Geneva        Apartment noteg     1971-1980
#> 1174    Geneva        Apartment noteg     1971-1980
#> 1175    Geneva        Apartment noteg     1971-1980
#> 1176    Geneva        Apartment noteg     1946-1960
#> 1177    Geneva        Apartment noteg     1961-1970
#> 1178    Geneva        Apartment noteg     1961-1970
#> 1179    Geneva        Apartment noteg     2006-2010
#> 1180    Geneva        Apartment noteg     1961-1970
#> 1181    Geneva        Apartment noteg     1991-2000
#> 1182    Geneva        Apartment noteg     1991-2000
#> 1183    Geneva        Apartment noteg     1971-1980
#> 1184    Geneva        Apartment noteg     1971-1980
#> 1185    Geneva        Apartment noteg     1961-1970
#> 1186    Geneva        Apartment noteg     1971-1980
#> 1187    Geneva       Attic flat noteg     1971-1980
#> 1188    Geneva        Apartment noteg     1971-1980
#> 1189    Geneva        Apartment noteg     1946-1960
#> 1190    Geneva        Apartment noteg     1971-1980
#> 1191    Geneva       Attic flat noteg     1971-1980
#> 1192    Geneva        Apartment    eg     2001-2005
#> 1193    Geneva        Apartment noteg     1961-1970
#> 1194    Geneva        Apartment noteg     1961-1970
#> 1195    Geneva        Apartment noteg     1971-1980
#> 1196    Geneva        Apartment noteg     1991-2000
#> 1197    Geneva        Apartment noteg     1971-1980
#> 1198    Geneva        Apartment noteg     1971-1980
#> 1199    Geneva       Attic flat noteg     2016-2024
#> 1200    Geneva        Apartment noteg     1991-2000
#> 1201    Geneva        Apartment noteg     1919-1945
#> 1202    Geneva        Apartment noteg     1971-1980
#> 1203    Geneva        Apartment noteg     1919-1945
#> 1204    Geneva       Attic flat noteg     1961-1970
#> 1205    Geneva        Apartment noteg     1919-1945
#> 1206    Geneva       Attic flat noteg     1971-1980
#> 1207    Geneva        Apartment noteg     1961-1970
#> 1208    Geneva        Apartment noteg     1946-1960
#> 1209    Geneva     Single house           1981-1990
#> 1210    Geneva        Apartment    eg     1961-1970
#> 1211    Geneva        Apartment noteg     1961-1970
#> 1212    Geneva        Apartment noteg        0-1919
#> 1213    Geneva           Duplex noteg        0-1919
#> 1214    Geneva        Apartment noteg     1919-1945
#> 1215    Geneva        Apartment noteg     1919-1945
#> 1216    Geneva        Apartment noteg        0-1919
#> 1217    Geneva        Apartment noteg        0-1919
#> 1218    Geneva        Apartment noteg        0-1919
#> 1219    Geneva        Apartment noteg     1919-1945
#> 1220    Geneva        Apartment noteg     1991-2000
#> 1221    Geneva     Single house           2001-2005
#> 1222    Geneva        Apartment noteg     2016-2024
#> 1223    Geneva        Apartment    eg        0-1919
#> 1224    Geneva        Apartment noteg     1971-1980
#> 1225    Geneva        Apartment noteg     1961-1970
#> 1226    Geneva        Apartment noteg     1971-1980
#> 1227    Geneva        Apartment noteg     1981-1990
#> 1228    Geneva        Apartment noteg     1919-1945
#> 1229    Geneva        Apartment noteg     1981-1990
#> 1230    Geneva        Apartment noteg     1971-1980
#> 1231    Geneva       Attic flat noteg     1971-1980
#> 1232    Geneva        Apartment noteg     1971-1980
#> 1233    Geneva       Attic flat noteg     1981-1990
#> 1234    Geneva        Apartment    eg     2016-2024
#> 1235    Geneva        Apartment noteg     1981-1990
#> 1236    Geneva        Apartment noteg     1961-1970
#> 1237    Geneva        Apartment noteg     1961-1970
#> 1238    Geneva        Roof flat noteg     1971-1980
#> 1239    Geneva        Apartment noteg     1971-1980
#> 1240    Geneva        Apartment noteg     1971-1980
#> 1241    Geneva        Apartment noteg     1971-1980
#> 1242    Geneva        Apartment noteg     1946-1960
#> 1243    Geneva        Apartment noteg     1971-1980
#> 1244    Geneva        Apartment noteg     2011-2015
#> 1245    Geneva     Single house           2016-2024
#> 1246    Geneva        Apartment noteg     1961-1970
#> 1247    Geneva            Villa           1961-1970
#> 1248    Geneva            Villa           2006-2010
#> 1249    Geneva     Single house           2001-2005
#> 1250    Geneva        Apartment noteg     1946-1960
#> 1251    Geneva Bifamiliar house           2001-2005
#> 1252    Geneva        Apartment noteg     1946-1960
#> 1253    Geneva     Single house              0-1919
#> 1254    Geneva        Apartment    eg     2006-2010
#> 1255    Geneva     Single house           2011-2015
#> 1256    Geneva            Villa           1991-2000
#> 1257    Geneva        Apartment noteg     2011-2015
#> 1258    Geneva     Single house           2001-2005
#> 1259    Geneva        Apartment noteg     2011-2015
#> 1260    Geneva        Apartment noteg     2011-2015
#> 1261    Geneva     Single house           1971-1980
#> 1262    Geneva     Single house           2001-2005
#> 1263    Geneva Bifamiliar house           1971-1980
#> 1264    Geneva     Single house              0-1919
#> 1265    Geneva        Apartment noteg     2006-2010
#> 1266    Geneva        Apartment noteg     2006-2010
#> 1267    Geneva            Villa           2006-2010
#> 1268    Geneva        Apartment    eg     2006-2010
#> 1269    Geneva     Single house           2006-2010
#> 1270    Geneva     Single house           2006-2010
#> 1271    Geneva     Single house           1971-1980
#> 1272    Geneva     Single house           2001-2005
#> 1273    Geneva     Single house           1991-2000
#> 1274    Geneva     Single house           1961-1970
#> 1275    Geneva     Single house           2006-2010
#> 1276    Geneva        Apartment noteg     1961-1970
#> 1277    Geneva     Single house           2016-2024
#> 1278    Geneva     Single house           1961-1970
#> 1279    Geneva     Single house           1961-1970
#> 1280    Geneva     Single house           1961-1970
#> 1281    Geneva     Single house           1971-1980
#> 1282    Geneva     Single house           2006-2010
#> 1283    Geneva     Single house           1919-1945
#> 1284    Geneva Bifamiliar house           2001-2005
#> 1285    Geneva     Single house           2006-2010
#> 1286    Geneva     Single house           2006-2010
#> 1287    Geneva Bifamiliar house           2001-2005
#> 1288    Geneva     Single house           2006-2010
#> 1289    Geneva     Single house           2006-2010
#> 1290    Geneva     Single house           2001-2005
#> 1291    Geneva     Single house           1919-1945
#> 1292    Geneva        Apartment noteg        0-1919
#> 1293    Geneva       Attic flat noteg        0-1919
#> 1294    Geneva     Single house           1971-1980
#> 1295    Geneva       Attic flat noteg     1919-1945
#> 1296    Geneva     Single house           2006-2010
#> 1297    Geneva     Single house              0-1919
#> 1298    Geneva        Apartment noteg     1919-1945
#> 1299    Geneva     Single house           1946-1960
#> 1300    Geneva Bifamiliar house           2001-2005
#> 1301    Geneva     Single house           1981-1990
#> 1302    Geneva            Villa           1946-1960
#> 1303    Geneva        Apartment noteg     1991-2000
#> 1304    Geneva        Apartment noteg     1961-1970
#> 1305    Geneva     Single house           1961-1970
#> 1306    Geneva     Single house           2011-2015
#> 1307    Geneva        Apartment noteg     2006-2010
#> 1308    Geneva        Apartment noteg     2006-2010
#> 1309    Geneva     Single house           2016-2024
#> 1310    Geneva        Apartment noteg     2016-2024
#> 1311    Geneva        Apartment noteg     1971-1980
#> 1312    Geneva        Apartment noteg     1946-1960
#> 1313    Geneva        Apartment noteg     1971-1980
#> 1314    Geneva        Apartment    eg     2006-2010
#> 1315    Geneva        Apartment noteg     2001-2005
#> 1316    Geneva     Single house           2016-2024
#> 1317    Geneva     Single house           1946-1960
#> 1318    Geneva     Single house           1919-1945
#> 1319    Geneva        Apartment noteg     2001-2005
#> 1320    Geneva        Apartment noteg     2001-2005
#> 1321    Geneva     Single house              0-1919
#> 1322    Geneva     Single house           2001-2005
#> 1323    Geneva     Single house           1946-1960
#> 1324    Geneva     Single house           2016-2024
#> 1325    Geneva     Single house           1981-1990
#> 1326    Geneva     Single house           1919-1945
#> 1327    Geneva           Duplex    eg     2006-2010
#> 1328    Geneva        Apartment    eg     2016-2024
#> 1329    Geneva        Apartment noteg     1971-1980
#> 1330    Geneva        Apartment noteg     1971-1980
#> 1331    Geneva        Apartment    eg     2016-2024
#> 1332    Geneva        Apartment noteg     2001-2005
#> 1333    Geneva     Single house           1991-2000
#> 1334    Geneva        Apartment noteg     1971-1980
#> 1335    Geneva       Attic flat noteg     1971-1980
#> 1336    Geneva        Apartment    eg     1971-1980
#> 1337    Geneva        Apartment noteg     1971-1980
#> 1338    Geneva        Apartment noteg     2011-2015
#> 1339    Geneva     Single house           1961-1970
#> 1340    Geneva        Apartment noteg     1971-1980
#> 1341    Geneva        Apartment    eg     1971-1980
#> 1342    Geneva        Apartment noteg     1961-1970
#> 1343    Geneva            Villa           1991-2000
#> 1344    Geneva            Villa           1981-1990
#> 1345    Geneva            Villa           2006-2010
#> 1346    Geneva        Apartment noteg     2016-2024
#> 1347    Geneva        Apartment    eg     1981-1990
#> 1348    Geneva        Apartment noteg     2016-2024
#> 1349    Geneva        Apartment noteg     1971-1980
#> 1350    Geneva        Apartment noteg     1971-1980
#> 1351    Geneva        Apartment noteg     2011-2015
#> 1352    Geneva        Apartment noteg     1971-1980
#> 1353    Geneva       Attic flat noteg     2001-2005
#> 1354    Geneva        Apartment    eg     1981-1990
#> 1355    Geneva            Villa           1991-2000
#> 1356    Geneva        Apartment noteg     1981-1990
#> 1357    Geneva        Apartment noteg     1971-1980
#> 1358    Geneva           Duplex noteg     1981-1990
#> 1359    Geneva        Roof flat noteg     1981-1990
#> 1360    Geneva        Apartment noteg     1961-1970
#> 1361    Geneva     Single house           2011-2015
#> 1362    Geneva        Apartment noteg     1981-1990
#> 1363    Geneva        Apartment noteg     1981-1990
#> 1364    Geneva        Apartment noteg     1961-1970
#> 1365    Geneva            Villa           2016-2024
#> 1366    Geneva        Apartment noteg     1981-1990
#> 1367    Geneva            Villa           2011-2015
#> 1368    Geneva     Single house           2016-2024
#> 1369    Geneva       Attic flat noteg     1971-1980
#> 1370    Geneva     Single house           2016-2024
#> 1371    Geneva     Single house           2016-2024
#> 1372    Geneva     Single house           1991-2000
#> 1373    Geneva        Roof flat noteg     1981-1990
#> 1374    Geneva     Single house              0-1919
#> 1375    Geneva        Apartment noteg     2001-2005
#> 1376    Geneva     Single house              0-1919
#> 1377    Geneva        Apartment noteg     2011-2015
#> 1378    Geneva        Apartment    eg     2016-2024
#> 1379    Geneva     Single house              0-1919
#> 1380    Geneva     Single house           1919-1945
#> 1381    Geneva        Apartment noteg     1991-2000
#> 1382    Geneva     Single house           1981-1990
#> 1383    Geneva Bifamiliar house              0-1919
#> 1384    Geneva        Apartment    eg     2016-2024
#> 1385    Geneva        Apartment    eg     2016-2024
#> 1386    Geneva        Apartment noteg     2016-2024
#> 1387    Geneva     Single house           1971-1980
#> 1388    Geneva        Apartment noteg     1971-1980
#> 1389    Geneva        Apartment    eg     2011-2015
#> 1390    Geneva        Apartment noteg     2016-2024
#> 1391    Geneva           Duplex noteg     1991-2000
#> 1392    Geneva     Single house           2016-2024
#> 1393    Geneva        Apartment noteg     1991-2000
#> 1394    Geneva        Apartment noteg     2001-2005
#> 1395    Geneva        Apartment noteg     1981-1990
#> 1396    Geneva     Single house           1961-1970
#> 1397    Geneva        Apartment noteg     2006-2010
#> 1398    Geneva     Single house              0-1919
#> 1399    Geneva     Single house              0-1919
#> 1400    Geneva            Villa           1946-1960
#> 1401    Geneva        Apartment noteg     2016-2024
#> 1402    Geneva       Attic flat noteg     1971-1980
#> 1403    Geneva        Apartment noteg     2016-2024
#> 1404    Geneva        Apartment noteg     2016-2024
#> 1405    Geneva     Single house           2011-2015
#> 1406    Geneva        Apartment noteg     2016-2024
#> 1407    Geneva        Apartment noteg     1981-1990
#> 1408    Geneva     Single house           2011-2015
#> 1409    Geneva        Apartment noteg     1981-1990
#> 1410    Geneva        Apartment noteg     2011-2015
#> 1411    Geneva        Apartment    eg     2016-2024
#> 1412    Geneva            Villa              0-1919
#> 1413    Geneva        Apartment noteg     2016-2024
#> 1414    Geneva        Apartment noteg     1981-1990
#> 1415    Geneva        Apartment noteg     1981-1990
#> 1416    Geneva        Apartment noteg     2011-2015
#> 1417    Geneva        Apartment    eg     2001-2005
#> 1418    Geneva        Apartment noteg     2006-2010
#> 1419    Geneva        Apartment noteg     1981-1990
#> 1420    Geneva       Attic flat noteg     1981-1990
#> 1421    Geneva     Single house           1946-1960
#> 1422    Geneva        Apartment noteg     1991-2000
#> 1423    Geneva        Apartment noteg     2006-2010
#> 1424    Geneva        Apartment noteg     1981-1990
#> 1425    Geneva        Apartment noteg     1971-1980
#> 1426    Geneva        Apartment noteg     2016-2024
#> 1427    Geneva        Apartment noteg     2006-2010
#> 1428    Geneva     Single house           2016-2024
#> 1429    Geneva        Apartment noteg     2006-2010
#> 1430    Geneva     Single house           1971-1980
#> 1431    Geneva       Attic flat noteg     2016-2024
#> 1432    Geneva     Single house           1919-1945
#> 1433    Geneva        Apartment noteg     1991-2000
#> 1434    Geneva        Apartment noteg     2001-2005
#> 1435    Geneva     Single house           1981-1990
#> 1436    Geneva     Single house           1946-1960
#> 1437    Geneva     Single house           2016-2024
#> 1438    Geneva     Single house           1919-1945
#> 1439    Geneva        Apartment noteg     2006-2010
#> 1440    Geneva        Apartment noteg     1981-1990
#> 1441    Geneva     Single house           2016-2024
#> 1442    Geneva            Villa           1991-2000
#> 1443    Geneva            Villa           2011-2015
#> 1444    Geneva            Villa           2011-2015
#> 1445    Geneva     Single house           2016-2024
#> 1446    Geneva Bifamiliar house           1991-2000
#> 1447    Geneva Bifamiliar house           2016-2024
#> 1448    Geneva     Single house           2016-2024
#> 1449    Geneva     Single house           1981-1990
#> 1450    Geneva     Single house           1981-1990
#> 1451    Geneva     Single house           2016-2024
#> 1452    Geneva Bifamiliar house           2016-2024
#> 1453    Geneva Bifamiliar house           2016-2024
#> 1454    Geneva     Single house              0-1919
#> 1455    Geneva        Apartment noteg     2001-2005
#> 1456    Geneva        Apartment noteg     2001-2005
#> 1457    Geneva           Duplex    eg     2006-2010
#> 1458    Geneva       Attic flat noteg     2016-2024
#> 1459    Geneva        Apartment noteg     2001-2005
#> 1460    Geneva        Apartment noteg     1961-1970
#> 1461    Geneva     Single house           1971-1980
#> 1462    Geneva        Apartment    eg     2001-2005
#> 1463    Geneva     Single house              0-1919
#> 1464    Geneva        Apartment noteg     1961-1970
#> 1465    Geneva Bifamiliar house           2011-2015
#> 1466    Geneva Bifamiliar house           1981-1990
#> 1467    Geneva        Apartment noteg     2001-2005
#> 1468    Geneva     Single house              0-1919
#> 1469    Geneva        Apartment noteg     2001-2005
#> 1470    Geneva     Single house           1919-1945
#> 1471    Geneva        Apartment    eg     2016-2024
#> 1472    Geneva        Apartment    eg     2006-2010
#> 1473    Geneva        Apartment    eg     2006-2010
#> 1474    Geneva        Apartment noteg     2016-2024
#> 1475    Geneva        Apartment noteg     1981-1990
#> 1476    Geneva     Single house           1919-1945
#> 1477    Geneva           Duplex noteg     1981-1990
#> 1478    Geneva     Single house           2016-2024
#> 1479    Geneva     Single house           1991-2000
#> 1480    Geneva     Single house           1946-1960
#> 1481    Geneva     Single house           2016-2024
#> 1482    Geneva Bifamiliar house           1919-1945
#> 1483    Geneva     Single house           1971-1980
#> 1484    Geneva     Single house           2011-2015
#> 1485    Geneva            Villa           2016-2024
#> 1486    Geneva            Villa           2016-2024
#> 1487    Geneva     Single house           2016-2024
#> 1488    Geneva     Single house           2011-2015
#> 1489    Geneva     Single house           1946-1960
#> 1490    Geneva     Single house              0-1919
#> 1491    Geneva        Apartment noteg     1991-2000
#> 1492    Geneva        Apartment noteg     2006-2010
#> 1493    Geneva           Duplex noteg     2001-2005
#> 1494    Geneva        Apartment noteg     2001-2005
#> 1495    Geneva     Single house           2016-2024
#> 1496    Geneva     Single house              0-1919
#> 1497    Geneva Bifamiliar house           2016-2024
#> 1498    Geneva Bifamiliar house           2016-2024
#> 1499    Geneva        Apartment noteg     1971-1980
#> 1500    Geneva     Single house              0-1919
#> 1501    Geneva     Single house           1919-1945
#> 1502    Geneva        Apartment noteg     2001-2005
#> 1503    Geneva     Single house              0-1919
#> 1504    Geneva     Single house              0-1919
#> 1505    Geneva        Apartment    eg     1981-1990
#> 1506    Geneva        Apartment noteg     2016-2024
#> 1507    Geneva        Apartment    eg     2016-2024
#> 1508    Geneva        Apartment    eg     2016-2024
#> 1509    Geneva        Apartment noteg     2016-2024
#> 1510    Geneva        Apartment noteg     2016-2024
#> 1511    Geneva        Apartment noteg     2006-2010
#> 1512    Geneva        Apartment    eg     2016-2024
#> 1513    Geneva        Apartment    eg     2016-2024
#> 1514    Geneva        Apartment noteg     2016-2024
#> 1515    Geneva        Apartment    eg     2016-2024
#> 1516    Geneva        Apartment    eg     2016-2024
#> 1517    Geneva        Apartment noteg     2016-2024
#> 1518    Geneva        Apartment    eg     2016-2024
#> 1519    Geneva        Apartment noteg     2016-2024
#> 1520    Geneva        Apartment noteg     2016-2024
#> 1521    Geneva            Villa           1961-1970
#> 1522    Geneva            Villa           1961-1970
#> 1523    Geneva     Single house           1961-1970
#> 1524    Geneva     Single house              0-1919
#> 1525    Geneva        Apartment noteg     2011-2015
#> 1526    Geneva     Single house           1919-1945
#> 1527    Geneva     Single house           1919-1945
#> 1528    Geneva     Single house           1971-1980
#> 1529    Geneva     Single house           2001-2005
#> 1530    Geneva     Single house           1981-1990
#> 1531    Geneva     Single house           1981-1990
#> 1532    Geneva     Single house           2016-2024
#> 1533    Geneva     Single house           1981-1990
#> 1534    Geneva            Villa           1971-1980
#> 1535    Geneva     Single house              0-1919
#> 1536    Geneva            Villa           1981-1990
#> 1537    Geneva Bifamiliar house           1981-1990
#> 1538    Geneva        Apartment noteg     1946-1960
#> 1539    Geneva        Roof flat noteg     1946-1960
#> 1540    Geneva        Apartment noteg     1946-1960
#> 1541    Geneva        Apartment noteg     1946-1960
#> 1542    Geneva            Villa           2016-2024
#> 1543    Geneva     Single house              0-1919
#> 1544    Geneva     Single house              0-1919
#> 1545    Geneva     Single house           1991-2000
#> 1546    Geneva        Apartment noteg        0-1919
#> 1547    Geneva        Apartment    eg     2016-2024
#> 1548    Geneva           Duplex    eg     2016-2024
#> 1549    Geneva        Apartment noteg     2016-2024
#> 1550    Geneva        Apartment noteg     2016-2024
#> 1551    Geneva        Apartment    eg     2016-2024
#> 1552    Geneva           Duplex    eg     2016-2024
#> 1553    Geneva             Loft noteg     2016-2024
#> 1554    Geneva            Villa           1971-1980
#> 1555    Geneva        Apartment    eg     2016-2024
#> 1556    Geneva        Apartment    eg     2016-2024
#> 1557    Geneva        Apartment noteg     1981-1990
#> 1558    Geneva     Single house           2016-2024
#> 1559    Geneva        Apartment    eg     1991-2000
#> 1560    Geneva     Single house           1961-1970
#> 1561    Geneva     Single house           1981-1990
#> 1562    Geneva     Single house           2016-2024
#> 1563    Geneva     Single house           1961-1970
#> 1564    Geneva        Apartment    eg     2016-2024
#> 1565    Geneva     Single house           1971-1980
#> 1566    Geneva     Single house           1919-1945
#> 1567    Geneva        Apartment noteg     1991-2000
#> 1568    Geneva            Villa           2006-2010
#> 1569    Geneva     Single house              0-1919
#> 1570    Geneva            Villa           1971-1980
#> 1571    Geneva        Apartment    eg     2016-2024
#> 1572    Geneva        Apartment    eg     2016-2024
#> 1573    Geneva        Apartment noteg     2016-2024
#> 1574    Geneva        Apartment    eg     2016-2024
#> 1575    Geneva        Apartment    eg     2001-2005
#> 1576    Geneva     Single house              0-1919
#> 1577    Geneva     Single house              0-1919
#> 1578    Geneva     Single house              0-1919
#> 1579    Geneva        Apartment    eg     2016-2024
#> 1580    Geneva            Villa           1981-1990
#> 1581    Geneva        Apartment noteg     2016-2024
#> 1582    Geneva       Attic flat noteg        0-1919
#> 1583    Geneva        Apartment noteg     2016-2024
#> 1584    Geneva       Farm house              0-1919
#> 1585    Geneva            Villa           1991-2000
#> 1586    Geneva     Single house           1971-1980
#> 1587    Geneva        Apartment    eg     1981-1990
#> 1588    Geneva Bifamiliar house           2016-2024
#> 1589    Geneva        Apartment noteg        0-1919
#> 1590    Geneva     Single house           1991-2000
#> 1591    Geneva        Apartment noteg     2016-2024
#> 1592    Geneva     Single house           1946-1960
#> 1593    Geneva       Attic flat noteg     2016-2024
#> 1594    Geneva        Apartment noteg     1991-2000
#> 1595    Geneva       Attic flat noteg     2016-2024
#> 1596    Geneva        Apartment noteg     2016-2024
#> 1597    Geneva     Single house           1991-2000
#> 1598    Geneva        Apartment noteg     2016-2024
#> 1599    Geneva       Attic flat noteg     1991-2000
#> 1600    Geneva           Duplex noteg     1991-2000
#> 1601    Geneva        Apartment    eg     1971-1980
#> 1602    Geneva     Single house              0-1919
#> 1603    Geneva        Apartment noteg     1991-2000
#> 1604    Geneva        Apartment    eg     1971-1980
#> 1605    Geneva        Apartment noteg     1991-2000
#> 1606    Geneva        Apartment noteg     2016-2024
#> 1607    Geneva        Apartment noteg     1971-1980
#> 1608    Geneva        Apartment noteg     1991-2000
#> 1609    Geneva        Apartment noteg     1981-1990
#> 1610      Vaud        Apartment noteg     2001-2005
#> 1611      Vaud Bifamiliar house           1991-2000
#> 1612      Vaud        Apartment noteg     2001-2005
#> 1613      Vaud Bifamiliar house           2001-2005
#> 1614      Vaud            Villa           1946-1960
#> 1615      Vaud        Apartment noteg     2016-2024
#> 1616      Vaud       Attic flat noteg     2001-2005
#> 1617      Vaud           Chalet           2016-2024
#> 1618      Vaud           Duplex noteg     2016-2024
#> 1619      Vaud     Single house           1991-2000
#> 1620      Vaud     Single house           1981-1990
#> 1621      Vaud        Apartment noteg     2001-2005
#> 1622      Vaud        Apartment noteg     2016-2024
#> 1623      Vaud        Apartment    eg     1981-1990
#> 1624      Vaud        Apartment    eg     2001-2005
#> 1625      Vaud        Apartment noteg     1991-2000
#> 1626      Vaud        Apartment    eg     2011-2015
#> 1627      Vaud        Apartment noteg     2011-2015
#> 1628      Vaud        Apartment noteg     2001-2005
#> 1629      Vaud     Single house           1981-1990
#> 1630      Vaud        Apartment noteg     2016-2024
#> 1631      Vaud           Duplex noteg     2016-2024
#> 1632      Vaud     Single house           2001-2005
#> 1633      Vaud        Apartment    eg     1981-1990
#> 1634      Vaud       Attic flat noteg     2001-2005
#> 1635      Vaud        Apartment noteg     2011-2015
#> 1636      Vaud        Apartment noteg     2016-2024
#> 1637      Vaud     Single house           2016-2024
#> 1638      Vaud        Apartment noteg     2016-2024
#> 1639      Vaud        Apartment noteg     1991-2000
#> 1640      Vaud        Apartment noteg     2011-2015
#> 1641      Vaud        Apartment noteg     2016-2024
#> 1642      Vaud       Attic flat noteg     2001-2005
#> 1643      Vaud        Apartment noteg     2001-2005
#> 1644      Vaud     Terrace flat    eg     1981-1990
#> 1645      Vaud        Apartment noteg     1991-2000
#> 1646      Vaud     Single house           2016-2024
#> 1647      Vaud     Single house           2001-2005
#> 1648      Vaud     Single house           1971-1980
#> 1649      Vaud        Apartment noteg     2011-2015
#> 1650      Vaud Bifamiliar house           1981-1990
#> 1651      Vaud Bifamiliar house           2016-2024
#> 1652      Vaud     Single house           1971-1980
#> 1653      Vaud        Apartment noteg     1981-1990
#> 1654      Vaud           Duplex noteg     1981-1990
#> 1655      Vaud        Apartment noteg     2016-2024
#> 1656      Vaud        Apartment noteg     2006-2010
#> 1657      Vaud     Single house           1991-2000
#> 1658      Vaud        Apartment noteg     2016-2024
#> 1659      Vaud           Duplex noteg     2011-2015
#> 1660      Vaud        Apartment noteg     2016-2024
#> 1661      Vaud        Apartment noteg     2011-2015
#> 1662      Vaud       Attic flat noteg     2001-2005
#> 1663      Vaud        Apartment noteg     2001-2005
#> 1664      Vaud        Apartment noteg     2001-2005
#> 1665      Vaud        Apartment    eg     1991-2000
#> 1666      Vaud        Apartment noteg     2016-2024
#> 1667      Vaud     Single house           1919-1945
#> 1668      Vaud        Apartment noteg     2016-2024
#> 1669      Vaud        Apartment noteg     1971-1980
#> 1670      Vaud        Apartment noteg     1981-1990
#> 1671      Vaud       Farm house           1919-1945
#> 1672      Vaud Bifamiliar house           2016-2024
#> 1673      Vaud           Chalet           1946-1960
#> 1674      Vaud        Apartment    eg     2016-2024
#> 1675      Vaud        Apartment noteg     1971-1980
#> 1676      Vaud Bifamiliar house           1991-2000
#> 1677      Vaud           Chalet           1961-1970
#> 1678      Vaud        Apartment noteg     1981-1990
#> 1679      Vaud Bifamiliar house           2016-2024
#> 1680      Vaud           Chalet           1981-1990
#> 1681      Vaud        Apartment    eg     2011-2015
#> 1682      Vaud        Apartment noteg     2016-2024
#> 1683      Vaud            Villa           1981-1990
#> 1684      Vaud     Single house           1981-1990
#> 1685      Vaud           Chalet           1971-1980
#> 1686      Vaud        Apartment noteg     1981-1990
#> 1687      Vaud Bifamiliar house           1981-1990
#> 1688      Vaud     Single house           1981-1990
#> 1689      Vaud     Single house           1981-1990
#> 1690      Vaud        Apartment noteg     2016-2024
#> 1691      Vaud     Single house           2016-2024
#> 1692      Vaud        Apartment noteg     2016-2024
#> 1693      Vaud     Single house           1919-1945
#> 1694      Vaud        Apartment noteg     2001-2005
#> 1695      Vaud        Apartment noteg     2001-2005
#> 1696      Vaud        Apartment noteg     2016-2024
#> 1697      Vaud       Attic flat noteg     2011-2015
#> 1698      Vaud            Villa              0-1919
#> 1699      Vaud            Villa           1946-1960
#> 1700      Vaud            Villa           1919-1945
#> 1701      Vaud     Single house           2016-2024
#> 1702      Vaud     Single house           1971-1980
#> 1703      Vaud            Villa           1971-1980
#> 1704      Vaud            Villa           1981-1990
#> 1705      Vaud        Apartment noteg     2011-2015
#> 1706      Vaud            Villa           1919-1945
#> 1707      Vaud           Duplex noteg     2011-2015
#> 1708      Vaud     Single house           2016-2024
#> 1709      Vaud        Apartment    eg     2001-2005
#> 1710      Vaud        Apartment noteg     2001-2005
#> 1711      Vaud        Apartment noteg     2011-2015
#> 1712      Vaud        Apartment noteg     2011-2015
#> 1713      Vaud     Single house           2011-2015
#> 1714      Vaud        Apartment    eg     1991-2000
#> 1715      Vaud     Single house           2001-2005
#> 1716      Vaud     Single house              0-1919
#> 1717      Vaud       Attic flat noteg     2011-2015
#> 1718      Vaud     Single house           1961-1970
#> 1719      Vaud     Single house           2006-2010
#> 1720      Vaud            Villa           1981-1990
#> 1721      Vaud            Villa           2006-2010
#> 1722      Vaud Bifamiliar house           1981-1990
#> 1723      Vaud Bifamiliar house           1981-1990
#> 1724      Vaud        Apartment noteg     2011-2015
#> 1725      Vaud     Single house              0-1919
#> 1726      Vaud Bifamiliar house           2016-2024
#> 1727      Vaud     Single house              0-1919
#> 1728      Vaud     Single house           1981-1990
#> 1729      Vaud Bifamiliar house           2016-2024
#> 1730      Vaud            Villa           1971-1980
#> 1731      Vaud            Villa           2006-2010
#> 1732      Vaud     Single house           2006-2010
#> 1733      Vaud     Single house           2016-2024
#> 1734      Vaud     Single house           2006-2010
#> 1735      Vaud     Single house              0-1919
#> 1736      Vaud     Single house           2011-2015
#> 1737      Vaud Bifamiliar house           2016-2024
#> 1738      Vaud     Single house           2006-2010
#> 1739      Vaud     Single house           1971-1980
#> 1740      Vaud     Single house           1919-1945
#> 1741      Vaud        Apartment noteg     2011-2015
#> 1742      Vaud     Single house              0-1919
#> 1743      Vaud        Apartment    eg     2006-2010
#> 1744      Vaud        Apartment    eg     2011-2015
#> 1745      Vaud     Single house           1971-1980
#> 1746      Vaud     Single house           2006-2010
#> 1747      Vaud     Single house              0-1919
#> 1748      Vaud     Single house           2011-2015
#> 1749      Vaud            Villa              0-1919
#> 1750      Vaud            Villa           2001-2005
#> 1751      Vaud Bifamiliar house           2011-2015
#> 1752      Vaud     Single house           1961-1970
#> 1753      Vaud     Single house           2011-2015
#> 1754      Vaud        Apartment noteg     1991-2000
#> 1755      Vaud     Single house           2011-2015
#> 1756      Vaud           Chalet           1946-1960
#> 1757      Vaud        Apartment noteg     2011-2015
#> 1758      Vaud     Single house              0-1919
#> 1759      Vaud        Apartment noteg     1981-1990
#> 1760      Vaud            Villa           2001-2005
#> 1761      Vaud     Single house           2001-2005
#> 1762      Vaud           Duplex noteg     1991-2000
#> 1763      Vaud        Apartment noteg     1919-1945
#> 1764      Vaud     Single house           2016-2024
#> 1765      Vaud     Single house           1981-1990
#> 1766      Vaud        Apartment noteg     2011-2015
#> 1767      Vaud     Single house           1961-1970
#> 1768      Vaud            Villa           2016-2024
#> 1769      Vaud     Single house           2001-2005
#> 1770      Vaud            Villa           2001-2005
#> 1771      Vaud     Single house           1971-1980
#> 1772      Vaud        Apartment noteg     1981-1990
#> 1773      Vaud       Attic flat noteg     1981-1990
#> 1774      Vaud        Apartment noteg     1981-1990
#> 1775      Vaud        Apartment noteg     1981-1990
#> 1776      Vaud            Villa           2016-2024
#> 1777      Vaud     Single house           1991-2000
#> 1778      Vaud Bifamiliar house           1981-1990
#> 1779      Vaud        Apartment noteg     2016-2024
#> 1780      Vaud        Apartment noteg     2016-2024
#> 1781      Vaud        Apartment    eg     2016-2024
#> 1782      Vaud        Apartment    eg     2016-2024
#> 1783      Vaud        Apartment noteg     1981-1990
#> 1784      Vaud        Apartment noteg     2016-2024
#> 1785      Vaud            Villa           1981-1990
#> 1786      Vaud            Villa           2016-2024
#> 1787      Vaud        Apartment    eg     2016-2024
#> 1788      Vaud        Apartment    eg     2016-2024
#> 1789      Vaud Bifamiliar house           2016-2024
#> 1790      Vaud     Single house           2006-2010
#> 1791      Vaud            Villa              0-1919
#> 1792      Vaud     Single house           2001-2005
#> 1793      Vaud        Apartment noteg     1981-1990
#> 1794      Vaud     Single house           1971-1980
#> 1795      Vaud     Single house           2006-2010
#> 1796      Vaud        Apartment    eg     2016-2024
#> 1797      Vaud        Apartment    eg     2016-2024
#> 1798      Vaud Bifamiliar house           2016-2024
#> 1799      Vaud       Attic flat noteg     2016-2024
#> 1800      Vaud     Single house           2016-2024
#> 1801      Vaud Bifamiliar house           2016-2024
#> 1802      Vaud Bifamiliar house           2016-2024
#> 1803      Vaud        Apartment noteg     2016-2024
#> 1804      Vaud        Apartment noteg     1981-1990
#> 1805      Vaud            Villa           2016-2024
#> 1806      Vaud     Single house           2016-2024
#> 1807      Vaud     Single house           2016-2024
#> 1808      Vaud     Single house           2016-2024
#> 1809      Vaud        Apartment noteg     1971-1980
#> 1810      Vaud            Villa           2016-2024
#> 1811      Vaud     Single house           2011-2015
#> 1812      Vaud        Apartment noteg     1981-1990
#> 1813      Vaud Bifamiliar house           2016-2024
#> 1814      Vaud     Single house           2016-2024
#> 1815      Vaud     Single house           2016-2024
#> 1816      Vaud           Duplex noteg     1981-1990
#> 1817    Geneva     Single house           1946-1960
#> 1818    Geneva     Single house              0-1919
#> 1819    Geneva        Apartment noteg     1991-2000
#> 1820    Geneva        Apartment noteg     2006-2010
#> 1821    Geneva     Single house              0-1919
#> 1822    Geneva     Single house           2011-2015
#> 1823    Geneva     Single house              0-1919
#> 1824    Geneva       Farm house              0-1919
#> 1825    Geneva     Single house              0-1919
#> 1826    Geneva        Apartment    eg     2006-2010
#> 1827    Geneva        Apartment    eg     2001-2005
#> 1828    Geneva        Apartment    eg     2001-2005
#> 1829    Geneva        Apartment    eg        0-1919
#> 1830    Geneva Bifamiliar house           1981-1990
#> 1831    Geneva Bifamiliar house           2011-2015
#> 1832    Geneva     Single house           2016-2024
#> 1833    Geneva     Single house           2001-2005
#> 1834    Geneva     Single house              0-1919
#> 1835      Vaud        Apartment noteg     1981-1990
#> 1836    Geneva Bifamiliar house           2001-2005
#> 1837      Vaud        Apartment noteg     1981-1990
#> 1838      Vaud            Villa           1919-1945
#> 1839    Geneva            Villa           1946-1960
#> 1840    Geneva     Single house           1981-1990
#> 1841      Vaud       Attic flat noteg     1981-1990
#> 1842      Vaud Bifamiliar house           2006-2010
#> 1843    Geneva        Apartment noteg     1981-1990
#> 1844    Geneva        Apartment noteg     1961-1970
#> 1845    Geneva     Single house           1961-1970
#> 1846    Geneva     Single house           2006-2010
#> 1847      Vaud        Apartment noteg     1971-1980
#> 1848    Geneva     Single house           2016-2024
#> 1849    Geneva     Single house           1946-1960
#> 1850    Geneva        Apartment    eg     2006-2010
#> 1851    Geneva            Villa           1961-1970
#> 1852    Geneva            Villa           1971-1980
#> 1853      Vaud        Apartment noteg     1981-1990
#> 1854    Geneva     Single house           1981-1990
#> 1855      Vaud       Attic flat noteg     1981-1990
#> 1856      Vaud       Farm house              0-1919
#> 1857    Geneva        Apartment noteg     1981-1990
#> 1858      Vaud            Villa           1971-1980
#> 1859      Vaud Bifamiliar house           2016-2024
#> 1860      Vaud        Apartment noteg     2011-2015
#> 1861      Vaud     Single house           1971-1980
#> 1862    Geneva        Apartment noteg     1981-1990
#> 1863    Geneva     Single house           2011-2015
#> 1864    Geneva        Apartment    eg     2016-2024
#> 1865    Geneva     Single house           1991-2000
#> 1866    Geneva     Single house           1946-1960
#> 1867    Geneva           Duplex noteg     1991-2000
#> 1868    Geneva        Apartment    eg     2016-2024
#> 1869    Geneva           Duplex noteg     1981-1990
#> 1870    Geneva        Apartment noteg     2016-2024
#> 1871    Geneva        Apartment noteg     1991-2000
#> 1872    Geneva     Single house           2016-2024
#> 1873    Geneva     Single house           2016-2024
#> 1874    Geneva     Single house           2016-2024
#> 1875    Geneva     Single house              0-1919
#> 1876    Geneva     Single house           2016-2024
#> 1877    Geneva     Single house           2016-2024
#> 1878    Geneva Bifamiliar house           1971-1980
#> 1879    Geneva            Villa           1971-1980
#> 1880    Geneva     Single house           1991-2000
#> 1881    Geneva     Single house           1991-2000
#> 1882    Geneva        Apartment    eg     2011-2015
#> 1883    Geneva     Single house           1919-1945
#> 1884    Geneva     Single house           1971-1980
#> 1885    Geneva     Single house           1971-1980
#> 1886      Vaud        Apartment noteg     2011-2015
#> 1887      Vaud        Apartment    eg     2016-2024
#> 1888      Vaud           Duplex noteg     2011-2015
#> 1889      Vaud     Single house           2001-2005
#> 1890      Vaud           Duplex noteg     2011-2015
#> 1891      Vaud     Single house           2016-2024
#> 1892      Vaud     Single house           1961-1970
#> 1893      Vaud           Duplex    eg     2016-2024
#> 1894      Vaud Bifamiliar house           2016-2024
#> 1895      Vaud     Single house              0-1919
#> 1896      Vaud     Single house           2016-2024
#> 1897      Vaud Bifamiliar house           2016-2024
#> 1898      Vaud        Apartment noteg     2011-2015
#> 1899      Vaud           Duplex    eg     2016-2024
#> 1900      Vaud        Apartment    eg     2016-2024
#> 1901      Vaud Bifamiliar house           2001-2005
#> 1902      Vaud        Apartment    eg     2016-2024
#> 1903      Vaud     Single house           2016-2024
#> 1904      Vaud     Single house           2016-2024
#> 1905      Vaud        Apartment    eg     2016-2024
#> 1906      Vaud        Apartment noteg     2011-2015
#> 1907      Vaud        Apartment    eg     2016-2024
#> 1908      Vaud           Duplex    eg     2016-2024
#> 1909      Vaud     Single house           1971-1980
#> 1910      Vaud        Apartment noteg     1981-1990
#> 1911      Vaud        Apartment noteg     1981-1990
#> 1912      Vaud     Single house           1971-1980
#> 1913      Vaud            Villa           1961-1970
#> 1914      Vaud     Single house           2016-2024
#> 1915      Vaud     Single house              0-1919
#> 1916      Vaud     Single house           1971-1980
#> 1917      Vaud     Single house           1961-1970
#> 1918      Vaud        Apartment noteg     2006-2010
#> 1919      Vaud            Villa              0-1919
#> 1920      Vaud     Single house           1961-1970
#> 1921      Vaud     Single house           2016-2024
#> 1922      Vaud     Single house           1981-1990
#> 1923      Vaud       Attic flat noteg     2006-2010
#> 1924      Vaud     Single house           2016-2024
#> 1925      Vaud     Single house           2016-2024
#> 1926      Vaud            Villa           1971-1980
#> 1927      Vaud     Single house           2016-2024
#> 1928      Vaud     Single house           1981-1990
#> 1929      Vaud        Apartment noteg     2011-2015
#> 1930      Vaud     Single house           1981-1990
#> 1931      Vaud     Single house           1946-1960
#> 1932      Vaud        Apartment noteg     2006-2010
#> 1933      Vaud     Single house           2006-2010
#> 1934      Vaud     Single house           2016-2024
#> 1935      Vaud     Single house           2011-2015
#> 1936      Vaud Bifamiliar house           1981-1990
#> 1937    Geneva     Single house           1919-1945
#> 1938    Geneva Bifamiliar house              0-1919
#> 1939    Geneva     Single house              0-1919
#> 1940      Vaud           Duplex noteg     2016-2024
#> 1941      Vaud     Single house           1946-1960
#> 1942      Vaud            Villa           1971-1980
#> 1943      Vaud Bifamiliar house           2001-2005
#> 1944      Vaud           Duplex noteg        0-1919
#> 1945      Vaud Bifamiliar house           2016-2024
#> 1946      Vaud     Single house           1981-1990
#> 1947      Vaud        Apartment noteg        0-1919
#> 1948      Vaud        Apartment    eg     2001-2005
#> 1949      Vaud        Apartment noteg     2016-2024
#> 1950      Vaud           Duplex noteg     1991-2000
#> 1951      Vaud            Villa           1971-1980
#> 1952      Vaud        Apartment noteg     1991-2000
#> 1953      Vaud        Apartment noteg        0-1919
#> 1954      Vaud     Single house           2006-2010
#> 1955      Vaud           Duplex    eg     2001-2005
#> 1956      Vaud           Duplex    eg     2001-2005
#> 1957      Vaud        Apartment    eg     2001-2005
#> 1958      Vaud        Apartment    eg     2001-2005
#> 1959      Vaud     Single house           1971-1980
#> 1960      Vaud            Villa           1971-1980
#> 1961      Vaud Bifamiliar house           2006-2010
#> 1962      Vaud       Attic flat noteg     2016-2024
#> 1963      Vaud        Apartment    eg     2016-2024
#> 1964      Vaud        Apartment noteg     2016-2024
#> 1965      Vaud        Apartment noteg     2016-2024
#> 1966      Vaud        Apartment noteg     2001-2005
#> 1967      Vaud        Apartment noteg     2016-2024
#> 1968      Vaud        Roof flat noteg     2016-2024
#> 1969      Vaud        Apartment noteg     2016-2024
#> 1970      Vaud        Apartment noteg     2016-2024
#> 1971      Vaud        Apartment noteg     1981-1990
#> 1972      Vaud        Apartment noteg     2016-2024
#> 1973      Vaud           Duplex noteg     1981-1990
#> 1974      Vaud            Villa           1971-1980
#> 1975      Vaud        Apartment noteg     2016-2024
#> 1976      Vaud        Apartment    eg     2011-2015
#> 1977      Vaud        Apartment    eg     2016-2024
#> 1978      Vaud        Apartment noteg     2006-2010
#> 1979      Vaud        Apartment noteg     2001-2005
#> 1980      Vaud        Apartment noteg     2006-2010
#> 1981      Vaud        Apartment noteg     2016-2024
#> 1982      Vaud        Apartment noteg     2016-2024
#> 1983      Vaud        Apartment noteg     2016-2024
#> 1984      Vaud           Duplex noteg     2001-2005
#> 1985      Vaud        Apartment noteg     2016-2024
#> 1986      Vaud Bifamiliar house           1919-1945
#> 1987      Vaud        Apartment noteg     2006-2010
#> 1988      Vaud     Single house           1971-1980
#> 1989      Vaud     Single house           2016-2024
#> 1990      Vaud        Apartment noteg     2016-2024
#> 1991      Vaud        Apartment noteg     2016-2024
#> 1992      Vaud        Apartment noteg     2016-2024
#> 1993      Vaud     Single house              0-1919
#> 1994      Vaud            Villa           2006-2010
#> 1995      Vaud     Single house              0-1919
#> 1996      Vaud           Duplex noteg     2016-2024
#> 1997      Vaud        Apartment noteg     2016-2024
#> 1998      Vaud        Apartment noteg     2016-2024
#> 1999      Vaud        Apartment noteg     2016-2024
#> 2000      Vaud        Apartment    eg     2016-2024
#> 2001      Vaud        Apartment    eg     2016-2024
#> 2002      Vaud        Apartment    eg     2016-2024
#> 2003      Vaud        Apartment noteg     2016-2024
#> 2004      Vaud        Apartment noteg     2016-2024
#> 2005      Vaud        Apartment noteg     2016-2024
#> 2006      Vaud        Apartment noteg     2016-2024
#> 2007      Vaud        Apartment    eg     2016-2024
#> 2008      Vaud        Apartment    eg     2016-2024
#> 2009      Vaud        Apartment noteg     2016-2024
#> 2010      Vaud        Apartment noteg     2016-2024
#> 2011      Vaud        Apartment    eg     2016-2024
#> 2012      Vaud        Apartment    eg     2016-2024
#> 2013      Vaud           Duplex noteg     2016-2024
#> 2014      Vaud        Apartment noteg     2016-2024
#> 2015      Vaud        Apartment noteg     2016-2024
#> 2016      Vaud Bifamiliar house              0-1919
#> 2017      Vaud     Single house              0-1919
#> 2018      Vaud        Apartment noteg     1919-1945
#> 2019      Vaud     Single house              0-1919
#> 2020      Vaud            Villa           1991-2000
#> 2021      Vaud        Apartment noteg     2016-2024
#> 2022      Vaud        Apartment    eg     2016-2024
#> 2023      Vaud        Apartment    eg     2016-2024
#> 2024      Vaud        Apartment    eg     2016-2024
#> 2025      Vaud        Apartment noteg     2016-2024
#> 2026      Vaud     Single house              0-1919
#> 2027      Vaud        Apartment    eg     2016-2024
#> 2028      Vaud            Villa           2016-2024
#> 2029      Vaud        Apartment noteg     2016-2024
#> 2030      Vaud            Villa           1961-1970
#> 2031      Vaud Bifamiliar house           2016-2024
#> 2032      Vaud Bifamiliar house              0-1919
#> 2033      Vaud        Apartment noteg     2016-2024
#> 2034      Vaud        Apartment noteg     2016-2024
#> 2035      Vaud       Attic flat    eg     2016-2024
#> 2036      Vaud        Apartment noteg     2016-2024
#> 2037      Vaud            Villa           2016-2024
#> 2038      Vaud        Apartment noteg     2016-2024
#> 2039      Vaud     Single house           2011-2015
#> 2040      Vaud        Apartment noteg     2016-2024
#> 2041      Vaud        Apartment    eg     2016-2024
#> 2042      Vaud        Apartment noteg     2016-2024
#> 2043      Vaud       Attic flat noteg     2016-2024
#> 2044      Vaud        Apartment noteg     2016-2024
#> 2045      Vaud        Apartment noteg     2016-2024
#> 2046      Vaud        Apartment noteg     2016-2024
#> 2047      Vaud           Chalet           2006-2010
#> 2048      Vaud            Villa              0-1919
#> 2049      Vaud     Single house           2016-2024
#> 2050      Vaud     Single house           2006-2010
#> 2051      Vaud            Villa           2006-2010
#> 2052      Vaud        Apartment noteg     1981-1990
#> 2053      Vaud     Single house           1961-1970
#> 2054      Vaud     Single house           1961-1970
#> 2055      Vaud        Apartment    eg     2016-2024
#> 2056      Vaud           Chalet           1961-1970
#> 2057      Vaud     Single house           1961-1970
#> 2058      Vaud        Apartment    eg     2016-2024
#> 2059      Vaud        Apartment    eg     2016-2024
#> 2060      Vaud     Single house           1946-1960
#> 2061      Vaud     Single house           2001-2005
#> 2062      Vaud        Apartment    eg     2016-2024
#> 2063      Vaud     Single house           2011-2015
#> 2064      Vaud        Apartment noteg     2016-2024
#> 2065      Vaud        Apartment noteg     2006-2010
#> 2066      Vaud        Apartment noteg     2016-2024
#> 2067      Vaud        Apartment noteg     2011-2015
#> 2068      Vaud Bifamiliar house           2016-2024
#> 2069      Vaud        Apartment noteg     2016-2024
#> 2070      Vaud        Apartment noteg     2006-2010
#> 2071      Vaud Bifamiliar house           2016-2024
#> 2072      Vaud        Apartment noteg     2016-2024
#> 2073      Vaud       Attic flat noteg     2011-2015
#> 2074      Vaud        Apartment    eg     2016-2024
#> 2075      Vaud Bifamiliar house           2016-2024
#> 2076      Vaud Bifamiliar house           2016-2024
#> 2077      Vaud        Apartment noteg     2016-2024
#> 2078      Vaud        Apartment noteg     2016-2024
#> 2079      Vaud        Apartment    eg     2016-2024
#> 2080      Vaud        Apartment noteg     2016-2024
#> 2081      Vaud        Apartment noteg     2016-2024
#> 2082      Vaud        Apartment noteg     2016-2024
#> 2083      Vaud        Apartment noteg     2016-2024
#> 2084      Vaud Bifamiliar house           2016-2024
#> 2085      Vaud        Apartment noteg     2016-2024
#> 2086      Vaud Bifamiliar house           2016-2024
#> 2087      Vaud     Single house           2016-2024
#> 2088      Vaud        Apartment noteg     2016-2024
#> 2089      Vaud            Villa           2016-2024
#> 2090      Vaud Bifamiliar house           2016-2024
#> 2091      Vaud        Apartment noteg     2016-2024
#> 2092      Vaud        Apartment noteg     2016-2024
#> 2093      Vaud     Single house           1919-1945
#> 2094      Vaud            Villa           1981-1990
#> 2095      Vaud     Single house           1981-1990
#> 2096      Vaud       Farm house              0-1919
#> 2097      Vaud     Single house           1981-1990
#> 2098      Vaud        Apartment noteg     2011-2015
#> 2099      Vaud        Apartment noteg     2011-2015
#> 2100      Vaud        Roof flat noteg     2016-2024
#> 2101      Vaud        Apartment noteg     2016-2024
#> 2102      Vaud        Apartment noteg     2016-2024
#> 2103      Vaud        Apartment noteg     2016-2024
#> 2104      Vaud     Single house           1971-1980
#> 2105      Vaud     Single house           1971-1980
#> 2106      Vaud        Apartment noteg     2016-2024
#> 2107      Vaud        Apartment noteg     2016-2024
#> 2108      Vaud        Apartment noteg     2016-2024
#> 2109      Vaud        Apartment noteg     2016-2024
#> 2110      Vaud        Apartment noteg     2016-2024
#> 2111      Vaud            Villa           1961-1970
#> 2112      Vaud        Apartment noteg     1991-2000
#> 2113      Vaud        Apartment noteg     2016-2024
#> 2114      Vaud            Villa              0-1919
#> 2115      Vaud        Apartment    eg     2016-2024
#> 2116      Vaud        Apartment noteg     2011-2015
#> 2117      Vaud     Single house              0-1919
#> 2118      Vaud        Apartment noteg     2016-2024
#> 2119      Vaud            Villa              0-1919
#> 2120      Vaud        Apartment noteg     2016-2024
#> 2121      Vaud     Single house              0-1919
#> 2122      Vaud            Villa           2001-2005
#> 2123      Vaud            Villa           2016-2024
#> 2124      Vaud            Villa           2016-2024
#> 2125      Vaud            Villa           2016-2024
#> 2126      Vaud            Villa           2016-2024
#> 2127      Vaud Bifamiliar house           2016-2024
#> 2128      Vaud        Apartment    eg     2016-2024
#> 2129      Vaud     Single house           1991-2000
#> 2130      Vaud            Villa           1991-2000
#> 2131      Vaud        Apartment noteg        0-1919
#> 2132      Vaud        Apartment noteg     2016-2024
#> 2133      Vaud           Duplex noteg        0-1919
#> 2134      Vaud        Apartment    eg        0-1919
#> 2135      Vaud     Single house              0-1919
#> 2136      Vaud     Single house           2006-2010
#> 2137      Vaud Bifamiliar house           1981-1990
#> 2138      Vaud        Apartment    eg     2016-2024
#> 2139      Vaud        Apartment noteg     1981-1990
#> 2140      Vaud        Apartment noteg     1991-2000
#> 2141      Vaud        Apartment noteg     1981-1990
#> 2142      Vaud        Apartment    eg     2016-2024
#> 2143      Vaud        Apartment noteg     1946-1960
#> 2144      Vaud        Apartment noteg     1991-2000
#> 2145      Vaud        Apartment noteg     2006-2010
#> 2146      Vaud        Apartment noteg     2006-2010
#> 2147      Vaud        Apartment    eg     2016-2024
#> 2148      Vaud        Apartment noteg     1991-2000
#> 2149      Vaud            Villa           1919-1945
#> 2150      Vaud        Apartment noteg     2016-2024
#> 2151      Vaud        Apartment noteg     2016-2024
#> 2152      Vaud        Apartment noteg        0-1919
#> 2153      Vaud        Apartment noteg     2016-2024
#> 2154      Vaud        Apartment noteg     2016-2024
#> 2155      Vaud        Apartment noteg     2016-2024
#> 2156      Vaud Bifamiliar house           1991-2000
#> 2157      Vaud     Single house           1919-1945
#> 2158      Vaud        Apartment noteg     1981-1990
#> 2159      Vaud        Apartment noteg     1991-2000
#> 2160      Vaud Bifamiliar house           1981-1990
#> 2161      Vaud     Single house           2006-2010
#> 2162      Vaud        Apartment noteg        0-1919
#> 2163      Vaud        Apartment noteg     2011-2015
#> 2164      Vaud        Apartment noteg     2016-2024
#> 2165      Vaud Bifamiliar house           1981-1990
#> 2166      Vaud        Apartment noteg     1981-1990
#> 2167      Vaud        Apartment noteg     2016-2024
#> 2168      Vaud        Apartment    eg     1981-1990
#> 2169      Vaud        Apartment noteg     1991-2000
#> 2170      Vaud Bifamiliar house           2016-2024
#> 2171      Vaud Bifamiliar house           2001-2005
#> 2172      Vaud        Apartment    eg     2016-2024
#> 2173      Vaud             Loft    eg     2016-2024
#> 2174      Vaud       Attic flat noteg     1991-2000
#> 2175      Vaud        Apartment noteg     1946-1960
#> 2176      Vaud        Apartment noteg     1991-2000
#> 2177      Vaud     Single house           1961-1970
#> 2178      Vaud        Apartment noteg     1981-1990
#> 2179      Vaud        Apartment noteg     1981-1990
#> 2180      Vaud            Villa           1971-1980
#> 2181      Vaud        Apartment noteg     2016-2024
#> 2182      Vaud Bifamiliar house           2016-2024
#> 2183      Vaud     Single house              0-1919
#> 2184      Vaud            Villa           2001-2005
#> 2185      Vaud Bifamiliar house           2016-2024
#> 2186      Vaud Bifamiliar house              0-1919
#> 2187      Vaud        Apartment noteg     2016-2024
#> 2188      Vaud        Apartment noteg     2016-2024
#> 2189      Vaud        Apartment noteg     2016-2024
#> 2190      Vaud        Apartment noteg     2016-2024
#> 2191      Vaud        Apartment noteg     2016-2024
#> 2192      Vaud     Single house              0-1919
#> 2193      Vaud        Apartment    eg     2011-2015
#> 2194      Vaud           Duplex    eg     2011-2015
#> 2195      Vaud     Single house              0-1919
#> 2196      Vaud     Single house              0-1919
#> 2197      Vaud     Single house              0-1919
#> 2198      Vaud            Villa              0-1919
#> 2199      Vaud     Single house              0-1919
#> 2200      Vaud            Villa           1981-1990
#> 2201      Vaud       Farm house              0-1919
#> 2202      Vaud     Single house              0-1919
#> 2203      Vaud        Roof flat noteg     2016-2024
#> 2204      Vaud        Apartment noteg     2016-2024
#> 2205      Vaud        Apartment noteg     2016-2024
#> 2206      Vaud        Apartment noteg     2016-2024
#> 2207      Vaud        Apartment noteg     2016-2024
#> 2208      Vaud        Apartment noteg     2001-2005
#> 2209      Vaud        Apartment noteg     2016-2024
#> 2210      Vaud Bifamiliar house           2001-2005
#> 2211      Vaud           Duplex noteg     2001-2005
#> 2212      Vaud        Apartment noteg     2016-2024
#> 2213      Vaud        Apartment noteg     2016-2024
#> 2214      Vaud        Apartment noteg        0-1919
#> 2215      Vaud        Apartment noteg     2016-2024
#> 2216      Vaud        Apartment noteg     2016-2024
#> 2217      Vaud            Villa           2006-2010
#> 2218      Vaud            Villa           2006-2010
#> 2219      Vaud     Single house           1919-1945
#> 2220      Vaud        Apartment noteg     2016-2024
#> 2221      Vaud     Single house           1919-1945
#> 2222      Vaud        Apartment noteg     1991-2000
#> 2223      Vaud     Single house              0-1919
#> 2224      Vaud     Single house           1971-1980
#> 2225      Vaud            Villa           1981-1990
#> 2226      Vaud            Villa           1971-1980
#> 2227      Vaud     Single house           2006-2010
#> 2228      Vaud     Single house              0-1919
#> 2229      Vaud        Apartment noteg     2016-2024
#> 2230      Vaud     Single house              0-1919
#> 2231      Vaud        Apartment noteg     2016-2024
#> 2232      Vaud     Single house           2006-2010
#> 2233      Vaud            Villa           2006-2010
#> 2234      Vaud        Apartment noteg     2016-2024
#> 2235      Vaud     Single house           1971-1980
#> 2236      Vaud        Apartment    eg     2016-2024
#> 2237      Vaud     Single house           2006-2010
#> 2238      Vaud     Single house           1961-1970
#> 2239      Vaud     Single house           2011-2015
#> 2240      Vaud     Single house           2011-2015
#> 2241      Vaud     Single house           2011-2015
#> 2242      Vaud     Single house           1961-1970
#> 2243      Vaud     Single house           1961-1970
#> 2244      Vaud     Single house           1919-1945
#> 2245      Vaud     Single house              0-1919
#> 2246      Vaud Bifamiliar house           1991-2000
#> 2247      Vaud     Single house           2011-2015
#> 2248      Vaud     Single house           2011-2015
#> 2249      Vaud     Single house              0-1919
#> 2250      Vaud     Single house              0-1919
#> 2251      Vaud     Single house              0-1919
#> 2252      Vaud        Apartment noteg     1991-2000
#> 2253      Vaud     Single house           2016-2024
#> 2254      Vaud     Single house              0-1919
#> 2255      Vaud        Apartment    eg     2011-2015
#> 2256      Vaud       Farm house              0-1919
#> 2257      Vaud     Single house              0-1919
#> 2258      Vaud     Single house              0-1919
#> 2259      Vaud        Apartment noteg     1961-1970
#> 2260      Vaud     Single house              0-1919
#> 2261      Vaud     Single house              0-1919
#> 2262      Vaud        Apartment noteg     2011-2015
#> 2263      Vaud        Apartment noteg     2016-2024
#> 2264      Vaud     Single house              0-1919
#> 2265      Vaud            Villa              0-1919
#> 2266      Vaud     Single house              0-1919
#> 2267      Vaud     Single house              0-1919
#> 2268      Vaud Bifamiliar house              0-1919
#> 2269      Vaud        Apartment    eg        0-1919
#> 2270      Vaud     Single house              0-1919
#> 2271      Vaud           Duplex noteg     2016-2024
#> 2272      Vaud Bifamiliar house           2011-2015
#> 2273      Vaud        Apartment noteg     2016-2024
#> 2274      Vaud        Apartment noteg     2016-2024
#> 2275      Vaud       Attic flat    eg     1991-2000
#> 2276      Vaud            Villa           1961-1970
#> 2277      Vaud            Villa           1971-1980
#> 2278      Vaud        Apartment    eg     1991-2000
#> 2279      Vaud            Villa           1971-1980
#> 2280      Vaud Bifamiliar house           1991-2000
#> 2281      Vaud        Apartment    eg     2016-2024
#> 2282      Vaud           Duplex    eg     1991-2000
#> 2283      Vaud        Apartment    eg     1991-2000
#> 2284      Vaud        Apartment    eg     2016-2024
#> 2285      Vaud     Single house           1971-1980
#> 2286      Vaud     Single house           1981-1990
#> 2287      Vaud        Apartment    eg     2001-2005
#> 2288      Vaud     Single house           1981-1990
#> 2289      Vaud     Single house              0-1919
#> 2290      Vaud       Attic flat    eg     2001-2005
#> 2291      Vaud        Apartment    eg     2016-2024
#> 2292      Vaud        Apartment noteg     2016-2024
#> 2293      Vaud     Single house           2011-2015
#> 2294      Vaud     Single house           1981-1990
#> 2295      Vaud            Villa           2001-2005
#> 2296      Vaud            Villa              0-1919
#> 2297      Vaud        Apartment noteg     1981-1990
#> 2298      Vaud     Single house           2011-2015
#> 2299      Vaud       Farm house              0-1919
#> 2300      Vaud        Apartment noteg     2016-2024
#> 2301      Vaud        Apartment noteg     2016-2024
#> 2302      Vaud     Single house              0-1919
#> 2303      Vaud        Apartment    eg     1981-1990
#> 2304      Vaud        Apartment noteg     2016-2024
#> 2305      Vaud        Apartment    eg     1981-1990
#> 2306      Vaud           Duplex noteg     1981-1990
#> 2307      Vaud        Apartment noteg     1981-1990
#> 2308      Vaud     Single house           1946-1960
#> 2309      Vaud        Roof flat noteg        0-1919
#> 2310      Vaud        Apartment noteg        0-1919
#> 2311      Vaud            Villa           1981-1990
#> 2312      Vaud       Farm house              0-1919
#> 2313      Vaud        Apartment noteg        0-1919
#> 2314      Vaud            Villa           2016-2024
#> 2315      Vaud     Single house              0-1919
#> 2316      Vaud     Single house           2001-2005
#> 2317      Vaud            Villa           1971-1980
#> 2318      Vaud Bifamiliar house           2016-2024
#> 2319      Vaud     Single house           1981-1990
#> 2320      Vaud       Farm house              0-1919
#> 2321      Vaud     Single house              0-1919
#> 2322      Vaud     Single house              0-1919
#> 2323  Fribourg        Apartment noteg     2016-2024
#> 2324  Fribourg        Apartment noteg     2016-2024
#> 2325  Fribourg     Single house              0-1919
#> 2326  Fribourg        Apartment noteg     2016-2024
#> 2327  Fribourg        Apartment    eg     1981-1990
#> 2328  Fribourg        Apartment noteg     2016-2024
#> 2329  Fribourg        Apartment noteg     2016-2024
#> 2330  Fribourg        Apartment noteg     2016-2024
#> 2331  Fribourg        Apartment noteg     2016-2024
#> 2332  Fribourg        Apartment noteg     2016-2024
#> 2333  Fribourg     Single house           2011-2015
#> 2334  Fribourg        Apartment noteg     1961-1970
#> 2335  Fribourg     Single house           2016-2024
#> 2336  Fribourg        Apartment    eg     1961-1970
#> 2337  Fribourg        Apartment    eg     2016-2024
#> 2338  Fribourg Bifamiliar house           2016-2024
#> 2339  Fribourg        Apartment noteg     1971-1980
#> 2340  Fribourg            Villa           1981-1990
#> 2341  Fribourg        Apartment noteg        0-1919
#> 2342  Fribourg        Apartment noteg     2016-2024
#> 2343  Fribourg        Apartment noteg     1991-2000
#> 2344  Fribourg     Single house           2011-2015
#> 2345  Fribourg        Apartment noteg     2016-2024
#> 2346  Fribourg        Apartment noteg     1961-1970
#> 2347  Fribourg Bifamiliar house           2016-2024
#> 2348  Fribourg        Apartment noteg     2016-2024
#> 2349  Fribourg Bifamiliar house           2016-2024
#> 2350  Fribourg        Apartment noteg     2016-2024
#> 2351  Fribourg        Apartment    eg     2011-2015
#> 2352  Fribourg     Single house           2016-2024
#> 2353  Fribourg        Apartment noteg     2016-2024
#> 2354  Fribourg        Apartment noteg     2016-2024
#> 2355  Fribourg           Duplex noteg        0-1919
#> 2356  Fribourg            Villa           2016-2024
#> 2357  Fribourg       Farm house              0-1919
#> 2358  Fribourg       Farm house              0-1919
#> 2359  Fribourg     Single house           1991-2000
#> 2360  Fribourg     Single house              0-1919
#> 2361  Fribourg            Villa           2011-2015
#> 2362  Fribourg     Single house           2006-2010
#> 2363  Fribourg            Villa           2011-2015
#> 2364  Fribourg     Single house           2011-2015
#> 2365  Fribourg Bifamiliar house           2016-2024
#> 2366  Fribourg     Single house           2006-2010
#> 2367  Fribourg Bifamiliar house           2016-2024
#> 2368  Fribourg     Single house              0-1919
#> 2369  Fribourg     Single house           2006-2010
#> 2370  Fribourg        Apartment    eg     2016-2024
#> 2371  Fribourg        Apartment noteg     2016-2024
#> 2372  Fribourg           Duplex noteg     2016-2024
#> 2373  Fribourg        Apartment    eg     2016-2024
#> 2374  Fribourg        Apartment noteg     2016-2024
#> 2375  Fribourg        Apartment noteg     2016-2024
#> 2376  Fribourg       Attic flat noteg     2016-2024
#> 2377  Fribourg       Attic flat noteg     2016-2024
#> 2378  Fribourg        Apartment noteg     2016-2024
#> 2379  Fribourg        Apartment    eg     2016-2024
#> 2380  Fribourg        Apartment noteg     2016-2024
#> 2381  Fribourg           Duplex noteg     2016-2024
#> 2382  Fribourg        Apartment noteg     2016-2024
#> 2383  Fribourg        Apartment noteg     2016-2024
#> 2384  Fribourg     Single house           1971-1980
#> 2385  Fribourg        Apartment noteg     2016-2024
#> 2386  Fribourg            Villa              0-1919
#> 2387  Fribourg        Apartment noteg     2016-2024
#> 2388  Fribourg        Apartment noteg     2006-2010
#> 2389  Fribourg            Villa           2001-2005
#> 2390  Fribourg        Apartment noteg     2016-2024
#> 2391  Fribourg     Single house           1981-1990
#> 2392  Fribourg        Apartment    eg     2016-2024
#> 2393  Fribourg        Apartment noteg     2016-2024
#> 2394  Fribourg     Single house           1946-1960
#> 2395  Fribourg     Single house           2011-2015
#> 2396  Fribourg            Villa              0-1919
#> 2397  Fribourg Bifamiliar house           2016-2024
#> 2398  Fribourg        Apartment noteg     2016-2024
#> 2399  Fribourg Bifamiliar house           2016-2024
#> 2400      Vaud       Farm house              0-1919
#> 2401      Vaud     Single house              0-1919
#> 2402      Vaud            Villa           2016-2024
#> 2403      Vaud            Villa           2016-2024
#> 2404      Vaud     Single house              0-1919
#> 2405      Vaud        Apartment    eg     2011-2015
#> 2406      Vaud     Single house           2016-2024
#> 2407      Vaud        Apartment    eg     2016-2024
#> 2408      Vaud        Apartment    eg     2016-2024
#> 2409      Vaud     Single house           1961-1970
#> 2410      Vaud        Apartment    eg     2016-2024
#> 2411      Vaud        Apartment noteg     2016-2024
#> 2412      Vaud        Apartment noteg     2016-2024
#> 2413      Vaud       Attic flat noteg     2011-2015
#> 2414      Vaud        Apartment    eg     2016-2024
#> 2415      Vaud        Apartment noteg     2016-2024
#> 2416      Vaud     Single house           1981-1990
#> 2417      Vaud            Villa           1981-1990
#> 2418      Vaud        Apartment noteg     2016-2024
#> 2419      Vaud Bifamiliar house           2016-2024
#> 2420      Vaud        Apartment noteg     2016-2024
#> 2421      Vaud        Apartment    eg     2016-2024
#> 2422      Vaud Bifamiliar house           2016-2024
#> 2423      Vaud     Single house              0-1919
#> 2424      Vaud            Villa           1946-1960
#> 2425      Vaud        Apartment    eg     2016-2024
#> 2426      Vaud        Apartment    eg     2016-2024
#> 2427      Vaud        Apartment noteg     2016-2024
#> 2428      Vaud        Apartment noteg     2011-2015
#> 2429      Vaud        Apartment    eg     2016-2024
#> 2430      Vaud     Single house           2006-2010
#> 2431      Vaud     Single house           2016-2024
#> 2432      Vaud        Apartment noteg     2016-2024
#> 2433      Vaud            Villa           1991-2000
#> 2434      Vaud        Apartment    eg     2016-2024
#> 2435      Vaud        Apartment    eg     2016-2024
#> 2436      Vaud        Apartment noteg     2016-2024
#> 2437      Vaud     Single house           1961-1970
#> 2438      Vaud        Apartment noteg     2016-2024
#> 2439      Vaud        Apartment noteg     1981-1990
#> 2440      Vaud     Single house              0-1919
#> 2441      Vaud        Apartment noteg     2016-2024
#> 2442      Vaud        Apartment noteg     2016-2024
#> 2443      Vaud Bifamiliar house           2016-2024
#> 2444      Vaud     Single house           1981-1990
#> 2445      Vaud        Apartment noteg     2016-2024
#> 2446      Vaud        Apartment noteg     2016-2024
#> 2447      Vaud        Apartment    eg     2016-2024
#> 2448      Vaud        Apartment noteg     2016-2024
#> 2449      Vaud        Apartment    eg     2016-2024
#> 2450      Vaud        Apartment noteg     2016-2024
#> 2451      Vaud Bifamiliar house           2016-2024
#> 2452      Vaud        Apartment    eg     2016-2024
#> 2453      Vaud        Apartment noteg     2016-2024
#> 2454      Vaud        Apartment noteg     2016-2024
#> 2455      Vaud        Apartment    eg     2016-2024
#> 2456      Vaud     Single house           2011-2015
#> 2457      Vaud     Single house           2016-2024
#> 2458      Vaud     Single house           2016-2024
#> 2459      Vaud            Villa           2016-2024
#> 2460      Vaud Bifamiliar house           2016-2024
#> 2461      Vaud Bifamiliar house           2016-2024
#> 2462      Vaud Bifamiliar house           2016-2024
#> 2463      Vaud            Villa           2016-2024
#> 2464      Vaud Bifamiliar house           2016-2024
#> 2465      Vaud Bifamiliar house           2016-2024
#> 2466      Vaud            Villa           2016-2024
#> 2467      Vaud        Apartment noteg        0-1919
#> 2468      Vaud        Apartment noteg        0-1919
#> 2469      Vaud        Apartment noteg        0-1919
#> 2470      Vaud            Villa           1971-1980
#> 2471      Vaud        Apartment noteg     2016-2024
#> 2472      Vaud        Apartment noteg        0-1919
#> 2473      Vaud        Apartment noteg     1919-1945
#> 2474      Vaud        Apartment noteg     2016-2024
#> 2475      Vaud             Loft noteg     2016-2024
#> 2476      Vaud             Loft noteg     2016-2024
#> 2477      Vaud     Single house           2016-2024
#> 2478      Vaud     Single house           1981-1990
#> 2479      Vaud        Apartment noteg     2011-2015
#> 2480      Vaud        Apartment    eg     2016-2024
#> 2481      Vaud            Villa           2016-2024
#> 2482      Vaud        Apartment noteg     2016-2024
#> 2483      Vaud            Villa           1981-1990
#> 2484      Vaud     Single house           1971-1980
#> 2485      Vaud        Apartment noteg     2016-2024
#> 2486      Vaud        Apartment noteg     2016-2024
#> 2487      Vaud            Villa           1971-1980
#> 2488      Vaud        Apartment noteg     2016-2024
#> 2489      Vaud            Villa           2016-2024
#> 2490      Vaud        Roof flat noteg     2016-2024
#> 2491      Vaud     Single house           1971-1980
#> 2492      Vaud           Duplex noteg     1919-1945
#> 2493      Vaud        Roof flat noteg     2016-2024
#> 2494      Vaud        Apartment noteg        0-1919
#> 2495      Vaud        Apartment    eg     2011-2015
#> 2496      Vaud     Single house           2016-2024
#> 2497      Vaud        Apartment noteg     1981-1990
#> 2498      Vaud        Apartment noteg        0-1919
#> 2499      Vaud        Apartment noteg     1919-1945
#> 2500      Vaud           Duplex    eg     2016-2024
#> 2501      Vaud        Apartment noteg     2011-2015
#> 2502      Vaud        Apartment    eg     2011-2015
#> 2503      Vaud        Apartment noteg     2016-2024
#> 2504      Vaud        Apartment noteg     2016-2024
#> 2505      Vaud           Duplex noteg        0-1919
#> 2506      Vaud     Single house           1919-1945
#> 2507      Vaud     Single house           2006-2010
#> 2508      Vaud     Single house              0-1919
#> 2509      Vaud     Single house              0-1919
#> 2510      Vaud     Single house           1919-1945
#> 2511      Vaud        Apartment    eg     2016-2024
#> 2512      Vaud Bifamiliar house           2016-2024
#> 2513      Vaud        Apartment    eg     2016-2024
#> 2514      Vaud     Single house              0-1919
#> 2515  Fribourg     Single house           2006-2010
#> 2516  Fribourg            Villa           2016-2024
#> 2517  Fribourg       Farm house              0-1919
#> 2518  Fribourg     Single house           2011-2015
#> 2519  Fribourg       Farm house              0-1919
#> 2520      Vaud        Apartment    eg     2016-2024
#> 2521      Vaud            Villa           2001-2005
#> 2522      Vaud        Apartment    eg     2016-2024
#> 2523      Vaud        Apartment noteg        0-1919
#> 2524      Vaud        Apartment noteg     2016-2024
#> 2525      Vaud        Apartment noteg     2016-2024
#> 2526      Vaud        Apartment noteg        0-1919
#> 2527      Vaud        Apartment noteg     1981-1990
#> 2528      Vaud     Single house           1919-1945
#> 2529      Vaud        Apartment noteg     2016-2024
#> 2530      Vaud        Apartment noteg     2016-2024
#> 2531      Vaud            Villa           2001-2005
#> 2532      Vaud        Apartment noteg     2016-2024
#> 2533      Vaud            Villa           2016-2024
#> 2534      Vaud        Apartment noteg     2016-2024
#> 2535      Vaud        Apartment    eg     2016-2024
#> 2536      Vaud        Apartment noteg     2006-2010
#> 2537      Vaud        Apartment noteg     2016-2024
#> 2538      Vaud        Apartment noteg     2016-2024
#> 2539      Vaud        Apartment    eg     2016-2024
#> 2540      Vaud        Apartment    eg     2016-2024
#> 2541      Vaud        Apartment noteg     2016-2024
#> 2542      Vaud        Apartment noteg        0-1919
#> 2543      Vaud        Apartment noteg        0-1919
#> 2544      Vaud     Single house           1991-2000
#> 2545      Vaud        Apartment noteg     1981-1990
#> 2546      Vaud        Apartment noteg        0-1919
#> 2547      Vaud        Apartment    eg     2016-2024
#> 2548      Vaud            Villa           2016-2024
#> 2549      Vaud        Apartment    eg     2011-2015
#> 2550      Vaud       Attic flat noteg     2006-2010
#> 2551      Vaud            Villa           2001-2005
#> 2552      Vaud        Apartment    eg     2016-2024
#> 2553      Vaud     Single house           1946-1960
#> 2554      Vaud        Apartment noteg     2016-2024
#> 2555      Vaud        Apartment noteg     2016-2024
#> 2556      Vaud        Apartment noteg        0-1919
#> 2557  Fribourg        Apartment noteg     1991-2000
#> 2558  Fribourg        Apartment noteg     2016-2024
#> 2559  Fribourg     Single house           2001-2005
#> 2560  Fribourg        Apartment noteg     1991-2000
#> 2561  Fribourg     Single house           2001-2005
#> 2562  Fribourg        Apartment noteg     2016-2024
#> 2563  Fribourg     Single house           2006-2010
#> 2564  Fribourg Bifamiliar house              0-1919
#> 2565  Fribourg     Single house           2006-2010
#> 2566  Fribourg        Apartment    eg     2011-2015
#> 2567  Fribourg            Villa           2016-2024
#> 2568  Fribourg        Apartment    eg     2016-2024
#> 2569  Fribourg            Villa           2006-2010
#> 2570  Fribourg     Single house           2016-2024
#> 2571  Fribourg     Single house           2016-2024
#> 2572  Fribourg     Single house           2001-2005
#> 2573  Fribourg     Single house           1971-1980
#> 2574  Fribourg        Apartment noteg     2016-2024
#> 2575  Fribourg        Apartment    eg     2016-2024
#> 2576  Fribourg        Apartment noteg     2016-2024
#> 2577  Fribourg     Single house           2006-2010
#> 2578  Fribourg     Single house           2016-2024
#> 2579  Fribourg        Apartment    eg     2016-2024
#> 2580  Fribourg           Chalet           1981-1990
#> 2581      Vaud       Attic flat noteg     2016-2024
#> 2582      Vaud        Apartment noteg     2016-2024
#> 2583      Vaud        Apartment noteg     2016-2024
#> 2584      Vaud     Single house              0-1919
#> 2585  Fribourg     Single house              0-1919
#> 2586  Fribourg     Single house              0-1919
#> 2587      Vaud        Apartment noteg     2016-2024
#> 2588      Vaud        Apartment    eg     2016-2024
#> 2589      Vaud Bifamiliar house           2011-2015
#> 2590      Vaud     Single house           1919-1945
#> 2591      Vaud     Single house              0-1919
#> 2592      Vaud           Duplex noteg     2016-2024
#> 2593      Vaud     Single house           1981-1990
#> 2594      Vaud        Apartment noteg     2016-2024
#> 2595      Vaud        Apartment    eg     2016-2024
#> 2596      Vaud        Apartment noteg     2011-2015
#> 2597      Vaud       Attic flat noteg     2016-2024
#> 2598      Vaud     Single house              0-1919
#> 2599      Vaud            Villa           1971-1980
#> 2600      Vaud        Apartment noteg     2016-2024
#> 2601      Vaud Bifamiliar house           2016-2024
#> 2602      Vaud        Apartment noteg     2016-2024
#> 2603      Vaud        Apartment noteg     2016-2024
#> 2604      Vaud        Apartment noteg     2016-2024
#> 2605      Vaud        Apartment noteg     2016-2024
#> 2606      Vaud        Apartment    eg     2011-2015
#> 2607      Vaud        Apartment noteg     1981-1990
#> 2608      Vaud        Apartment noteg     2016-2024
#> 2609      Vaud     Single house              0-1919
#> 2610      Vaud        Apartment noteg     2016-2024
#> 2611      Vaud        Apartment noteg     2016-2024
#> 2612      Vaud        Apartment noteg     2016-2024
#> 2613      Vaud            Villa           2016-2024
#> 2614      Vaud        Apartment noteg     2016-2024
#> 2615  Fribourg        Apartment noteg     2016-2024
#> 2616  Fribourg     Single house           2016-2024
#> 2617  Fribourg        Apartment noteg     2016-2024
#> 2618  Fribourg        Apartment noteg     2016-2024
#> 2619  Fribourg        Apartment noteg     2016-2024
#> 2620  Fribourg        Apartment    eg     2016-2024
#> 2621  Fribourg       Attic flat noteg     2016-2024
#> 2622  Fribourg        Apartment noteg     2011-2015
#> 2623  Fribourg       Farm house              0-1919
#> 2624  Fribourg Bifamiliar house           2016-2024
#> 2625  Fribourg     Single house           2016-2024
#> 2626  Fribourg Bifamiliar house           1991-2000
#> 2627  Fribourg     Single house           2016-2024
#> 2628  Fribourg        Apartment noteg        0-1919
#> 2629  Fribourg     Single house           2016-2024
#> 2630  Fribourg     Single house           2016-2024
#> 2631  Fribourg            Villa           2016-2024
#> 2632  Fribourg     Single house           2016-2024
#> 2633  Fribourg Bifamiliar house           2016-2024
#> 2634  Fribourg Bifamiliar house           2016-2024
#> 2635  Fribourg           Duplex    eg     2016-2024
#> 2636  Fribourg Bifamiliar house           2016-2024
#> 2637  Fribourg        Apartment    eg     2016-2024
#> 2638  Fribourg        Apartment    eg     2016-2024
#> 2639  Fribourg        Apartment    eg        0-1919
#> 2640  Fribourg Bifamiliar house           2016-2024
#> 2641  Fribourg Bifamiliar house           2016-2024
#> 2642  Fribourg            Villa           2016-2024
#> 2643  Fribourg     Single house           1961-1970
#> 2644  Fribourg        Apartment    eg        0-1919
#> 2645  Fribourg     Single house           2016-2024
#> 2646  Fribourg        Apartment noteg     2016-2024
#> 2647  Fribourg     Single house           2016-2024
#> 2648  Fribourg        Apartment noteg        0-1919
#> 2649  Fribourg     Single house           2016-2024
#> 2650  Fribourg            Villa           2001-2005
#> 2651  Fribourg Bifamiliar house           2016-2024
#> 2652  Fribourg            Villa           2016-2024
#> 2653  Fribourg        Apartment noteg     2016-2024
#> 2654  Fribourg     Single house           2011-2015
#> 2655  Fribourg     Single house           2016-2024
#> 2656  Fribourg        Apartment noteg     2006-2010
#> 2657  Fribourg     Single house           2016-2024
#> 2658  Fribourg Bifamiliar house           2016-2024
#> 2659  Fribourg Bifamiliar house           2016-2024
#> 2660  Fribourg     Single house           1981-1990
#> 2661  Fribourg        Apartment noteg     2016-2024
#> 2662  Fribourg        Apartment noteg        0-1919
#> 2663  Fribourg        Apartment noteg     2016-2024
#> 2664  Fribourg        Apartment noteg     2016-2024
#> 2665  Fribourg        Apartment noteg     2016-2024
#> 2666      Vaud     Single house              0-1919
#> 2667  Fribourg        Apartment noteg     2016-2024
#> 2668  Fribourg        Apartment    eg     2016-2024
#> 2669  Fribourg        Apartment noteg     2016-2024
#> 2670  Fribourg        Apartment noteg     2016-2024
#> 2671  Fribourg        Apartment    eg     2016-2024
#> 2672  Fribourg        Apartment noteg     2016-2024
#> 2673  Fribourg        Apartment noteg     2016-2024
#> 2674  Fribourg        Apartment noteg     2011-2015
#> 2675  Fribourg            Villa           2016-2024
#> 2676  Fribourg            Villa           2016-2024
#> 2677  Fribourg        Apartment noteg     2016-2024
#> 2678  Fribourg        Apartment noteg     2016-2024
#> 2679  Fribourg            Villa           2016-2024
#> 2680  Fribourg Bifamiliar house           2011-2015
#> 2681  Fribourg        Apartment noteg     2011-2015
#> 2682  Fribourg            Villa           2016-2024
#> 2683  Fribourg        Apartment noteg     2016-2024
#> 2684  Fribourg        Apartment noteg     2016-2024
#> 2685  Fribourg        Apartment noteg     2016-2024
#> 2686  Fribourg Bifamiliar house           2016-2024
#> 2687  Fribourg            Villa           2016-2024
#> 2688  Fribourg Bifamiliar house           2016-2024
#> 2689  Fribourg        Apartment noteg     2016-2024
#> 2690  Fribourg     Single house           2011-2015
#> 2691  Fribourg            Villa           2016-2024
#> 2692  Fribourg            Villa           2016-2024
#> 2693  Fribourg            Villa           2016-2024
#> 2694  Fribourg            Villa           2016-2024
#> 2695  Fribourg            Villa           2016-2024
#> 2696  Fribourg            Villa           2016-2024
#> 2697  Fribourg           Duplex noteg     2016-2024
#> 2698  Fribourg            Villa           2016-2024
#> 2699  Fribourg     Single house              0-1919
#> 2700  Fribourg            Villa           2016-2024
#> 2701  Fribourg Bifamiliar house           2011-2015
#> 2702  Fribourg            Villa           2016-2024
#> 2703  Fribourg        Roof flat noteg     2011-2015
#> 2704  Fribourg     Single house           1961-1970
#> 2705  Fribourg Bifamiliar house           1961-1970
#> 2706      Vaud Bifamiliar house           2016-2024
#> 2707      Vaud Bifamiliar house           2016-2024
#> 2708      Vaud           Duplex noteg     2006-2010
#> 2709      Vaud        Apartment noteg        0-1919
#> 2710      Vaud Bifamiliar house           2016-2024
#> 2711      Vaud Bifamiliar house           2016-2024
#> 2712      Vaud        Apartment noteg     2016-2024
#> 2713      Vaud        Apartment noteg     2011-2015
#> 2714      Vaud Bifamiliar house           1919-1945
#> 2715      Vaud        Apartment noteg     2016-2024
#> 2716      Vaud        Apartment noteg     2016-2024
#> 2717      Vaud        Apartment noteg     1961-1970
#> 2718      Vaud        Apartment noteg     2006-2010
#> 2719      Vaud Bifamiliar house           2016-2024
#> 2720      Vaud        Apartment    eg     2011-2015
#> 2721      Vaud        Roof flat noteg     2011-2015
#> 2722      Vaud Bifamiliar house           2016-2024
#> 2723      Vaud Bifamiliar house           2016-2024
#> 2724  Fribourg     Single house           1961-1970
#> 2725      Vaud        Apartment    eg     2016-2024
#> 2726      Vaud       Attic flat noteg     2016-2024
#> 2727      Vaud           Duplex    eg     2016-2024
#> 2728      Vaud           Duplex    eg     2016-2024
#> 2729      Vaud        Apartment    eg     2016-2024
#> 2730      Vaud           Duplex    eg     1981-1990
#> 2731      Vaud           Duplex    eg     2016-2024
#> 2732      Vaud        Apartment noteg     2016-2024
#> 2733      Vaud        Apartment    eg     1981-1990
#> 2734      Vaud        Apartment    eg     2016-2024
#> 2735      Vaud        Apartment    eg     2016-2024
#> 2736      Vaud     Single house           1961-1970
#> 2737      Vaud        Apartment noteg     2016-2024
#> 2738      Vaud        Apartment noteg     2016-2024
#> 2739      Vaud        Apartment noteg     2016-2024
#> 2740      Vaud        Roof flat noteg     1991-2000
#> 2741      Vaud        Apartment noteg     1991-2000
#> 2742      Vaud        Apartment noteg     2011-2015
#> 2743      Vaud        Roof flat noteg     1991-2000
#> 2744      Vaud           Duplex noteg     2011-2015
#> 2745      Vaud        Apartment noteg     1991-2000
#> 2746      Vaud        Apartment noteg     2016-2024
#> 2747      Vaud     Single house           1971-1980
#> 2748      Vaud     Single house           1971-1980
#> 2749      Vaud     Single house           1971-1980
#> 2750      Vaud        Roof flat noteg     2016-2024
#> 2751      Vaud            Villa           1961-1970
#> 2752      Vaud           Duplex noteg     2016-2024
#> 2753      Vaud        Apartment noteg     2016-2024
#> 2754      Vaud Bifamiliar house           1981-1990
#> 2755      Vaud        Apartment noteg     2016-2024
#> 2756      Vaud        Apartment    eg     2011-2015
#> 2757      Vaud        Apartment noteg     2016-2024
#> 2758      Vaud     Single house           2006-2010
#> 2759      Vaud     Single house           2006-2010
#> 2760      Vaud     Single house           2006-2010
#> 2761      Vaud            Villa           2006-2010
#> 2762      Vaud        Apartment noteg     2016-2024
#> 2763      Vaud     Single house           2006-2010
#> 2764      Vaud        Apartment noteg     1981-1990
#> 2765      Vaud        Roof flat noteg     1981-1990
#> 2766      Vaud            Villa           2011-2015
#> 2767      Vaud        Apartment noteg     1981-1990
#> 2768      Vaud        Apartment noteg     2006-2010
#> 2769  Fribourg            Villa           2011-2015
#> 2770  Fribourg     Single house              0-1919
#> 2771  Fribourg            Villa           2011-2015
#> 2772      Vaud            Villa           1981-1990
#> 2773      Vaud        Apartment noteg     2016-2024
#> 2774      Vaud       Farm house           1919-1945
#> 2775      Vaud        Apartment noteg     2011-2015
#> 2776      Vaud        Apartment noteg     2016-2024
#> 2777      Vaud        Roof flat noteg     2016-2024
#> 2778      Vaud     Single house              0-1919
#> 2779      Vaud     Single house           1919-1945
#> 2780      Vaud        Apartment noteg     2016-2024
#> 2781      Vaud        Roof flat noteg     2016-2024
#> 2782      Vaud     Single house           1971-1980
#> 2783      Vaud     Single house           1971-1980
#> 2784      Vaud            Villa           2011-2015
#> 2785      Vaud     Single house           1971-1980
#> 2786      Vaud            Villa           1981-1990
#> 2787      Vaud        Apartment noteg     2016-2024
#> 2788      Vaud           Duplex noteg     2016-2024
#> 2789  Fribourg            Villa           1971-1980
#> 2790  Fribourg       Farm house              0-1919
#> 2791  Fribourg        Apartment noteg     2016-2024
#> 2792  Fribourg        Apartment noteg     2016-2024
#> 2793  Fribourg        Apartment noteg     2016-2024
#> 2794  Fribourg        Apartment noteg     1981-1990
#> 2795  Fribourg Bifamiliar house           2011-2015
#> 2796  Fribourg     Single house           2016-2024
#> 2797  Fribourg     Single house           2006-2010
#> 2798  Fribourg        Apartment noteg     1981-1990
#> 2799  Fribourg        Apartment noteg     2016-2024
#> 2800  Fribourg     Single house           2016-2024
#> 2801  Fribourg        Apartment    eg     2016-2024
#> 2802  Fribourg        Apartment noteg     2016-2024
#> 2803  Fribourg       Attic flat noteg     2016-2024
#> 2804  Fribourg        Apartment noteg     1991-2000
#> 2805  Fribourg        Apartment noteg     2016-2024
#> 2806  Fribourg        Apartment    eg     2016-2024
#> 2807 St-Gallen     Single house           1971-1980
#> 2808  Fribourg        Apartment noteg     2016-2024
#> 2809  Fribourg        Apartment noteg     2016-2024
#> 2810  Fribourg        Apartment noteg     2016-2024
#> 2811  Fribourg        Roof flat noteg     1991-2000
#> 2812  Fribourg        Apartment    eg     2011-2015
#> 2813  Fribourg        Apartment    eg     2016-2024
#> 2814  Fribourg        Apartment    eg     2016-2024
#> 2815  Fribourg        Apartment noteg     1981-1990
#> 2816  Fribourg        Apartment noteg     2016-2024
#> 2817  Fribourg        Apartment    eg     2016-2024
#> 2818  Fribourg        Apartment    eg     2006-2010
#> 2819  Fribourg           Duplex    eg     2011-2015
#> 2820  Fribourg        Apartment noteg     2016-2024
#> 2821  Fribourg           Chalet           2016-2024
#> 2822  Fribourg        Apartment    eg     2011-2015
#> 2823  Fribourg     Single house           2016-2024
#> 2824  Fribourg     Single house           2001-2005
#> 2825  Fribourg        Apartment noteg     2016-2024
#> 2826  Fribourg     Single house           1946-1960
#> 2827  Fribourg        Apartment noteg     1946-1960
#> 2828  Fribourg     Single house           2001-2005
#> 2829  Fribourg        Apartment    eg     2011-2015
#> 2830  Fribourg Bifamiliar house           2016-2024
#> 2831  Fribourg     Single house           2006-2010
#> 2832  Fribourg     Single house           2011-2015
#> 2833  Fribourg        Apartment    eg     2011-2015
#> 2834  Fribourg        Apartment noteg     2006-2010
#> 2835  Fribourg Bifamiliar house           2016-2024
#> 2836  Fribourg           Chalet           2016-2024
#> 2837  Fribourg     Single house           2016-2024
#> 2838  Fribourg        Apartment    eg     2011-2015
#> 2839  Fribourg        Apartment    eg     2016-2024
#> 2840  Fribourg        Apartment    eg     2016-2024
#> 2841  Fribourg        Apartment noteg     2016-2024
#> 2842  Fribourg           Chalet           1946-1960
#> 2843  Fribourg           Chalet           2016-2024
#> 2844  Fribourg        Apartment noteg     1971-1980
#> 2845  Fribourg     Single house           2006-2010
#> 2846  Fribourg           Chalet           1981-1990
#> 2847  Fribourg        Apartment noteg     2016-2024
#> 2848  Fribourg           Chalet           1919-1945
#> 2849  Fribourg        Apartment    eg     2016-2024
#> 2850  Fribourg           Chalet           2016-2024
#> 2851  Fribourg        Apartment noteg     1981-1990
#> 2852  Fribourg     Single house           1946-1960
#> 2853  Fribourg        Apartment    eg     2016-2024
#> 2854  Fribourg           Chalet           2011-2015
#> 2855  Fribourg        Apartment    eg     2016-2024
#> 2856  Fribourg           Chalet           2016-2024
#> 2857  Fribourg           Chalet           2016-2024
#> 2858  Fribourg        Apartment noteg     1971-1980
#> 2859  Fribourg        Apartment noteg     2016-2024
#> 2860  Fribourg        Apartment    eg     2016-2024
#> 2861  Fribourg           Chalet           1919-1945
#> 2862  Fribourg           Chalet           1981-1990
#> 2863  Fribourg           Chalet           2016-2024
#> 2864  Fribourg        Apartment    eg     2016-2024
#> 2865  Fribourg        Apartment    eg     2011-2015
#> 2866  Fribourg        Apartment    eg     2016-2024
#> 2867  Fribourg     Single house           1961-1970
#> 2868  Fribourg            Villa           1981-1990
#> 2869  Fribourg        Apartment noteg     1971-1980
#> 2870  Fribourg     Single house           2016-2024
#> 2871  Fribourg Bifamiliar house           2016-2024
#> 2872  Fribourg        Apartment noteg     1971-1980
#> 2873  Fribourg Bifamiliar house           2016-2024
#> 2874  Fribourg Bifamiliar house           2016-2024
#> 2875  Fribourg            Villa           1981-1990
#> 2876  Fribourg       Farm house           1919-1945
#> 2877  Fribourg        Apartment noteg     2016-2024
#> 2878  Fribourg       Attic flat noteg     2016-2024
#> 2879  Fribourg       Attic flat noteg     2016-2024
#> 2880  Fribourg        Apartment noteg     2016-2024
#> 2881  Fribourg        Apartment noteg     2011-2015
#> 2882  Fribourg     Single house           2006-2010
#> 2883  Fribourg     Single house           2006-2010
#> 2884  Fribourg        Apartment noteg     2016-2024
#> 2885  Fribourg     Single house           2011-2015
#> 2886  Fribourg            Villa           2011-2015
#> 2887  Fribourg        Apartment noteg     2016-2024
#> 2888  Fribourg     Single house           2006-2010
#> 2889  Fribourg        Apartment    eg     2006-2010
#> 2890  Fribourg        Apartment noteg     1946-1960
#> 2891  Fribourg        Apartment    eg     1946-1960
#> 2892  Fribourg        Apartment noteg     2016-2024
#> 2893  Fribourg        Apartment noteg     2011-2015
#> 2894  Fribourg        Apartment    eg     2016-2024
#> 2895  Fribourg        Apartment noteg     2016-2024
#> 2896  Fribourg        Apartment noteg     2011-2015
#> 2897  Fribourg        Apartment    eg     2016-2024
#> 2898  Fribourg        Apartment noteg     2011-2015
#> 2899  Fribourg        Apartment noteg     2016-2024
#> 2900  Fribourg        Apartment noteg     1971-1980
#> 2901  Fribourg     Single house           2006-2010
#> 2902  Fribourg        Apartment noteg     1981-1990
#> 2903  Fribourg        Apartment noteg     2016-2024
#> 2904  Fribourg        Apartment    eg     2011-2015
#> 2905  Fribourg     Single house           2006-2010
#> 2906  Fribourg        Apartment    eg     1981-1990
#> 2907  Fribourg        Apartment    eg     2016-2024
#> 2908  Fribourg Bifamiliar house           2016-2024
#> 2909  Fribourg Bifamiliar house           2016-2024
#> 2910  Fribourg        Apartment noteg     2011-2015
#> 2911  Fribourg        Apartment noteg     2016-2024
#> 2912  Fribourg        Apartment    eg     2016-2024
#> 2913  Fribourg        Apartment    eg     1981-1990
#> 2914  Fribourg        Apartment    eg     2011-2015
#> 2915  Fribourg        Apartment noteg     2016-2024
#> 2916  Fribourg        Apartment noteg     1971-1980
#> 2917  Fribourg        Apartment    eg     2016-2024
#> 2918  Fribourg Bifamiliar house           2016-2024
#> 2919  Fribourg     Single house           1991-2000
#> 2920  Fribourg        Apartment noteg     2011-2015
#> 2921  Fribourg        Apartment noteg     2011-2015
#> 2922  Fribourg       Farm house              0-1919
#> 2923  Fribourg       Attic flat noteg     2011-2015
#> 2924  Fribourg        Apartment noteg     1961-1970
#> 2925  Fribourg     Single house           2006-2010
#> 2926  Fribourg        Apartment noteg     2011-2015
#> 2927  Fribourg     Single house           2016-2024
#> 2928  Fribourg        Apartment    eg     2011-2015
#> 2929  Fribourg       Attic flat noteg     2011-2015
#> 2930  Fribourg        Apartment noteg     1961-1970
#> 2931  Fribourg        Apartment noteg     1971-1980
#> 2932  Fribourg        Apartment noteg     2016-2024
#> 2933  Fribourg        Apartment noteg     2011-2015
#> 2934  Fribourg        Apartment noteg     2011-2015
#> 2935  Fribourg            Villa           2016-2024
#> 2936  Fribourg            Villa           2016-2024
#> 2937  Fribourg            Villa           2016-2024
#> 2938  Fribourg        Apartment noteg     2016-2024
#> 2939  Fribourg     Single house           2011-2015
#> 2940  Fribourg     Single house           2016-2024
#> 2941  Fribourg     Single house           2016-2024
#> 2942  Fribourg Bifamiliar house           2016-2024
#> 2943  Fribourg        Apartment    eg        0-1919
#> 2944  Fribourg       Attic flat noteg     2016-2024
#> 2945  Fribourg        Apartment noteg     2016-2024
#> 2946  Fribourg       Farm house              0-1919
#> 2947  Fribourg            Villa           2011-2015
#> 2948  Fribourg     Single house           2016-2024
#> 2949  Fribourg        Apartment noteg     2016-2024
#> 2950  Fribourg     Terrace flat    eg     2016-2024
#> 2951  Fribourg     Single house           2016-2024
#> 2952  Fribourg        Apartment noteg     2016-2024
#> 2953  Fribourg        Apartment noteg     2016-2024
#> 2954  Fribourg       Farm house              0-1919
#> 2955  Fribourg        Apartment noteg     2016-2024
#> 2956  Fribourg        Apartment noteg     2016-2024
#> 2957  Fribourg        Apartment noteg     2016-2024
#> 2958  Fribourg     Single house           1946-1960
#> 2959  Fribourg        Apartment noteg     2016-2024
#> 2960  Fribourg        Roof flat noteg     2016-2024
#> 2961  Fribourg        Apartment noteg     2016-2024
#> 2962  Fribourg     Single house           2016-2024
#> 2963  Fribourg        Apartment noteg     2016-2024
#> 2964  Fribourg        Apartment    eg     2016-2024
#> 2965  Fribourg        Apartment noteg     2016-2024
#> 2966  Fribourg        Apartment noteg     2016-2024
#> 2967  Fribourg           Chalet           2011-2015
#> 2968  Fribourg        Apartment noteg     2016-2024
#> 2969  Fribourg       Attic flat noteg     2016-2024
#> 2970  Fribourg        Apartment noteg     2016-2024
#> 2971  Fribourg        Apartment    eg     2011-2015
#> 2972  Fribourg        Apartment    eg     2016-2024
#> 2973  Fribourg        Apartment noteg     2016-2024
#> 2974  Fribourg        Apartment    eg     2016-2024
#> 2975  Fribourg        Apartment noteg     2016-2024
#> 2976  Fribourg        Apartment noteg     2011-2015
#> 2977  Fribourg        Apartment noteg     2016-2024
#> 2978  Fribourg        Apartment noteg     2011-2015
#> 2979  Fribourg     Single house           2006-2010
#> 2980  Fribourg        Apartment    eg     1981-1990
#> 2981  Fribourg        Apartment    eg     2016-2024
#> 2982  Fribourg           Duplex noteg     2016-2024
#> 2983  Fribourg        Apartment    eg     1961-1970
#> 2984  Fribourg        Apartment noteg     2016-2024
#> 2985  Fribourg     Single house           2016-2024
#> 2986  Fribourg        Apartment noteg     2016-2024
#> 2987  Fribourg        Apartment noteg     1991-2000
#> 2988  Fribourg        Apartment    eg     2016-2024
#> 2989  Fribourg        Apartment noteg     2016-2024
#> 2990  Fribourg            Villa           1946-1960
#> 2991  Fribourg        Apartment    eg     2016-2024
#> 2992  Fribourg Bifamiliar house           2016-2024
#> 2993  Fribourg     Terrace flat noteg     2016-2024
#> 2994  Fribourg        Apartment noteg     2011-2015
#> 2995  Fribourg        Apartment noteg     2011-2015
#> 2996  Fribourg     Single house           2016-2024
#> 2997  Fribourg        Apartment noteg     1971-1980
#> 2998  Fribourg     Single house           2016-2024
#> 2999  Fribourg           Chalet           1981-1990
#> 3000  Fribourg       Attic flat noteg     2011-2015
#> 3001  Fribourg     Single house           2011-2015
#> 3002  Fribourg     Single house           1981-1990
#> 3003  Fribourg     Single house           2016-2024
#> 3004  Fribourg        Apartment    eg     2016-2024
#> 3005  Fribourg        Apartment noteg     2016-2024
#> 3006  Fribourg        Apartment    eg     2016-2024
#> 3007  Fribourg        Apartment    eg     2016-2024
#> 3008  Fribourg Bifamiliar house           2016-2024
#> 3009  Fribourg        Apartment    eg     2016-2024
#> 3010  Fribourg     Single house           2006-2010
#> 3011  Fribourg     Single house              0-1919
#> 3012  Fribourg     Single house           1981-1990
#> 3013  Fribourg       Farm house           1919-1945
#> 3014  Fribourg     Single house           2006-2010
#> 3015  Fribourg     Single house           2016-2024
#> 3016  Fribourg        Apartment    eg     2016-2024
#> 3017  Fribourg           Duplex    eg     2016-2024
#> 3018  Fribourg        Apartment    eg     2016-2024
#> 3019  Fribourg        Apartment noteg     2011-2015
#> 3020  Fribourg        Apartment    eg     2016-2024
#> 3021  Fribourg     Single house           1981-1990
#> 3022  Fribourg     Single house           1961-1970
#> 3023  Fribourg        Apartment noteg        0-1919
#> 3024  Fribourg     Single house           1991-2000
#> 3025  Fribourg     Single house           2006-2010
#> 3026  Fribourg       Farm house              0-1919
#> 3027  Fribourg     Single house           2016-2024
#> 3028  Fribourg            Villa           1971-1980
#> 3029  Fribourg           Chalet           1971-1980
#> 3030  Fribourg        Apartment noteg     1961-1970
#> 3031  Fribourg        Apartment    eg     2016-2024
#> 3032  Fribourg           Chalet           1971-1980
#> 3033  Fribourg           Chalet           2016-2024
#> 3034  Fribourg     Single house              0-1919
#> 3035  Fribourg           Chalet           2016-2024
#> 3036      Vaud           Chalet           1971-1980
#> 3037      Vaud           Chalet           1961-1970
#> 3038      Vaud        Apartment    eg        0-1919
#> 3039      Vaud           Chalet           1971-1980
#> 3040      Vaud     Single house           2011-2015
#> 3041      Vaud     Single house              0-1919
#> 3042      Vaud     Single house           2006-2010
#> 3043      Vaud        Apartment    eg     1971-1980
#> 3044      Vaud           Chalet           1961-1970
#> 3045      Vaud        Apartment noteg     2011-2015
#> 3046      Vaud            Villa              0-1919
#> 3047      Vaud           Chalet           2011-2015
#> 3048      Vaud           Chalet           1961-1970
#> 3049      Vaud           Chalet           2011-2015
#> 3050      Vaud           Chalet           1961-1970
#> 3051      Vaud     Single house              0-1919
#> 3052      Vaud           Chalet           1981-1990
#> 3053      Vaud           Chalet           1971-1980
#> 3054      Vaud     Single house              0-1919
#> 3055      Vaud        Apartment noteg     2011-2015
#> 3056      Vaud     Terrace flat    eg     1981-1990
#> 3057      Vaud        Apartment    eg     1981-1990
#> 3058      Vaud     Single house           1919-1945
#> 3059      Vaud        Apartment    eg     1981-1990
#> 3060      Vaud        Apartment    eg     2011-2015
#> 3061      Vaud           Chalet           2016-2024
#> 3062      Vaud        Apartment noteg     2011-2015
#> 3063      Vaud     Terrace flat    eg     1981-1990
#> 3064      Vaud     Terrace flat    eg     1971-1980
#> 3065  Fribourg            Villa           1981-1990
#> 3066  Fribourg            Villa           1981-1990
#> 3067  Fribourg           Chalet           1971-1980
#> 3068  Fribourg       Farm house              0-1919
#> 3069  Fribourg       Farm house              0-1919
#> 3070  Fribourg Bifamiliar house           1981-1990
#> 3071  Fribourg     Single house           2001-2005
#> 3072  Fribourg        Apartment    eg     2016-2024
#> 3073  Fribourg        Apartment noteg     2016-2024
#> 3074  Fribourg        Apartment noteg     2016-2024
#> 3075  Fribourg     Single house           1919-1945
#> 3076  Fribourg        Apartment    eg     2016-2024
#> 3077  Fribourg        Apartment    eg     2016-2024
#> 3078  Fribourg        Apartment noteg     2016-2024
#> 3079  Fribourg        Apartment noteg     2016-2024
#> 3080  Fribourg        Apartment    eg     2016-2024
#> 3081  Fribourg        Apartment noteg     2016-2024
#> 3082  Fribourg        Apartment noteg     2016-2024
#> 3083  Fribourg        Apartment noteg     2016-2024
#> 3084  Fribourg        Apartment    eg     2016-2024
#> 3085  Fribourg        Apartment noteg     2016-2024
#> 3086  Fribourg        Apartment    eg     2016-2024
#> 3087  Fribourg           Chalet              0-1919
#> 3088  Fribourg        Apartment    eg     1981-1990
#> 3089  Fribourg           Chalet           1946-1960
#> 3090  Fribourg        Apartment noteg     1919-1945
#> 3091  Fribourg           Chalet              0-1919
#> 3092  Fribourg     Single house           1961-1970
#> 3093  Fribourg           Chalet           2011-2015
#> 3094  Fribourg Bifamiliar house              0-1919
#> 3095  Fribourg           Chalet           2016-2024
#> 3096  Fribourg     Single house              0-1919
#> 3097  Fribourg        Apartment noteg     1971-1980
#> 3098  Fribourg     Single house           1991-2000
#> 3099  Fribourg            Villa              0-1919
#> 3100  Fribourg     Single house              0-1919
#> 3101  Fribourg        Apartment noteg     2006-2010
#> 3102  Fribourg     Single house           1991-2000
#> 3103  Fribourg        Apartment noteg     2011-2015
#> 3104  Fribourg     Single house           2001-2005
#> 3105  Fribourg        Apartment noteg        0-1919
#> 3106  Fribourg     Single house              0-1919
#> 3107  Fribourg        Apartment    eg     2011-2015
#> 3108  Fribourg     Single house              0-1919
#> 3109  Fribourg       Attic flat noteg     2011-2015
#> 3110  Fribourg        Apartment noteg     2011-2015
#> 3111  Fribourg        Apartment    eg     2016-2024
#> 3112  Fribourg        Apartment noteg     2016-2024
#> 3113  Fribourg        Apartment noteg     2016-2024
#> 3114  Fribourg        Apartment    eg     2016-2024
#> 3115  Fribourg        Apartment noteg     2016-2024
#> 3116  Fribourg        Apartment noteg     2016-2024
#> 3117  Fribourg        Apartment    eg     2016-2024
#> 3118  Fribourg        Apartment noteg     2016-2024
#> 3119  Fribourg        Apartment noteg     2016-2024
#> 3120  Fribourg        Apartment noteg     2016-2024
#> 3121  Fribourg        Apartment noteg     2016-2024
#> 3122  Fribourg        Apartment noteg     2016-2024
#> 3123  Fribourg        Apartment noteg     2016-2024
#> 3124  Fribourg        Apartment noteg     2016-2024
#> 3125  Fribourg        Apartment    eg     2016-2024
#> 3126  Fribourg        Apartment    eg     2016-2024
#> 3127  Fribourg        Apartment noteg     1991-2000
#> 3128  Fribourg        Apartment noteg     2016-2024
#> 3129  Fribourg        Apartment noteg     1991-2000
#> 3130  Fribourg        Apartment noteg     2016-2024
#> 3131  Fribourg        Apartment    eg     1991-2000
#> 3132  Fribourg        Apartment noteg     1971-1980
#> 3133  Fribourg        Apartment    eg     2016-2024
#> 3134  Fribourg        Apartment noteg     1981-1990
#> 3135  Fribourg        Apartment noteg     1991-2000
#> 3136  Fribourg        Apartment    eg     2016-2024
#> 3137  Fribourg        Apartment noteg     2016-2024
#> 3138  Fribourg        Apartment    eg     2016-2024
#> 3139  Fribourg        Apartment    eg     2016-2024
#> 3140  Fribourg        Apartment noteg     1961-1970
#> 3141  Fribourg        Apartment noteg     1991-2000
#> 3142  Fribourg        Apartment noteg     2016-2024
#> 3143  Fribourg        Apartment noteg     2016-2024
#> 3144  Fribourg        Apartment    eg     2016-2024
#> 3145  Fribourg        Apartment noteg     2016-2024
#> 3146  Fribourg        Apartment    eg     2016-2024
#> 3147  Fribourg        Apartment    eg     2016-2024
#> 3148  Fribourg     Single house           1991-2000
#> 3149  Fribourg        Apartment noteg     2016-2024
#> 3150  Fribourg       Attic flat noteg     2016-2024
#> 3151  Fribourg        Apartment noteg     2016-2024
#> 3152  Fribourg        Apartment noteg     2011-2015
#> 3153  Fribourg        Apartment noteg     2011-2015
#> 3154  Fribourg        Apartment    eg     2016-2024
#> 3155  Fribourg        Apartment    eg     2016-2024
#> 3156  Fribourg        Apartment    eg     2006-2010
#> 3157  Fribourg        Apartment noteg     2011-2015
#> 3158  Fribourg        Apartment noteg     2016-2024
#> 3159  Fribourg        Apartment noteg     2016-2024
#> 3160  Fribourg       Attic flat noteg     2011-2015
#> 3161  Fribourg        Apartment    eg     1991-2000
#> 3162  Fribourg        Apartment noteg     2016-2024
#> 3163  Fribourg       Farm house              0-1919
#> 3164  Fribourg        Apartment    eg     2016-2024
#> 3165  Fribourg        Apartment noteg     1991-2000
#> 3166  Fribourg        Apartment    eg     1991-2000
#> 3167  Fribourg        Apartment    eg     2016-2024
#> 3168  Fribourg        Apartment    eg     1991-2000
#> 3169  Fribourg        Apartment noteg     1991-2000
#> 3170  Fribourg        Apartment noteg     1991-2000
#> 3171  Fribourg        Apartment    eg     1991-2000
#> 3172  Fribourg        Apartment noteg     2016-2024
#> 3173  Fribourg       Attic flat noteg     1991-2000
#> 3174  Fribourg        Apartment noteg     1991-2000
#> 3175  Fribourg        Apartment noteg     2016-2024
#> 3176      Vaud        Apartment noteg     2016-2024
#> 3177      Vaud        Apartment noteg     2016-2024
#> 3178      Vaud        Apartment    eg     2016-2024
#> 3179      Vaud       Farm house              0-1919
#> 3180      Vaud        Apartment noteg     2016-2024
#> 3181      Vaud       Farm house              0-1919
#> 3182      Vaud        Apartment noteg     2016-2024
#> 3183      Vaud        Apartment    eg     2016-2024
#> 3184      Vaud     Single house              0-1919
#> 3185      Vaud     Single house           2016-2024
#> 3186      Vaud Bifamiliar house           2016-2024
#> 3187      Vaud     Single house              0-1919
#> 3188  Fribourg        Apartment noteg     2016-2024
#> 3189  Fribourg        Apartment noteg     2016-2024
#> 3190  Fribourg        Apartment noteg     2016-2024
#> 3191  Fribourg        Apartment noteg     2016-2024
#> 3192  Fribourg        Apartment noteg     2016-2024
#> 3193  Fribourg        Apartment noteg     2016-2024
#> 3194  Fribourg        Apartment noteg     2016-2024
#> 3195  Fribourg       Farm house              0-1919
#> 3196  Fribourg     Single house              0-1919
#> 3197  Fribourg     Single house           1981-1990
#> 3198  Fribourg        Apartment noteg     2011-2015
#> 3199  Fribourg        Apartment noteg     2011-2015
#> 3200  Fribourg     Single house           2016-2024
#> 3201  Fribourg Bifamiliar house           2016-2024
#> 3202  Fribourg Bifamiliar house           2016-2024
#> 3203  Fribourg     Single house           1971-1980
#> 3204  Fribourg     Single house           1981-1990
#> 3205  Fribourg     Single house           1971-1980
#> 3206  Fribourg       Farm house              0-1919
#> 3207  Fribourg       Farm house           2016-2024
#> 3208  Fribourg            Villa           2016-2024
#> 3209  Fribourg            Villa           2016-2024
#> 3210  Fribourg            Villa           2016-2024
#> 3211  Fribourg            Villa           2016-2024
#> 3212  Fribourg        Apartment    eg     2016-2024
#> 3213  Fribourg        Apartment noteg     2016-2024
#> 3214  Fribourg        Apartment    eg     1961-1970
#> 3215  Fribourg        Apartment noteg     2016-2024
#> 3216  Fribourg        Apartment    eg     1961-1970
#> 3217  Fribourg            Villa           2016-2024
#> 3218  Fribourg        Apartment    eg     2016-2024
#> 3219  Fribourg            Villa           2016-2024
#> 3220  Fribourg            Villa           2016-2024
#> 3221  Fribourg Bifamiliar house           2016-2024
#> 3222  Fribourg     Single house           1981-1990
#> 3223  Fribourg       Attic flat noteg     2016-2024
#> 3224  Fribourg Bifamiliar house           2016-2024
#> 3225  Fribourg        Apartment noteg     2016-2024
#> 3226  Fribourg Bifamiliar house           2016-2024
#> 3227  Fribourg     Single house           2016-2024
#> 3228  Fribourg Bifamiliar house           2016-2024
#> 3229  Fribourg Bifamiliar house           2016-2024
#> 3230  Fribourg        Apartment    eg     2016-2024
#> 3231  Fribourg        Apartment noteg     2016-2024
#> 3232  Fribourg        Apartment noteg     1971-1980
#> 3233  Fribourg        Apartment noteg     1971-1980
#> 3234  Fribourg        Apartment noteg     1971-1980
#> 3235  Fribourg        Apartment    eg     2016-2024
#> 3236  Fribourg     Single house              0-1919
#> 3237  Fribourg        Apartment noteg     1971-1980
#> 3238  Fribourg Bifamiliar house           2016-2024
#> 3239  Fribourg Bifamiliar house           2016-2024
#> 3240  Fribourg     Single house              0-1919
#> 3241  Fribourg     Single house           1919-1945
#> 3242  Fribourg        Apartment noteg     2016-2024
#> 3243  Fribourg        Apartment noteg     1971-1980
#> 3244  Fribourg        Apartment noteg     1971-1980
#> 3245  Fribourg     Single house              0-1919
#> 3246  Fribourg        Apartment noteg     2016-2024
#> 3247  Fribourg Bifamiliar house           1981-1990
#> 3248  Fribourg        Apartment noteg     2011-2015
#> 3249  Fribourg        Apartment noteg     1971-1980
#> 3250  Fribourg        Apartment    eg     1971-1980
#> 3251  Fribourg        Apartment    eg     2016-2024
#> 3252  Fribourg        Apartment noteg     2016-2024
#> 3253  Fribourg        Apartment noteg     1971-1980
#> 3254  Fribourg        Apartment noteg     1971-1980
#> 3255  Fribourg        Apartment noteg     1991-2000
#> 3256  Fribourg       Attic flat noteg     2016-2024
#> 3257  Fribourg        Apartment noteg     2016-2024
#> 3258  Fribourg       Attic flat noteg     2016-2024
#> 3259  Fribourg        Apartment noteg     2016-2024
#> 3260  Fribourg     Single house           1971-1980
#> 3261  Fribourg        Apartment noteg     2016-2024
#> 3262  Fribourg        Apartment noteg     2016-2024
#> 3263  Fribourg       Attic flat noteg     2016-2024
#> 3264  Fribourg        Apartment noteg     1971-1980
#> 3265  Fribourg        Apartment noteg     2016-2024
#> 3266  Fribourg        Apartment noteg     2016-2024
#> 3267  Fribourg        Apartment noteg     2016-2024
#> 3268  Fribourg       Attic flat noteg     2016-2024
#> 3269  Fribourg        Apartment noteg     2016-2024
#> 3270  Fribourg        Apartment noteg     1991-2000
#> 3271  Fribourg        Apartment noteg     1961-1970
#> 3272  Fribourg        Apartment noteg     2006-2010
#> 3273  Fribourg        Apartment    eg     2006-2010
#> 3274  Fribourg        Apartment noteg     2016-2024
#> 3275  Fribourg        Apartment noteg     1961-1970
#> 3276  Fribourg        Apartment noteg     2016-2024
#> 3277  Fribourg        Apartment noteg     1991-2000
#> 3278  Fribourg       Attic flat noteg     2016-2024
#> 3279  Fribourg     Single house           1971-1980
#> 3280  Fribourg           Duplex noteg        0-1919
#> 3281  Fribourg        Apartment noteg     1971-1980
#> 3282  Fribourg        Apartment noteg     2016-2024
#> 3283  Fribourg        Apartment noteg     2016-2024
#> 3284  Fribourg        Apartment noteg     2016-2024
#> 3285  Fribourg       Attic flat noteg     2016-2024
#> 3286  Fribourg        Apartment noteg     2016-2024
#> 3287  Fribourg        Apartment noteg     1971-1980
#> 3288  Fribourg       Attic flat noteg     2016-2024
#> 3289  Fribourg        Apartment noteg     2016-2024
#> 3290  Fribourg        Apartment noteg     2016-2024
#> 3291  Fribourg        Apartment    eg     2016-2024
#> 3292  Fribourg            Villa           1971-1980
#> 3293  Fribourg        Apartment noteg     2016-2024
#> 3294  Fribourg     Single house           1946-1960
#> 3295  Fribourg        Apartment noteg     2016-2024
#> 3296  Fribourg        Apartment noteg     1961-1970
#> 3297  Fribourg        Apartment noteg        0-1919
#> 3298  Fribourg        Apartment    eg     2016-2024
#> 3299  Fribourg        Apartment noteg     2016-2024
#> 3300  Fribourg     Single house           1981-1990
#> 3301  Fribourg        Apartment noteg     2016-2024
#> 3302  Fribourg        Apartment    eg     1991-2000
#> 3303  Fribourg        Apartment    eg     1971-1980
#> 3304  Fribourg        Apartment noteg     1971-1980
#> 3305  Fribourg        Apartment noteg     2016-2024
#> 3306  Fribourg        Apartment noteg     2016-2024
#> 3307  Fribourg     Single house           1971-1980
#> 3308  Fribourg        Apartment noteg     1981-1990
#> 3309  Fribourg        Apartment noteg     2016-2024
#> 3310  Fribourg        Apartment noteg     2016-2024
#> 3311  Fribourg        Apartment noteg     2016-2024
#> 3312  Fribourg        Apartment noteg     2006-2010
#> 3313  Fribourg     Single house           1981-1990
#> 3314  Fribourg       Attic flat noteg     2016-2024
#> 3315  Fribourg        Apartment noteg     2016-2024
#> 3316  Fribourg        Apartment    eg     2016-2024
#> 3317  Fribourg        Apartment    eg     2016-2024
#> 3318  Fribourg        Apartment noteg     2016-2024
#> 3319  Fribourg       Attic flat noteg     2016-2024
#> 3320  Fribourg        Apartment noteg     2016-2024
#> 3321  Fribourg        Apartment noteg     2016-2024
#> 3322  Fribourg     Single house           1919-1945
#> 3323  Fribourg     Single house           1971-1980
#> 3324  Fribourg        Apartment noteg     2016-2024
#> 3325  Fribourg     Single house           2001-2005
#> 3326  Fribourg        Apartment noteg     2001-2005
#> 3327  Fribourg     Single house           2016-2024
#> 3328  Fribourg        Apartment noteg     2016-2024
#> 3329  Fribourg        Apartment    eg     2016-2024
#> 3330  Fribourg        Apartment noteg     2016-2024
#> 3331  Fribourg Bifamiliar house           2016-2024
#> 3332  Fribourg        Apartment noteg     1981-1990
#> 3333  Fribourg        Apartment noteg     2016-2024
#> 3334  Fribourg           Duplex noteg     2001-2005
#> 3335  Fribourg        Apartment noteg     2016-2024
#> 3336  Fribourg        Apartment noteg     2016-2024
#> 3337  Fribourg        Apartment noteg     1981-1990
#> 3338  Fribourg        Apartment noteg     2016-2024
#> 3339  Fribourg        Apartment noteg     2016-2024
#> 3340  Fribourg     Single house           2006-2010
#> 3341  Fribourg        Apartment noteg     2006-2010
#> 3342  Fribourg       Attic flat noteg     2016-2024
#> 3343  Fribourg        Apartment noteg     2016-2024
#> 3344  Fribourg        Apartment noteg     2016-2024
#> 3345  Fribourg        Apartment noteg     2016-2024
#> 3346  Fribourg        Apartment noteg     2016-2024
#> 3347  Fribourg        Apartment    eg     2016-2024
#> 3348  Fribourg            Villa           2016-2024
#> 3349  Fribourg        Apartment noteg     2016-2024
#> 3350  Fribourg        Apartment noteg     2016-2024
#> 3351  Fribourg        Apartment noteg     2016-2024
#> 3352  Fribourg        Apartment    eg     2011-2015
#> 3353  Fribourg            Villa           2016-2024
#> 3354  Fribourg            Villa           2016-2024
#> 3355  Fribourg     Single house           1961-1970
#> 3356  Fribourg        Apartment    eg     2016-2024
#> 3357  Fribourg        Apartment    eg     2016-2024
#> 3358  Fribourg        Apartment noteg     2016-2024
#> 3359  Fribourg        Apartment noteg     2016-2024
#> 3360  Fribourg        Apartment    eg     2016-2024
#> 3361  Fribourg     Single house           1991-2000
#> 3362  Fribourg            Villa           2016-2024
#> 3363  Fribourg        Apartment noteg     2011-2015
#> 3364  Fribourg        Apartment noteg     2016-2024
#> 3365  Fribourg        Apartment noteg     2016-2024
#> 3366  Fribourg        Apartment noteg     2016-2024
#> 3367  Fribourg        Apartment noteg     2016-2024
#> 3368  Fribourg        Apartment noteg     2016-2024
#> 3369  Fribourg        Apartment    eg     2016-2024
#> 3370  Fribourg        Apartment    eg     2016-2024
#> 3371  Fribourg     Single house           1971-1980
#> 3372  Fribourg     Single house           2011-2015
#> 3373  Fribourg     Single house           1971-1980
#> 3374  Fribourg            Villa           2011-2015
#> 3375  Fribourg     Single house           1971-1980
#> 3376  Fribourg        Apartment noteg     1991-2000
#> 3377  Fribourg        Apartment noteg     2016-2024
#> 3378  Fribourg        Apartment    eg     2016-2024
#> 3379  Fribourg       Attic flat noteg     2016-2024
#> 3380  Fribourg        Apartment noteg     2016-2024
#> 3381  Fribourg        Apartment    eg     2016-2024
#> 3382  Fribourg        Apartment noteg     2016-2024
#> 3383  Fribourg        Apartment    eg     2016-2024
#> 3384  Fribourg        Apartment noteg     1961-1970
#> 3385  Fribourg        Apartment noteg     2016-2024
#> 3386  Fribourg        Apartment noteg     1981-1990
#> 3387  Fribourg        Apartment noteg     1961-1970
#> 3388  Fribourg     Single house           2016-2024
#> 3389  Fribourg        Apartment noteg     2016-2024
#> 3390  Fribourg        Apartment    eg     2001-2005
#> 3391  Fribourg        Apartment noteg     2016-2024
#> 3392  Fribourg        Apartment noteg     2016-2024
#> 3393  Fribourg        Apartment noteg     2016-2024
#> 3394  Fribourg        Apartment noteg     1961-1970
#> 3395  Fribourg        Apartment noteg     1961-1970
#> 3396  Fribourg        Apartment noteg     2016-2024
#> 3397  Fribourg        Apartment    eg     2016-2024
#> 3398  Fribourg     Single house           2016-2024
#> 3399  Fribourg     Single house           1961-1970
#> 3400  Fribourg     Single house           1961-1970
#> 3401  Fribourg        Apartment noteg     2016-2024
#> 3402  Fribourg            Villa           1961-1970
#> 3403  Fribourg        Apartment noteg     2016-2024
#> 3404  Fribourg        Apartment noteg     2016-2024
#> 3405  Fribourg        Apartment    eg     1971-1980
#> 3406  Fribourg Bifamiliar house           1981-1990
#> 3407  Fribourg        Apartment    eg     2016-2024
#> 3408  Fribourg        Apartment noteg     1991-2000
#> 3409  Fribourg        Apartment    eg     1991-2000
#> 3410  Fribourg        Apartment noteg     1981-1990
#> 3411  Fribourg        Apartment noteg     2016-2024
#> 3412  Fribourg        Apartment noteg     2016-2024
#> 3413  Fribourg        Apartment noteg     2016-2024
#> 3414  Fribourg        Apartment noteg     2016-2024
#> 3415  Fribourg        Apartment noteg     1981-1990
#> 3416  Fribourg       Farm house              0-1919
#> 3417  Fribourg            Villa           2016-2024
#> 3418  Fribourg            Villa           2011-2015
#> 3419  Fribourg        Apartment noteg     1991-2000
#> 3420  Fribourg            Villa           2001-2005
#> 3421  Fribourg       Farm house              0-1919
#> 3422  Fribourg       Farm house              0-1919
#> 3423  Fribourg        Apartment noteg     1991-2000
#> 3424  Fribourg            Villa           1981-1990
#> 3425  Fribourg     Single house           2016-2024
#> 3426  Fribourg     Single house           1946-1960
#> 3427  Fribourg        Apartment    eg     1991-2000
#> 3428  Fribourg Bifamiliar house           1971-1980
#> 3429  Fribourg     Single house           2016-2024
#> 3430  Fribourg       Attic flat noteg     2016-2024
#> 3431  Fribourg            Villa           1971-1980
#> 3432  Fribourg        Apartment noteg     2016-2024
#> 3433  Fribourg        Apartment noteg     1971-1980
#> 3434  Fribourg        Apartment    eg     2016-2024
#> 3435  Fribourg        Apartment noteg     1971-1980
#> 3436  Fribourg        Apartment noteg     1971-1980
#> 3437  Fribourg        Apartment    eg     2016-2024
#> 3438  Fribourg        Apartment noteg     2016-2024
#> 3439  Fribourg           Duplex    eg     2016-2024
#> 3440  Fribourg        Apartment noteg     2016-2024
#> 3441  Fribourg        Apartment noteg     2016-2024
#> 3442  Fribourg        Apartment noteg     2016-2024
#> 3443  Fribourg        Apartment noteg     2016-2024
#> 3444  Fribourg        Apartment    eg     2016-2024
#> 3445  Fribourg        Apartment noteg     2016-2024
#> 3446  Fribourg        Apartment    eg     2006-2010
#> 3447  Fribourg        Apartment    eg     2016-2024
#> 3448  Fribourg        Apartment noteg     1971-1980
#> 3449  Fribourg        Apartment noteg     2016-2024
#> 3450  Fribourg        Apartment    eg     2016-2024
#> 3451  Fribourg        Apartment    eg     2016-2024
#> 3452  Fribourg        Apartment noteg     2016-2024
#> 3453  Fribourg        Apartment noteg     2016-2024
#> 3454  Fribourg        Apartment noteg     2016-2024
#> 3455  Fribourg        Apartment    eg     2016-2024
#> 3456  Fribourg        Apartment    eg     2016-2024
#> 3457  Fribourg        Apartment noteg     2016-2024
#> 3458  Fribourg        Apartment noteg     2016-2024
#> 3459  Fribourg        Apartment noteg     2016-2024
#> 3460  Fribourg           Duplex noteg     2016-2024
#> 3461  Fribourg        Apartment noteg     2016-2024
#> 3462  Fribourg        Apartment noteg     1991-2000
#> 3463  Fribourg     Single house           1981-1990
#> 3464  Fribourg        Apartment    eg     2016-2024
#> 3465  Fribourg            Villa           2016-2024
#> 3466  Fribourg        Apartment noteg     2016-2024
#> 3467  Fribourg        Apartment noteg     2016-2024
#> 3468  Fribourg        Apartment    eg     1991-2000
#> 3469  Fribourg        Apartment noteg     2016-2024
#> 3470  Fribourg       Attic flat noteg     2016-2024
#> 3471  Fribourg            Villa           2016-2024
#> 3472  Fribourg        Apartment noteg     2016-2024
#> 3473  Fribourg       Attic flat noteg     2016-2024
#> 3474  Fribourg        Apartment noteg     2016-2024
#> 3475  Fribourg        Apartment    eg     1991-2000
#> 3476  Fribourg        Apartment noteg     2016-2024
#> 3477  Fribourg        Apartment    eg     1991-2000
#> 3478  Fribourg            Villa           2016-2024
#> 3479  Fribourg        Apartment noteg     1991-2000
#> 3480  Fribourg            Villa           2016-2024
#> 3481  Fribourg            Villa           2016-2024
#> 3482  Fribourg        Apartment noteg     1991-2000
#> 3483  Fribourg     Single house           1981-1990
#> 3484  Fribourg        Apartment noteg     2006-2010
#> 3485  Fribourg     Single house           1981-1990
#> 3486  Fribourg        Apartment    eg     2016-2024
#> 3487  Fribourg            Villa           1971-1980
#> 3488  Fribourg     Single house           1971-1980
#> 3489  Fribourg       Attic flat noteg     2011-2015
#> 3490  Fribourg     Single house           1919-1945
#> 3491  Fribourg        Apartment noteg     2011-2015
#> 3492  Fribourg     Single house           1971-1980
#> 3493  Fribourg     Single house           1971-1980
#> 3494  Fribourg     Single house           1981-1990
#> 3495  Fribourg     Single house           1981-1990
#> 3496  Fribourg     Single house              0-1919
#> 3497  Fribourg        Apartment noteg     1971-1980
#> 3498  Fribourg     Single house           1971-1980
#> 3499  Fribourg       Farm house              0-1919
#> 3500  Fribourg        Apartment noteg     2016-2024
#> 3501  Fribourg        Apartment noteg     2016-2024
#> 3502  Fribourg       Attic flat noteg     2016-2024
#> 3503  Fribourg        Apartment noteg     2016-2024
#> 3504  Fribourg        Apartment noteg     2016-2024
#> 3505  Fribourg        Apartment noteg     2016-2024
#> 3506  Fribourg        Apartment noteg     2016-2024
#> 3507  Fribourg        Apartment noteg     2016-2024
#> 3508  Fribourg            Villa           2016-2024
#> 3509  Fribourg        Apartment noteg     2016-2024
#> 3510  Fribourg        Apartment noteg     2016-2024
#> 3511  Fribourg        Apartment    eg     2016-2024
#> 3512  Fribourg        Apartment noteg     2016-2024
#> 3513  Fribourg        Apartment noteg     1971-1980
#> 3514  Fribourg        Apartment noteg     1971-1980
#> 3515  Fribourg        Apartment noteg     1971-1980
#> 3516  Fribourg        Apartment noteg     1971-1980
#> 3517  Fribourg        Apartment noteg     1971-1980
#> 3518  Fribourg     Single house           2016-2024
#> 3519  Fribourg     Single house           1946-1960
#> 3520  Fribourg        Apartment noteg     2016-2024
#> 3521  Fribourg     Single house           2001-2005
#> 3522  Fribourg     Single house           1971-1980
#> 3523  Fribourg     Single house           1981-1990
#> 3524  Fribourg        Apartment noteg     2016-2024
#> 3525  Fribourg        Apartment noteg     1991-2000
#> 3526  Fribourg       Farm house              0-1919
#> 3527  Fribourg        Apartment noteg     2016-2024
#> 3528  Fribourg     Terrace flat noteg     2016-2024
#> 3529  Fribourg     Terrace flat noteg     2016-2024
#> 3530  Fribourg        Apartment noteg     1991-2000
#> 3531  Fribourg        Apartment    eg     2016-2024
#> 3532  Fribourg            Villa           1971-1980
#> 3533  Fribourg        Apartment    eg     2016-2024
#> 3534  Fribourg     Single house           1971-1980
#> 3535  Fribourg        Apartment    eg     2016-2024
#> 3536  Fribourg            Villa           1971-1980
#> 3537  Fribourg     Single house           2011-2015
#> 3538  Fribourg        Apartment    eg     2011-2015
#> 3539  Fribourg     Single house           1981-1990
#> 3540  Fribourg        Apartment    eg     2011-2015
#> 3541  Fribourg       Attic flat noteg     2016-2024
#> 3542  Fribourg        Apartment    eg     2011-2015
#> 3543  Fribourg        Apartment noteg     2016-2024
#> 3544  Fribourg     Single house           2016-2024
#> 3545  Fribourg        Apartment noteg     2016-2024
#> 3546  Fribourg     Single house           1971-1980
#> 3547  Fribourg        Apartment noteg     1981-1990
#> 3548  Fribourg        Apartment noteg     1981-1990
#> 3549  Fribourg        Apartment noteg     1981-1990
#> 3550  Fribourg        Apartment noteg     1991-2000
#> 3551  Fribourg        Apartment    eg     1981-1990
#> 3552  Fribourg        Apartment noteg     2006-2010
#> 3553  Fribourg        Apartment    eg     1991-2000
#> 3554  Fribourg Bifamiliar house              0-1919
#> 3555  Fribourg        Apartment noteg     2016-2024
#> 3556  Fribourg           Duplex noteg     2016-2024
#> 3557  Fribourg       Attic flat noteg     2011-2015
#> 3558  Fribourg        Apartment noteg     2011-2015
#> 3559  Fribourg            Villa           2016-2024
#> 3560  Fribourg     Single house           2001-2005
#> 3561  Fribourg            Villa           2016-2024
#> 3562  Fribourg     Single house           1961-1970
#> 3563  Fribourg            Villa           2001-2005
#> 3564  Fribourg        Apartment noteg     2016-2024
#> 3565  Fribourg            Villa           2016-2024
#> 3566  Fribourg        Apartment    eg     1991-2000
#> 3567  Fribourg        Apartment    eg     2016-2024
#> 3568  Fribourg        Apartment noteg     2016-2024
#> 3569  Fribourg       Attic flat noteg     2016-2024
#> 3570  Fribourg        Apartment noteg     2016-2024
#> 3571  Fribourg        Apartment noteg     2016-2024
#> 3572  Fribourg        Apartment noteg     2016-2024
#> 3573  Fribourg        Apartment    eg     2016-2024
#> 3574  Fribourg        Apartment noteg     2016-2024
#> 3575  Fribourg     Single house           1981-1990
#> 3576  Fribourg        Apartment noteg     2016-2024
#> 3577  Fribourg        Apartment noteg     1981-1990
#> 3578  Fribourg        Apartment noteg     2016-2024
#> 3579  Fribourg        Apartment noteg     2016-2024
#> 3580  Fribourg        Apartment    eg     1991-2000
#> 3581  Fribourg        Apartment noteg     2016-2024
#> 3582  Fribourg        Apartment    eg     2016-2024
#> 3583  Fribourg        Apartment noteg     2016-2024
#> 3584  Fribourg        Apartment noteg     2016-2024
#> 3585  Fribourg     Single house              0-1919
#> 3586  Fribourg     Single house           2016-2024
#> 3587  Fribourg     Single house           2016-2024
#> 3588  Fribourg            Villa           2016-2024
#> 3589  Fribourg        Apartment noteg     2016-2024
#> 3590  Fribourg     Single house           2016-2024
#> 3591  Fribourg        Apartment noteg     2016-2024
#> 3592  Fribourg        Apartment noteg     2016-2024
#> 3593  Fribourg        Apartment    eg     2016-2024
#> 3594  Fribourg        Apartment    eg     2016-2024
#> 3595  Fribourg        Apartment noteg     1971-1980
#> 3596  Fribourg       Farm house           1981-1990
#> 3597  Fribourg            Villa           2016-2024
#> 3598  Fribourg        Apartment noteg     2016-2024
#> 3599  Fribourg        Apartment    eg     2016-2024
#> 3600  Fribourg        Apartment    eg     2016-2024
#> 3601  Fribourg        Apartment noteg     2006-2010
#> 3602  Fribourg     Single house           1946-1960
#> 3603  Fribourg        Apartment noteg     2016-2024
#> 3604  Fribourg        Apartment noteg     1981-1990
#> 3605  Fribourg        Apartment    eg     1981-1990
#> 3606  Fribourg        Apartment noteg     2006-2010
#> 3607  Fribourg        Apartment    eg     1981-1990
#> 3608  Fribourg       Attic flat noteg     2006-2010
#> 3609  Fribourg        Apartment noteg     2001-2005
#> 3610  Fribourg        Apartment    eg     1981-1990
#> 3611  Fribourg        Apartment noteg     2016-2024
#> 3612  Fribourg        Apartment    eg     1981-1990
#> 3613  Fribourg Bifamiliar house           2016-2024
#> 3614  Fribourg        Apartment noteg     2016-2024
#> 3615  Fribourg            Villa           1971-1980
#> 3616  Fribourg            Villa           1981-1990
#> 3617  Fribourg     Single house           1946-1960
#> 3618  Fribourg     Single house           1971-1980
#> 3619  Fribourg        Apartment noteg     2011-2015
#> 3620  Fribourg           Duplex    eg     1981-1990
#> 3621  Fribourg        Apartment noteg     1971-1980
#> 3622  Fribourg        Apartment noteg     2006-2010
#> 3623  Fribourg        Apartment noteg     2016-2024
#> 3624  Fribourg        Apartment noteg     2016-2024
#> 3625  Fribourg        Apartment noteg     2016-2024
#> 3626  Fribourg        Apartment noteg     2016-2024
#> 3627  Fribourg     Single house           1971-1980
#> 3628  Fribourg        Apartment    eg     2016-2024
#> 3629  Fribourg Bifamiliar house           1981-1990
#> 3630  Fribourg        Apartment noteg     2016-2024
#> 3631  Fribourg        Apartment noteg     2016-2024
#> 3632  Fribourg        Apartment noteg     2016-2024
#> 3633  Fribourg        Apartment    eg     2016-2024
#> 3634  Fribourg        Apartment noteg     2016-2024
#> 3635  Fribourg        Apartment noteg     2016-2024
#> 3636  Fribourg        Apartment noteg     2016-2024
#> 3637  Fribourg        Apartment noteg     2016-2024
#> 3638  Fribourg        Apartment    eg     2016-2024
#> 3639  Fribourg     Single house           1971-1980
#> 3640  Fribourg        Apartment noteg     2016-2024
#> 3641  Fribourg        Apartment    eg     2016-2024
#> 3642  Fribourg        Apartment noteg     2016-2024
#> 3643  Fribourg        Apartment    eg     2016-2024
#> 3644  Fribourg        Apartment noteg     2006-2010
#> 3645  Fribourg     Single house           2011-2015
#> 3646  Fribourg     Single house           2001-2005
#> 3647  Fribourg        Apartment    eg     2011-2015
#> 3648  Fribourg     Single house           2006-2010
#> 3649  Fribourg            Villa           2001-2005
#> 3650  Fribourg Bifamiliar house           1981-1990
#> 3651  Fribourg            Villa           2001-2005
#> 3652  Fribourg     Single house           2001-2005
#> 3653  Fribourg        Apartment noteg     2006-2010
#> 3654  Fribourg        Apartment noteg     2001-2005
#> 3655  Fribourg        Apartment noteg     2016-2024
#> 3656  Fribourg        Roof flat noteg     2006-2010
#> 3657  Fribourg        Apartment noteg     2001-2005
#> 3658  Fribourg        Apartment noteg     1991-2000
#> 3659  Fribourg        Apartment noteg     2006-2010
#> 3660  Fribourg        Apartment    eg     2001-2005
#> 3661  Fribourg        Apartment    eg     2016-2024
#> 3662  Fribourg Bifamiliar house           2016-2024
#> 3663  Fribourg       Attic flat noteg     2016-2024
#> 3664  Fribourg        Apartment noteg     1981-1990
#> 3665  Fribourg        Apartment noteg     2016-2024
#> 3666  Fribourg        Apartment noteg     2011-2015
#> 3667  Fribourg        Apartment    eg     2016-2024
#> 3668  Fribourg        Apartment noteg     1981-1990
#> 3669  Fribourg            Villa           2016-2024
#> 3670  Fribourg            Villa           2016-2024
#> 3671  Fribourg            Villa           2016-2024
#> 3672  Fribourg     Single house           2006-2010
#> 3673  Fribourg        Apartment noteg     1991-2000
#> 3674  Fribourg     Single house           1919-1945
#> 3675  Fribourg            Villa           2001-2005
#> 3676  Fribourg            Villa           2016-2024
#> 3677  Fribourg            Villa           2016-2024
#> 3678  Fribourg        Apartment noteg     2016-2024
#> 3679  Fribourg            Villa           2016-2024
#> 3680  Fribourg        Apartment noteg     2016-2024
#> 3681  Fribourg        Apartment noteg     2016-2024
#> 3682  Fribourg            Villa           2016-2024
#> 3683  Fribourg        Apartment noteg     2016-2024
#> 3684  Fribourg        Apartment    eg     2016-2024
#> 3685  Fribourg        Apartment noteg     2016-2024
#> 3686  Fribourg            Villa           2016-2024
#> 3687  Fribourg        Apartment    eg     2016-2024
#> 3688  Fribourg        Apartment noteg     2016-2024
#> 3689  Fribourg     Single house              0-1919
#> 3690  Fribourg        Apartment noteg     2011-2015
#> 3691  Fribourg        Apartment noteg     2016-2024
#> 3692  Fribourg            Villa           1946-1960
#> 3693  Fribourg        Apartment noteg     2016-2024
#> 3694  Fribourg            Villa           2001-2005
#> 3695  Fribourg     Single house           2001-2005
#> 3696  Fribourg        Apartment noteg     2016-2024
#> 3697  Fribourg Bifamiliar house           2016-2024
#> 3698  Fribourg     Single house           1946-1960
#> 3699  Fribourg        Apartment    eg     2016-2024
#> 3700  Fribourg     Single house           1946-1960
#> 3701  Fribourg     Single house           1946-1960
#> 3702  Fribourg Bifamiliar house           2016-2024
#> 3703  Fribourg            Villa           1971-1980
#> 3704  Fribourg        Apartment noteg     2016-2024
#> 3705  Fribourg        Apartment noteg     2016-2024
#> 3706  Fribourg        Apartment noteg     2016-2024
#> 3707  Fribourg        Apartment noteg     2016-2024
#> 3708  Fribourg        Apartment noteg     2016-2024
#> 3709  Fribourg        Apartment    eg     2016-2024
#> 3710  Fribourg        Apartment noteg     2016-2024
#> 3711  Fribourg        Apartment noteg     2016-2024
#> 3712  Fribourg        Apartment noteg     2016-2024
#> 3713  Fribourg        Apartment    eg     2016-2024
#> 3714  Fribourg           Duplex noteg     2016-2024
#> 3715  Fribourg        Apartment noteg     2016-2024
#> 3716  Fribourg        Apartment    eg     2016-2024
#> 3717  Fribourg        Apartment noteg     2016-2024
#> 3718  Fribourg     Single house           1981-1990
#> 3719  Fribourg        Apartment noteg     2016-2024
#> 3720  Fribourg        Apartment noteg     2016-2024
#> 3721  Fribourg     Single house           2006-2010
#> 3722  Fribourg Bifamiliar house           2016-2024
#> 3723  Fribourg     Single house           2011-2015
#> 3724  Fribourg     Single house           2016-2024
#> 3725  Fribourg            Villa           2016-2024
#> 3726  Fribourg        Apartment noteg     2006-2010
#> 3727  Fribourg     Single house           2016-2024
#> 3728  Fribourg     Single house           2016-2024
#> 3729  Fribourg     Single house           2016-2024
#> 3730  Fribourg     Single house           1946-1960
#> 3731  Fribourg        Apartment    eg     1991-2000
#> 3732  Fribourg     Single house           2016-2024
#> 3733  Fribourg        Apartment    eg     2016-2024
#> 3734  Fribourg        Apartment    eg     2016-2024
#> 3735  Fribourg Bifamiliar house           2016-2024
#> 3736  Fribourg Bifamiliar house           2016-2024
#> 3737  Fribourg        Apartment noteg     2016-2024
#> 3738  Fribourg     Single house           2001-2005
#> 3739  Fribourg Bifamiliar house           2016-2024
#> 3740  Fribourg     Single house           1991-2000
#> 3741  Fribourg Bifamiliar house           2016-2024
#> 3742  Fribourg Bifamiliar house           2016-2024
#> 3743  Fribourg Bifamiliar house           2016-2024
#> 3744  Fribourg        Apartment    eg     2016-2024
#> 3745  Fribourg Bifamiliar house           2016-2024
#> 3746  Fribourg     Single house           2016-2024
#> 3747  Fribourg     Single house           2016-2024
#> 3748  Fribourg            Villa              0-1919
#> 3749  Fribourg        Apartment    eg     2011-2015
#> 3750  Fribourg     Single house           2006-2010
#> 3751  Fribourg        Apartment noteg     2011-2015
#> 3752  Fribourg     Single house           1981-1990
#> 3753  Fribourg        Apartment noteg     2016-2024
#> 3754  Fribourg        Apartment noteg     2016-2024
#> 3755  Fribourg           Duplex noteg     2016-2024
#> 3756  Fribourg        Apartment noteg     2016-2024
#> 3757  Fribourg           Duplex noteg     2016-2024
#> 3758  Fribourg        Apartment    eg     2016-2024
#> 3759  Fribourg        Apartment noteg     2016-2024
#> 3760  Fribourg        Apartment noteg     2016-2024
#> 3761  Fribourg           Duplex    eg     2016-2024
#> 3762  Fribourg        Apartment    eg     2016-2024
#> 3763  Fribourg     Single house           2016-2024
#> 3764  Fribourg     Single house           2016-2024
#> 3765  Fribourg        Apartment    eg     2016-2024
#> 3766  Fribourg        Apartment noteg     2016-2024
#> 3767  Fribourg        Apartment    eg     2016-2024
#> 3768  Fribourg        Apartment noteg     1991-2000
#> 3769  Fribourg     Single house           1991-2000
#> 3770  Fribourg       Farm house           1946-1960
#> 3771  Fribourg     Single house           1961-1970
#> 3772  Fribourg     Single house           1919-1945
#> 3773  Fribourg        Apartment noteg     2016-2024
#> 3774  Fribourg        Apartment noteg     2016-2024
#> 3775      Bern        Apartment noteg     1991-2000
#> 3776      Bern Bifamiliar house           1991-2000
#> 3777      Vaud        Apartment noteg     1981-1990
#> 3778      Vaud        Apartment noteg     1971-1980
#> 3779      Vaud        Apartment noteg     2006-2010
#> 3780      Vaud        Apartment noteg     2011-2015
#> 3781      Vaud           Duplex noteg     1971-1980
#> 3782      Vaud     Single house           1946-1960
#> 3783      Vaud        Apartment noteg     2006-2010
#> 3784      Vaud        Apartment noteg     2006-2010
#> 3785      Vaud       Farm house              0-1919
#> 3786      Vaud     Single house           1961-1970
#> 3787      Vaud        Apartment    eg     2016-2024
#> 3788      Vaud        Apartment noteg        0-1919
#> 3789      Vaud        Apartment noteg        0-1919
#> 3790      Vaud        Apartment noteg     2011-2015
#> 3791      Vaud        Apartment noteg        0-1919
#> 3792      Vaud            Villa           1946-1960
#> 3793      Vaud     Single house           1946-1960
#> 3794      Vaud       Attic flat noteg     2006-2010
#> 3795      Vaud        Apartment noteg     2016-2024
#> 3796      Vaud     Single house           1919-1945
#> 3797      Vaud        Apartment noteg     2006-2010
#> 3798      Vaud     Single house           1961-1970
#> 3799      Vaud        Apartment noteg     2006-2010
#> 3800      Vaud        Apartment    eg     2016-2024
#> 3801      Vaud     Single house           1946-1960
#> 3802      Vaud        Apartment    eg     2001-2005
#> 3803      Vaud        Apartment noteg        0-1919
#> 3804      Vaud     Single house           1946-1960
#> 3805      Vaud        Apartment noteg     2006-2010
#> 3806      Vaud            Villa           1961-1970
#> 3807      Vaud        Apartment    eg     2011-2015
#> 3808      Vaud        Apartment noteg     2006-2010
#> 3809      Vaud     Single house           2016-2024
#> 3810      Vaud       Attic flat noteg     1981-1990
#> 3811      Vaud        Apartment noteg     2016-2024
#> 3812      Vaud        Apartment noteg     2016-2024
#> 3813      Vaud     Single house           1961-1970
#> 3814      Vaud            Villa           2016-2024
#> 3815      Vaud        Apartment noteg     1971-1980
#> 3816      Vaud     Single house           1971-1980
#> 3817      Vaud     Single house           1946-1960
#> 3818      Vaud     Single house              0-1919
#> 3819      Vaud        Apartment noteg     1981-1990
#> 3820      Vaud        Apartment noteg     1961-1970
#> 3821      Vaud     Single house              0-1919
#> 3822      Vaud        Apartment    eg     1919-1945
#> 3823      Vaud        Apartment noteg     1971-1980
#> 3824      Vaud           Duplex noteg     1971-1980
#> 3825      Vaud       Attic flat noteg     2016-2024
#> 3826      Vaud        Apartment    eg     1919-1945
#> 3827      Vaud        Apartment noteg     1981-1990
#> 3828      Vaud     Single house           1919-1945
#> 3829      Vaud        Apartment noteg     2016-2024
#> 3830      Vaud        Apartment noteg     2006-2010
#> 3831      Vaud           Duplex    eg     2016-2024
#> 3832      Vaud        Apartment    eg     2016-2024
#> 3833      Vaud     Single house           1919-1945
#> 3834      Vaud            Villa           1991-2000
#> 3835      Vaud     Single house              0-1919
#> 3836      Vaud        Apartment    eg     2016-2024
#> 3837      Vaud        Apartment noteg     1981-1990
#> 3838      Vaud        Apartment    eg     2016-2024
#> 3839      Vaud           Duplex    eg     2016-2024
#> 3840      Vaud        Apartment    eg     2016-2024
#> 3841      Vaud       Attic flat noteg     1981-1990
#> 3842      Vaud     Single house           1946-1960
#> 3843      Vaud            Villa           1961-1970
#> 3844      Vaud        Apartment noteg     1971-1980
#> 3845      Vaud     Single house              0-1919
#> 3846      Vaud           Duplex    eg     2016-2024
#> 3847      Vaud        Apartment noteg     2006-2010
#> 3848      Vaud        Apartment noteg     1971-1980
#> 3849      Vaud       Attic flat noteg     1971-1980
#> 3850      Vaud     Single house              0-1919
#> 3851      Vaud            Villa           1946-1960
#> 3852      Vaud     Single house              0-1919
#> 3853      Vaud        Apartment noteg     1971-1980
#> 3854      Vaud        Apartment    eg     2016-2024
#> 3855      Vaud     Single house           1946-1960
#> 3856      Vaud        Apartment noteg     2011-2015
#> 3857      Vaud        Apartment    eg     2016-2024
#> 3858      Vaud        Apartment    eg     2016-2024
#> 3859      Vaud     Single house           1961-1970
#> 3860      Vaud        Apartment noteg     2016-2024
#> 3861      Vaud        Apartment    eg     2016-2024
#> 3862      Vaud       Attic flat noteg     2016-2024
#> 3863      Vaud            Villa           1971-1980
#> 3864      Vaud     Terrace flat noteg     2016-2024
#> 3865      Vaud        Apartment noteg     2016-2024
#> 3866      Vaud        Apartment    eg     2006-2010
#> 3867      Vaud        Apartment noteg     2016-2024
#> 3868      Vaud        Apartment noteg     2011-2015
#> 3869      Vaud     Single house           1961-1970
#> 3870      Vaud     Single house           1971-1980
#> 3871      Vaud           Duplex noteg     2011-2015
#> 3872      Vaud        Apartment    eg     2016-2024
#> 3873      Vaud        Apartment noteg     2016-2024
#> 3874      Vaud        Apartment noteg     1981-1990
#> 3875      Vaud            Villa           1971-1980
#> 3876      Vaud        Apartment    eg     1971-1980
#> 3877      Vaud           Chalet           1971-1980
#> 3878      Vaud     Single house           2011-2015
#> 3879      Vaud     Single house           2006-2010
#> 3880      Vaud     Single house           1971-1980
#> 3881      Vaud        Apartment noteg     2011-2015
#> 3882      Vaud Bifamiliar house           1981-1990
#> 3883      Vaud Bifamiliar house           2016-2024
#> 3884      Vaud     Single house           1971-1980
#> 3885      Vaud        Apartment noteg     1971-1980
#> 3886      Vaud            Villa              0-1919
#> 3887      Vaud            Villa           1971-1980
#> 3888      Vaud           Chalet           1961-1970
#> 3889      Vaud     Single house           1961-1970
#> 3890      Vaud     Single house           2011-2015
#> 3891      Vaud        Apartment    eg     2016-2024
#> 3892      Vaud     Single house           2016-2024
#> 3893      Vaud     Single house           1981-1990
#> 3894      Vaud Bifamiliar house           2011-2015
#> 3895      Vaud            Villa           1961-1970
#> 3896      Vaud            Villa           2011-2015
#> 3897      Vaud        Apartment noteg     2011-2015
#> 3898      Vaud     Single house           1961-1970
#> 3899      Vaud     Single house           1961-1970
#> 3900      Vaud        Apartment    eg     1971-1980
#> 3901      Vaud           Chalet           1946-1960
#> 3902      Vaud            Villa           2006-2010
#> 3903      Vaud     Single house           1961-1970
#> 3904      Vaud            Villa           2006-2010
#> 3905      Vaud Bifamiliar house           2016-2024
#> 3906      Vaud            Villa           1961-1970
#> 3907      Vaud Bifamiliar house           2016-2024
#> 3908      Vaud     Single house           2016-2024
#> 3909      Vaud     Single house           1961-1970
#> 3910      Vaud        Apartment noteg     1981-1990
#> 3911      Vaud     Single house           1919-1945
#> 3912      Vaud     Single house           2011-2015
#> 3913      Vaud Bifamiliar house           2016-2024
#> 3914      Vaud Bifamiliar house           2016-2024
#> 3915      Vaud        Apartment noteg     1971-1980
#> 3916      Vaud     Single house           1919-1945
#> 3917      Vaud            Villa           1971-1980
#> 3918      Vaud     Single house           2011-2015
#> 3919      Vaud     Single house           2011-2015
#> 3920      Vaud     Single house           1991-2000
#> 3921      Vaud Bifamiliar house           2016-2024
#> 3922      Vaud     Single house           1946-1960
#> 3923      Vaud            Villa           2011-2015
#> 3924      Vaud        Apartment    eg     1981-1990
#> 3925      Vaud     Single house           1971-1980
#> 3926      Vaud        Apartment noteg     2011-2015
#> 3927      Vaud        Apartment noteg     1991-2000
#> 3928      Vaud            Villa           2011-2015
#> 3929      Vaud Bifamiliar house           2011-2015
#> 3930      Vaud Bifamiliar house           2016-2024
#> 3931      Vaud        Apartment noteg     1981-1990
#> 3932      Vaud        Apartment noteg     2016-2024
#> 3933      Vaud        Apartment noteg     1971-1980
#> 3934      Vaud     Single house           2001-2005
#> 3935      Vaud            Villa           2011-2015
#> 3936      Vaud     Single house           1981-1990
#> 3937      Vaud     Single house           2001-2005
#> 3938      Vaud     Single house           1971-1980
#> 3939      Vaud Bifamiliar house           2011-2015
#> 3940      Vaud     Single house           1981-1990
#> 3941      Vaud     Single house           1919-1945
#> 3942      Vaud       Attic flat noteg     1971-1980
#> 3943      Vaud        Apartment noteg     1971-1980
#> 3944      Vaud        Apartment noteg     2016-2024
#> 3945      Vaud        Apartment    eg     2016-2024
#> 3946      Vaud        Apartment noteg     2016-2024
#> 3947      Vaud        Apartment noteg     1961-1970
#> 3948      Vaud        Apartment    eg     2011-2015
#> 3949      Vaud        Apartment noteg     2016-2024
#> 3950      Vaud        Apartment noteg     2016-2024
#> 3951      Vaud        Apartment noteg     1961-1970
#> 3952      Vaud        Apartment noteg     1971-1980
#> 3953      Vaud        Apartment noteg     2016-2024
#> 3954      Vaud        Apartment noteg     2016-2024
#> 3955      Vaud        Apartment    eg     2016-2024
#> 3956      Vaud        Apartment noteg     2016-2024
#> 3957      Vaud        Apartment noteg     1971-1980
#> 3958      Vaud        Apartment noteg     2016-2024
#> 3959      Vaud        Apartment    eg     2016-2024
#> 3960      Vaud        Apartment noteg     2016-2024
#> 3961      Vaud       Attic flat noteg     2016-2024
#> 3962      Vaud        Apartment noteg     2016-2024
#> 3963      Vaud        Apartment noteg     2016-2024
#> 3964      Vaud        Apartment noteg     2016-2024
#> 3965      Vaud Bifamiliar house           2016-2024
#> 3966      Vaud        Apartment noteg     1981-1990
#> 3967      Vaud        Apartment noteg     2016-2024
#> 3968      Vaud        Apartment noteg     2016-2024
#> 3969      Vaud        Apartment noteg     2006-2010
#> 3970      Vaud        Apartment noteg     2016-2024
#> 3971      Vaud        Apartment noteg     2016-2024
#> 3972      Vaud     Single house           2016-2024
#> 3973      Vaud        Apartment noteg     1961-1970
#> 3974      Vaud        Apartment    eg     2016-2024
#> 3975      Vaud        Apartment noteg     2016-2024
#> 3976      Vaud            Villa              0-1919
#> 3977      Vaud        Apartment    eg     1961-1970
#> 3978      Vaud        Apartment noteg     1961-1970
#> 3979      Vaud            Villa              0-1919
#> 3980      Vaud        Apartment noteg     2006-2010
#> 3981      Vaud           Duplex    eg     1971-1980
#> 3982      Vaud     Single house              0-1919
#> 3983      Vaud     Single house           1991-2000
#> 3984      Vaud        Apartment noteg     2006-2010
#> 3985      Vaud        Apartment noteg     1961-1970
#> 3986      Vaud        Apartment    eg     1961-1970
#> 3987      Vaud     Single house           1981-1990
#> 3988      Vaud       Attic flat noteg     1961-1970
#> 3989      Vaud        Apartment noteg     1981-1990
#> 3990      Vaud     Single house           1919-1945
#> 3991      Vaud        Apartment noteg     1971-1980
#> 3992      Vaud        Apartment noteg     2006-2010
#> 3993      Vaud        Apartment noteg     2011-2015
#> 3994      Vaud     Single house           2016-2024
#> 3995      Vaud        Apartment noteg     1961-1970
#> 3996      Vaud        Apartment noteg     1971-1980
#> 3997      Vaud     Terrace flat noteg     2006-2010
#> 3998      Vaud        Apartment noteg     1961-1970
#> 3999      Vaud        Apartment noteg     2011-2015
#> 4000      Vaud     Single house              0-1919
#> 4001      Vaud        Apartment noteg     1971-1980
#> 4002      Vaud     Single house           1919-1945
#> 4003      Vaud        Apartment    eg     1971-1980
#> 4004      Vaud        Apartment noteg     1971-1980
#> 4005      Vaud     Single house           2001-2005
#> 4006      Vaud     Single house           2016-2024
#> 4007      Vaud        Apartment noteg     2006-2010
#> 4008      Vaud Bifamiliar house           2006-2010
#> 4009      Vaud        Apartment noteg        0-1919
#> 4010      Vaud Bifamiliar house           2006-2010
#> 4011      Vaud        Apartment noteg     1971-1980
#> 4012      Vaud        Apartment noteg     1961-1970
#> 4013      Vaud       Attic flat noteg        0-1919
#> 4014      Vaud     Single house           2001-2005
#> 4015      Vaud        Apartment noteg        0-1919
#> 4016      Vaud        Apartment noteg     1961-1970
#> 4017      Vaud        Apartment noteg     1971-1980
#> 4018      Vaud        Apartment noteg     1971-1980
#> 4019      Vaud           Duplex noteg        0-1919
#> 4020      Vaud     Single house           2006-2010
#> 4021      Vaud        Apartment noteg     1971-1980
#> 4022      Vaud        Apartment noteg     1961-1970
#> 4023      Vaud        Apartment noteg     1961-1970
#> 4024      Vaud        Apartment noteg     1971-1980
#> 4025      Vaud        Apartment noteg     1919-1945
#> 4026      Vaud        Apartment noteg     1919-1945
#> 4027      Vaud        Apartment noteg     1981-1990
#> 4028      Vaud        Apartment noteg     1981-1990
#> 4029      Vaud        Apartment noteg     1981-1990
#> 4030      Vaud        Apartment noteg     1919-1945
#> 4031      Vaud        Apartment    eg     1961-1970
#> 4032      Vaud     Single house           1981-1990
#> 4033      Vaud Bifamiliar house           1971-1980
#> 4034      Vaud            Villa           2016-2024
#> 4035      Vaud        Apartment noteg     1981-1990
#> 4036      Vaud            Villa           2016-2024
#> 4037      Vaud            Villa           2016-2024
#> 4038      Vaud     Single house              0-1919
#> 4039      Vaud        Apartment noteg     1919-1945
#> 4040      Vaud        Apartment noteg     2006-2010
#> 4041      Vaud        Apartment noteg     1919-1945
#> 4042      Vaud            Villa           1971-1980
#> 4043      Vaud           Duplex    eg     2011-2015
#> 4044      Vaud     Single house              0-1919
#> 4045      Vaud        Apartment    eg     1981-1990
#> 4046      Vaud        Apartment noteg     2016-2024
#> 4047      Vaud        Apartment noteg     2006-2010
#> 4048      Vaud Bifamiliar house           2006-2010
#> 4049      Vaud        Apartment noteg     2006-2010
#> 4050      Vaud     Single house              0-1919
#> 4051      Vaud        Apartment noteg     1981-1990
#> 4052      Vaud        Apartment noteg     1971-1980
#> 4053      Vaud        Apartment noteg     2016-2024
#> 4054      Vaud        Apartment noteg     1991-2000
#> 4055      Vaud        Apartment noteg        0-1919
#> 4056      Vaud        Apartment    eg     2016-2024
#> 4057      Vaud        Apartment noteg     1971-1980
#> 4058      Vaud        Apartment noteg     2016-2024
#> 4059      Vaud        Apartment noteg     1971-1980
#> 4060      Vaud     Single house           1981-1990
#> 4061      Vaud     Single house           1961-1970
#> 4062      Vaud           Duplex noteg     2016-2024
#> 4063      Vaud        Apartment noteg     1919-1945
#> 4064      Vaud        Apartment noteg     2016-2024
#> 4065      Vaud     Single house           1971-1980
#> 4066      Vaud        Apartment noteg        0-1919
#> 4067      Vaud        Apartment noteg     1981-1990
#> 4068      Vaud        Apartment    eg     1971-1980
#> 4069      Vaud        Apartment    eg     2006-2010
#> 4070      Vaud        Apartment noteg     2016-2024
#> 4071      Vaud        Apartment    eg     2006-2010
#> 4072      Vaud        Apartment noteg        0-1919
#> 4073      Vaud     Single house           1991-2000
#> 4074      Vaud     Terrace flat    eg     1981-1990
#> 4075      Vaud        Apartment    eg     2006-2010
#> 4076      Vaud        Apartment    eg     2006-2010
#> 4077      Vaud        Apartment noteg     1961-1970
#> 4078      Vaud        Apartment noteg     2016-2024
#> 4079      Vaud        Apartment noteg     2011-2015
#> 4080      Vaud     Single house           2001-2005
#> 4081      Vaud        Apartment    eg     1981-1990
#> 4082      Vaud        Apartment noteg     2016-2024
#> 4083      Vaud        Apartment    eg     2006-2010
#> 4084      Vaud        Apartment noteg        0-1919
#> 4085      Vaud        Apartment    eg     2016-2024
#> 4086      Vaud            Villa              0-1919
#> 4087      Vaud     Single house           1946-1960
#> 4088      Vaud        Apartment noteg     2016-2024
#> 4089      Vaud        Apartment    eg     2011-2015
#> 4090      Vaud            Villa           1991-2000
#> 4091      Vaud        Apartment noteg     1971-1980
#> 4092      Vaud        Apartment noteg     1971-1980
#> 4093      Vaud        Apartment noteg     1961-1970
#> 4094      Vaud        Apartment    eg     1981-1990
#> 4095      Vaud            Villa           2016-2024
#> 4096      Vaud        Apartment noteg     2016-2024
#> 4097      Vaud        Apartment noteg     1961-1970
#> 4098      Vaud        Apartment noteg     1971-1980
#> 4099      Vaud            Villa           1991-2000
#> 4100      Vaud           Chalet           2016-2024
#> 4101      Vaud     Single house           1991-2000
#> 4102      Vaud     Single house              0-1919
#> 4103      Vaud        Apartment noteg     2001-2005
#> 4104      Vaud     Single house           2006-2010
#> 4105      Vaud        Apartment noteg     2006-2010
#> 4106      Vaud        Apartment noteg     1981-1990
#> 4107      Vaud        Apartment noteg     1971-1980
#> 4108      Vaud        Apartment noteg     2006-2010
#> 4109      Vaud        Apartment noteg     2016-2024
#> 4110      Vaud        Apartment    eg     1971-1980
#> 4111      Vaud        Apartment noteg     1961-1970
#> 4112      Vaud        Apartment noteg        0-1919
#> 4113      Vaud        Apartment noteg     1971-1980
#> 4114      Vaud        Apartment noteg        0-1919
#> 4115      Vaud     Single house           2016-2024
#> 4116      Vaud        Apartment noteg     2016-2024
#> 4117      Vaud        Apartment    eg     1981-1990
#> 4118      Vaud     Single house           2001-2005
#> 4119      Vaud        Apartment    eg     2016-2024
#> 4120      Vaud        Apartment noteg     2011-2015
#> 4121      Vaud        Apartment noteg     2001-2005
#> 4122      Vaud       Attic flat noteg     2006-2010
#> 4123      Vaud        Apartment noteg     2016-2024
#> 4124      Vaud        Apartment noteg     2011-2015
#> 4125      Vaud        Apartment noteg     1981-1990
#> 4126      Vaud        Apartment noteg     2011-2015
#> 4127      Vaud        Apartment noteg     1971-1980
#> 4128      Vaud Bifamiliar house           2001-2005
#> 4129      Vaud            Villa           2016-2024
#> 4130      Vaud        Apartment noteg     1971-1980
#> 4131      Vaud        Apartment noteg     2006-2010
#> 4132      Vaud        Apartment noteg     1991-2000
#> 4133      Vaud        Apartment noteg     1981-1990
#> 4134      Vaud        Apartment noteg     1991-2000
#> 4135      Vaud        Apartment noteg     2016-2024
#> 4136      Vaud        Apartment noteg     1971-1980
#> 4137      Vaud        Apartment noteg     2006-2010
#> 4138      Vaud        Apartment noteg     1971-1980
#> 4139      Vaud     Single house              0-1919
#> 4140      Vaud        Apartment noteg     2016-2024
#> 4141      Vaud        Apartment noteg     2016-2024
#> 4142      Vaud        Apartment noteg     2016-2024
#> 4143      Vaud        Apartment noteg        0-1919
#> 4144      Vaud        Apartment noteg        0-1919
#> 4145      Vaud        Apartment    eg     1971-1980
#> 4146      Vaud        Apartment noteg     2016-2024
#> 4147      Vaud        Apartment noteg        0-1919
#> 4148      Vaud        Apartment noteg     1919-1945
#> 4149      Vaud        Apartment noteg     2016-2024
#> 4150      Vaud     Single house              0-1919
#> 4151      Vaud        Apartment noteg     1971-1980
#> 4152      Vaud        Apartment noteg     2016-2024
#> 4153      Vaud        Apartment noteg        0-1919
#> 4154      Vaud     Single house           1991-2000
#> 4155      Vaud        Apartment noteg     2006-2010
#> 4156      Vaud        Apartment noteg     1971-1980
#> 4157      Vaud     Single house           1961-1970
#> 4158      Vaud            Villa           2011-2015
#> 4159      Vaud        Apartment noteg     2016-2024
#> 4160      Vaud        Apartment noteg     2001-2005
#> 4161      Vaud            Villa           1946-1960
#> 4162      Vaud        Apartment noteg     2016-2024
#> 4163      Vaud     Single house              0-1919
#> 4164      Vaud        Apartment noteg     1961-1970
#> 4165      Vaud        Apartment noteg     2006-2010
#> 4166      Vaud     Single house           1981-1990
#> 4167      Vaud       Attic flat noteg     2016-2024
#> 4168      Vaud            Villa           1961-1970
#> 4169      Vaud        Apartment noteg     2006-2010
#> 4170      Vaud        Apartment noteg     2006-2010
#> 4171      Vaud        Apartment noteg     2016-2024
#> 4172      Vaud     Single house           1991-2000
#> 4173      Vaud        Apartment noteg     1961-1970
#> 4174      Vaud        Apartment noteg     1981-1990
#> 4175      Vaud     Single house              0-1919
#> 4176      Vaud        Apartment noteg     1971-1980
#> 4177      Vaud       Attic flat noteg     2016-2024
#> 4178      Vaud        Apartment noteg     1971-1980
#> 4179      Vaud        Apartment noteg     1971-1980
#> 4180      Vaud            Villa           2016-2024
#> 4181      Vaud        Apartment noteg     2016-2024
#> 4182      Vaud        Apartment noteg     2006-2010
#> 4183      Vaud       Attic flat noteg     2016-2024
#> 4184      Vaud        Apartment noteg     1981-1990
#> 4185      Vaud        Apartment noteg        0-1919
#> 4186      Vaud        Apartment noteg     2006-2010
#> 4187      Vaud        Apartment noteg     1981-1990
#> 4188      Vaud        Apartment noteg     2006-2010
#> 4189      Vaud     Single house              0-1919
#> 4190      Vaud        Apartment noteg     1971-1980
#> 4191      Vaud        Apartment noteg     2016-2024
#> 4192      Vaud        Apartment    eg     1981-1990
#> 4193      Vaud        Apartment noteg     2016-2024
#> 4194      Vaud        Apartment noteg     2006-2010
#> 4195      Vaud        Apartment noteg        0-1919
#> 4196      Vaud        Apartment noteg     2016-2024
#> 4197      Vaud            Villa           2001-2005
#> 4198      Vaud        Apartment noteg        0-1919
#> 4199      Vaud     Single house           1991-2000
#> 4200      Vaud            Villa           1981-1990
#> 4201      Vaud        Apartment noteg     2011-2015
#> 4202      Vaud        Apartment noteg     1981-1990
#> 4203      Vaud        Apartment noteg     2011-2015
#> 4204      Vaud        Apartment    eg     2016-2024
#> 4205      Vaud        Apartment    eg     2016-2024
#> 4206      Vaud        Apartment noteg     2006-2010
#> 4207      Vaud            Villa           1961-1970
#> 4208      Vaud        Roof flat noteg     1971-1980
#> 4209      Vaud        Apartment noteg     1961-1970
#> 4210      Vaud        Apartment noteg     1991-2000
#> 4211      Vaud        Apartment    eg     1971-1980
#> 4212      Vaud        Apartment    eg        0-1919
#> 4213      Vaud     Single house           1961-1970
#> 4214      Vaud            Villa           1946-1960
#> 4215      Vaud        Apartment noteg     1961-1970
#> 4216      Vaud        Apartment noteg     1971-1980
#> 4217      Vaud        Apartment noteg     1981-1990
#> 4218      Vaud        Apartment noteg     2011-2015
#> 4219      Vaud        Apartment noteg     2016-2024
#> 4220      Vaud        Apartment noteg     1971-1980
#> 4221      Vaud        Apartment    eg        0-1919
#> 4222      Vaud        Apartment noteg     2011-2015
#> 4223      Vaud Bifamiliar house           1961-1970
#> 4224      Vaud        Apartment noteg     2016-2024
#> 4225      Vaud        Apartment    eg     2016-2024
#> 4226      Vaud        Apartment    eg     2016-2024
#> 4227      Vaud        Apartment noteg     2006-2010
#> 4228      Vaud        Apartment noteg     1981-1990
#> 4229      Vaud        Apartment noteg     1981-1990
#> 4230      Vaud     Single house              0-1919
#> 4231      Vaud        Apartment noteg     1961-1970
#> 4232      Vaud        Apartment noteg     2011-2015
#> 4233      Vaud     Single house              0-1919
#> 4234      Vaud     Single house           1971-1980
#> 4235      Vaud        Apartment    eg     1981-1990
#> 4236      Vaud        Apartment noteg     1971-1980
#> 4237      Vaud        Apartment noteg     1971-1980
#> 4238      Vaud     Single house           1946-1960
#> 4239      Vaud        Apartment noteg     2006-2010
#> 4240      Vaud           Duplex noteg     1961-1970
#> 4241      Vaud        Apartment noteg     1961-1970
#> 4242      Vaud            Villa           1919-1945
#> 4243      Vaud     Single house           2006-2010
#> 4244      Vaud            Villa           1981-1990
#> 4245      Vaud            Villa           1961-1970
#> 4246      Vaud        Apartment noteg     1971-1980
#> 4247      Vaud     Single house           1991-2000
#> 4248      Vaud        Apartment noteg     2011-2015
#> 4249      Vaud        Apartment noteg     2016-2024
#> 4250      Vaud        Apartment noteg     1991-2000
#> 4251      Vaud        Apartment noteg     1971-1980
#> 4252      Vaud        Apartment noteg        0-1919
#> 4253      Vaud        Apartment    eg     1981-1990
#> 4254      Vaud        Apartment noteg     2011-2015
#> 4255      Vaud            Villa           1961-1970
#> 4256      Vaud        Apartment    eg     2011-2015
#> 4257      Vaud        Apartment noteg     1991-2000
#> 4258      Vaud        Apartment noteg     1961-1970
#> 4259      Vaud        Apartment noteg     1981-1990
#> 4260      Vaud        Apartment noteg     2016-2024
#> 4261      Vaud        Apartment noteg     1981-1990
#> 4262      Vaud        Apartment noteg     2016-2024
#> 4263      Vaud            Villa           2001-2005
#> 4264      Vaud     Single house           2001-2005
#> 4265      Vaud        Apartment noteg     1961-1970
#> 4266      Vaud        Apartment noteg     2006-2010
#> 4267      Vaud            Villa           1961-1970
#> 4268      Vaud            Villa           2001-2005
#> 4269      Vaud     Single house           2001-2005
#> 4270      Vaud            Villa           2001-2005
#> 4271      Vaud        Apartment noteg     1981-1990
#> 4272      Vaud Bifamiliar house              0-1919
#> 4273      Vaud        Apartment    eg     1991-2000
#> 4274      Vaud        Apartment noteg     2006-2010
#> 4275      Vaud        Apartment noteg     2006-2010
#> 4276      Vaud        Apartment    eg     1991-2000
#> 4277      Vaud        Apartment noteg     1961-1970
#> 4278      Vaud        Apartment noteg     1981-1990
#> 4279      Vaud        Apartment noteg     1961-1970
#> 4280      Vaud        Apartment noteg     1961-1970
#> 4281      Vaud     Single house           2001-2005
#> 4282      Vaud     Single house           1981-1990
#> 4283      Vaud        Apartment    eg     2001-2005
#> 4284      Vaud        Apartment    eg     1991-2000
#> 4285      Vaud        Apartment    eg     2001-2005
#> 4286      Vaud     Single house           1981-1990
#> 4287      Vaud            Villa           2006-2010
#> 4288      Vaud        Apartment noteg     1981-1990
#> 4289      Vaud     Single house           1919-1945
#> 4290      Vaud            Villa              0-1919
#> 4291      Vaud           Chalet           1961-1970
#> 4292      Vaud           Chalet           1946-1960
#> 4293      Vaud     Single house           1961-1970
#> 4294      Vaud     Single house           1961-1970
#> 4295      Vaud           Chalet           1971-1980
#> 4296      Vaud           Chalet           1919-1945
#> 4297      Vaud     Single house           1919-1945
#> 4298      Vaud        Apartment noteg     2001-2005
#> 4299      Vaud        Apartment noteg     2011-2015
#> 4300      Vaud     Single house              0-1919
#> 4301      Vaud        Apartment noteg     1971-1980
#> 4302      Vaud        Apartment noteg     2011-2015
#> 4303      Vaud            Villa           1946-1960
#> 4304      Vaud       Attic flat noteg     2016-2024
#> 4305      Vaud        Apartment    eg     2011-2015
#> 4306      Vaud        Roof flat noteg     2006-2010
#> 4307      Vaud       Attic flat noteg     2011-2015
#> 4308      Vaud        Apartment    eg        0-1919
#> 4309      Vaud        Apartment noteg     1981-1990
#> 4310      Vaud        Apartment noteg     1981-1990
#> 4311      Vaud           Chalet           1981-1990
#> 4312      Vaud            Villa           1971-1980
#> 4313      Vaud            Villa           1981-1990
#> 4314      Vaud        Apartment noteg     2006-2010
#> 4315      Vaud           Duplex noteg     1971-1980
#> 4316      Vaud            Villa              0-1919
#> 4317      Vaud           Duplex noteg     1981-1990
#> 4318      Vaud        Apartment noteg     1971-1980
#> 4319      Vaud        Apartment noteg     2006-2010
#> 4320      Vaud        Apartment noteg     2011-2015
#> 4321      Vaud        Apartment noteg     1991-2000
#> 4322      Vaud        Apartment noteg     2011-2015
#> 4323      Vaud        Roof flat noteg     1991-2000
#> 4324      Vaud     Single house           1961-1970
#> 4325      Vaud        Apartment noteg     2011-2015
#> 4326      Vaud           Duplex    eg        0-1919
#> 4327      Vaud       Attic flat noteg     2011-2015
#> 4328      Vaud     Single house           2011-2015
#> 4329      Vaud     Single house           2016-2024
#> 4330      Vaud        Apartment noteg     2016-2024
#> 4331      Vaud     Single house           2006-2010
#> 4332      Vaud           Duplex noteg     2006-2010
#> 4333      Vaud        Apartment noteg     2011-2015
#> 4334      Vaud        Apartment noteg     2006-2010
#> 4335      Vaud           Duplex noteg     2011-2015
#> 4336      Vaud     Single house           2006-2010
#> 4337      Vaud     Single house           2016-2024
#> 4338      Vaud        Apartment    eg     2016-2024
#> 4339      Vaud        Apartment    eg     2016-2024
#> 4340      Vaud        Apartment noteg     2016-2024
#> 4341      Vaud       Attic flat noteg     2016-2024
#> 4342      Vaud        Apartment noteg     2011-2015
#> 4343      Vaud            Villa           1981-1990
#> 4344      Vaud        Apartment noteg     2016-2024
#> 4345      Vaud        Apartment    eg     2016-2024
#> 4346      Vaud Bifamiliar house           1991-2000
#> 4347      Vaud     Single house           1981-1990
#> 4348      Vaud        Apartment noteg     2011-2015
#> 4349      Vaud        Apartment noteg     2011-2015
#> 4350      Vaud        Apartment noteg     2016-2024
#> 4351      Vaud        Apartment noteg     2006-2010
#> 4352      Vaud        Apartment noteg     2016-2024
#> 4353      Vaud        Apartment noteg     2016-2024
#> 4354      Vaud        Apartment    eg     2016-2024
#> 4355      Vaud        Apartment    eg     2016-2024
#> 4356      Vaud        Apartment noteg     2016-2024
#> 4357      Vaud        Apartment noteg     2016-2024
#> 4358      Vaud        Apartment    eg     2011-2015
#> 4359      Vaud        Apartment    eg     2016-2024
#> 4360      Vaud        Apartment    eg     2016-2024
#> 4361      Vaud        Apartment noteg     2016-2024
#> 4362      Vaud        Apartment    eg     2016-2024
#> 4363      Vaud Bifamiliar house           2011-2015
#> 4364      Vaud        Apartment noteg     2016-2024
#> 4365      Vaud       Attic flat noteg     2016-2024
#> 4366      Vaud        Apartment    eg     2016-2024
#> 4367      Vaud     Single house           1961-1970
#> 4368      Vaud       Attic flat noteg     2016-2024
#> 4369      Vaud        Apartment noteg     2016-2024
#> 4370      Vaud        Apartment noteg        0-1919
#> 4371      Vaud     Single house              0-1919
#> 4372      Vaud           Chalet           2001-2005
#> 4373      Vaud        Apartment noteg     1981-1990
#> 4374      Vaud           Chalet           1961-1970
#> 4375      Vaud        Apartment noteg     2016-2024
#> 4376      Vaud        Apartment noteg     2016-2024
#> 4377      Vaud        Apartment    eg     1971-1980
#> 4378      Vaud     Single house           2011-2015
#> 4379      Vaud Bifamiliar house           1946-1960
#> 4380      Vaud           Chalet           2016-2024
#> 4381      Vaud        Apartment noteg        0-1919
#> 4382      Vaud        Apartment noteg     1971-1980
#> 4383      Vaud     Single house           1919-1945
#> 4384      Vaud     Single house           2011-2015
#> 4385      Vaud           Chalet           2016-2024
#> 4386      Vaud           Duplex noteg     2016-2024
#> 4387      Vaud        Apartment    eg     2016-2024
#> 4388      Vaud            Villa           2016-2024
#> 4389      Vaud     Single house           2011-2015
#> 4390      Vaud           Chalet           2006-2010
#> 4391      Vaud        Apartment noteg     1961-1970
#> 4392      Vaud           Chalet           1961-1970
#> 4393      Vaud        Apartment noteg     1981-1990
#> 4394      Vaud        Apartment noteg     1971-1980
#> 4395      Vaud        Apartment noteg     1919-1945
#> 4396      Vaud        Apartment noteg        0-1919
#> 4397      Vaud           Chalet              0-1919
#> 4398      Vaud           Chalet           1961-1970
#> 4399      Vaud           Chalet           2016-2024
#> 4400      Vaud           Duplex noteg     2016-2024
#> 4401      Vaud           Chalet           2011-2015
#> 4402      Vaud           Chalet           2011-2015
#> 4403      Vaud     Single house           1919-1945
#> 4404      Vaud        Apartment noteg        0-1919
#> 4405      Vaud           Chalet              0-1919
#> 4406      Vaud        Apartment noteg     1971-1980
#> 4407      Vaud        Apartment    eg     1981-1990
#> 4408      Vaud           Chalet           2001-2005
#> 4409      Vaud        Apartment noteg     2016-2024
#> 4410      Vaud        Apartment noteg     1919-1945
#> 4411      Vaud        Apartment    eg     1981-1990
#> 4412      Vaud        Apartment noteg     1971-1980
#> 4413      Vaud        Apartment noteg     2016-2024
#> 4414      Vaud        Apartment noteg     2016-2024
#> 4415      Vaud        Apartment noteg     2016-2024
#> 4416      Vaud        Apartment noteg     1946-1960
#> 4417      Vaud     Single house           1971-1980
#> 4418      Vaud        Apartment noteg     2016-2024
#> 4419      Vaud     Single house           1961-1970
#> 4420      Vaud        Apartment noteg     1981-1990
#> 4421      Vaud        Apartment    eg     2016-2024
#> 4422      Vaud        Apartment noteg     2011-2015
#> 4423      Vaud        Apartment    eg     2006-2010
#> 4424      Vaud        Apartment noteg     2011-2015
#> 4425      Vaud        Apartment noteg     2006-2010
#> 4426      Vaud        Apartment    eg     2016-2024
#> 4427      Vaud        Apartment    eg     2016-2024
#> 4428      Vaud        Apartment noteg     1981-1990
#> 4429      Vaud        Apartment noteg     1971-1980
#> 4430      Vaud        Apartment noteg     1971-1980
#> 4431      Vaud            Villa           2016-2024
#> 4432      Vaud        Apartment noteg     1981-1990
#> 4433      Vaud        Apartment noteg     1981-1990
#> 4434      Vaud        Apartment noteg     2001-2005
#> 4435      Vaud        Apartment noteg     1981-1990
#> 4436      Vaud Bifamiliar house           2016-2024
#> 4437      Vaud        Apartment noteg     1981-1990
#> 4438      Vaud           Chalet           1971-1980
#> 4439      Vaud        Apartment    eg     2011-2015
#> 4440      Vaud           Chalet              0-1919
#> 4441      Vaud        Apartment    eg     2011-2015
#> 4442      Vaud           Chalet              0-1919
#> 4443      Vaud           Chalet           1991-2000
#> 4444      Vaud     Single house              0-1919
#> 4445      Vaud           Chalet           2011-2015
#> 4446      Vaud           Duplex noteg     1981-1990
#> 4447      Vaud           Chalet              0-1919
#> 4448      Vaud        Apartment noteg     1981-1990
#> 4449      Vaud     Single house              0-1919
#> 4450      Vaud           Chalet              0-1919
#> 4451      Vaud        Apartment noteg        0-1919
#> 4452      Vaud     Single house              0-1919
#> 4453      Vaud           Chalet              0-1919
#> 4454      Vaud     Single house              0-1919
#> 4455      Vaud           Chalet              0-1919
#> 4456      Vaud        Apartment noteg     1946-1960
#> 4457      Vaud           Chalet              0-1919
#> 4458      Vaud        Apartment    eg     1946-1960
#> 4459      Vaud        Apartment    eg     1946-1960
#> 4460      Vaud           Chalet           1961-1970
#> 4461      Vaud        Apartment noteg     2006-2010
#> 4462      Vaud        Apartment noteg     1946-1960
#> 4463      Vaud        Apartment noteg     2011-2015
#> 4464      Vaud           Chalet           1961-1970
#> 4465      Vaud        Apartment    eg     1946-1960
#> 4466      Vaud        Apartment noteg     2011-2015
#> 4467      Vaud           Chalet           2016-2024
#> 4468      Vaud        Apartment noteg     2011-2015
#> 4469      Vaud        Apartment noteg     2011-2015
#> 4470      Vaud        Apartment noteg     2011-2015
#> 4471      Vaud           Chalet           2016-2024
#> 4472      Vaud           Chalet           1981-1990
#> 4473      Vaud        Apartment noteg     2011-2015
#> 4474      Vaud           Chalet              0-1919
#> 4475      Vaud           Chalet           2001-2005
#> 4476      Vaud           Chalet           1971-1980
#> 4477      Vaud           Chalet           2016-2024
#> 4478      Vaud           Chalet           1971-1980
#> 4479      Vaud        Apartment noteg     1946-1960
#> 4480      Vaud           Chalet           1971-1980
#> 4481      Vaud        Apartment noteg     1946-1960
#> 4482      Vaud        Apartment noteg     1946-1960
#> 4483      Vaud           Chalet              0-1919
#> 4484      Vaud           Chalet              0-1919
#> 4485      Vaud           Chalet           1919-1945
#> 4486      Vaud           Chalet           1919-1945
#> 4487      Vaud           Chalet              0-1919
#> 4488      Vaud        Apartment    eg     2016-2024
#> 4489      Vaud            Villa           2001-2005
#> 4490      Vaud        Apartment noteg     2016-2024
#> 4491      Vaud        Apartment    eg     2016-2024
#> 4492      Vaud     Single house           2016-2024
#> 4493      Vaud        Apartment    eg     1991-2000
#> 4494      Vaud Bifamiliar house           2016-2024
#> 4495      Vaud Bifamiliar house           2016-2024
#> 4496      Vaud            Villa           2016-2024
#> 4497      Vaud        Apartment noteg     1981-1990
#> 4498      Vaud           Chalet           1981-1990
#> 4499      Vaud        Apartment noteg     2016-2024
#> 4500      Vaud           Chalet           2006-2010
#> 4501      Vaud        Apartment    eg     2016-2024
#> 4502      Vaud Bifamiliar house           2016-2024
#> 4503      Vaud        Apartment noteg     2016-2024
#> 4504      Vaud Bifamiliar house           2016-2024
#> 4505      Vaud            Villa           2016-2024
#> 4506      Vaud        Apartment noteg     2016-2024
#> 4507      Vaud        Apartment noteg     2016-2024
#> 4508      Vaud Bifamiliar house           2016-2024
#> 4509      Vaud Bifamiliar house           2016-2024
#> 4510      Vaud Bifamiliar house           2016-2024
#> 4511      Vaud Bifamiliar house           2016-2024
#> 4512      Vaud Bifamiliar house           2016-2024
#> 4513      Vaud        Apartment    eg     2016-2024
#> 4514      Vaud        Apartment    eg     2016-2024
#> 4515      Vaud Bifamiliar house           2016-2024
#> 4516      Vaud       Farm house           2016-2024
#> 4517      Vaud Bifamiliar house           2016-2024
#> 4518      Vaud Bifamiliar house           2016-2024
#> 4519      Vaud Bifamiliar house           2016-2024
#> 4520      Vaud Bifamiliar house           2016-2024
#> 4521      Vaud Bifamiliar house           2016-2024
#> 4522      Vaud        Apartment noteg     2016-2024
#> 4523      Vaud Bifamiliar house           2016-2024
#> 4524      Vaud        Apartment noteg     2016-2024
#> 4525      Vaud        Apartment noteg     2016-2024
#> 4526      Vaud        Apartment noteg     2016-2024
#> 4527      Vaud Bifamiliar house           2016-2024
#> 4528      Vaud        Apartment    eg     2016-2024
#> 4529      Vaud        Apartment noteg     2016-2024
#> 4530      Vaud        Apartment noteg     1981-1990
#> 4531      Vaud Bifamiliar house           2016-2024
#> 4532      Vaud        Apartment noteg     2016-2024
#> 4533      Vaud     Single house           2016-2024
#> 4534      Vaud        Apartment noteg     1961-1970
#> 4535      Vaud        Apartment noteg     2016-2024
#> 4536      Vaud     Single house           1971-1980
#> 4537      Vaud     Single house           2011-2015
#> 4538      Vaud        Apartment noteg     2016-2024
#> 4539      Vaud     Single house              0-1919
#> 4540      Vaud        Apartment noteg     2016-2024
#> 4541      Vaud        Apartment noteg     2016-2024
#> 4542      Vaud            Villa           1961-1970
#> 4543      Vaud        Apartment noteg     2016-2024
#> 4544      Vaud     Single house           1961-1970
#> 4545      Vaud Bifamiliar house           2016-2024
#> 4546      Vaud        Apartment noteg     2016-2024
#> 4547      Vaud        Apartment noteg     2016-2024
#> 4548      Vaud     Single house           2016-2024
#> 4549      Vaud Bifamiliar house           2016-2024
#> 4550      Vaud        Apartment noteg     2016-2024
#> 4551      Vaud        Apartment noteg     2016-2024
#> 4552      Vaud Bifamiliar house           2016-2024
#> 4553      Vaud        Apartment    eg     2016-2024
#> 4554    Valais        Apartment    eg     2016-2024
#> 4555    Valais            Villa           2001-2005
#> 4556    Valais           Chalet           1991-2000
#> 4557    Valais        Apartment    eg     2016-2024
#> 4558    Valais            Villa           1991-2000
#> 4559    Valais     Single house           1991-2000
#> 4560    Valais     Single house           1991-2000
#> 4561    Valais            Villa           1991-2000
#> 4562    Valais            Villa           2016-2024
#> 4563    Valais Bifamiliar house           2016-2024
#> 4564    Valais        Apartment noteg     1991-2000
#> 4565    Valais     Single house           1946-1960
#> 4566    Valais Bifamiliar house           2016-2024
#> 4567    Valais        Apartment noteg        0-1919
#> 4568    Valais     Single house           1981-1990
#> 4569    Valais        Apartment noteg     2006-2010
#> 4570    Valais        Apartment noteg     2011-2015
#> 4571    Valais     Single house           1991-2000
#> 4572    Valais        Apartment noteg     2016-2024
#> 4573    Valais     Single house           1991-2000
#> 4574    Valais        Apartment noteg     2016-2024
#> 4575    Valais     Single house           2001-2005
#> 4576    Valais     Single house           2016-2024
#> 4577    Valais            Villa           2001-2005
#> 4578    Valais       Attic flat noteg        0-1919
#> 4579    Valais            Villa           2001-2005
#> 4580    Valais        Apartment noteg     2016-2024
#> 4581    Valais        Apartment noteg     2006-2010
#> 4582    Valais     Terrace flat    eg     2011-2015
#> 4583    Valais     Single house           1946-1960
#> 4584    Valais        Apartment noteg     2016-2024
#> 4585    Valais        Apartment    eg     2016-2024
#> 4586    Valais        Apartment    eg     2011-2015
#> 4587    Valais        Apartment noteg     2016-2024
#> 4588    Valais        Apartment noteg     2016-2024
#> 4589    Valais        Apartment noteg     2016-2024
#> 4590    Valais     Single house           2016-2024
#> 4591    Valais        Apartment    eg     2016-2024
#> 4592    Valais           Duplex    eg     2016-2024
#> 4593    Valais        Apartment noteg     1961-1970
#> 4594    Valais        Apartment noteg     2016-2024
#> 4595    Valais        Apartment noteg     1991-2000
#> 4596    Valais        Apartment    eg     2016-2024
#> 4597    Valais            Villa           2006-2010
#> 4598    Valais           Duplex noteg     2016-2024
#> 4599    Valais        Apartment noteg     2016-2024
#> 4600    Valais        Apartment    eg     2016-2024
#> 4601    Valais        Apartment noteg     2016-2024
#> 4602    Valais        Apartment noteg     2016-2024
#> 4603    Valais        Apartment noteg     2016-2024
#> 4604    Valais Bifamiliar house           2016-2024
#> 4605    Valais           Duplex    eg     2016-2024
#> 4606    Valais           Chalet              0-1919
#> 4607    Valais        Apartment noteg     2006-2010
#> 4608    Valais        Apartment noteg     1961-1970
#> 4609    Valais        Apartment noteg     2016-2024
#> 4610    Valais        Apartment noteg     2016-2024
#> 4611    Valais        Apartment noteg     2016-2024
#> 4612    Valais     Single house           1981-1990
#> 4613    Valais     Single house           2016-2024
#> 4614    Valais        Apartment noteg     2011-2015
#> 4615    Valais        Apartment noteg     1981-1990
#> 4616    Valais     Single house           1981-1990
#> 4617    Valais        Apartment noteg     2016-2024
#> 4618    Valais        Apartment    eg     2016-2024
#> 4619    Valais     Single house           1991-2000
#> 4620    Valais           Duplex    eg     2016-2024
#> 4621    Valais        Apartment    eg     2016-2024
#> 4622    Valais     Single house           2016-2024
#> 4623    Valais        Apartment noteg     1971-1980
#> 4624    Valais        Apartment noteg     2016-2024
#> 4625    Valais     Single house           2016-2024
#> 4626    Valais            Villa           1991-2000
#> 4627    Valais        Apartment noteg     2016-2024
#> 4628    Valais     Single house           1946-1960
#> 4629    Valais Bifamiliar house           2016-2024
#> 4630    Valais        Apartment    eg     2006-2010
#> 4631    Valais            Villa           1981-1990
#> 4632    Valais        Apartment noteg     1971-1980
#> 4633    Valais        Apartment noteg     1971-1980
#> 4634    Valais        Apartment noteg     1981-1990
#> 4635    Valais        Apartment    eg     2016-2024
#> 4636    Valais        Apartment noteg     2016-2024
#> 4637    Valais           Duplex    eg     2016-2024
#> 4638    Valais     Single house           2016-2024
#> 4639    Valais        Apartment noteg     2016-2024
#> 4640    Valais        Apartment noteg     2016-2024
#> 4641    Valais        Apartment    eg     1991-2000
#> 4642    Valais        Apartment noteg     2016-2024
#> 4643    Valais           Duplex    eg     2016-2024
#> 4644    Valais        Roof flat noteg     1991-2000
#> 4645    Valais        Apartment noteg     2016-2024
#> 4646    Valais        Apartment noteg     1971-1980
#> 4647    Valais        Apartment noteg     2016-2024
#> 4648    Valais        Apartment noteg     2016-2024
#> 4649    Valais        Apartment noteg     1981-1990
#> 4650    Valais        Apartment noteg     1961-1970
#> 4651    Valais            Villa           1981-1990
#> 4652    Valais     Single house           2006-2010
#> 4653    Valais       Attic flat noteg     1981-1990
#> 4654    Valais Bifamiliar house           2016-2024
#> 4655    Valais           Chalet           1981-1990
#> 4656    Valais     Single house           1981-1990
#> 4657    Valais        Apartment noteg     2016-2024
#> 4658    Valais       Attic flat noteg     2016-2024
#> 4659    Valais        Apartment noteg     2016-2024
#> 4660    Valais        Apartment    eg     2016-2024
#> 4661    Valais        Apartment noteg     2016-2024
#> 4662    Valais        Apartment noteg     2016-2024
#> 4663    Valais        Apartment    eg     2016-2024
#> 4664    Valais        Apartment noteg     2016-2024
#> 4665    Valais     Single house           1971-1980
#> 4666    Valais        Apartment noteg     1961-1970
#> 4667    Valais           Chalet           1981-1990
#> 4668    Valais            Villa           2016-2024
#> 4669    Valais           Chalet           2016-2024
#> 4670    Valais     Single house           2016-2024
#> 4671    Valais     Single house           1946-1960
#> 4672    Valais            Villa           2016-2024
#> 4673    Valais        Apartment noteg     2016-2024
#> 4674    Valais     Single house           1981-1990
#> 4675    Valais     Single house           2011-2015
#> 4676    Valais            Villa           2016-2024
#> 4677    Valais Bifamiliar house           2016-2024
#> 4678    Valais            Villa           2016-2024
#> 4679    Valais            Villa           2016-2024
#> 4680    Valais        Apartment    eg     2016-2024
#> 4681    Valais     Single house           1981-1990
#> 4682    Valais     Single house           1981-1990
#> 4683    Valais           Chalet           2016-2024
#> 4684    Valais            Villa           2016-2024
#> 4685    Valais            Villa           2016-2024
#> 4686    Valais     Single house           1991-2000
#> 4687    Valais           Chalet           1971-1980
#> 4688    Valais           Chalet           2016-2024
#> 4689    Valais           Chalet           1981-1990
#> 4690    Valais            Villa           2016-2024
#> 4691    Valais        Apartment    eg     2016-2024
#> 4692    Valais        Apartment noteg     2016-2024
#> 4693    Valais            Villa           2016-2024
#> 4694    Valais           Chalet           1961-1970
#> 4695    Valais     Single house           1971-1980
#> 4696    Valais       Farm house              0-1919
#> 4697    Valais     Single house           2006-2010
#> 4698    Valais           Chalet           1981-1990
#> 4699    Valais        Apartment noteg     1961-1970
#> 4700    Valais     Single house           1981-1990
#> 4701    Valais        Apartment    eg     2016-2024
#> 4702    Valais           Chalet              0-1919
#> 4703    Valais           Chalet              0-1919
#> 4704    Valais           Chalet              0-1919
#> 4705    Valais           Chalet           1981-1990
#> 4706    Valais Bifamiliar house           1981-1990
#> 4707    Valais           Chalet           1919-1945
#> 4708    Valais     Single house              0-1919
#> 4709    Valais     Single house           2006-2010
#> 4710    Valais        Apartment noteg     2016-2024
#> 4711    Valais           Chalet              0-1919
#> 4712    Valais Bifamiliar house           2016-2024
#> 4713    Valais        Apartment    eg     2016-2024
#> 4714    Valais        Roof flat noteg     2001-2005
#> 4715    Valais            Villa           1919-1945
#> 4716    Valais        Apartment    eg     2006-2010
#> 4717    Valais     Single house              0-1919
#> 4718    Valais        Apartment noteg     2016-2024
#> 4719    Valais        Apartment noteg     2016-2024
#> 4720    Valais        Roof flat noteg     2016-2024
#> 4721    Valais           Chalet           2006-2010
#> 4722    Valais        Apartment noteg     2001-2005
#> 4723    Valais           Duplex    eg     2006-2010
#> 4724    Valais       Attic flat noteg     2001-2005
#> 4725    Valais           Chalet           2001-2005
#> 4726    Valais        Apartment noteg     2006-2010
#> 4727    Valais        Apartment    eg     2016-2024
#> 4728    Valais           Duplex    eg     2006-2010
#> 4729    Valais        Apartment    eg     2006-2010
#> 4730    Valais        Apartment noteg     2006-2010
#> 4731    Valais        Apartment noteg     2011-2015
#> 4732    Valais           Chalet              0-1919
#> 4733    Valais        Apartment noteg     2001-2005
#> 4734    Valais        Apartment    eg     1981-1990
#> 4735    Valais           Chalet           1971-1980
#> 4736    Valais           Chalet           1971-1980
#> 4737    Valais           Chalet           2006-2010
#> 4738    Valais           Chalet           2006-2010
#> 4739    Valais        Apartment noteg     2006-2010
#> 4740    Valais           Chalet           1971-1980
#> 4741    Valais           Chalet              0-1919
#> 4742    Valais        Apartment    eg     2016-2024
#> 4743    Valais        Apartment noteg     2011-2015
#> 4744    Valais           Chalet           2016-2024
#> 4745    Valais           Chalet           2006-2010
#> 4746    Valais        Apartment noteg     1961-1970
#> 4747    Valais           Chalet           2001-2005
#> 4748    Valais           Chalet           1981-1990
#> 4749    Valais           Chalet              0-1919
#> 4750    Valais           Chalet           2016-2024
#> 4751    Valais           Chalet           1971-1980
#> 4752    Valais           Chalet           1981-1990
#> 4753    Valais           Chalet           1961-1970
#> 4754    Valais     Single house           2016-2024
#> 4755    Valais           Chalet              0-1919
#> 4756    Valais     Single house           2016-2024
#> 4757    Valais           Chalet           1981-1990
#> 4758    Valais        Apartment noteg     2006-2010
#> 4759    Valais        Apartment noteg     2006-2010
#> 4760    Valais           Chalet           2006-2010
#> 4761    Valais        Apartment    eg     2006-2010
#> 4762    Valais        Apartment noteg     1961-1970
#> 4763    Valais        Apartment noteg     2001-2005
#> 4764    Valais           Duplex noteg        0-1919
#> 4765    Valais        Apartment    eg     1961-1970
#> 4766    Valais           Chalet           1946-1960
#> 4767    Valais     Single house           1961-1970
#> 4768    Valais        Apartment    eg     1991-2000
#> 4769    Valais     Single house              0-1919
#> 4770    Valais     Single house           2011-2015
#> 4771    Valais        Apartment    eg     2001-2005
#> 4772    Valais        Apartment noteg        0-1919
#> 4773    Valais        Apartment    eg     2001-2005
#> 4774    Valais        Apartment noteg     2006-2010
#> 4775    Valais        Apartment noteg        0-1919
#> 4776    Valais           Chalet           1971-1980
#> 4777    Valais        Apartment noteg        0-1919
#> 4778      Vaud        Apartment    eg     1981-1990
#> 4779      Vaud     Single house              0-1919
#> 4780      Vaud        Apartment noteg     2016-2024
#> 4781      Vaud        Apartment noteg     2016-2024
#> 4782      Vaud        Apartment noteg     2016-2024
#> 4783      Vaud        Apartment    eg     2016-2024
#> 4784      Vaud        Apartment    eg     2016-2024
#> 4785      Vaud        Apartment noteg     1981-1990
#> 4786      Vaud     Single house           1919-1945
#> 4787      Vaud        Apartment    eg     1981-1990
#> 4788      Vaud     Single house              0-1919
#> 4789      Vaud            Villa           2011-2015
#> 4790      Vaud     Single house           1961-1970
#> 4791      Vaud Bifamiliar house           1971-1980
#> 4792      Vaud            Villa           1971-1980
#> 4793      Vaud     Single house           1981-1990
#> 4794      Vaud        Apartment noteg        0-1919
#> 4795      Vaud     Single house           1971-1980
#> 4796      Vaud     Single house           2016-2024
#> 4797      Vaud        Apartment noteg     2016-2024
#> 4798      Vaud        Apartment    eg     1981-1990
#> 4799      Vaud        Apartment noteg     2011-2015
#> 4800      Vaud     Single house           1919-1945
#> 4801      Vaud     Single house           2016-2024
#> 4802      Vaud           Chalet           1981-1990
#> 4803      Vaud       Attic flat noteg     2016-2024
#> 4804      Vaud     Single house           1961-1970
#> 4805      Vaud     Single house              0-1919
#> 4806      Vaud        Roof flat noteg        0-1919
#> 4807      Vaud     Single house              0-1919
#> 4808      Vaud     Single house           1981-1990
#> 4809      Vaud        Apartment noteg     1981-1990
#> 4810      Vaud        Apartment noteg     2016-2024
#> 4811      Vaud     Single house           1961-1970
#> 4812      Vaud     Single house              0-1919
#> 4813      Vaud            Villa              0-1919
#> 4814      Vaud        Apartment noteg        0-1919
#> 4815      Vaud        Apartment    eg     2016-2024
#> 4816      Vaud        Apartment noteg     2016-2024
#> 4817      Vaud Bifamiliar house           2016-2024
#> 4818      Vaud     Single house           1961-1970
#> 4819      Vaud        Apartment noteg        0-1919
#> 4820      Vaud        Apartment noteg     2016-2024
#> 4821      Vaud Bifamiliar house           2016-2024
#> 4822      Vaud        Apartment noteg     2016-2024
#> 4823      Vaud           Chalet           2016-2024
#> 4824      Vaud     Single house           1981-1990
#> 4825      Vaud        Apartment noteg     2016-2024
#> 4826      Vaud     Single house           1946-1960
#> 4827      Vaud     Single house           1919-1945
#> 4828      Vaud           Chalet           1991-2000
#> 4829      Vaud        Apartment noteg     2006-2010
#> 4830      Vaud           Duplex    eg        0-1919
#> 4831      Vaud           Chalet           2006-2010
#> 4832      Vaud           Chalet           1981-1990
#> 4833      Vaud           Chalet           2016-2024
#> 4834      Vaud        Apartment noteg     2016-2024
#> 4835      Vaud        Apartment    eg     1971-1980
#> 4836      Vaud        Apartment noteg     1971-1980
#> 4837      Vaud           Chalet           2016-2024
#> 4838      Vaud        Apartment    eg        0-1919
#> 4839      Vaud       Attic flat noteg        0-1919
#> 4840      Vaud        Apartment noteg     2006-2010
#> 4841      Vaud        Apartment noteg     2006-2010
#> 4842      Vaud        Apartment    eg     1961-1970
#> 4843      Vaud           Chalet           2016-2024
#> 4844      Vaud           Chalet           2016-2024
#> 4845      Vaud        Apartment    eg     1971-1980
#> 4846      Vaud           Chalet              0-1919
#> 4847      Vaud        Apartment noteg        0-1919
#> 4848      Vaud           Duplex noteg     1971-1980
#> 4849      Vaud        Apartment noteg     2001-2005
#> 4850      Vaud           Chalet           1919-1945
#> 4851      Vaud        Apartment noteg     1981-1990
#> 4852      Vaud        Apartment noteg     2006-2010
#> 4853      Vaud           Chalet           1919-1945
#> 4854      Vaud           Chalet           1919-1945
#> 4855      Vaud        Apartment noteg     1981-1990
#> 4856      Vaud           Chalet           2016-2024
#> 4857      Vaud           Chalet           2006-2010
#> 4858      Vaud        Apartment noteg     1961-1970
#> 4859      Vaud        Apartment    eg     2016-2024
#> 4860      Vaud           Chalet           1961-1970
#> 4861      Vaud        Apartment noteg     1971-1980
#> 4862      Vaud        Apartment noteg        0-1919
#> 4863      Vaud     Single house           1919-1945
#> 4864      Vaud        Apartment noteg     1971-1980
#> 4865      Vaud           Chalet           1946-1960
#> 4866      Vaud        Apartment noteg     2006-2010
#> 4867      Vaud           Chalet           1946-1960
#> 4868      Vaud     Single house           1961-1970
#> 4869      Vaud        Apartment noteg     1971-1980
#> 4870      Vaud        Apartment    eg     2016-2024
#> 4871      Vaud        Apartment    eg     2001-2005
#> 4872      Vaud           Chalet           1961-1970
#> 4873      Vaud        Apartment noteg     1961-1970
#> 4874      Vaud        Apartment noteg     2006-2010
#> 4875      Vaud        Apartment noteg     1981-1990
#> 4876      Vaud           Chalet           2006-2010
#> 4877      Vaud           Chalet              0-1919
#> 4878      Vaud        Apartment noteg     1981-1990
#> 4879      Vaud           Chalet           1961-1970
#> 4880      Vaud           Chalet           1946-1960
#> 4881      Vaud        Apartment noteg     1961-1970
#> 4882      Vaud        Apartment noteg     2016-2024
#> 4883      Vaud           Duplex noteg     1971-1980
#> 4884      Vaud           Chalet           1919-1945
#> 4885      Vaud           Duplex noteg     1961-1970
#> 4886      Vaud     Single house           1946-1960
#> 4887      Vaud           Chalet           1919-1945
#> 4888      Vaud        Apartment noteg     2006-2010
#> 4889      Vaud        Apartment noteg     1991-2000
#> 4890      Vaud        Apartment noteg     2001-2005
#> 4891      Vaud           Chalet           1961-1970
#> 4892      Vaud        Apartment noteg     2006-2010
#> 4893      Vaud        Apartment noteg     1991-2000
#> 4894      Vaud        Apartment noteg     2006-2010
#> 4895      Vaud           Chalet           1981-1990
#> 4896      Vaud        Apartment noteg     2016-2024
#> 4897      Vaud        Apartment noteg     1971-1980
#> 4898      Vaud        Apartment noteg     1971-1980
#> 4899      Vaud           Chalet           1919-1945
#> 4900      Vaud        Apartment noteg     2006-2010
#> 4901      Vaud        Apartment    eg     2006-2010
#> 4902      Vaud        Apartment noteg     1961-1970
#> 4903      Vaud        Apartment noteg     1961-1970
#> 4904      Vaud        Apartment noteg     2001-2005
#> 4905      Vaud        Apartment noteg     2006-2010
#> 4906      Vaud        Apartment noteg     1961-1970
#> 4907      Vaud        Apartment noteg     2001-2005
#> 4908      Vaud        Apartment noteg     1961-1970
#> 4909      Vaud        Apartment noteg     1961-1970
#> 4910      Vaud        Apartment    eg     2001-2005
#> 4911      Vaud        Apartment    eg     2016-2024
#> 4912      Vaud        Apartment noteg     1961-1970
#> 4913      Vaud        Apartment noteg     1981-1990
#> 4914      Vaud        Apartment noteg     1961-1970
#> 4915      Vaud        Apartment noteg     2016-2024
#> 4916      Vaud        Apartment noteg     2006-2010
#> 4917      Vaud        Apartment noteg     1981-1990
#> 4918      Vaud        Apartment    eg     1919-1945
#> 4919      Vaud           Chalet           1919-1945
#> 4920      Vaud        Apartment    eg     1981-1990
#> 4921      Vaud           Chalet           2011-2015
#> 4922      Vaud           Chalet           1961-1970
#> 4923      Vaud        Apartment    eg     1971-1980
#> 4924      Vaud           Chalet           1919-1945
#> 4925      Vaud        Apartment    eg     2016-2024
#> 4926      Vaud           Chalet           2016-2024
#> 4927      Vaud       Attic flat noteg     1981-1990
#> 4928      Vaud        Apartment noteg     1971-1980
#> 4929      Vaud        Apartment noteg     1971-1980
#> 4930      Vaud           Chalet           1961-1970
#> 4931      Vaud        Apartment noteg     1981-1990
#> 4932      Vaud           Chalet           1961-1970
#> 4933      Vaud     Single house           1961-1970
#> 4934      Vaud           Chalet           1991-2000
#> 4935      Vaud           Chalet           2006-2010
#> 4936      Vaud        Apartment    eg     2016-2024
#> 4937      Vaud        Apartment noteg     1981-1990
#> 4938      Vaud        Apartment noteg     1919-1945
#> 4939      Vaud        Apartment noteg     1981-1990
#> 4940      Vaud        Apartment noteg     1981-1990
#> 4941      Vaud        Apartment noteg     1971-1980
#> 4942    Valais            Villa           2001-2005
#> 4943    Valais        Apartment    eg     2016-2024
#> 4944    Valais     Single house           2011-2015
#> 4945    Valais        Apartment noteg     1991-2000
#> 4946    Valais        Apartment noteg     1961-1970
#> 4947    Valais     Single house           2001-2005
#> 4948    Valais        Apartment noteg     1981-1990
#> 4949    Valais        Apartment noteg     2011-2015
#> 4950    Valais        Roof flat noteg     2011-2015
#> 4951    Valais            Villa           1971-1980
#> 4952      Vaud        Apartment noteg     1981-1990
#> 4953      Vaud        Apartment    eg     2006-2010
#> 4954      Vaud        Apartment    eg     1981-1990
#> 4955    Valais        Apartment    eg     1991-2000
#> 4956    Valais        Apartment noteg     1981-1990
#> 4957    Valais        Apartment    eg        0-1919
#> 4958    Valais            Villa           1981-1990
#> 4959    Valais     Single house           1981-1990
#> 4960    Valais     Single house           1981-1990
#> 4961    Valais        Apartment noteg     1981-1990
#> 4962    Valais           Chalet           2016-2024
#> 4963    Valais        Apartment noteg     2016-2024
#> 4964    Valais        Apartment noteg        0-1919
#> 4965    Valais            Villa           1991-2000
#> 4966    Valais     Single house           2011-2015
#> 4967    Valais     Single house           1991-2000
#> 4968    Valais        Apartment noteg        0-1919
#> 4969    Valais        Apartment noteg     2016-2024
#> 4970    Valais        Apartment noteg     2016-2024
#> 4971    Valais        Apartment noteg     2016-2024
#> 4972    Valais        Apartment    eg     2016-2024
#> 4973    Valais        Apartment noteg        0-1919
#> 4974    Valais        Apartment noteg     1981-1990
#> 4975    Valais        Apartment noteg     2016-2024
#> 4976    Valais           Duplex noteg     2016-2024
#> 4977    Valais        Apartment noteg     2016-2024
#> 4978    Valais        Apartment    eg     2016-2024
#> 4979    Valais        Apartment noteg     2011-2015
#> 4980    Valais        Apartment noteg     2016-2024
#> 4981    Valais        Apartment noteg     2016-2024
#> 4982    Valais        Apartment noteg     2016-2024
#> 4983    Valais     Single house           1946-1960
#> 4984    Valais        Apartment noteg     2016-2024
#> 4985    Valais        Apartment noteg     2016-2024
#> 4986    Valais        Apartment    eg     2016-2024
#> 4987    Valais Bifamiliar house           2006-2010
#> 4988    Valais        Apartment noteg     2016-2024
#> 4989    Valais        Apartment noteg     2016-2024
#> 4990    Valais        Apartment noteg     2016-2024
#> 4991    Valais            Villa           2016-2024
#> 4992    Valais     Single house           1981-1990
#> 4993    Valais        Apartment noteg     2016-2024
#> 4994    Valais           Chalet           2016-2024
#> 4995    Valais        Apartment noteg     2016-2024
#> 4996    Valais     Single house           1946-1960
#> 4997    Valais        Apartment noteg     2016-2024
#> 4998    Valais        Apartment noteg     2016-2024
#> 4999    Valais     Single house           2016-2024
#> 5000    Valais     Single house           2011-2015
#> 5001    Valais Bifamiliar house           2016-2024
#> 5002    Valais            Villa           2016-2024
#> 5003    Valais     Single house           2006-2010
#> 5004    Valais     Single house           2016-2024
#> 5005    Valais        Apartment noteg     2016-2024
#> 5006    Valais        Apartment noteg     2016-2024
#> 5007    Valais Bifamiliar house           2006-2010
#> 5008    Valais     Single house           1919-1945
#> 5009    Valais     Single house           2006-2010
#> 5010    Valais        Apartment noteg     1991-2000
#> 5011    Valais Bifamiliar house           2016-2024
#> 5012    Valais            Villa           2016-2024
#> 5013    Valais            Villa           1991-2000
#> 5014    Valais        Apartment noteg     2016-2024
#> 5015    Valais       Attic flat noteg     2006-2010
#> 5016    Valais        Apartment noteg     2016-2024
#> 5017    Valais        Apartment noteg     1971-1980
#> 5018    Valais     Single house           1971-1980
#> 5019    Valais        Apartment noteg     1971-1980
#> 5020    Valais        Apartment noteg     2006-2010
#> 5021    Valais        Apartment noteg     2016-2024
#> 5022    Valais        Apartment    eg        0-1919
#> 5023    Valais        Apartment noteg     1971-1980
#> 5024    Valais        Apartment noteg     2016-2024
#> 5025    Valais Bifamiliar house           2016-2024
#> 5026    Valais            Villa           2016-2024
#> 5027    Valais        Apartment    eg     2016-2024
#> 5028    Valais        Apartment    eg     2016-2024
#> 5029    Valais        Apartment noteg     1991-2000
#> 5030    Valais        Apartment    eg     2016-2024
#> 5031    Valais            Villa           2016-2024
#> 5032    Valais           Duplex noteg     1991-2000
#> 5033    Valais Bifamiliar house           2016-2024
#> 5034    Valais            Villa           1919-1945
#> 5035    Valais     Single house              0-1919
#> 5036    Valais            Villa           2016-2024
#> 5037    Valais     Single house              0-1919
#> 5038    Valais     Single house           1919-1945
#> 5039    Valais     Single house           1919-1945
#> 5040    Valais        Apartment noteg     2016-2024
#> 5041    Valais            Villa           2006-2010
#> 5042    Valais        Apartment noteg     1961-1970
#> 5043    Valais        Apartment noteg     1991-2000
#> 5044    Valais        Apartment noteg     1971-1980
#> 5045    Valais        Apartment noteg     1971-1980
#> 5046    Valais           Chalet              0-1919
#> 5047    Valais        Apartment noteg     1971-1980
#> 5048    Valais        Apartment noteg     1971-1980
#> 5049    Valais        Apartment noteg     1991-2000
#> 5050    Valais        Apartment noteg     1971-1980
#> 5051    Valais           Chalet           1961-1970
#> 5052    Valais           Chalet           2016-2024
#> 5053    Valais        Apartment    eg     1971-1980
#> 5054    Valais           Chalet              0-1919
#> 5055    Valais        Apartment noteg     1991-2000
#> 5056    Valais           Chalet           2016-2024
#> 5057    Valais           Duplex noteg     1991-2000
#> 5058    Valais        Apartment noteg     1971-1980
#> 5059    Valais           Chalet           1961-1970
#> 5060    Valais        Apartment noteg     1971-1980
#> 5061    Valais        Apartment noteg     2016-2024
#> 5062    Valais        Roof flat noteg     1971-1980
#> 5063    Valais     Single house           1981-1990
#> 5064    Valais        Apartment noteg     1971-1980
#> 5065    Valais        Apartment    eg     1971-1980
#> 5066    Valais        Apartment    eg     1971-1980
#> 5067    Valais           Duplex noteg     1971-1980
#> 5068    Valais        Apartment    eg     1971-1980
#> 5069    Valais           Chalet           2016-2024
#> 5070    Valais           Chalet           1961-1970
#> 5071    Valais        Apartment noteg     1991-2000
#> 5072    Valais        Apartment noteg     1971-1980
#> 5073    Valais        Apartment noteg     1991-2000
#> 5074    Valais     Single house           1981-1990
#> 5075    Valais            Villa           2006-2010
#> 5076    Valais            Villa           2011-2015
#> 5077    Valais        Apartment    eg     2006-2010
#> 5078    Valais       Attic flat noteg     2016-2024
#> 5079    Valais            Villa           2006-2010
#> 5080    Valais        Apartment noteg     2016-2024
#> 5081    Valais        Apartment noteg        0-1919
#> 5082    Valais     Single house           2006-2010
#> 5083    Valais     Single house           2006-2010
#> 5084    Valais            Villa           2006-2010
#> 5085    Valais     Single house           1981-1990
#> 5086    Valais            Villa           2001-2005
#> 5087    Valais     Single house           1981-1990
#> 5088    Valais        Apartment    eg     2011-2015
#> 5089    Valais     Single house           2016-2024
#> 5090    Valais        Apartment noteg     2016-2024
#> 5091    Valais        Apartment noteg     1919-1945
#> 5092    Valais Bifamiliar house           2016-2024
#> 5093    Valais        Apartment    eg     2016-2024
#> 5094    Valais Bifamiliar house              0-1919
#> 5095    Valais     Single house           2016-2024
#> 5096    Valais        Apartment noteg     2016-2024
#> 5097    Valais Bifamiliar house              0-1919
#> 5098    Valais            Villa           1981-1990
#> 5099    Valais       Attic flat noteg     2016-2024
#> 5100    Valais        Apartment noteg     1981-1990
#> 5101    Valais            Villa           2006-2010
#> 5102    Valais Bifamiliar house           2016-2024
#> 5103    Valais        Apartment noteg     2016-2024
#> 5104    Valais     Single house           1981-1990
#> 5105    Valais        Apartment    eg     2016-2024
#> 5106    Valais        Apartment    eg     2016-2024
#> 5107    Valais     Single house           2006-2010
#> 5108    Valais        Apartment    eg     2016-2024
#> 5109    Valais     Single house           1991-2000
#> 5110    Valais        Apartment noteg     2016-2024
#> 5111    Valais            Villa           1991-2000
#> 5112    Valais        Apartment noteg     2016-2024
#> 5113    Valais     Single house           1991-2000
#> 5114    Valais        Apartment    eg     2016-2024
#> 5115    Valais        Apartment    eg     2016-2024
#> 5116    Valais        Apartment noteg     2016-2024
#> 5117    Valais        Apartment noteg     2016-2024
#> 5118    Valais     Single house           2006-2010
#> 5119    Valais     Terrace flat    eg     2016-2024
#> 5120    Valais        Apartment noteg     2016-2024
#> 5121    Valais        Apartment noteg     1981-1990
#> 5122    Valais        Apartment    eg     2016-2024
#> 5123    Valais            Villa           2006-2010
#> 5124    Valais     Single house           2006-2010
#> 5125    Valais        Apartment noteg     2016-2024
#> 5126    Valais        Apartment noteg     2016-2024
#> 5127    Valais           Chalet           1961-1970
#> 5128    Valais            Villa           2006-2010
#> 5129    Valais        Apartment    eg     2016-2024
#> 5130    Valais     Single house           2001-2005
#> 5131    Valais     Single house           1981-1990
#> 5132    Valais            Villa           1971-1980
#> 5133    Valais            Villa           2016-2024
#> 5134    Valais            Villa           2016-2024
#> 5135    Valais     Single house           1961-1970
#> 5136    Valais Bifamiliar house           2011-2015
#> 5137    Valais            Villa           2016-2024
#> 5138    Valais Bifamiliar house           1971-1980
#> 5139    Valais            Villa           2016-2024
#> 5140    Valais        Apartment noteg     2016-2024
#> 5141    Valais     Single house           1946-1960
#> 5142    Valais     Single house           1971-1980
#> 5143    Valais        Apartment noteg     2016-2024
#> 5144    Valais        Apartment noteg     2016-2024
#> 5145    Valais        Apartment noteg     2016-2024
#> 5146    Valais        Apartment noteg     2016-2024
#> 5147    Valais     Single house           2016-2024
#> 5148    Valais            Villa           2011-2015
#> 5149    Valais     Single house           2011-2015
#> 5150    Valais        Apartment noteg     2006-2010
#> 5151    Valais     Single house           2016-2024
#> 5152    Valais        Apartment noteg     2011-2015
#> 5153    Valais     Single house           2016-2024
#> 5154    Valais       Attic flat noteg     2016-2024
#> 5155    Valais        Apartment noteg     2011-2015
#> 5156    Valais        Apartment noteg     2016-2024
#> 5157    Valais            Villa           2001-2005
#> 5158    Valais        Apartment noteg     1981-1990
#> 5159    Valais        Apartment noteg     2016-2024
#> 5160    Valais     Single house           2001-2005
#> 5161    Valais        Apartment    eg     2016-2024
#> 5162    Valais        Apartment noteg     1981-1990
#> 5163    Valais        Apartment noteg     2016-2024
#> 5164    Valais     Single house           2006-2010
#> 5165    Valais     Single house           2016-2024
#> 5166    Valais        Apartment noteg     2016-2024
#> 5167    Valais        Apartment    eg     2016-2024
#> 5168    Valais           Chalet           2016-2024
#> 5169    Valais            Villa           2011-2015
#> 5170    Valais        Apartment noteg     2016-2024
#> 5171    Valais       Attic flat noteg     2016-2024
#> 5172    Valais           Chalet           2016-2024
#> 5173    Valais        Apartment    eg     2016-2024
#> 5174    Valais        Apartment    eg     2011-2015
#> 5175    Valais        Apartment noteg     2011-2015
#> 5176    Valais           Chalet           2016-2024
#> 5177    Valais        Apartment noteg     2016-2024
#> 5178    Valais        Apartment noteg     2016-2024
#> 5179    Valais     Single house           2016-2024
#> 5180    Valais        Apartment noteg     2016-2024
#> 5181    Valais     Single house           1971-1980
#> 5182    Valais        Apartment noteg     2006-2010
#> 5183    Valais        Apartment noteg     2011-2015
#> 5184    Valais           Duplex noteg     1971-1980
#> 5185    Valais        Apartment noteg     1961-1970
#> 5186    Valais     Single house           2016-2024
#> 5187    Valais        Apartment noteg     2006-2010
#> 5188    Valais            Villa           2011-2015
#> 5189    Valais     Single house           2006-2010
#> 5190    Valais        Apartment noteg     2016-2024
#> 5191    Valais        Apartment    eg     2016-2024
#> 5192    Valais        Apartment    eg     2016-2024
#> 5193    Valais        Apartment noteg     1961-1970
#> 5194    Valais        Apartment noteg     2016-2024
#> 5195    Valais           Duplex    eg     2016-2024
#> 5196    Valais        Apartment noteg     1981-1990
#> 5197    Valais        Apartment noteg     1961-1970
#> 5198    Valais     Single house           1981-1990
#> 5199    Valais        Apartment    eg     2016-2024
#> 5200    Valais     Single house           2016-2024
#> 5201    Valais        Apartment noteg     2016-2024
#> 5202    Valais           Chalet              0-1919
#> 5203    Valais        Apartment noteg     2016-2024
#> 5204    Valais        Apartment noteg     2016-2024
#> 5205    Valais     Single house           2016-2024
#> 5206    Valais     Single house           2011-2015
#> 5207    Valais           Chalet           2016-2024
#> 5208    Valais       Attic flat noteg     2011-2015
#> 5209    Valais        Apartment noteg     2016-2024
#> 5210    Valais        Apartment    eg     2016-2024
#> 5211    Valais     Single house           2016-2024
#> 5212    Valais        Apartment noteg     2016-2024
#> 5213    Valais        Apartment    eg     2011-2015
#> 5214    Valais     Single house           2011-2015
#> 5215    Valais           Chalet           2016-2024
#> 5216    Valais        Apartment noteg     1981-1990
#> 5217    Valais        Apartment noteg     2016-2024
#> 5218    Valais        Apartment noteg     2011-2015
#> 5219    Valais        Apartment noteg     2016-2024
#> 5220    Valais        Apartment noteg     2016-2024
#> 5221    Valais        Apartment noteg     2011-2015
#> 5222    Valais       Attic flat noteg     2016-2024
#> 5223    Valais        Apartment    eg     2016-2024
#> 5224    Valais        Apartment noteg     2016-2024
#> 5225    Valais           Duplex    eg     2016-2024
#> 5226    Valais        Apartment noteg     2016-2024
#> 5227    Valais     Single house           1919-1945
#> 5228    Valais       Attic flat noteg     2016-2024
#> 5229    Valais           Chalet           1981-1990
#> 5230    Valais        Apartment    eg     2011-2015
#> 5231    Valais        Apartment noteg     1971-1980
#> 5232    Valais        Apartment noteg     2016-2024
#> 5233    Valais        Apartment noteg     2016-2024
#> 5234    Valais        Apartment noteg     2016-2024
#> 5235    Valais        Apartment noteg     2016-2024
#> 5236    Valais        Apartment noteg     2016-2024
#> 5237    Valais        Apartment noteg     2016-2024
#> 5238    Valais     Single house           2011-2015
#> 5239    Valais       Attic flat noteg     2016-2024
#> 5240    Valais        Apartment    eg     2016-2024
#> 5241    Valais        Apartment noteg     2016-2024
#> 5242    Valais        Apartment noteg     2016-2024
#> 5243    Valais        Apartment noteg     2016-2024
#> 5244    Valais        Apartment noteg     1971-1980
#> 5245    Valais            Villa           2001-2005
#> 5246    Valais            Villa           2016-2024
#> 5247    Valais            Villa           2011-2015
#> 5248    Valais        Apartment noteg     2016-2024
#> 5249    Valais       Farm house              0-1919
#> 5250    Valais        Roof flat noteg     1961-1970
#> 5251    Valais        Apartment    eg     2016-2024
#> 5252    Valais           Duplex    eg     2016-2024
#> 5253    Valais            Villa           1991-2000
#> 5254    Valais        Apartment    eg     2016-2024
#> 5255    Valais            Villa           2001-2005
#> 5256    Valais        Apartment    eg     2016-2024
#> 5257    Valais            Villa           2016-2024
#> 5258    Valais        Apartment noteg     2016-2024
#> 5259    Valais        Apartment noteg     1971-1980
#> 5260    Valais        Apartment noteg     2016-2024
#> 5261    Valais        Apartment noteg     2016-2024
#> 5262    Valais        Apartment noteg     2016-2024
#> 5263    Valais           Chalet           2016-2024
#> 5264    Valais        Apartment noteg     1971-1980
#> 5265    Valais        Apartment noteg     2016-2024
#> 5266    Valais        Apartment    eg     2011-2015
#> 5267    Valais        Apartment noteg     2011-2015
#> 5268    Valais        Apartment    eg     2016-2024
#> 5269    Valais       Attic flat noteg     2016-2024
#> 5270    Valais        Apartment noteg     2016-2024
#> 5271    Valais        Apartment noteg     2016-2024
#> 5272    Valais        Apartment    eg     2016-2024
#> 5273    Valais     Single house           2016-2024
#> 5274    Valais        Apartment noteg     1981-1990
#> 5275    Valais     Single house           1946-1960
#> 5276    Valais            Villa           2016-2024
#> 5277    Valais     Single house           2016-2024
#> 5278    Valais           Duplex noteg     2001-2005
#> 5279    Valais        Apartment noteg     2016-2024
#> 5280    Valais            Villa           1946-1960
#> 5281    Valais       Attic flat noteg     2016-2024
#> 5282    Valais        Apartment noteg     2001-2005
#> 5283    Valais        Apartment    eg     2016-2024
#> 5284    Valais        Apartment noteg     2006-2010
#> 5285    Valais            Villa           2006-2010
#> 5286    Valais        Apartment    eg     2016-2024
#> 5287    Valais        Apartment noteg     2016-2024
#> 5288    Valais     Single house           2016-2024
#> 5289    Valais     Single house           2006-2010
#> 5290    Valais     Single house           1946-1960
#> 5291    Valais        Apartment    eg     2016-2024
#> 5292    Valais            Villa           2016-2024
#> 5293    Valais        Apartment    eg     2016-2024
#> 5294    Valais        Apartment    eg     2016-2024
#> 5295    Valais        Apartment    eg     2016-2024
#> 5296    Valais        Apartment    eg     2006-2010
#> 5297    Valais           Chalet           2016-2024
#> 5298    Valais       Attic flat noteg     2016-2024
#> 5299    Valais        Apartment    eg     2016-2024
#> 5300    Valais       Attic flat noteg     2016-2024
#> 5301    Valais        Apartment noteg     2016-2024
#> 5302    Valais           Chalet           1961-1970
#> 5303    Valais        Apartment noteg     2016-2024
#> 5304    Valais           Chalet           1981-1990
#> 5305    Valais       Attic flat noteg     2016-2024
#> 5306    Valais        Apartment noteg     1991-2000
#> 5307    Valais           Chalet           2011-2015
#> 5308    Valais       Attic flat noteg     2016-2024
#> 5309    Valais     Single house           2001-2005
#> 5310    Valais        Apartment noteg     2016-2024
#> 5311    Valais        Apartment noteg     1981-1990
#> 5312    Valais        Apartment noteg     2016-2024
#> 5313    Valais        Apartment noteg     2016-2024
#> 5314    Valais           Chalet           1981-1990
#> 5315    Valais       Attic flat noteg     2016-2024
#> 5316    Valais        Apartment noteg     1991-2000
#> 5317    Valais        Apartment    eg     2016-2024
#> 5318    Valais        Apartment noteg     2011-2015
#> 5319    Valais        Apartment    eg     2016-2024
#> 5320    Valais           Chalet           2016-2024
#> 5321    Valais        Apartment noteg     2016-2024
#> 5322    Valais       Attic flat noteg     2016-2024
#> 5323    Valais           Chalet           1961-1970
#> 5324    Valais           Chalet           2016-2024
#> 5325    Valais        Apartment noteg     2016-2024
#> 5326    Valais        Apartment noteg     2016-2024
#> 5327    Valais        Apartment noteg     1971-1980
#> 5328    Valais           Chalet           1971-1980
#> 5329    Valais        Apartment noteg     2016-2024
#> 5330    Valais        Apartment noteg     2006-2010
#> 5331    Valais        Apartment noteg     2016-2024
#> 5332    Valais        Apartment noteg     1971-1980
#> 5333    Valais        Apartment noteg     1971-1980
#> 5334    Valais        Apartment noteg     2016-2024
#> 5335    Valais        Apartment    eg     2011-2015
#> 5336    Valais       Attic flat noteg     2016-2024
#> 5337    Valais        Apartment noteg     1971-1980
#> 5338    Valais        Apartment    eg     2016-2024
#> 5339    Valais           Chalet           2016-2024
#> 5340    Valais        Apartment noteg     2016-2024
#> 5341    Valais       Attic flat noteg     2016-2024
#> 5342    Valais       Attic flat noteg     1991-2000
#> 5343    Valais       Attic flat noteg     2016-2024
#> 5344    Valais        Apartment    eg     2016-2024
#> 5345    Valais        Apartment noteg     2016-2024
#> 5346    Valais        Apartment noteg     2016-2024
#> 5347    Valais        Apartment noteg     2016-2024
#> 5348    Valais        Apartment    eg     2016-2024
#> 5349    Valais        Apartment noteg     1971-1980
#> 5350    Valais        Apartment noteg     2016-2024
#> 5351    Valais        Apartment noteg     2016-2024
#> 5352    Valais        Apartment noteg     2016-2024
#> 5353    Valais       Attic flat noteg     2016-2024
#> 5354    Valais        Apartment noteg     1961-1970
#> 5355    Valais        Apartment noteg     2006-2010
#> 5356    Valais            Villa           2016-2024
#> 5357    Valais       Attic flat noteg     2016-2024
#> 5358    Valais     Single house              0-1919
#> 5359    Valais           Chalet           1971-1980
#> 5360    Valais        Apartment noteg     1961-1970
#> 5361    Valais     Single house           1961-1970
#> 5362    Valais        Apartment noteg     2006-2010
#> 5363    Valais        Apartment    eg     2016-2024
#> 5364    Valais        Apartment noteg     2011-2015
#> 5365    Valais        Apartment    eg     2011-2015
#> 5366    Valais     Single house           2016-2024
#> 5367    Valais        Apartment    eg     2016-2024
#> 5368    Valais        Apartment noteg     2006-2010
#> 5369    Valais     Single house           2016-2024
#> 5370    Valais        Apartment noteg        0-1919
#> 5371    Valais        Apartment noteg     2016-2024
#> 5372    Valais        Apartment noteg     2006-2010
#> 5373    Valais        Apartment noteg     2016-2024
#> 5374    Valais        Apartment noteg        0-1919
#> 5375    Valais        Apartment noteg     1961-1970
#> 5376    Valais     Single house           1981-1990
#> 5377    Valais        Apartment noteg     2006-2010
#> 5378    Valais Bifamiliar house           2016-2024
#> 5379    Valais       Attic flat noteg     2011-2015
#> 5380    Valais            Villa           2011-2015
#> 5381    Valais Bifamiliar house           2016-2024
#> 5382    Valais        Apartment    eg     2016-2024
#> 5383    Valais        Apartment noteg     1981-1990
#> 5384    Valais        Apartment noteg     2011-2015
#> 5385    Valais Bifamiliar house           2016-2024
#> 5386    Valais Bifamiliar house           2016-2024
#> 5387    Valais            Villa           1981-1990
#> 5388    Valais           Duplex noteg     1981-1990
#> 5389    Valais Bifamiliar house           2016-2024
#> 5390    Valais     Single house           2006-2010
#> 5391    Valais        Apartment noteg     1991-2000
#> 5392    Valais        Apartment noteg     2016-2024
#> 5393    Valais Bifamiliar house           2016-2024
#> 5394    Valais        Apartment noteg     2016-2024
#> 5395    Valais        Apartment    eg     2016-2024
#> 5396    Valais        Apartment    eg     2016-2024
#> 5397    Valais        Apartment noteg     1946-1960
#> 5398    Valais        Apartment noteg     1981-1990
#> 5399    Valais Bifamiliar house           2016-2024
#> 5400    Valais Bifamiliar house           2016-2024
#> 5401    Valais        Apartment noteg     1981-1990
#> 5402    Valais Bifamiliar house           2016-2024
#> 5403    Valais     Single house           1981-1990
#> 5404    Valais        Apartment noteg     2011-2015
#> 5405    Valais        Apartment noteg     2011-2015
#> 5406    Valais        Apartment noteg     1991-2000
#> 5407    Valais        Apartment noteg     2011-2015
#> 5408    Valais       Attic flat noteg     1946-1960
#> 5409    Valais Bifamiliar house           2016-2024
#> 5410    Valais     Single house           2016-2024
#> 5411    Valais        Apartment    eg     1981-1990
#> 5412    Valais        Apartment noteg     2016-2024
#> 5413    Valais        Apartment noteg     1961-1970
#> 5414    Valais     Single house           1971-1980
#> 5415    Valais        Apartment noteg     1961-1970
#> 5416    Valais     Single house           2016-2024
#> 5417    Valais           Chalet           2016-2024
#> 5418    Valais           Chalet           2006-2010
#> 5419    Valais           Chalet           2011-2015
#> 5420    Valais     Single house           1991-2000
#> 5421    Valais           Chalet           2011-2015
#> 5422    Valais           Chalet           1919-1945
#> 5423    Valais     Single house           2016-2024
#> 5424    Valais     Single house           1971-1980
#> 5425    Valais           Chalet           2011-2015
#> 5426    Valais           Chalet           1981-1990
#> 5427    Valais           Chalet           2011-2015
#> 5428    Valais           Chalet           2011-2015
#> 5429    Valais           Chalet           1946-1960
#> 5430    Valais           Chalet           2006-2010
#> 5431    Valais           Chalet           1981-1990
#> 5432    Valais        Apartment noteg     2016-2024
#> 5433    Valais        Apartment noteg     1981-1990
#> 5434    Valais           Chalet           2016-2024
#> 5435    Valais        Apartment    eg     2016-2024
#> 5436    Valais        Apartment noteg     2016-2024
#> 5437    Valais     Single house           2011-2015
#> 5438    Valais        Apartment noteg     2011-2015
#> 5439    Valais        Apartment noteg     2006-2010
#> 5440    Valais        Apartment noteg     2006-2010
#> 5441    Valais        Apartment    eg     2016-2024
#> 5442    Valais        Apartment noteg        0-1919
#> 5443    Valais        Apartment noteg     1971-1980
#> 5444    Valais        Apartment noteg        0-1919
#> 5445    Valais        Apartment    eg     1971-1980
#> 5446    Valais        Apartment noteg     2016-2024
#> 5447    Valais        Apartment    eg     1971-1980
#> 5448    Valais        Apartment noteg     1971-1980
#> 5449    Valais     Single house           2001-2005
#> 5450    Valais        Apartment noteg     2016-2024
#> 5451    Valais        Apartment noteg     1961-1970
#> 5452    Valais           Duplex noteg     1971-1980
#> 5453    Valais     Single house              0-1919
#> 5454    Valais        Apartment noteg     2016-2024
#> 5455    Valais           Duplex noteg     2011-2015
#> 5456    Valais           Duplex noteg     1971-1980
#> 5457    Valais        Apartment noteg     2016-2024
#> 5458    Valais        Apartment noteg     1961-1970
#> 5459    Valais           Duplex    eg     1961-1970
#> 5460    Valais        Apartment noteg     1971-1980
#> 5461    Valais        Apartment noteg     2016-2024
#> 5462    Valais        Apartment noteg     2016-2024
#> 5463    Valais        Apartment    eg     2016-2024
#> 5464    Valais           Duplex noteg     2016-2024
#> 5465    Valais        Apartment noteg     2016-2024
#> 5466    Valais        Apartment noteg     2016-2024
#> 5467    Valais        Apartment noteg     2016-2024
#> 5468    Valais        Apartment    eg     2016-2024
#> 5469    Valais        Apartment noteg     1981-1990
#> 5470    Valais        Apartment noteg     1946-1960
#> 5471    Valais        Apartment noteg     2016-2024
#> 5472    Valais        Apartment noteg     1961-1970
#> 5473    Valais       Attic flat noteg     2006-2010
#> 5474    Valais           Duplex noteg     2016-2024
#> 5475    Valais        Apartment noteg     1961-1970
#> 5476    Valais        Apartment noteg        0-1919
#> 5477    Valais           Duplex noteg     2016-2024
#> 5478    Valais        Apartment    eg     2016-2024
#> 5479    Valais        Apartment noteg     2016-2024
#> 5480    Valais        Apartment noteg     2016-2024
#> 5481    Valais           Duplex noteg     2016-2024
#> 5482    Valais        Apartment noteg     1961-1970
#> 5483    Valais        Apartment noteg     2016-2024
#> 5484    Valais        Apartment noteg     1961-1970
#> 5485    Valais        Apartment    eg     2016-2024
#> 5486    Valais        Apartment noteg     2016-2024
#> 5487    Valais        Apartment noteg     2016-2024
#> 5488    Valais        Apartment noteg     2016-2024
#> 5489    Valais        Apartment    eg     2016-2024
#> 5490    Valais        Apartment noteg     2016-2024
#> 5491    Valais        Apartment noteg     1971-1980
#> 5492    Valais        Apartment    eg     2016-2024
#> 5493    Valais     Single house              0-1919
#> 5494    Valais        Apartment noteg     2016-2024
#> 5495    Valais        Apartment noteg     2016-2024
#> 5496    Valais     Terrace flat    eg     2016-2024
#> 5497    Valais     Terrace flat noteg     2016-2024
#> 5498    Valais        Apartment    eg     2011-2015
#> 5499    Valais            Villa           2016-2024
#> 5500    Valais        Apartment    eg     2016-2024
#> 5501    Valais     Single house           1971-1980
#> 5502    Valais            Villa           1981-1990
#> 5503    Valais     Single house              0-1919
#> 5504    Valais        Apartment    eg     1971-1980
#> 5505    Valais        Apartment    eg     2016-2024
#> 5506    Valais        Apartment    eg     2016-2024
#> 5507    Valais     Single house           1919-1945
#> 5508    Valais        Apartment noteg     2016-2024
#> 5509    Valais        Apartment noteg     2006-2010
#> 5510    Valais     Terrace flat    eg     2016-2024
#> 5511    Valais        Apartment    eg     1961-1970
#> 5512    Valais     Single house           2006-2010
#> 5513    Valais        Apartment noteg     1946-1960
#> 5514    Valais        Apartment noteg     1971-1980
#> 5515    Valais        Apartment    eg     2016-2024
#> 5516    Valais        Apartment noteg     1946-1960
#> 5517    Valais        Apartment    eg     2016-2024
#> 5518    Valais        Apartment noteg     2016-2024
#> 5519    Valais     Single house           1946-1960
#> 5520    Valais           Duplex    eg     2016-2024
#> 5521    Valais        Apartment noteg     1961-1970
#> 5522    Valais        Apartment    eg     2016-2024
#> 5523    Valais        Apartment    eg     1971-1980
#> 5524    Valais        Apartment noteg     2011-2015
#> 5525    Valais        Apartment    eg     2016-2024
#> 5526    Valais        Apartment noteg     1981-1990
#> 5527    Valais        Apartment noteg     1971-1980
#> 5528    Valais        Apartment noteg     2016-2024
#> 5529    Valais        Apartment    eg     2016-2024
#> 5530    Valais        Apartment noteg     1991-2000
#> 5531    Valais        Apartment    eg     2016-2024
#> 5532    Valais        Apartment    eg     2016-2024
#> 5533    Valais        Apartment    eg     2016-2024
#> 5534    Valais        Apartment    eg     2016-2024
#> 5535    Valais        Apartment noteg     1981-1990
#> 5536    Valais        Apartment    eg     2016-2024
#> 5537    Valais     Single house              0-1919
#> 5538    Valais     Single house           1946-1960
#> 5539    Valais     Terrace flat    eg     2016-2024
#> 5540    Valais           Chalet           1971-1980
#> 5541    Valais           Chalet           2001-2005
#> 5542    Valais     Single house           1971-1980
#> 5543    Valais           Chalet              0-1919
#> 5544    Valais           Chalet           1961-1970
#> 5545    Valais        Apartment noteg        0-1919
#> 5546    Valais        Apartment noteg     2011-2015
#> 5547    Valais           Chalet           1981-1990
#> 5548    Valais            Villa           2016-2024
#> 5549    Valais        Apartment noteg     2006-2010
#> 5550    Valais       Attic flat noteg     2006-2010
#> 5551    Valais        Apartment noteg     2006-2010
#> 5552    Valais        Apartment noteg     1946-1960
#> 5553    Valais        Apartment    eg        0-1919
#> 5554    Valais        Apartment noteg        0-1919
#> 5555    Valais       Attic flat noteg     1981-1990
#> 5556    Valais            Villa           2001-2005
#> 5557    Valais Bifamiliar house           2016-2024
#> 5558    Valais        Apartment noteg     2016-2024
#> 5559    Valais        Apartment noteg     1971-1980
#> 5560    Valais        Apartment noteg     2016-2024
#> 5561    Valais            Villa           2016-2024
#> 5562    Valais        Apartment    eg     2011-2015
#> 5563    Valais        Apartment    eg     2016-2024
#> 5564    Valais     Single house           2016-2024
#> 5565    Valais     Single house           2006-2010
#> 5566    Valais            Villa           2016-2024
#> 5567    Valais        Apartment    eg     2006-2010
#> 5568    Valais        Apartment    eg     2016-2024
#> 5569    Valais            Villa           2011-2015
#> 5570    Valais        Apartment noteg     2016-2024
#> 5571    Valais     Single house           1961-1970
#> 5572    Valais        Apartment noteg     2016-2024
#> 5573    Valais            Villa           1981-1990
#> 5574    Valais        Apartment noteg     2016-2024
#> 5575    Valais            Villa           2011-2015
#> 5576    Valais        Apartment noteg     2016-2024
#> 5577    Valais            Villa           2016-2024
#> 5578    Valais            Villa           1981-1990
#> 5579    Valais            Villa           1946-1960
#> 5580    Valais            Villa           1991-2000
#> 5581    Valais Bifamiliar house           2016-2024
#> 5582    Valais        Apartment noteg     1981-1990
#> 5583    Valais     Single house           2006-2010
#> 5584    Valais            Villa           2016-2024
#> 5585    Valais        Apartment noteg     2016-2024
#> 5586    Valais     Single house           2016-2024
#> 5587    Valais        Apartment    eg     2016-2024
#> 5588    Valais        Apartment noteg     2016-2024
#> 5589    Valais        Apartment noteg     2016-2024
#> 5590    Valais     Single house           2016-2024
#> 5591    Valais Bifamiliar house           2016-2024
#> 5592    Valais       Attic flat noteg     2016-2024
#> 5593    Valais Bifamiliar house           2016-2024
#> 5594    Valais     Single house           2016-2024
#> 5595    Valais        Apartment noteg     2016-2024
#> 5596    Valais     Single house           2016-2024
#> 5597    Valais       Attic flat noteg     2016-2024
#> 5598    Valais Bifamiliar house           2016-2024
#> 5599    Valais     Single house           2016-2024
#> 5600    Valais            Villa           1961-1970
#> 5601    Valais        Apartment noteg     2016-2024
#> 5602    Valais        Apartment    eg     2006-2010
#> 5603    Valais Bifamiliar house           2016-2024
#> 5604    Valais     Single house           2016-2024
#> 5605    Valais        Apartment noteg     2016-2024
#> 5606    Valais            Villa           2001-2005
#> 5607    Valais       Attic flat noteg     2016-2024
#> 5608    Valais        Apartment    eg     2016-2024
#> 5609    Valais     Single house           2016-2024
#> 5610    Valais        Apartment noteg     2016-2024
#> 5611    Valais            Villa           2006-2010
#> 5612    Valais        Apartment noteg     2016-2024
#> 5613    Valais     Single house           2016-2024
#> 5614    Valais        Apartment noteg     2016-2024
#> 5615    Valais        Apartment noteg     1981-1990
#> 5616    Valais        Roof flat noteg     1981-1990
#> 5617    Valais        Apartment    eg     2016-2024
#> 5618    Valais Bifamiliar house           2016-2024
#> 5619    Valais            Villa           2016-2024
#> 5620    Valais Bifamiliar house           2016-2024
#> 5621    Valais        Apartment noteg     2016-2024
#> 5622    Valais            Villa           2011-2015
#> 5623    Valais Bifamiliar house           2016-2024
#> 5624    Valais            Villa           1961-1970
#> 5625    Valais            Villa           2011-2015
#> 5626    Valais        Apartment    eg     2016-2024
#> 5627    Valais     Single house           1961-1970
#> 5628    Valais        Apartment noteg     2016-2024
#> 5629    Valais        Apartment noteg     2016-2024
#> 5630    Valais        Apartment noteg     2016-2024
#> 5631    Valais        Apartment noteg     2016-2024
#> 5632    Valais            Villa           1991-2000
#> 5633    Valais        Apartment    eg     2016-2024
#> 5634    Valais        Apartment    eg     2011-2015
#> 5635    Valais     Single house           1981-1990
#> 5636    Valais     Single house           1981-1990
#> 5637    Valais           Chalet           1919-1945
#> 5638    Valais           Chalet           1981-1990
#> 5639    Valais     Single house           1961-1970
#> 5640    Valais     Single house           1971-1980
#> 5641    Valais        Apartment noteg     2016-2024
#> 5642    Valais     Single house              0-1919
#> 5643    Valais     Single house              0-1919
#> 5644    Valais        Apartment noteg     2016-2024
#> 5645    Valais     Single house           2006-2010
#> 5646    Valais           Chalet              0-1919
#> 5647    Valais           Chalet           2006-2010
#> 5648    Valais           Chalet           1981-1990
#> 5649    Valais        Apartment noteg     2016-2024
#> 5650    Valais        Apartment noteg     2016-2024
#> 5651    Valais           Chalet           1991-2000
#> 5652    Valais        Apartment    eg     2016-2024
#> 5653    Valais     Single house              0-1919
#> 5654    Valais     Single house              0-1919
#> 5655    Valais        Apartment    eg     2016-2024
#> 5656    Valais        Apartment    eg     2016-2024
#> 5657    Valais            Villa           1961-1970
#> 5658    Valais       Attic flat noteg     2016-2024
#> 5659    Valais           Chalet           1919-1945
#> 5660    Valais        Apartment noteg     2016-2024
#> 5661    Valais        Apartment noteg     2016-2024
#> 5662    Valais     Single house              0-1919
#> 5663    Valais            Villa           2011-2015
#> 5664    Valais            Villa           2016-2024
#> 5665    Valais            Villa           1961-1970
#> 5666    Valais     Single house              0-1919
#> 5667    Valais     Single house           1961-1970
#> 5668    Valais     Single house           2016-2024
#> 5669    Valais        Apartment noteg     1961-1970
#> 5670    Valais        Apartment noteg     2016-2024
#> 5671    Valais        Apartment    eg     1991-2000
#> 5672    Valais        Apartment noteg     1961-1970
#> 5673    Valais        Apartment    eg     1981-1990
#> 5674    Valais           Chalet           2016-2024
#> 5675    Valais           Chalet           2001-2005
#> 5676    Valais        Apartment    eg     1991-2000
#> 5677    Valais        Apartment    eg     1971-1980
#> 5678    Valais        Apartment noteg     1961-1970
#> 5679    Valais           Chalet           2016-2024
#> 5680    Valais        Apartment noteg     1961-1970
#> 5681    Valais           Chalet           2016-2024
#> 5682    Valais        Apartment noteg     1991-2000
#> 5683    Valais        Apartment noteg     1961-1970
#> 5684    Valais     Single house           2016-2024
#> 5685    Valais           Chalet           1971-1980
#> 5686    Valais           Chalet           2016-2024
#> 5687    Valais           Chalet           1971-1980
#> 5688    Valais     Single house           2016-2024
#> 5689    Valais           Chalet           1971-1980
#> 5690    Valais           Chalet           2016-2024
#> 5691    Valais        Apartment    eg     1971-1980
#> 5692    Valais           Chalet           1946-1960
#> 5693    Valais           Chalet           2016-2024
#> 5694    Valais           Chalet           1981-1990
#> 5695    Valais           Chalet           2001-2005
#> 5696    Valais     Single house           2016-2024
#> 5697    Valais        Apartment noteg     1991-2000
#> 5698    Valais        Apartment noteg        0-1919
#> 5699    Valais        Apartment noteg     1981-1990
#> 5700    Valais           Duplex noteg        0-1919
#> 5701    Valais            Villa           2006-2010
#> 5702    Valais            Villa           1946-1960
#> 5703    Valais Bifamiliar house           1981-1990
#> 5704    Valais        Apartment noteg        0-1919
#> 5705    Valais            Villa           1946-1960
#> 5706    Valais     Single house              0-1919
#> 5707    Valais     Single house           1981-1990
#> 5708    Valais     Single house              0-1919
#> 5709    Valais     Single house           1919-1945
#> 5710    Valais     Single house           1946-1960
#> 5711    Valais        Apartment noteg     1981-1990
#> 5712    Valais     Single house              0-1919
#> 5713    Valais        Apartment noteg     1981-1990
#> 5714    Valais           Duplex noteg     1981-1990
#> 5715    Valais     Single house           1981-1990
#> 5716    Valais     Single house              0-1919
#> 5717    Valais            Villa           2006-2010
#> 5718    Valais       Attic flat noteg     1981-1990
#> 5719    Valais        Apartment noteg        0-1919
#> 5720    Valais        Apartment noteg     1971-1980
#> 5721    Valais        Apartment    eg     2011-2015
#> 5722    Valais        Apartment    eg     1919-1945
#> 5723    Valais        Apartment noteg     1981-1990
#> 5724    Valais        Apartment noteg        0-1919
#> 5725    Valais        Apartment    eg     1971-1980
#> 5726    Valais       Attic flat noteg     1971-1980
#> 5727    Valais        Roof flat noteg     1971-1980
#> 5728    Valais        Apartment noteg        0-1919
#> 5729    Valais        Apartment noteg     1971-1980
#> 5730    Valais        Apartment    eg     2016-2024
#> 5731    Valais            Villa           1991-2000
#> 5732    Valais            Villa           2016-2024
#> 5733    Valais Bifamiliar house           2016-2024
#> 5734    Valais Bifamiliar house           2016-2024
#> 5735    Valais     Single house           2016-2024
#> 5736    Valais     Single house           2011-2015
#> 5737    Valais     Single house           2016-2024
#> 5738    Valais     Single house           2016-2024
#> 5739    Valais            Villa           2011-2015
#> 5740    Valais        Apartment    eg     2016-2024
#> 5741    Valais            Villa           2016-2024
#> 5742    Valais     Single house           2016-2024
#> 5743    Valais Bifamiliar house           2016-2024
#> 5744    Valais            Villa           2011-2015
#> 5745    Valais        Apartment    eg     2016-2024
#> 5746    Valais Bifamiliar house           2016-2024
#> 5747    Valais Bifamiliar house           2016-2024
#> 5748    Valais Bifamiliar house           2016-2024
#> 5749    Valais     Single house           2016-2024
#> 5750    Valais            Villa           2016-2024
#> 5751    Valais     Single house           1991-2000
#> 5752    Valais     Single house           2016-2024
#> 5753    Valais        Apartment    eg     2016-2024
#> 5754    Valais           Chalet           2016-2024
#> 5755    Valais           Chalet           2016-2024
#> 5756    Valais     Single house           1981-1990
#> 5757    Valais        Apartment noteg     2011-2015
#> 5758    Valais        Apartment    eg     1961-1970
#> 5759    Valais           Chalet              0-1919
#> 5760    Valais     Single house           1946-1960
#> 5761    Valais     Single house           1971-1980
#> 5762    Valais     Single house           1946-1960
#> 5763    Valais        Apartment noteg     1971-1980
#> 5764    Valais       Attic flat noteg     2016-2024
#> 5765    Valais       Attic flat noteg     2016-2024
#> 5766    Valais            Villa           2011-2015
#> 5767    Valais        Apartment    eg     2016-2024
#> 5768    Valais        Apartment    eg     2016-2024
#> 5769    Valais        Apartment    eg     2016-2024
#> 5770    Valais        Apartment    eg     2016-2024
#> 5771    Valais        Apartment noteg        0-1919
#> 5772    Valais        Apartment noteg     2016-2024
#> 5773    Valais        Apartment noteg     2016-2024
#> 5774    Valais        Apartment    eg     2016-2024
#> 5775    Valais        Apartment noteg     1971-1980
#> 5776    Valais           Chalet              0-1919
#> 5777    Valais           Chalet              0-1919
#> 5778    Valais           Chalet           1961-1970
#> 5779    Valais           Chalet              0-1919
#> 5780    Valais        Apartment    eg     2016-2024
#> 5781    Valais     Terrace flat noteg     2016-2024
#> 5782    Valais        Apartment noteg     1961-1970
#> 5783    Valais        Apartment noteg     2016-2024
#> 5784    Valais        Apartment noteg     1961-1970
#> 5785    Valais        Apartment    eg     2016-2024
#> 5786    Valais        Apartment    eg     2006-2010
#> 5787    Valais        Apartment noteg     2016-2024
#> 5788    Valais        Apartment    eg     2016-2024
#> 5789    Valais        Apartment noteg     2016-2024
#> 5790    Valais     Single house           2016-2024
#> 5791    Valais        Apartment noteg     1919-1945
#> 5792    Valais        Apartment noteg     1961-1970
#> 5793    Valais       Attic flat noteg     2016-2024
#> 5794    Valais           Duplex noteg     1981-1990
#> 5795    Valais        Apartment noteg     1961-1970
#> 5796    Valais        Apartment    eg     2016-2024
#> 5797    Valais       Attic flat noteg     2011-2015
#> 5798    Valais        Apartment noteg     1961-1970
#> 5799    Valais        Apartment noteg     2016-2024
#> 5800    Valais        Apartment noteg     1981-1990
#> 5801    Valais        Apartment noteg     2006-2010
#> 5802    Valais        Apartment noteg     1971-1980
#> 5803    Valais       Attic flat noteg     2016-2024
#> 5804    Valais        Apartment noteg     2016-2024
#> 5805    Valais        Apartment noteg     2016-2024
#> 5806    Valais        Apartment noteg     2011-2015
#> 5807    Valais            Villa           1981-1990
#> 5808    Valais       Attic flat noteg     2016-2024
#> 5809    Valais        Apartment noteg     2016-2024
#> 5810    Valais       Attic flat noteg     2001-2005
#> 5811    Valais        Apartment noteg     2016-2024
#> 5812    Valais        Apartment noteg     1981-1990
#> 5813    Valais        Apartment noteg     2016-2024
#> 5814    Valais        Apartment noteg     2016-2024
#> 5815    Valais        Apartment noteg     2016-2024
#> 5816    Valais        Apartment noteg     2016-2024
#> 5817    Valais        Apartment noteg     2016-2024
#> 5818    Valais            Villa           2016-2024
#> 5819    Valais           Duplex noteg     1961-1970
#> 5820    Valais        Apartment    eg     2016-2024
#> 5821    Valais        Apartment noteg     2016-2024
#> 5822    Valais       Attic flat noteg     2016-2024
#> 5823    Valais        Apartment noteg     2016-2024
#> 5824    Valais        Apartment noteg     1971-1980
#> 5825    Valais        Apartment noteg     1961-1970
#> 5826    Valais           Duplex noteg     2006-2010
#> 5827    Valais        Apartment    eg     2016-2024
#> 5828    Valais        Apartment noteg     1961-1970
#> 5829    Valais        Apartment    eg     2016-2024
#> 5830    Valais        Apartment noteg     2016-2024
#> 5831    Valais        Apartment noteg     1961-1970
#> 5832    Valais        Apartment noteg     2006-2010
#> 5833    Valais        Apartment noteg     1981-1990
#> 5834    Valais            Villa           1981-1990
#> 5835    Valais        Apartment noteg     1981-1990
#> 5836    Valais        Apartment noteg     2016-2024
#> 5837    Valais       Attic flat noteg     1981-1990
#> 5838    Valais       Attic flat noteg     2006-2010
#> 5839    Valais        Apartment noteg     2016-2024
#> 5840    Valais            Villa           1971-1980
#> 5841    Valais        Apartment noteg     2016-2024
#> 5842    Valais       Attic flat noteg     2016-2024
#> 5843    Valais        Apartment noteg     2006-2010
#> 5844    Valais        Apartment noteg     1981-1990
#> 5845    Valais       Attic flat noteg     1981-1990
#> 5846    Valais       Attic flat noteg     1981-1990
#> 5847    Valais           Duplex noteg     1961-1970
#> 5848    Valais        Apartment noteg     1961-1970
#> 5849    Valais        Apartment    eg     2016-2024
#> 5850    Valais        Apartment noteg     2016-2024
#> 5851    Valais        Apartment noteg     1971-1980
#> 5852    Valais        Apartment noteg     2006-2010
#> 5853    Valais        Apartment noteg     2016-2024
#> 5854    Valais        Apartment noteg     2016-2024
#> 5855    Valais        Apartment noteg     2006-2010
#> 5856    Valais        Apartment noteg     2016-2024
#> 5857    Valais            Villa           2016-2024
#> 5858    Valais        Apartment noteg     2016-2024
#> 5859    Valais       Attic flat noteg     2016-2024
#> 5860    Valais        Apartment noteg     2016-2024
#> 5861    Valais        Apartment noteg     1971-1980
#> 5862    Valais        Apartment noteg     2016-2024
#> 5863    Valais        Apartment noteg     1961-1970
#> 5864    Valais     Single house           1946-1960
#> 5865    Valais        Apartment noteg     2006-2010
#> 5866    Valais       Attic flat noteg     2016-2024
#> 5867    Valais        Apartment noteg     2016-2024
#> 5868    Valais        Apartment noteg     1971-1980
#> 5869    Valais        Apartment noteg     2011-2015
#> 5870    Valais        Apartment noteg     1919-1945
#> 5871    Valais        Apartment    eg     2016-2024
#> 5872    Valais        Apartment    eg     2016-2024
#> 5873    Valais     Single house           2001-2005
#> 5874    Valais        Apartment noteg     1981-1990
#> 5875    Valais       Attic flat noteg     1981-1990
#> 5876    Valais        Apartment    eg     2016-2024
#> 5877    Valais     Single house           1981-1990
#> 5878    Valais        Apartment noteg     2011-2015
#> 5879    Valais       Attic flat noteg     2011-2015
#> 5880    Valais           Chalet           2016-2024
#> 5881    Valais        Apartment noteg     1991-2000
#> 5882    Valais        Apartment    eg     2016-2024
#> 5883    Valais        Apartment noteg     2016-2024
#> 5884    Valais        Apartment noteg     2006-2010
#> 5885    Valais        Apartment    eg     2016-2024
#> 5886    Valais        Apartment noteg     2016-2024
#> 5887    Valais        Apartment noteg     1961-1970
#> 5888    Valais        Apartment noteg     2016-2024
#> 5889    Valais        Apartment    eg     1961-1970
#> 5890    Valais        Apartment noteg     2016-2024
#> 5891    Valais        Apartment noteg     2006-2010
#> 5892    Valais        Apartment noteg     1946-1960
#> 5893    Valais        Apartment noteg     2016-2024
#> 5894    Valais       Attic flat noteg     2011-2015
#> 5895    Valais        Apartment noteg     2016-2024
#> 5896    Valais            Villa           1971-1980
#> 5897    Valais        Apartment noteg     1961-1970
#> 5898    Valais     Single house           1981-1990
#> 5899    Valais       Attic flat noteg     1981-1990
#> 5900    Valais        Apartment noteg     1981-1990
#> 5901    Valais       Attic flat noteg     2016-2024
#> 5902    Valais        Apartment noteg     1971-1980
#> 5903    Valais           Duplex noteg     2011-2015
#> 5904    Valais        Apartment noteg     2016-2024
#> 5905    Valais       Farm house              0-1919
#> 5906    Valais        Apartment noteg     1981-1990
#> 5907    Valais        Apartment noteg     1961-1970
#> 5908    Valais        Apartment noteg     1991-2000
#> 5909    Valais        Apartment noteg     1971-1980
#> 5910    Valais        Apartment noteg        0-1919
#> 5911    Valais        Apartment noteg     1981-1990
#> 5912    Valais        Apartment noteg     2006-2010
#> 5913    Valais        Apartment noteg     2016-2024
#> 5914    Valais        Apartment noteg     1981-1990
#> 5915    Valais       Attic flat noteg     2016-2024
#> 5916    Valais        Apartment    eg     1981-1990
#> 5917    Valais        Apartment noteg     2016-2024
#> 5918    Valais        Apartment    eg     2016-2024
#> 5919    Valais        Apartment noteg     2011-2015
#> 5920    Valais        Apartment noteg     2016-2024
#> 5921    Valais        Apartment noteg     2016-2024
#> 5922    Valais        Apartment noteg     2016-2024
#> 5923    Valais        Apartment noteg     1946-1960
#> 5924    Valais        Apartment noteg     1971-1980
#> 5925    Valais       Attic flat noteg     1981-1990
#> 5926    Valais        Apartment    eg     2016-2024
#> 5927    Valais        Apartment noteg     1981-1990
#> 5928    Valais        Apartment noteg     2016-2024
#> 5929    Valais        Apartment noteg     2016-2024
#> 5930    Valais        Apartment noteg     2016-2024
#> 5931    Valais            Villa           1971-1980
#> 5932    Valais       Attic flat noteg     2016-2024
#> 5933    Valais       Attic flat noteg     2016-2024
#> 5934    Valais        Apartment noteg     1961-1970
#> 5935    Valais     Single house           1971-1980
#> 5936    Valais        Apartment noteg     2016-2024
#> 5937    Valais        Apartment noteg     2001-2005
#> 5938    Valais        Apartment noteg     2016-2024
#> 5939    Valais        Apartment noteg     2016-2024
#> 5940    Valais        Apartment noteg     1981-1990
#> 5941    Valais        Apartment noteg     1971-1980
#> 5942    Valais        Apartment noteg     2011-2015
#> 5943    Valais        Apartment noteg     2011-2015
#> 5944    Valais        Apartment    eg     2016-2024
#> 5945    Valais       Attic flat noteg     2006-2010
#> 5946    Valais        Apartment    eg     2016-2024
#> 5947    Valais        Apartment noteg     1961-1970
#> 5948    Valais        Apartment noteg     1981-1990
#> 5949    Valais        Apartment noteg     1971-1980
#> 5950    Valais        Apartment noteg     2016-2024
#> 5951    Valais        Apartment noteg     1946-1960
#> 5952    Valais        Apartment noteg     2011-2015
#> 5953    Valais       Attic flat noteg     2006-2010
#> 5954    Valais        Apartment noteg     1961-1970
#> 5955    Valais        Apartment    eg     1981-1990
#> 5956    Valais           Duplex noteg     1971-1980
#> 5957    Valais        Apartment    eg     1981-1990
#> 5958    Valais        Apartment noteg     2016-2024
#> 5959    Valais        Apartment    eg     1981-1990
#> 5960    Valais        Apartment noteg     1971-1980
#> 5961    Valais        Apartment noteg     1971-1980
#> 5962    Valais        Apartment noteg     1981-1990
#> 5963    Valais        Apartment noteg     1961-1970
#> 5964    Valais        Apartment noteg     2011-2015
#> 5965    Valais        Apartment noteg     2016-2024
#> 5966    Valais        Apartment noteg     1961-1970
#> 5967    Valais        Apartment noteg     2016-2024
#> 5968    Valais        Apartment noteg     1981-1990
#> 5969    Valais        Apartment noteg     2016-2024
#> 5970    Valais        Apartment noteg     1981-1990
#> 5971    Valais        Apartment noteg     2016-2024
#> 5972    Valais       Attic flat noteg     2016-2024
#> 5973    Valais       Attic flat noteg     2016-2024
#> 5974    Valais        Apartment noteg     2001-2005
#> 5975    Valais        Apartment noteg        0-1919
#> 5976    Valais        Apartment noteg     1971-1980
#> 5977    Valais            Villa           2016-2024
#> 5978    Valais        Apartment noteg     2016-2024
#> 5979    Valais        Apartment noteg     2016-2024
#> 5980    Valais            Villa           1971-1980
#> 5981    Valais            Villa           2016-2024
#> 5982    Valais        Apartment    eg     2006-2010
#> 5983    Valais     Single house           2011-2015
#> 5984    Valais        Apartment noteg     2016-2024
#> 5985    Valais            Villa           2016-2024
#> 5986    Valais     Single house              0-1919
#> 5987    Valais     Single house           1971-1980
#> 5988    Valais            Villa           2016-2024
#> 5989    Valais           Duplex noteg     2016-2024
#> 5990    Valais        Apartment noteg     2016-2024
#> 5991    Valais        Apartment noteg     2016-2024
#> 5992    Valais           Chalet           2011-2015
#> 5993    Valais           Duplex noteg     2016-2024
#> 5994    Valais       Attic flat noteg     2016-2024
#> 5995    Valais     Terrace flat    eg     2016-2024
#> 5996    Valais           Duplex noteg     2016-2024
#> 5997    Valais     Single house           2016-2024
#> 5998    Valais           Chalet           1991-2000
#> 5999    Valais            Villa           2016-2024
#> 6000    Valais            Villa           2016-2024
#> 6001    Valais        Apartment noteg     2011-2015
#> 6002    Valais           Chalet           1991-2000
#> 6003    Valais     Single house           1961-1970
#> 6004    Valais     Single house           1981-1990
#> 6005    Valais     Single house           1919-1945
#> 6006    Valais            Villa           2016-2024
#> 6007    Valais            Villa           1991-2000
#> 6008    Valais        Apartment    eg     2016-2024
#> 6009    Valais           Chalet           2011-2015
#> 6010    Valais        Apartment noteg     1981-1990
#> 6011    Valais     Single house           2016-2024
#> 6012    Valais     Single house           1971-1980
#> 6013    Valais            Villa           2016-2024
#> 6014    Valais        Apartment noteg     2016-2024
#> 6015    Valais        Apartment noteg     2016-2024
#> 6016    Valais        Apartment    eg     2016-2024
#> 6017    Valais        Apartment noteg     2016-2024
#> 6018    Valais            Villa           1991-2000
#> 6019    Valais       Attic flat noteg     2016-2024
#> 6020    Valais     Single house           1961-1970
#> 6021    Valais       Attic flat noteg     1971-1980
#> 6022    Valais            Villa           2016-2024
#> 6023    Valais        Apartment noteg     2016-2024
#> 6024    Valais Bifamiliar house           2016-2024
#> 6025    Valais           Chalet           2006-2010
#> 6026    Valais     Single house           1961-1970
#> 6027    Valais            Villa           2016-2024
#> 6028    Valais     Single house           2006-2010
#> 6029    Valais        Apartment    eg     2016-2024
#> 6030    Valais     Single house           1971-1980
#> 6031    Valais        Apartment noteg     2016-2024
#> 6032    Valais        Apartment noteg     2016-2024
#> 6033    Valais        Apartment    eg     1981-1990
#> 6034    Valais           Chalet           1981-1990
#> 6035    Valais        Apartment noteg     2016-2024
#> 6036    Valais        Apartment noteg     2016-2024
#> 6037    Valais     Single house           1961-1970
#> 6038    Valais        Apartment    eg     2016-2024
#> 6039    Valais           Chalet           1961-1970
#> 6040    Valais        Apartment    eg     2016-2024
#> 6041    Valais        Apartment    eg     2016-2024
#> 6042    Valais        Apartment    eg     2016-2024
#> 6043    Valais        Apartment noteg     1971-1980
#> 6044    Valais        Apartment    eg     2016-2024
#> 6045    Valais        Apartment    eg     1971-1980
#> 6046    Valais        Apartment noteg     2016-2024
#> 6047    Valais       Attic flat noteg     2016-2024
#> 6048    Valais     Single house           1971-1980
#> 6049    Valais        Apartment    eg     2016-2024
#> 6050    Valais     Terrace flat noteg     1971-1980
#> 6051    Valais        Apartment noteg     2016-2024
#> 6052    Valais            Villa           2016-2024
#> 6053    Valais        Apartment    eg     2016-2024
#> 6054    Valais       Attic flat noteg     2016-2024
#> 6055    Valais       Attic flat noteg     2016-2024
#> 6056    Valais        Apartment    eg     2016-2024
#> 6057    Valais        Apartment    eg     2016-2024
#> 6058    Valais        Apartment noteg     1971-1980
#> 6059    Valais            Villa           2016-2024
#> 6060    Valais        Apartment noteg     2016-2024
#> 6061    Valais        Apartment noteg     2016-2024
#> 6062    Valais       Attic flat noteg     2016-2024
#> 6063    Valais        Apartment    eg     2016-2024
#> 6064    Valais     Single house           1919-1945
#> 6065    Valais        Apartment    eg     2016-2024
#> 6066    Valais     Single house           1919-1945
#> 6067    Valais        Apartment    eg     2016-2024
#> 6068    Valais           Duplex    eg     1971-1980
#> 6069    Valais        Apartment    eg     2016-2024
#> 6070    Valais            Villa           1981-1990
#> 6071    Valais        Apartment noteg     2016-2024
#> 6072    Valais        Apartment    eg     2016-2024
#> 6073    Valais        Apartment noteg     2016-2024
#> 6074    Valais        Apartment    eg     1971-1980
#> 6075    Valais        Apartment    eg     2016-2024
#> 6076    Valais        Apartment noteg     2011-2015
#> 6077    Valais        Apartment noteg     2016-2024
#> 6078    Valais        Apartment noteg     2016-2024
#> 6079    Valais        Apartment noteg     2016-2024
#> 6080    Valais        Apartment    eg     2016-2024
#> 6081    Valais        Apartment    eg     2016-2024
#> 6082    Valais        Apartment noteg     2016-2024
#> 6083    Valais        Apartment    eg     2016-2024
#> 6084    Valais        Apartment noteg     1971-1980
#> 6085    Valais     Single house              0-1919
#> 6086    Valais        Apartment    eg     2016-2024
#> 6087    Valais        Apartment noteg     2016-2024
#> 6088    Valais        Apartment noteg     2016-2024
#> 6089    Valais        Apartment noteg     2016-2024
#> 6090    Valais        Apartment    eg     2016-2024
#> 6091    Valais     Single house           2016-2024
#> 6092    Valais       Attic flat noteg     2016-2024
#> 6093    Valais        Apartment noteg     2016-2024
#> 6094    Valais        Apartment noteg     2016-2024
#> 6095    Valais        Apartment    eg     2016-2024
#> 6096    Valais        Apartment noteg     2016-2024
#> 6097    Valais        Apartment    eg     2016-2024
#> 6098    Valais        Apartment noteg     2016-2024
#> 6099    Valais        Apartment noteg     2016-2024
#> 6100    Valais        Apartment    eg     2016-2024
#> 6101    Valais        Apartment    eg     2016-2024
#> 6102    Valais        Apartment    eg     2016-2024
#> 6103    Valais        Apartment noteg     2016-2024
#> 6104    Valais        Apartment noteg     2016-2024
#> 6105    Valais        Apartment noteg     2016-2024
#> 6106    Valais        Apartment    eg     2016-2024
#> 6107    Valais        Apartment noteg     2016-2024
#> 6108    Valais        Apartment noteg     1971-1980
#> 6109    Valais        Apartment noteg     2016-2024
#> 6110    Valais        Apartment    eg     2016-2024
#> 6111    Valais       Attic flat noteg     2016-2024
#> 6112    Valais        Apartment noteg     2016-2024
#> 6113    Valais            Villa           2006-2010
#> 6114    Valais        Apartment noteg     2016-2024
#> 6115    Valais        Apartment noteg     2016-2024
#> 6116    Valais        Apartment noteg     2016-2024
#> 6117    Valais Bifamiliar house           2016-2024
#> 6118    Valais        Apartment noteg     2016-2024
#> 6119    Valais        Apartment noteg     2016-2024
#> 6120    Valais     Single house           1919-1945
#> 6121    Valais        Apartment    eg     2016-2024
#> 6122    Valais        Apartment noteg     2016-2024
#> 6123    Valais        Apartment    eg     2016-2024
#> 6124    Valais        Apartment noteg     2016-2024
#> 6125    Valais        Apartment    eg     2016-2024
#> 6126    Valais        Apartment    eg     2016-2024
#> 6127    Valais       Attic flat noteg     2016-2024
#> 6128    Valais        Apartment    eg     2016-2024
#> 6129    Valais        Apartment noteg     2016-2024
#> 6130    Valais            Villa           2016-2024
#> 6131    Valais       Attic flat noteg     2016-2024
#> 6132    Valais        Apartment    eg     2016-2024
#> 6133    Valais            Villa           1981-1990
#> 6134    Valais        Apartment    eg     2016-2024
#> 6135    Valais        Apartment noteg     2016-2024
#> 6136    Valais        Apartment noteg     2016-2024
#> 6137    Valais        Apartment noteg     2016-2024
#> 6138    Valais        Apartment noteg     2016-2024
#> 6139    Valais     Single house           2001-2005
#> 6140    Valais        Apartment noteg     2016-2024
#> 6141    Valais     Single house           1961-1970
#> 6142    Valais        Apartment    eg     2016-2024
#> 6143    Valais            Villa           2016-2024
#> 6144    Valais        Apartment noteg     2016-2024
#> 6145    Valais        Apartment    eg     2016-2024
#> 6146    Valais        Apartment noteg     2016-2024
#> 6147    Valais       Attic flat noteg     2016-2024
#> 6148    Valais       Attic flat noteg     2016-2024
#> 6149    Valais        Apartment noteg     2016-2024
#> 6150    Valais        Apartment noteg     2016-2024
#> 6151    Valais        Apartment noteg     2016-2024
#> 6152    Valais       Attic flat noteg     2016-2024
#> 6153    Valais        Apartment noteg     2016-2024
#> 6154    Valais        Apartment    eg     2016-2024
#> 6155    Valais        Apartment    eg     2016-2024
#> 6156    Valais        Apartment noteg     2016-2024
#> 6157    Valais           Duplex    eg     2016-2024
#> 6158    Valais        Apartment noteg     1961-1970
#> 6159    Valais       Attic flat noteg     2016-2024
#> 6160    Valais     Terrace flat    eg     2016-2024
#> 6161    Valais       Attic flat noteg     2016-2024
#> 6162    Valais        Apartment noteg     2016-2024
#> 6163    Valais        Apartment noteg     2016-2024
#> 6164    Valais        Apartment noteg     2016-2024
#> 6165    Valais        Apartment noteg     2016-2024
#> 6166    Valais       Attic flat    eg     2016-2024
#> 6167    Valais        Apartment    eg     2016-2024
#> 6168    Valais        Apartment    eg     2016-2024
#> 6169    Valais        Apartment noteg     2016-2024
#> 6170    Valais       Attic flat noteg     2016-2024
#> 6171    Valais        Apartment noteg     2016-2024
#> 6172    Valais        Apartment noteg     2016-2024
#> 6173    Valais       Attic flat noteg     2016-2024
#> 6174    Valais        Apartment noteg     2016-2024
#> 6175    Valais        Apartment noteg     2016-2024
#> 6176    Valais        Apartment noteg     2016-2024
#> 6177    Valais       Attic flat noteg     2016-2024
#> 6178    Valais            Villa           1981-1990
#> 6179    Valais        Apartment    eg     2016-2024
#> 6180    Valais        Apartment noteg     2016-2024
#> 6181    Valais        Apartment noteg     2016-2024
#> 6182    Valais        Apartment    eg     2016-2024
#> 6183    Valais        Apartment    eg     2016-2024
#> 6184    Valais        Apartment noteg     2016-2024
#> 6185    Valais        Apartment noteg     2016-2024
#> 6186    Valais        Apartment noteg     2016-2024
#> 6187    Valais        Apartment noteg     2016-2024
#> 6188    Valais        Apartment noteg     2016-2024
#> 6189    Valais        Apartment    eg     2016-2024
#> 6190    Valais        Apartment    eg     2016-2024
#> 6191    Valais        Apartment noteg     2016-2024
#> 6192    Valais        Apartment noteg     2016-2024
#> 6193    Valais        Apartment    eg     2016-2024
#> 6194    Valais        Apartment noteg     2016-2024
#> 6195    Valais        Apartment    eg     2016-2024
#> 6196    Valais        Apartment noteg     2016-2024
#> 6197    Valais        Apartment noteg     2016-2024
#> 6198    Valais        Apartment noteg     2016-2024
#> 6199    Valais        Apartment    eg     2016-2024
#> 6200    Valais        Apartment noteg     2016-2024
#> 6201    Valais        Apartment noteg     2016-2024
#> 6202    Valais        Apartment noteg     2016-2024
#> 6203    Valais        Apartment noteg     2016-2024
#> 6204    Valais        Apartment noteg     2006-2010
#> 6205    Valais        Apartment noteg     2016-2024
#> 6206    Valais        Apartment    eg     2016-2024
#> 6207    Valais        Apartment    eg     2016-2024
#> 6208    Valais     Single house           1981-1990
#> 6209    Valais       Attic flat noteg     2016-2024
#> 6210    Valais           Duplex    eg     2016-2024
#> 6211    Valais        Apartment    eg     2016-2024
#> 6212    Valais       Attic flat noteg     2016-2024
#> 6213    Valais        Apartment noteg     2016-2024
#> 6214    Valais        Apartment    eg     2016-2024
#> 6215    Valais        Apartment noteg     2016-2024
#> 6216    Valais        Apartment noteg     1981-1990
#> 6217    Valais        Apartment noteg     2016-2024
#> 6218    Valais        Apartment noteg     2016-2024
#> 6219    Valais        Apartment    eg     2016-2024
#> 6220    Valais        Apartment noteg     2016-2024
#> 6221    Valais        Apartment noteg     2016-2024
#> 6222    Valais        Apartment    eg     2016-2024
#> 6223    Valais        Apartment noteg     2016-2024
#> 6224    Valais        Apartment noteg     2016-2024
#> 6225    Valais Bifamiliar house           2016-2024
#> 6226    Valais        Apartment    eg     2016-2024
#> 6227    Valais        Apartment noteg     2016-2024
#> 6228    Valais        Apartment noteg     2016-2024
#> 6229    Valais            Villa           2016-2024
#> 6230    Valais        Apartment noteg     2016-2024
#> 6231    Valais        Apartment noteg     2016-2024
#> 6232    Valais       Attic flat noteg     2016-2024
#> 6233    Valais        Apartment    eg     2016-2024
#> 6234    Valais     Single house           1981-1990
#> 6235    Valais        Apartment noteg     2016-2024
#> 6236    Valais        Apartment    eg     2016-2024
#> 6237    Valais        Apartment    eg     2016-2024
#> 6238    Valais        Apartment    eg     2016-2024
#> 6239    Valais        Apartment    eg     2016-2024
#> 6240    Valais     Single house           2006-2010
#> 6241    Valais           Chalet           2016-2024
#> 6242    Valais       Attic flat noteg     1919-1945
#> 6243    Valais        Apartment noteg     1919-1945
#> 6244    Valais        Apartment noteg     1971-1980
#> 6245    Valais        Apartment noteg     2016-2024
#> 6246    Valais        Apartment noteg     1971-1980
#> 6247    Valais        Apartment noteg     2006-2010
#> 6248    Valais        Apartment noteg     2006-2010
#> 6249    Valais        Apartment noteg     2016-2024
#>                      Community Canton_code  lon  lat
#> 1                     Lausanne          VD 6.70 46.6
#> 2                     Lausanne          VD 6.70 46.6
#> 3                     Lausanne          VD 6.70 46.6
#> 4                     Lausanne          VD 6.70 46.6
#> 5                     Lausanne          VD 6.70 46.6
#> 6                     Lausanne          VD 6.70 46.6
#> 7                     Lausanne          VD 6.70 46.6
#> 8                     Lausanne          VD 6.70 46.6
#> 9                     Lausanne          VD 6.70 46.6
#> 10                    Lausanne          VD 6.70 46.6
#> 11                    Lausanne          VD 6.63 46.5
#> 12                    Lausanne          VD 6.62 46.5
#> 13                    Lausanne          VD 6.62 46.5
#> 14                    Lausanne          VD 6.62 46.5
#> 15                    Lausanne          VD 6.62 46.5
#> 16                    Lausanne          VD 6.62 46.5
#> 17                    Lausanne          VD 6.62 46.5
#> 18                    Lausanne          VD 6.62 46.5
#> 19                    Lausanne          VD 6.62 46.5
#> 20                    Lausanne          VD 6.62 46.5
#> 21                    Lausanne          VD 6.62 46.5
#> 22                    Lausanne          VD 6.62 46.5
#> 23                    Lausanne          VD 6.62 46.5
#> 24                    Lausanne          VD 6.62 46.5
#> 25                    Lausanne          VD 6.62 46.5
#> 26                    Lausanne          VD 6.62 46.5
#> 27                    Lausanne          VD 6.62 46.5
#> 28                    Lausanne          VD 6.62 46.5
#> 29                    Lausanne          VD 6.62 46.5
#> 30                    Lausanne          VD 6.62 46.5
#> 31                    Lausanne          VD 6.62 46.5
#> 32                    Lausanne          VD 6.62 46.5
#> 33                    Lausanne          VD 6.62 46.5
#> 34                    Lausanne          VD 6.62 46.5
#> 35                    Lausanne          VD 6.62 46.5
#> 36                    Lausanne          VD 6.62 46.5
#> 37                    Lausanne          VD 6.62 46.5
#> 38                    Lausanne          VD 6.64 46.5
#> 39                    Lausanne          VD 6.64 46.5
#> 40                    Lausanne          VD 6.64 46.5
#> 41                    Lausanne          VD 6.64 46.5
#> 42                    Lausanne          VD 6.64 46.5
#> 43                    Lausanne          VD 6.64 46.5
#> 44                    Lausanne          VD 6.64 46.5
#> 45                    Lausanne          VD 6.64 46.5
#> 46                    Lausanne          VD 6.64 46.5
#> 47                    Lausanne          VD 6.64 46.5
#> 48                    Lausanne          VD 6.64 46.5
#> 49                    Lausanne          VD 6.64 46.5
#> 50                    Lausanne          VD 6.61 46.5
#> 51                    Lausanne          VD 6.61 46.5
#> 52                    Lausanne          VD 6.61 46.5
#> 53                    Lausanne          VD 6.61 46.5
#> 54                    Lausanne          VD 6.61 46.5
#> 55                    Lausanne          VD 6.61 46.5
#> 56                    Lausanne          VD 6.61 46.5
#> 57                    Lausanne          VD 6.61 46.5
#> 58                    Lausanne          VD 6.61 46.5
#> 59             Jouxtens-Mézery          VD 6.60 46.6
#> 60             Jouxtens-Mézery          VD 6.60 46.6
#> 61             Jouxtens-Mézery          VD 6.60 46.6
#> 62             Jouxtens-Mézery          VD 6.60 46.6
#> 63             Jouxtens-Mézery          VD 6.60 46.6
#> 64             Jouxtens-Mézery          VD 6.60 46.6
#> 65             Jouxtens-Mézery          VD 6.60 46.6
#> 66             Jouxtens-Mézery          VD 6.60 46.6
#> 67             Jouxtens-Mézery          VD 6.60 46.6
#> 68             Jouxtens-Mézery          VD 6.60 46.6
#> 69             Jouxtens-Mézery          VD 6.60 46.6
#> 70             Jouxtens-Mézery          VD 6.60 46.6
#> 71             Jouxtens-Mézery          VD 6.60 46.6
#> 72             Jouxtens-Mézery          VD 6.60 46.6
#> 73             Jouxtens-Mézery          VD 6.60 46.6
#> 74             Jouxtens-Mézery          VD 6.60 46.6
#> 75             Jouxtens-Mézery          VD 6.60 46.6
#> 76             Jouxtens-Mézery          VD 6.60 46.6
#> 77             Jouxtens-Mézery          VD 6.60 46.6
#> 78             Jouxtens-Mézery          VD 6.60 46.6
#> 79             Jouxtens-Mézery          VD 6.60 46.6
#> 80             Jouxtens-Mézery          VD 6.60 46.6
#> 81             Jouxtens-Mézery          VD 6.60 46.6
#> 82             Jouxtens-Mézery          VD 6.60 46.6
#> 83             Jouxtens-Mézery          VD 6.60 46.6
#> 84             Jouxtens-Mézery          VD 6.60 46.6
#> 85             Jouxtens-Mézery          VD 6.60 46.6
#> 86             Jouxtens-Mézery          VD 6.60 46.6
#> 87             Jouxtens-Mézery          VD 6.60 46.6
#> 88             Jouxtens-Mézery          VD 6.60 46.6
#> 89             Jouxtens-Mézery          VD 6.60 46.6
#> 90             Jouxtens-Mézery          VD 6.60 46.6
#> 91             Jouxtens-Mézery          VD 6.60 46.6
#> 92             Jouxtens-Mézery          VD 6.60 46.6
#> 93             Jouxtens-Mézery          VD 6.60 46.6
#> 94             Jouxtens-Mézery          VD 6.60 46.6
#> 95             Jouxtens-Mézery          VD 6.60 46.6
#> 96             Jouxtens-Mézery          VD 6.60 46.6
#> 97             Jouxtens-Mézery          VD 6.60 46.6
#> 98             Jouxtens-Mézery          VD 6.60 46.6
#> 99             Jouxtens-Mézery          VD 6.60 46.6
#> 100            Jouxtens-Mézery          VD 6.60 46.6
#> 101            Jouxtens-Mézery          VD 6.60 46.6
#> 102                      Pully          VD 6.66 46.5
#> 103                      Pully          VD 6.66 46.5
#> 104                      Pully          VD 6.66 46.5
#> 105                      Pully          VD 6.66 46.5
#> 106                      Pully          VD 6.66 46.5
#> 107                      Pully          VD 6.66 46.5
#> 108                      Pully          VD 6.66 46.5
#> 109                      Pully          VD 6.66 46.5
#> 110                      Pully          VD 6.66 46.5
#> 111                      Pully          VD 6.66 46.5
#> 112                      Pully          VD 6.66 46.5
#> 113                      Pully          VD 6.66 46.5
#> 114                      Pully          VD 6.66 46.5
#> 115                      Pully          VD 6.66 46.5
#> 116                      Pully          VD 6.66 46.5
#> 117                      Pully          VD 6.66 46.5
#> 118                      Pully          VD 6.66 46.5
#> 119                      Pully          VD 6.66 46.5
#> 120                      Pully          VD 6.66 46.5
#> 121                      Pully          VD 6.66 46.5
#> 122                      Pully          VD 6.66 46.5
#> 123                      Pully          VD 6.66 46.5
#> 124                      Pully          VD 6.66 46.5
#> 125                      Pully          VD 6.66 46.5
#> 126                      Pully          VD 6.66 46.5
#> 127                      Pully          VD 6.66 46.5
#> 128                      Pully          VD 6.66 46.5
#> 129                      Pully          VD 6.66 46.5
#> 130                      Pully          VD 6.66 46.5
#> 131                      Pully          VD 6.66 46.5
#> 132                      Pully          VD 6.66 46.5
#> 133                      Pully          VD 6.66 46.5
#> 134                      Pully          VD 6.66 46.5
#> 135                      Pully          VD 6.66 46.5
#> 136                      Pully          VD 6.66 46.5
#> 137                      Pully          VD 6.66 46.5
#> 138                      Pully          VD 6.66 46.5
#> 139                      Pully          VD 6.66 46.5
#> 140                      Pully          VD 6.66 46.5
#> 141                      Pully          VD 6.66 46.5
#> 142                      Pully          VD 6.66 46.5
#> 143                      Pully          VD 6.66 46.5
#> 144                      Pully          VD 6.66 46.5
#> 145                      Pully          VD 6.66 46.5
#> 146                      Pully          VD 6.66 46.5
#> 147                      Pully          VD 6.66 46.5
#> 148                      Pully          VD 6.66 46.5
#> 149                      Pully          VD 6.66 46.5
#> 150                      Pully          VD 6.66 46.5
#> 151                      Pully          VD 6.66 46.5
#> 152                      Pully          VD 6.66 46.5
#> 153                      Pully          VD 6.66 46.5
#> 154                      Pully          VD 6.66 46.5
#> 155                      Pully          VD 6.66 46.5
#> 156                      Pully          VD 6.66 46.5
#> 157                      Pully          VD 6.66 46.5
#> 158                      Pully          VD 6.66 46.5
#> 159                      Pully          VD 6.66 46.5
#> 160                      Pully          VD 6.66 46.5
#> 161                   Lausanne          VD 6.66 46.5
#> 162                   Lausanne          VD 6.66 46.5
#> 163                   Lausanne          VD 6.66 46.5
#> 164                   Lausanne          VD 6.66 46.5
#> 165                   Lausanne          VD 6.66 46.5
#> 166                   Lausanne          VD 6.66 46.5
#> 167                   Lausanne          VD 6.66 46.5
#> 168                   Lausanne          VD 6.66 46.5
#> 169                   Lausanne          VD 6.66 46.5
#> 170                   Lausanne          VD 6.66 46.5
#> 171                   Lausanne          VD 6.66 46.5
#> 172                   Lausanne          VD 6.66 46.5
#> 173                   Lausanne          VD 6.66 46.5
#> 174                   Lausanne          VD 6.66 46.5
#> 175                   Lausanne          VD 6.66 46.5
#> 176                   Lausanne          VD 6.66 46.5
#> 177                   Lausanne          VD 6.66 46.5
#> 178                   Lausanne          VD 6.66 46.5
#> 179                   Lausanne          VD 6.66 46.5
#> 180                   Lausanne          VD 6.66 46.5
#> 181                   Lausanne          VD 6.66 46.5
#> 182                   Lausanne          VD 6.66 46.5
#> 183                   Lausanne          VD 6.66 46.5
#> 184                   Lausanne          VD 6.66 46.5
#> 185                   Lausanne          VD 6.66 46.5
#> 186                   Lausanne          VD 6.66 46.5
#> 187                   Lausanne          VD 6.66 46.5
#> 188                   Lausanne          VD 6.64 46.5
#> 189                   Lausanne          VD 6.66 46.5
#> 190                   Lausanne          VD 6.66 46.5
#> 191                   Lausanne          VD 6.66 46.5
#> 192                   Lausanne          VD 6.66 46.5
#> 193                   Lausanne          VD 6.66 46.5
#> 194                   Lausanne          VD 6.66 46.5
#> 195                   Lausanne          VD 6.66 46.5
#> 196                   Lausanne          VD 6.66 46.5
#> 197                   Lausanne          VD 6.66 46.5
#> 198                   Lausanne          VD 6.66 46.5
#> 199                   Lausanne          VD 6.66 46.5
#> 200                   Lausanne          VD 6.66 46.5
#> 201                   Lausanne          VD 6.66 46.5
#> 202                   Lausanne          VD 6.66 46.5
#> 203                   Lausanne          VD 6.66 46.5
#> 204                   Lausanne          VD 6.66 46.5
#> 205                   Lausanne          VD 6.66 46.5
#> 206                   Lausanne          VD 6.66 46.5
#> 207                   Lausanne          VD 6.66 46.5
#> 208                   Lausanne          VD 6.66 46.5
#> 209                   Lausanne          VD 6.66 46.5
#> 210                   Lausanne          VD 6.66 46.5
#> 211                   Lausanne          VD 6.66 46.5
#> 212                   Lausanne          VD 6.66 46.5
#> 213                   Lausanne          VD 6.66 46.5
#> 214                   Lausanne          VD 6.66 46.5
#> 215                   Lausanne          VD 6.66 46.5
#> 216                   Lausanne          VD 6.66 46.5
#> 217                   Lausanne          VD 6.66 46.5
#> 218                   Lausanne          VD 6.66 46.5
#> 219                   Lausanne          VD 6.66 46.5
#> 220                   Lausanne          VD 6.66 46.5
#> 221                   Lausanne          VD 6.66 46.5
#> 222                   Lausanne          VD 6.66 46.5
#> 223                   Lausanne          VD 6.63 46.5
#> 224                   Lausanne          VD 6.63 46.5
#> 225                   Lausanne          VD 6.63 46.5
#> 226                   Lausanne          VD 6.63 46.5
#> 227                   Lausanne          VD 6.63 46.5
#> 228                   Lausanne          VD 6.63 46.5
#> 229                   Lausanne          VD 6.63 46.5
#> 230                   Lausanne          VD 6.63 46.5
#> 231                   Lausanne          VD 6.63 46.5
#> 232                   Lausanne          VD 6.63 46.5
#> 233                   Lausanne          VD 6.63 46.5
#> 234                   Lausanne          VD 6.63 46.5
#> 235                   Lausanne          VD 6.63 46.5
#> 236                   Lausanne          VD 6.63 46.5
#> 237                   Lausanne          VD 6.63 46.5
#> 238                   Lausanne          VD 6.63 46.5
#> 239                   Lausanne          VD 6.63 46.5
#> 240                   Lausanne          VD 6.63 46.5
#> 241                   Lausanne          VD 6.63 46.5
#> 242                   Lausanne          VD 6.63 46.5
#> 243                   Lausanne          VD 6.63 46.5
#> 244                Renens (VD)          VD 6.59 46.5
#> 245                Renens (VD)          VD 6.59 46.5
#> 246                Renens (VD)          VD 6.59 46.5
#> 247                Renens (VD)          VD 6.59 46.5
#> 248                Renens (VD)          VD 6.59 46.5
#> 249                Renens (VD)          VD 6.59 46.5
#> 250                Renens (VD)          VD 6.59 46.5
#> 251                Renens (VD)          VD 6.59 46.5
#> 252                Renens (VD)          VD 6.59 46.5
#> 253                Renens (VD)          VD 6.59 46.5
#> 254                Renens (VD)          VD 6.59 46.5
#> 255                Renens (VD)          VD 6.59 46.5
#> 256                Renens (VD)          VD 6.59 46.5
#> 257                Renens (VD)          VD 6.59 46.5
#> 258                Renens (VD)          VD 6.59 46.5
#> 259                Renens (VD)          VD 6.59 46.5
#> 260      Chavannes-près-Renens          VD 6.58 46.5
#> 261      Chavannes-près-Renens          VD 6.58 46.5
#> 262      Chavannes-près-Renens          VD 6.58 46.5
#> 263      Chavannes-près-Renens          VD 6.58 46.5
#> 264      Chavannes-près-Renens          VD 6.58 46.5
#> 265      Chavannes-près-Renens          VD 6.58 46.5
#> 266      Chavannes-près-Renens          VD 6.58 46.5
#> 267      Chavannes-près-Renens          VD 6.58 46.5
#> 268      Chavannes-près-Renens          VD 6.58 46.5
#> 269      Chavannes-près-Renens          VD 6.58 46.5
#> 270      Chavannes-près-Renens          VD 6.58 46.5
#> 271      Chavannes-près-Renens          VD 6.58 46.5
#> 272                   Crissier          VD 6.58 46.6
#> 273                   Crissier          VD 6.58 46.6
#> 274                   Crissier          VD 6.58 46.6
#> 275                   Crissier          VD 6.58 46.6
#> 276                   Crissier          VD 6.58 46.6
#> 277                   Crissier          VD 6.58 46.6
#> 278                   Crissier          VD 6.58 46.6
#> 279                   Crissier          VD 6.58 46.6
#> 280                   Crissier          VD 6.58 46.6
#> 281                   Crissier          VD 6.58 46.6
#> 282                   Crissier          VD 6.58 46.6
#> 283                   Crissier          VD 6.58 46.6
#> 284              Ecublens (VD)          VD 6.56 46.5
#> 285              Ecublens (VD)          VD 6.56 46.5
#> 286              Ecublens (VD)          VD 6.56 46.5
#> 287              Ecublens (VD)          VD 6.56 46.5
#> 288              Ecublens (VD)          VD 6.56 46.5
#> 289              Ecublens (VD)          VD 6.56 46.5
#> 290              Ecublens (VD)          VD 6.56 46.5
#> 291              Ecublens (VD)          VD 6.56 46.5
#> 292              Ecublens (VD)          VD 6.56 46.5
#> 293              Ecublens (VD)          VD 6.56 46.5
#> 294              Ecublens (VD)          VD 6.56 46.5
#> 295              Ecublens (VD)          VD 6.56 46.5
#> 296         Saint-Sulpice (VD)          VD 6.56 46.5
#> 297         Saint-Sulpice (VD)          VD 6.56 46.5
#> 298         Saint-Sulpice (VD)          VD 6.56 46.5
#> 299         Saint-Sulpice (VD)          VD 6.56 46.5
#> 300         Saint-Sulpice (VD)          VD 6.56 46.5
#> 301         Saint-Sulpice (VD)          VD 6.56 46.5
#> 302         Saint-Sulpice (VD)          VD 6.56 46.5
#> 303         Saint-Sulpice (VD)          VD 6.56 46.5
#> 304         Saint-Sulpice (VD)          VD 6.56 46.5
#> 305         Saint-Sulpice (VD)          VD 6.56 46.5
#> 306                     Denges          VD 6.54 46.5
#> 307                     Denges          VD 6.54 46.5
#> 308                     Denges          VD 6.54 46.5
#> 309                     Denges          VD 6.54 46.5
#> 310                     Denges          VD 6.54 46.5
#> 311                     Denges          VD 6.54 46.5
#> 312                     Denges          VD 6.54 46.5
#> 313                     Denges          VD 6.54 46.5
#> 314                     Denges          VD 6.54 46.5
#> 315                     Denges          VD 6.54 46.5
#> 316                     Denges          VD 6.54 46.5
#> 317                     Denges          VD 6.54 46.5
#> 318                     Denges          VD 6.54 46.5
#> 319                     Denges          VD 6.54 46.5
#> 320                     Denges          VD 6.54 46.5
#> 321                     Denges          VD 6.54 46.5
#> 322                     Denges          VD 6.54 46.5
#> 323                     Denges          VD 6.54 46.5
#> 324                     Denges          VD 6.54 46.5
#> 325                      Lonay          VD 6.52 46.5
#> 326                      Lonay          VD 6.52 46.5
#> 327                      Lonay          VD 6.52 46.5
#> 328                      Lonay          VD 6.52 46.5
#> 329                      Lonay          VD 6.52 46.5
#> 330                      Lonay          VD 6.52 46.5
#> 331                      Lonay          VD 6.52 46.5
#> 332                      Lonay          VD 6.52 46.5
#> 333                Préverenges          VD 6.53 46.5
#> 334                Préverenges          VD 6.53 46.5
#> 335                Préverenges          VD 6.53 46.5
#> 336                Préverenges          VD 6.53 46.5
#> 337                Préverenges          VD 6.53 46.5
#> 338                Préverenges          VD 6.53 46.5
#> 339                Préverenges          VD 6.53 46.5
#> 340       Villars-Sainte-Croix          VD 6.56 46.6
#> 341       Villars-Sainte-Croix          VD 6.56 46.6
#> 342       Villars-Sainte-Croix          VD 6.56 46.6
#> 343                   Bussigny          VD 6.55 46.6
#> 344                   Bussigny          VD 6.55 46.6
#> 345                   Bussigny          VD 6.55 46.6
#> 346                   Bussigny          VD 6.55 46.6
#> 347                   Bussigny          VD 6.55 46.6
#> 348                   Bussigny          VD 6.55 46.6
#> 349                   Bussigny          VD 6.55 46.6
#> 350                   Bussigny          VD 6.55 46.6
#> 351                   Bussigny          VD 6.55 46.6
#> 352                   Bussigny          VD 6.55 46.6
#> 353                   Bussigny          VD 6.55 46.6
#> 354                   Bussigny          VD 6.55 46.6
#> 355                   Bussigny          VD 6.55 46.6
#> 356                   Bussigny          VD 6.55 46.6
#> 357                   Bussigny          VD 6.55 46.6
#> 358                   Mex (VD)          VD 6.56 46.6
#> 359                   Mex (VD)          VD 6.56 46.6
#> 360                   Mex (VD)          VD 6.56 46.6
#> 361                   Mex (VD)          VD 6.56 46.6
#> 362                   Mex (VD)          VD 6.56 46.6
#> 363                   Mex (VD)          VD 6.56 46.6
#> 364                   Mex (VD)          VD 6.56 46.6
#> 365                   Mex (VD)          VD 6.56 46.6
#> 366                   Lausanne          VD 6.61 46.6
#> 367                   Lausanne          VD 6.61 46.6
#> 368                   Lausanne          VD 6.61 46.6
#> 369                   Lausanne          VD 6.61 46.6
#> 370                   Lausanne          VD 6.61 46.6
#> 371                   Lausanne          VD 6.61 46.6
#> 372                   Lausanne          VD 6.61 46.6
#> 373                   Lausanne          VD 6.61 46.6
#> 374      Cheseaux-sur-Lausanne          VD 6.60 46.6
#> 375      Cheseaux-sur-Lausanne          VD 6.60 46.6
#> 376      Cheseaux-sur-Lausanne          VD 6.60 46.6
#> 377      Cheseaux-sur-Lausanne          VD 6.60 46.6
#> 378      Cheseaux-sur-Lausanne          VD 6.60 46.6
#> 379      Cheseaux-sur-Lausanne          VD 6.60 46.6
#> 380      Cheseaux-sur-Lausanne          VD 6.60 46.6
#> 381      Cheseaux-sur-Lausanne          VD 6.60 46.6
#> 382      Cheseaux-sur-Lausanne          VD 6.60 46.6
#> 383      Cheseaux-sur-Lausanne          VD 6.60 46.6
#> 384                   Boussens          VD 6.59 46.6
#> 385                   Boussens          VD 6.59 46.6
#> 386                   Boussens          VD 6.59 46.6
#> 387                   Boussens          VD 6.59 46.6
#> 388                   Boussens          VD 6.59 46.6
#> 389                   Boussens          VD 6.59 46.6
#> 390                   Bournens          VD 6.56 46.6
#> 391                   Bournens          VD 6.56 46.6
#> 392                   Bournens          VD 6.56 46.6
#> 393                   Bournens          VD 6.56 46.6
#> 394                   Bournens          VD 6.56 46.6
#> 395                   Bournens          VD 6.56 46.6
#> 396                   Bournens          VD 6.56 46.6
#> 397                   Bournens          VD 6.56 46.6
#> 398                   Bournens          VD 6.56 46.6
#> 399                   Bournens          VD 6.56 46.6
#> 400                   Bournens          VD 6.56 46.6
#> 401                   Bournens          VD 6.56 46.6
#> 402                   Bournens          VD 6.56 46.6
#> 403                   Bournens          VD 6.56 46.6
#> 404                    Sullens          VD 6.57 46.6
#> 405                    Sullens          VD 6.57 46.6
#> 406                    Sullens          VD 6.57 46.6
#> 407                    Sullens          VD 6.57 46.6
#> 408                    Sullens          VD 6.57 46.6
#> 409                    Sullens          VD 6.57 46.6
#> 410                    Sullens          VD 6.57 46.6
#> 411                    Sullens          VD 6.57 46.6
#> 412                    Sullens          VD 6.57 46.6
#> 413                 Etagnières          VD 6.61 46.6
#> 414                 Etagnières          VD 6.61 46.6
#> 415                    Bercher          VD 6.71 46.7
#> 416                    Bercher          VD 6.71 46.7
#> 417                    Bercher          VD 6.71 46.7
#> 418                    Bercher          VD 6.71 46.7
#> 419                    Bercher          VD 6.71 46.7
#> 420                    Bercher          VD 6.71 46.7
#> 421                  Echallens          VD 6.64 46.6
#> 422                  Echallens          VD 6.64 46.6
#> 423                  Echallens          VD 6.64 46.6
#> 424                  Echallens          VD 6.64 46.6
#> 425                  Echallens          VD 6.64 46.6
#> 426                  Echallens          VD 6.64 46.6
#> 427                  Echallens          VD 6.64 46.6
#> 428                  Echallens          VD 6.64 46.6
#> 429                  Echallens          VD 6.64 46.6
#> 430                  Echallens          VD 6.64 46.6
#> 431                  Echallens          VD 6.64 46.6
#> 432                  Echallens          VD 6.64 46.6
#> 433                  Echallens          VD 6.64 46.6
#> 434                  Echallens          VD 6.64 46.6
#> 435                  Echallens          VD 6.64 46.6
#> 436                  Echallens          VD 6.64 46.6
#> 437                  Echallens          VD 6.64 46.6
#> 438                  Echallens          VD 6.64 46.6
#> 439                  Echallens          VD 6.64 46.6
#> 440                  Echallens          VD 6.64 46.6
#> 441                  Echallens          VD 6.64 46.6
#> 442                  Echallens          VD 6.64 46.6
#> 443                    Bottens          VD 6.66 46.6
#> 444                    Bottens          VD 6.66 46.6
#> 445                    Bottens          VD 6.66 46.6
#> 446                    Bottens          VD 6.66 46.6
#> 447                    Bottens          VD 6.66 46.6
#> 448                    Bottens          VD 6.66 46.6
#> 449                    Bottens          VD 6.66 46.6
#> 450                    Bottens          VD 6.66 46.6
#> 451                    Bettens          VD 6.57 46.6
#> 452                    Bettens          VD 6.57 46.6
#> 453                    Bettens          VD 6.57 46.6
#> 454                    Bettens          VD 6.57 46.6
#> 455                    Bettens          VD 6.57 46.6
#> 456                    Bettens          VD 6.57 46.6
#> 457                    Bettens          VD 6.57 46.6
#> 458                        Fey          VD 6.68 46.7
#> 459                        Fey          VD 6.68 46.7
#> 460                        Fey          VD 6.68 46.7
#> 461                        Fey          VD 6.68 46.7
#> 462                      Ogens          VD 6.72 46.7
#> 463                     Oppens          VD 6.69 46.7
#> 464                   Lausanne          VD 6.67 46.6
#> 465                   Lausanne          VD 6.67 46.6
#> 466                   Lausanne          VD 6.67 46.6
#> 467                   Lausanne          VD 6.67 46.6
#> 468                   Lausanne          VD 6.67 46.6
#> 469                   Lausanne          VD 6.67 46.6
#> 470                   Lausanne          VD 6.67 46.6
#> 471                   Lausanne          VD 6.67 46.6
#> 472                   Lausanne          VD 6.67 46.6
#> 473                   Lausanne          VD 6.67 46.6
#> 474                   Lausanne          VD 6.67 46.6
#> 475                   Lausanne          VD 6.67 46.6
#> 476                   Lausanne          VD 6.67 46.6
#> 477                   Lausanne          VD 6.67 46.6
#> 478                   Lausanne          VD 6.67 46.6
#> 479                   Lausanne          VD 6.67 46.6
#> 480                   Lausanne          VD 6.67 46.6
#> 481                   Lausanne          VD 6.67 46.6
#> 482                   Lausanne          VD 6.67 46.6
#> 483                   Lausanne          VD 6.67 46.6
#> 484                   Lausanne          VD 6.67 46.6
#> 485                   Lausanne          VD 6.67 46.6
#> 486                   Lausanne          VD 6.67 46.6
#> 487                   Lausanne          VD 6.67 46.6
#> 488                   Lausanne          VD 6.67 46.6
#> 489                   Lausanne          VD 6.67 46.6
#> 490                   Lausanne          VD 6.67 46.6
#> 491                   Lausanne          VD 6.67 46.6
#> 492                   Lausanne          VD 6.67 46.6
#> 493                   Lausanne          VD 6.67 46.6
#> 494                   Lausanne          VD 6.67 46.6
#> 495                   Lausanne          VD 6.67 46.6
#> 496                   Lausanne          VD 6.67 46.6
#> 497                   Lausanne          VD 6.67 46.6
#> 498                   Lausanne          VD 6.67 46.6
#> 499                   Lausanne          VD 6.67 46.6
#> 500                   Lausanne          VD 6.67 46.6
#> 501                   Lausanne          VD 6.67 46.6
#> 502                   Lausanne          VD 6.67 46.6
#> 503                   Lausanne          VD 6.67 46.6
#> 504                   Lausanne          VD 6.67 46.6
#> 505                   Lausanne          VD 6.67 46.6
#> 506                   Lausanne          VD 6.67 46.6
#> 507                   Lausanne          VD 6.67 46.6
#> 508                   Lausanne          VD 6.67 46.6
#> 509                   Lausanne          VD 6.67 46.6
#> 510                   Lausanne          VD 6.67 46.6
#> 511                   Lausanne          VD 6.67 46.6
#> 512                   Lausanne          VD 6.67 46.6
#> 513       Bretigny-sur-Morrens          VD 6.65 46.6
#> 514       Bretigny-sur-Morrens          VD 6.65 46.6
#> 515       Bretigny-sur-Morrens          VD 6.65 46.6
#> 516       Bretigny-sur-Morrens          VD 6.65 46.6
#> 517       Bretigny-sur-Morrens          VD 6.65 46.6
#> 518       Bretigny-sur-Morrens          VD 6.65 46.6
#> 519               Morrens (VD)          VD 6.63 46.6
#> 520               Morrens (VD)          VD 6.63 46.6
#> 521               Morrens (VD)          VD 6.63 46.6
#> 522                Froideville          VD 6.69 46.6
#> 523                Froideville          VD 6.69 46.6
#> 524                Froideville          VD 6.69 46.6
#> 525                Froideville          VD 6.69 46.6
#> 526              Jorat-Menthue          VD 6.71 46.6
#> 527                 Hermenches          VD 6.74 46.6
#> 528              Jorat-Menthue          VD 6.73 46.6
#> 529              Jorat-Menthue          VD 6.73 46.6
#> 530                    Boulens          VD 6.72 46.7
#> 531                  Epalinges          VD 6.67 46.6
#> 532                  Epalinges          VD 6.67 46.6
#> 533                  Epalinges          VD 6.67 46.6
#> 534                  Epalinges          VD 6.67 46.6
#> 535                  Epalinges          VD 6.67 46.6
#> 536                  Epalinges          VD 6.67 46.6
#> 537                  Epalinges          VD 6.67 46.6
#> 538                  Epalinges          VD 6.67 46.6
#> 539                  Epalinges          VD 6.67 46.6
#> 540                  Epalinges          VD 6.67 46.6
#> 541                  Epalinges          VD 6.67 46.6
#> 542                  Epalinges          VD 6.67 46.6
#> 543                  Epalinges          VD 6.67 46.6
#> 544                  Epalinges          VD 6.67 46.6
#> 545                  Epalinges          VD 6.67 46.6
#> 546                  Epalinges          VD 6.67 46.6
#> 547                  Epalinges          VD 6.67 46.6
#> 548                  Epalinges          VD 6.67 46.6
#> 549                  Epalinges          VD 6.67 46.6
#> 550                  Epalinges          VD 6.67 46.6
#> 551                  Epalinges          VD 6.67 46.6
#> 552                  Epalinges          VD 6.67 46.6
#> 553                  Epalinges          VD 6.67 46.6
#> 554                  Epalinges          VD 6.67 46.6
#> 555                    Puidoux          VD 6.79 46.5
#> 556                    Puidoux          VD 6.79 46.5
#> 557                    Puidoux          VD 6.79 46.5
#> 558                    Puidoux          VD 6.79 46.5
#> 559                    Puidoux          VD 6.79 46.5
#> 560                    Puidoux          VD 6.79 46.5
#> 561                    Puidoux          VD 6.79 46.5
#> 562                    Puidoux          VD 6.79 46.5
#> 563                    Puidoux          VD 6.79 46.5
#> 564                    Puidoux          VD 6.79 46.5
#> 565                    Puidoux          VD 6.79 46.5
#> 566                    Puidoux          VD 6.79 46.5
#> 567                    Puidoux          VD 6.79 46.5
#> 568                    Puidoux          VD 6.79 46.5
#> 569                    Puidoux          VD 6.79 46.5
#> 570                    Puidoux          VD 6.79 46.5
#> 571                    Puidoux          VD 6.79 46.5
#> 572                    Puidoux          VD 6.79 46.5
#> 573                    Puidoux          VD 6.79 46.5
#> 574                   Chexbres          VD 6.78 46.5
#> 575                   Chexbres          VD 6.78 46.5
#> 576                   Chexbres          VD 6.78 46.5
#> 577                   Chexbres          VD 6.78 46.5
#> 578                   Chexbres          VD 6.78 46.5
#> 579                   Chexbres          VD 6.78 46.5
#> 580                   Chexbres          VD 6.78 46.5
#> 581                   Chexbres          VD 6.78 46.5
#> 582                   Chexbres          VD 6.78 46.5
#> 583                   Chexbres          VD 6.78 46.5
#> 584                   Chexbres          VD 6.78 46.5
#> 585                   Chexbres          VD 6.78 46.5
#> 586                   Chexbres          VD 6.78 46.5
#> 587                   Chexbres          VD 6.78 46.5
#> 588                   Chexbres          VD 6.78 46.5
#> 589                   Chexbres          VD 6.78 46.5
#> 590                   Chexbres          VD 6.78 46.5
#> 591                   Chexbres          VD 6.78 46.5
#> 592                   Chexbres          VD 6.78 46.5
#> 593                   Chexbres          VD 6.78 46.5
#> 594                   Chexbres          VD 6.78 46.5
#> 595                   Chexbres          VD 6.78 46.5
#> 596                   Chexbres          VD 6.78 46.5
#> 597             Forel (Lavaux)          VD 6.76 46.5
#> 598             Forel (Lavaux)          VD 6.76 46.5
#> 599             Forel (Lavaux)          VD 6.76 46.5
#> 600             Forel (Lavaux)          VD 6.76 46.5
#> 601             Forel (Lavaux)          VD 6.76 46.5
#> 602             Forel (Lavaux)          VD 6.76 46.5
#> 603             Forel (Lavaux)          VD 6.76 46.5
#> 604             Forel (Lavaux)          VD 6.76 46.5
#> 605             Forel (Lavaux)          VD 6.76 46.5
#> 606             Forel (Lavaux)          VD 6.76 46.5
#> 607             Forel (Lavaux)          VD 6.76 46.5
#> 608             Forel (Lavaux)          VD 6.76 46.5
#> 609             Forel (Lavaux)          VD 6.76 46.5
#> 610             Forel (Lavaux)          VD 6.76 46.5
#> 611             Forel (Lavaux)          VD 6.76 46.5
#> 612             Forel (Lavaux)          VD 6.76 46.5
#> 613             Forel (Lavaux)          VD 6.76 46.5
#> 614                    Savigny          VD 6.73 46.5
#> 615                    Savigny          VD 6.73 46.5
#> 616                    Savigny          VD 6.73 46.5
#> 617                    Savigny          VD 6.73 46.5
#> 618                    Savigny          VD 6.73 46.5
#> 619                    Savigny          VD 6.73 46.5
#> 620                    Savigny          VD 6.73 46.5
#> 621                    Savigny          VD 6.73 46.5
#> 622                    Savigny          VD 6.73 46.5
#> 623                    Savigny          VD 6.73 46.5
#> 624                    Savigny          VD 6.73 46.5
#> 625             Jorat-Mézières          VD 6.79 46.6
#> 626                    Servion          VD 6.78 46.6
#> 627                    Servion          VD 6.78 46.6
#> 628                    Servion          VD 6.78 46.6
#> 629                    Servion          VD 6.78 46.6
#> 630                    Servion          VD 6.78 46.6
#> 631                    Servion          VD 6.78 46.6
#> 632                    Servion          VD 6.78 46.6
#> 633                    Servion          VD 6.78 46.6
#> 634                       Oron          VD 6.79 46.6
#> 635                       Oron          VD 6.79 46.6
#> 636                       Oron          VD 6.79 46.6
#> 637                       Oron          VD 6.79 46.6
#> 638                       Oron          VD 6.79 46.6
#> 639                       Oron          VD 6.79 46.6
#> 640                       Oron          VD 6.79 46.6
#> 641                       Oron          VD 6.79 46.6
#> 642             Forel (Lavaux)          VD 6.76 46.6
#> 643             Forel (Lavaux)          VD 6.76 46.6
#> 644             Forel (Lavaux)          VD 6.76 46.6
#> 645             Forel (Lavaux)          VD 6.76 46.6
#> 646             Forel (Lavaux)          VD 6.76 46.6
#> 647              Montpreveyres          VD 6.74 46.6
#> 648              Montpreveyres          VD 6.74 46.6
#> 649              Montpreveyres          VD 6.74 46.6
#> 650         Corcelles-le-Jorat          VD 6.73 46.6
#> 651         Corcelles-le-Jorat          VD 6.73 46.6
#> 652         Corcelles-le-Jorat          VD 6.73 46.6
#> 653             Jorat-Mézières          VD 6.76 46.6
#> 654             Jorat-Mézières          VD 6.76 46.6
#> 655                   Vulliens          VD 6.79 46.6
#> 656                   Vulliens          VD 6.79 46.6
#> 657              Ecublens (FR)          FR 6.80 46.6
#> 658                     Ropraz          VD 6.75 46.6
#> 659                     Ropraz          VD 6.75 46.6
#> 660                     Ropraz          VD 6.75 46.6
#> 661                      Lutry          VD 6.70 46.5
#> 662                      Lutry          VD 6.70 46.5
#> 663                      Lutry          VD 6.70 46.5
#> 664                      Lutry          VD 6.70 46.5
#> 665                      Lutry          VD 6.70 46.5
#> 666                      Lutry          VD 6.70 46.5
#> 667                      Lutry          VD 6.70 46.5
#> 668                      Lutry          VD 6.70 46.5
#> 669                      Lutry          VD 6.70 46.5
#> 670                      Lutry          VD 6.70 46.5
#> 671                      Lutry          VD 6.70 46.5
#> 672                      Lutry          VD 6.70 46.5
#> 673                      Lutry          VD 6.70 46.5
#> 674                      Lutry          VD 6.70 46.5
#> 675                      Lutry          VD 6.70 46.5
#> 676                      Lutry          VD 6.70 46.5
#> 677             Forel (Lavaux)          VD 6.74 46.5
#> 678             Forel (Lavaux)          VD 6.74 46.5
#> 679             Forel (Lavaux)          VD 6.74 46.5
#> 680             Forel (Lavaux)          VD 6.74 46.5
#> 681             Forel (Lavaux)          VD 6.74 46.5
#> 682             Forel (Lavaux)          VD 6.74 46.5
#> 683             Forel (Lavaux)          VD 6.74 46.5
#> 684             Forel (Lavaux)          VD 6.74 46.5
#> 685             Forel (Lavaux)          VD 6.74 46.5
#> 686             Forel (Lavaux)          VD 6.74 46.5
#> 687             Forel (Lavaux)          VD 6.74 46.5
#> 688             Forel (Lavaux)          VD 6.74 46.5
#> 689             Forel (Lavaux)          VD 6.74 46.5
#> 690             Forel (Lavaux)          VD 6.74 46.5
#> 691             Forel (Lavaux)          VD 6.74 46.5
#> 692             Forel (Lavaux)          VD 6.74 46.5
#> 693             Forel (Lavaux)          VD 6.74 46.5
#> 694             Forel (Lavaux)          VD 6.74 46.5
#> 695             Forel (Lavaux)          VD 6.74 46.5
#> 696             Forel (Lavaux)          VD 6.74 46.5
#> 697       Belmont-sur-Lausanne          VD 6.69 46.5
#> 698       Belmont-sur-Lausanne          VD 6.69 46.5
#> 699       Belmont-sur-Lausanne          VD 6.69 46.5
#> 700       Belmont-sur-Lausanne          VD 6.69 46.5
#> 701       Belmont-sur-Lausanne          VD 6.69 46.5
#> 702       Belmont-sur-Lausanne          VD 6.69 46.5
#> 703       Belmont-sur-Lausanne          VD 6.69 46.5
#> 704       Belmont-sur-Lausanne          VD 6.69 46.5
#> 705       Belmont-sur-Lausanne          VD 6.69 46.5
#> 706       Belmont-sur-Lausanne          VD 6.69 46.5
#> 707       Belmont-sur-Lausanne          VD 6.69 46.5
#> 708       Belmont-sur-Lausanne          VD 6.69 46.5
#> 709       Belmont-sur-Lausanne          VD 6.69 46.5
#> 710       Belmont-sur-Lausanne          VD 6.69 46.5
#> 711       Belmont-sur-Lausanne          VD 6.69 46.5
#> 712       Belmont-sur-Lausanne          VD 6.69 46.5
#> 713       Belmont-sur-Lausanne          VD 6.69 46.5
#> 714       Belmont-sur-Lausanne          VD 6.69 46.5
#> 715       Belmont-sur-Lausanne          VD 6.69 46.5
#> 716       Belmont-sur-Lausanne          VD 6.69 46.5
#> 717       Belmont-sur-Lausanne          VD 6.69 46.5
#> 718       Belmont-sur-Lausanne          VD 6.69 46.5
#> 719       Belmont-sur-Lausanne          VD 6.69 46.5
#> 720       Belmont-sur-Lausanne          VD 6.69 46.5
#> 721       Belmont-sur-Lausanne          VD 6.69 46.5
#> 722       Belmont-sur-Lausanne          VD 6.69 46.5
#> 723                      Lutry          VD 6.69 46.5
#> 724                      Lutry          VD 6.69 46.5
#> 725                      Lutry          VD 6.69 46.5
#> 726                      Lutry          VD 6.69 46.5
#> 727                      Lutry          VD 6.69 46.5
#> 728                      Lutry          VD 6.69 46.5
#> 729                      Lutry          VD 6.69 46.5
#> 730                      Lutry          VD 6.69 46.5
#> 731                      Lutry          VD 6.69 46.5
#> 732                      Lutry          VD 6.69 46.5
#> 733                      Lutry          VD 6.69 46.5
#> 734                      Lutry          VD 6.69 46.5
#> 735                      Lutry          VD 6.69 46.5
#> 736                      Lutry          VD 6.69 46.5
#> 737                      Lutry          VD 6.69 46.5
#> 738                      Lutry          VD 6.69 46.5
#> 739                      Lutry          VD 6.69 46.5
#> 740                     Paudex          VD 6.67 46.5
#> 741                     Paudex          VD 6.67 46.5
#> 742                     Paudex          VD 6.67 46.5
#> 743                     Paudex          VD 6.67 46.5
#> 744                     Paudex          VD 6.67 46.5
#> 745                     Paudex          VD 6.67 46.5
#> 746                     Paudex          VD 6.67 46.5
#> 747                     Paudex          VD 6.67 46.5
#> 748                     Paudex          VD 6.68 46.5
#> 749                     Paudex          VD 6.68 46.5
#> 750                     Paudex          VD 6.68 46.5
#> 751                     Paudex          VD 6.68 46.5
#> 752                     Paudex          VD 6.68 46.5
#> 753                     Paudex          VD 6.68 46.5
#> 754                     Paudex          VD 6.68 46.5
#> 755                     Paudex          VD 6.68 46.5
#> 756                     Paudex          VD 6.68 46.5
#> 757                     Paudex          VD 6.68 46.5
#> 758                     Paudex          VD 6.68 46.5
#> 759                     Paudex          VD 6.68 46.5
#> 760                     Paudex          VD 6.68 46.5
#> 761                     Paudex          VD 6.68 46.5
#> 762                     Paudex          VD 6.68 46.5
#> 763                     Paudex          VD 6.68 46.5
#> 764                     Paudex          VD 6.68 46.5
#> 765                     Paudex          VD 6.68 46.5
#> 766                     Paudex          VD 6.68 46.5
#> 767                     Paudex          VD 6.68 46.5
#> 768                     Paudex          VD 6.68 46.5
#> 769                     Paudex          VD 6.68 46.5
#> 770                     Paudex          VD 6.68 46.5
#> 771                     Paudex          VD 6.68 46.5
#> 772                    Puidoux          VD 6.75 46.5
#> 773                    Puidoux          VD 6.75 46.5
#> 774                    Puidoux          VD 6.75 46.5
#> 775                    Puidoux          VD 6.75 46.5
#> 776                    Puidoux          VD 6.75 46.5
#> 777            Bourg-en-Lavaux          VD 6.74 46.5
#> 778                    Puidoux          VD 6.76 46.5
#> 779                    Puidoux          VD 6.76 46.5
#> 780                    Puidoux          VD 6.76 46.5
#> 781                     Morges          VD 6.50 46.5
#> 782                     Morges          VD 6.50 46.5
#> 783                     Morges          VD 6.50 46.5
#> 784                     Morges          VD 6.50 46.5
#> 785                     Morges          VD 6.50 46.5
#> 786                     Morges          VD 6.50 46.5
#> 787                     Morges          VD 6.50 46.5
#> 788                     Morges          VD 6.50 46.5
#> 789                     Morges          VD 6.50 46.5
#> 790                     Morges          VD 6.50 46.5
#> 791                     Morges          VD 6.50 46.5
#> 792                     Morges          VD 6.50 46.5
#> 793                     Morges          VD 6.50 46.5
#> 794                     Morges          VD 6.50 46.5
#> 795                     Morges          VD 6.50 46.5
#> 796                     Morges          VD 6.50 46.5
#> 797                     Morges          VD 6.50 46.5
#> 798                     Morges          VD 6.50 46.5
#> 799                     Morges          VD 6.50 46.5
#> 800                     Morges          VD 6.50 46.5
#> 801                     Morges          VD 6.50 46.5
#> 802                     Morges          VD 6.50 46.5
#> 803                     Morges          VD 6.50 46.5
#> 804                     Morges          VD 6.50 46.5
#> 805                     Morges          VD 6.50 46.5
#> 806                     Morges          VD 6.50 46.5
#> 807                     Morges          VD 6.50 46.5
#> 808                     Morges          VD 6.50 46.5
#> 809                     Morges          VD 6.50 46.5
#> 810                     Morges          VD 6.50 46.5
#> 811                     Morges          VD 6.50 46.5
#> 812                     Morges          VD 6.50 46.5
#> 813                     Morges          VD 6.50 46.5
#> 814                     Morges          VD 6.50 46.5
#> 815                     Morges          VD 6.50 46.5
#> 816                     Morges          VD 6.50 46.5
#> 817                     Morges          VD 6.50 46.5
#> 818                     Morges          VD 6.50 46.5
#> 819                     Morges          VD 6.50 46.5
#> 820                     Morges          VD 6.50 46.5
#> 821                     Morges          VD 6.50 46.5
#> 822                     Morges          VD 6.50 46.5
#> 823                     Morges          VD 6.50 46.5
#> 824                     Morges          VD 6.50 46.5
#> 825                  Echichens          VD 6.49 46.5
#> 826                  Echichens          VD 6.49 46.5
#> 827                  Echichens          VD 6.49 46.5
#> 828                  Echichens          VD 6.49 46.5
#> 829                  Echichens          VD 6.49 46.5
#> 830                  Echichens          VD 6.49 46.5
#> 831                  Echichens          VD 6.49 46.5
#> 832                  Echichens          VD 6.49 46.5
#> 833                  Echichens          VD 6.49 46.5
#> 834                  Echichens          VD 6.49 46.5
#> 835                  Echichens          VD 6.49 46.5
#> 836                  Echichens          VD 6.49 46.5
#> 837                  Echichens          VD 6.49 46.5
#> 838                  Echichens          VD 6.47 46.6
#> 839                  Echichens          VD 6.47 46.6
#> 840                 Vullierens          VD 6.48 46.6
#> 841                     Grancy          VD 6.46 46.6
#> 842                     Grancy          VD 6.46 46.6
#> 843                     Grancy          VD 6.46 46.6
#> 844                     Grancy          VD 6.46 46.6
#> 845                     Grancy          VD 6.46 46.6
#> 846                  Bremblens          VD 6.52 46.6
#> 847                  Bremblens          VD 6.52 46.6
#> 848                  Bremblens          VD 6.52 46.6
#> 849                  Bremblens          VD 6.52 46.6
#> 850                     Aclens          VD 6.51 46.6
#> 851                     Aclens          VD 6.51 46.6
#> 852                     Aclens          VD 6.51 46.6
#> 853                     Aclens          VD 6.51 46.6
#> 854                     Aclens          VD 6.51 46.6
#> 855                    Gollion          VD 6.51 46.6
#> 856                    Gollion          VD 6.51 46.6
#> 857                    Gollion          VD 6.51 46.6
#> 858                    Gollion          VD 6.51 46.6
#> 859                    Gollion          VD 6.51 46.6
#> 860                    Gollion          VD 6.51 46.6
#> 861                    Gollion          VD 6.51 46.6
#> 862                    Gollion          VD 6.51 46.6
#> 863                    Gollion          VD 6.51 46.6
#> 864                 Tolochenaz          VD 6.48 46.5
#> 865                 Tolochenaz          VD 6.48 46.5
#> 866                 Tolochenaz          VD 6.48 46.5
#> 867                 Tolochenaz          VD 6.48 46.5
#> 868                 Tolochenaz          VD 6.48 46.5
#> 869                 Tolochenaz          VD 6.48 46.5
#> 870                 Tolochenaz          VD 6.48 46.5
#> 871                 Tolochenaz          VD 6.48 46.5
#> 872                 Tolochenaz          VD 6.48 46.5
#> 873                 Tolochenaz          VD 6.48 46.5
#> 874                 Lully (VD)          VD 6.46 46.5
#> 875                 Lully (VD)          VD 6.46 46.5
#> 876                 Lully (VD)          VD 6.46 46.5
#> 877                     Chigny          VD 6.48 46.5
#> 878                     Chigny          VD 6.48 46.5
#> 879                     Chigny          VD 6.48 46.5
#> 880                     Chigny          VD 6.48 46.5
#> 881                     Chigny          VD 6.48 46.5
#> 882                    Ballens          VD 6.38 46.6
#> 883                      Bière          VD 6.31 46.5
#> 884                      Bière          VD 6.31 46.5
#> 885                      Bière          VD 6.31 46.5
#> 886                      Bière          VD 6.31 46.5
#> 887                      Bière          VD 6.31 46.5
#> 888                      Bière          VD 6.31 46.5
#> 889                      Bière          VD 6.31 46.5
#> 890                      Bière          VD 6.31 46.5
#> 891                      Bière          VD 6.31 46.5
#> 892                      Bière          VD 6.31 46.5
#> 893               Mollens (VD)          VD 6.36 46.6
#> 894                 Montricher          VD 6.36 46.6
#> 895                 Montricher          VD 6.36 46.6
#> 896        La Chaux (Cossonay)          VD 6.46 46.6
#> 897        La Chaux (Cossonay)          VD 6.46 46.6
#> 898        La Chaux (Cossonay)          VD 6.46 46.6
#> 899        La Chaux (Cossonay)          VD 6.46 46.6
#> 900        La Chaux (Cossonay)          VD 6.46 46.6
#> 901        La Chaux (Cossonay)          VD 6.46 46.6
#> 902        La Chaux (Cossonay)          VD 6.46 46.6
#> 903        La Chaux (Cossonay)          VD 6.46 46.6
#> 904                    Berolle          VD 6.33 46.6
#> 905                    Berolle          VD 6.33 46.6
#> 906                    Berolle          VD 6.33 46.6
#> 907                 Lully (VD)          VD 6.47 46.5
#> 908                 Lully (VD)          VD 6.47 46.5
#> 909                 Lully (VD)          VD 6.47 46.5
#> 910                 Lully (VD)          VD 6.47 46.5
#> 911                 Lully (VD)          VD 6.47 46.5
#> 912                 Lully (VD)          VD 6.47 46.5
#> 913                 Lully (VD)          VD 6.47 46.5
#> 914                 Lully (VD)          VD 6.47 46.5
#> 915                 Lully (VD)          VD 6.47 46.5
#> 916                 Lully (VD)          VD 6.47 46.5
#> 917                 Lully (VD)          VD 6.47 46.5
#> 918                 Lully (VD)          VD 6.47 46.5
#> 919                 Lully (VD)          VD 6.47 46.5
#> 920                       Etoy          VD 6.42 46.5
#> 921                       Etoy          VD 6.42 46.5
#> 922                       Etoy          VD 6.42 46.5
#> 923                       Etoy          VD 6.42 46.5
#> 924                       Etoy          VD 6.42 46.5
#> 925                       Etoy          VD 6.42 46.5
#> 926                       Etoy          VD 6.42 46.5
#> 927                       Etoy          VD 6.42 46.5
#> 928                       Etoy          VD 6.42 46.5
#> 929                       Etoy          VD 6.42 46.5
#> 930                       Etoy          VD 6.42 46.5
#> 931                       Etoy          VD 6.42 46.5
#> 932                       Etoy          VD 6.42 46.5
#> 933                       Etoy          VD 6.42 46.5
#> 934                  Buchillon          VD 6.41 46.5
#> 935                    Allaman          VD 6.39 46.5
#> 936                      Féchy          VD 6.38 46.5
#> 937                      Féchy          VD 6.38 46.5
#> 938                      Féchy          VD 6.38 46.5
#> 939           Lussy-sur-Morges          VD 6.45 46.5
#> 940           Lussy-sur-Morges          VD 6.45 46.5
#> 941           Lussy-sur-Morges          VD 6.45 46.5
#> 942           Lussy-sur-Morges          VD 6.45 46.5
#> 943           Lussy-sur-Morges          VD 6.45 46.5
#> 944           Lussy-sur-Morges          VD 6.45 46.5
#> 945           Lussy-sur-Morges          VD 6.45 46.5
#> 946           Lussy-sur-Morges          VD 6.45 46.5
#> 947           Lussy-sur-Morges          VD 6.45 46.5
#> 948           Lussy-sur-Morges          VD 6.45 46.5
#> 949           Lussy-sur-Morges          VD 6.45 46.5
#> 950          Villars-sous-Yens          VD 6.43 46.5
#> 951          Villars-sous-Yens          VD 6.43 46.5
#> 952          Villars-sous-Yens          VD 6.43 46.5
#> 953                       Yens          VD 6.41 46.5
#> 954                       Yens          VD 6.41 46.5
#> 955                       Yens          VD 6.41 46.5
#> 956                       Yens          VD 6.41 46.5
#> 957                       Yens          VD 6.41 46.5
#> 958                       Yens          VD 6.41 46.5
#> 959                       Yens          VD 6.41 46.5
#> 960                    Aubonne          VD 6.39 46.5
#> 961                    Aubonne          VD 6.39 46.5
#> 962                    Aubonne          VD 6.39 46.5
#> 963                    Aubonne          VD 6.39 46.5
#> 964                    Aubonne          VD 6.39 46.5
#> 965                    Aubonne          VD 6.39 46.5
#> 966                    Aubonne          VD 6.39 46.5
#> 967                    Aubonne          VD 6.39 46.5
#> 968                    Aubonne          VD 6.39 46.5
#> 969                    Aubonne          VD 6.39 46.5
#> 970                    Aubonne          VD 6.39 46.5
#> 971                    Aubonne          VD 6.39 46.5
#> 972                    Aubonne          VD 6.39 46.5
#> 973                    Aubonne          VD 6.39 46.5
#> 974                    Aubonne          VD 6.35 46.5
#> 975                    Aubonne          VD 6.35 46.5
#> 976                    Aubonne          VD 6.35 46.5
#> 977                      Féchy          VD 6.37 46.5
#> 978                      Féchy          VD 6.37 46.5
#> 979                      Féchy          VD 6.37 46.5
#> 980                      Féchy          VD 6.37 46.5
#> 981                      Féchy          VD 6.37 46.5
#> 982                      Féchy          VD 6.37 46.5
#> 983                      Féchy          VD 6.37 46.5
#> 984                      Féchy          VD 6.37 46.5
#> 985                      Féchy          VD 6.37 46.5
#> 986                      Féchy          VD 6.37 46.5
#> 987                      Féchy          VD 6.37 46.5
#> 988                    Aubonne          VD 6.35 46.5
#> 989                    Aubonne          VD 6.35 46.5
#> 990                    Aubonne          VD 6.35 46.5
#> 991                    Aubonne          VD 6.35 46.5
#> 992                    Lavigny          VD 6.41 46.5
#> 993                    Lavigny          VD 6.41 46.5
#> 994                    Lavigny          VD 6.41 46.5
#> 995               Saint-Livres          VD 6.38 46.5
#> 996               Saint-Livres          VD 6.38 46.5
#> 997               Saint-Livres          VD 6.38 46.5
#> 998               Saint-Livres          VD 6.38 46.5
#> 999               Saint-Livres          VD 6.38 46.5
#> 1000      Essertines-sur-Rolle          VD 6.32 46.5
#> 1001      Essertines-sur-Rolle          VD 6.32 46.5
#> 1002      Essertines-sur-Rolle          VD 6.32 46.5
#> 1003      Essertines-sur-Rolle          VD 6.32 46.5
#> 1004      Essertines-sur-Rolle          VD 6.32 46.5
#> 1005      Essertines-sur-Rolle          VD 6.32 46.5
#> 1006      Essertines-sur-Rolle          VD 6.32 46.5
#> 1007      Essertines-sur-Rolle          VD 6.32 46.5
#> 1008      Essertines-sur-Rolle          VD 6.32 46.5
#> 1009      Essertines-sur-Rolle          VD 6.32 46.5
#> 1010      Essertines-sur-Rolle          VD 6.32 46.5
#> 1011      Essertines-sur-Rolle          VD 6.32 46.5
#> 1012      Essertines-sur-Rolle          VD 6.32 46.5
#> 1013      Essertines-sur-Rolle          VD 6.32 46.5
#> 1014                     Gilly          VD 6.30 46.5
#> 1015                     Gilly          VD 6.30 46.5
#> 1016                     Gilly          VD 6.30 46.5
#> 1017                     Gilly          VD 6.30 46.5
#> 1018                   Bursins          VD 6.29 46.4
#> 1019                   Bursins          VD 6.29 46.4
#> 1020                   Bursins          VD 6.29 46.4
#> 1021                     Luins          VD 6.28 46.4
#> 1022                     Luins          VD 6.28 46.4
#> 1023                     Luins          VD 6.28 46.4
#> 1024                     Luins          VD 6.28 46.4
#> 1025      Essertines-sur-Rolle          VD 6.32 46.5
#> 1026      Essertines-sur-Rolle          VD 6.32 46.5
#> 1027      Essertines-sur-Rolle          VD 6.32 46.5
#> 1028      Essertines-sur-Rolle          VD 6.32 46.5
#> 1029      Essertines-sur-Rolle          VD 6.32 46.5
#> 1030      Essertines-sur-Rolle          VD 6.32 46.5
#> 1031      Essertines-sur-Rolle          VD 6.32 46.5
#> 1032      Essertines-sur-Rolle          VD 6.32 46.5
#> 1033      Essertines-sur-Rolle          VD 6.32 46.5
#> 1034      Essertines-sur-Rolle          VD 6.32 46.5
#> 1035      Essertines-sur-Rolle          VD 6.32 46.5
#> 1036      Essertines-sur-Rolle          VD 6.32 46.5
#> 1037      Essertines-sur-Rolle          VD 6.32 46.5
#> 1038      Essertines-sur-Rolle          VD 6.32 46.5
#> 1039      Essertines-sur-Rolle          VD 6.31 46.5
#> 1040      Essertines-sur-Rolle          VD 6.31 46.5
#> 1041      Essertines-sur-Rolle          VD 6.31 46.5
#> 1042      Essertines-sur-Rolle          VD 6.31 46.5
#> 1043      Essertines-sur-Rolle          VD 6.31 46.5
#> 1044      Essertines-sur-Rolle          VD 6.31 46.5
#> 1045                     Gimel          VD 6.29 46.5
#> 1046                     Gimel          VD 6.29 46.5
#> 1047                     Gimel          VD 6.29 46.5
#> 1048                     Gimel          VD 6.29 46.5
#> 1049                     Gimel          VD 6.29 46.5
#> 1050                     Gimel          VD 6.29 46.5
#> 1051                     Gimel          VD 6.29 46.5
#> 1052                     Gimel          VD 6.29 46.5
#> 1053                     Gimel          VD 6.29 46.5
#> 1054                     Gimel          VD 6.29 46.5
#> 1055                     Gimel          VD 6.29 46.5
#> 1056                     Gimel          VD 6.29 46.5
#> 1057                     Gimel          VD 6.29 46.5
#> 1058                   Saubraz          VD 6.33 46.5
#> 1059                   Saubraz          VD 6.33 46.5
#> 1060                   Saubraz          VD 6.33 46.5
#> 1061                  Bursinel          VD 6.31 46.4
#> 1062                  Bursinel          VD 6.31 46.4
#> 1063                  Bursinel          VD 6.31 46.4
#> 1064                  Bursinel          VD 6.31 46.4
#> 1065                  Bursinel          VD 6.31 46.4
#> 1066                  Bursinel          VD 6.31 46.4
#> 1067                  Bursinel          VD 6.31 46.4
#> 1068                  Bursinel          VD 6.31 46.4
#> 1069                     Gland          VD 6.28 46.4
#> 1070                     Gland          VD 6.28 46.4
#> 1071                     Gland          VD 6.28 46.4
#> 1072                     Gland          VD 6.28 46.4
#> 1073                     Gland          VD 6.28 46.4
#> 1074                     Gland          VD 6.28 46.4
#> 1075                     Gland          VD 6.28 46.4
#> 1076                     Gland          VD 6.28 46.4
#> 1077                     Gland          VD 6.28 46.4
#> 1078                     Gland          VD 6.28 46.4
#> 1079                     Gland          VD 6.28 46.4
#> 1080                     Gland          VD 6.28 46.4
#> 1081                     Gland          VD 6.28 46.4
#> 1082                     Gland          VD 6.28 46.4
#> 1083                     Gland          VD 6.28 46.4
#> 1084                     Gland          VD 6.28 46.4
#> 1085                     Gland          VD 6.28 46.4
#> 1086                     Gland          VD 6.28 46.4
#> 1087                     Gland          VD 6.28 46.4
#> 1088                     Gland          VD 6.28 46.4
#> 1089                     Gland          VD 6.28 46.4
#> 1090                     Gland          VD 6.28 46.4
#> 1091                     Gland          VD 6.28 46.4
#> 1092                     Gland          VD 6.28 46.4
#> 1093                     Gland          VD 6.28 46.4
#> 1094                     Gland          VD 6.28 46.4
#> 1095                     Gland          VD 6.28 46.4
#> 1096                     Gland          VD 6.28 46.4
#> 1097                     Gland          VD 6.28 46.4
#> 1098                     Gland          VD 6.28 46.4
#> 1099                     Gland          VD 6.28 46.4
#> 1100                     Gland          VD 6.28 46.4
#> 1101                     Gland          VD 6.28 46.4
#> 1102                     Gland          VD 6.28 46.4
#> 1103                     Gland          VD 6.28 46.4
#> 1104                     Gland          VD 6.28 46.4
#> 1105                     Gland          VD 6.28 46.4
#> 1106                     Gland          VD 6.28 46.4
#> 1107                     Gland          VD 6.28 46.4
#> 1108                     Gland          VD 6.28 46.4
#> 1109                  Prangins          VD 6.26 46.4
#> 1110                  Prangins          VD 6.26 46.4
#> 1111                  Prangins          VD 6.26 46.4
#> 1112                  Prangins          VD 6.26 46.4
#> 1113                  Prangins          VD 6.26 46.4
#> 1114                    Genève          GE 6.14 46.2
#> 1115                    Genève          GE 6.14 46.2
#> 1116                    Genève          GE 6.14 46.2
#> 1117                    Genève          GE 6.14 46.2
#> 1118                    Genève          GE 6.14 46.2
#> 1119                    Genève          GE 6.14 46.2
#> 1120                    Genève          GE 6.14 46.2
#> 1121                    Genève          GE 6.14 46.2
#> 1122                    Genève          GE 6.14 46.2
#> 1123                    Genève          GE 6.14 46.2
#> 1124                    Genève          GE 6.14 46.2
#> 1125                    Genève          GE 6.14 46.2
#> 1126                    Genève          GE 6.14 46.2
#> 1127                    Genève          GE 6.14 46.2
#> 1128                    Genève          GE 6.14 46.2
#> 1129                    Genève          GE 6.14 46.2
#> 1130                    Genève          GE 6.14 46.2
#> 1131                    Genève          GE 6.14 46.2
#> 1132                    Genève          GE 6.14 46.2
#> 1133                    Genève          GE 6.14 46.2
#> 1134                    Genève          GE 6.14 46.2
#> 1135                    Genève          GE 6.14 46.2
#> 1136                    Genève          GE 6.14 46.2
#> 1137                    Genève          GE 6.14 46.2
#> 1138                    Genève          GE 6.14 46.2
#> 1139                    Genève          GE 6.14 46.2
#> 1140                    Genève          GE 6.14 46.2
#> 1141                    Genève          GE 6.14 46.2
#> 1142                    Genève          GE 6.14 46.2
#> 1143                    Genève          GE 6.14 46.2
#> 1144                    Genève          GE 6.12 46.2
#> 1145                    Genève          GE 6.12 46.2
#> 1146                    Genève          GE 6.12 46.2
#> 1147                    Genève          GE 6.12 46.2
#> 1148                    Genève          GE 6.12 46.2
#> 1149                    Genève          GE 6.12 46.2
#> 1150                    Genève          GE 6.12 46.2
#> 1151                    Genève          GE 6.12 46.2
#> 1152                    Genève          GE 6.14 46.2
#> 1153                    Genève          GE 6.14 46.2
#> 1154                    Genève          GE 6.14 46.2
#> 1155                    Genève          GE 6.14 46.2
#> 1156                    Genève          GE 6.14 46.2
#> 1157                    Genève          GE 6.14 46.2
#> 1158                    Genève          GE 6.14 46.2
#> 1159                    Genève          GE 6.14 46.2
#> 1160                    Genève          GE 6.14 46.2
#> 1161                    Genève          GE 6.14 46.2
#> 1162                    Genève          GE 6.14 46.2
#> 1163                    Genève          GE 6.14 46.2
#> 1164                    Genève          GE 6.16 46.2
#> 1165                    Genève          GE 6.16 46.2
#> 1166                    Genève          GE 6.16 46.2
#> 1167                    Genève          GE 6.16 46.2
#> 1168                    Genève          GE 6.16 46.2
#> 1169                    Genève          GE 6.16 46.2
#> 1170                    Genève          GE 6.16 46.2
#> 1171                    Genève          GE 6.16 46.2
#> 1172                    Genève          GE 6.16 46.2
#> 1173                    Genève          GE 6.16 46.2
#> 1174                    Genève          GE 6.16 46.2
#> 1175                    Genève          GE 6.16 46.2
#> 1176                    Genève          GE 6.16 46.2
#> 1177                    Genève          GE 6.16 46.2
#> 1178                    Genève          GE 6.16 46.2
#> 1179                    Genève          GE 6.16 46.2
#> 1180                    Genève          GE 6.16 46.2
#> 1181                    Genève          GE 6.16 46.2
#> 1182                    Genève          GE 6.16 46.2
#> 1183                    Genève          GE 6.16 46.2
#> 1184                    Genève          GE 6.16 46.2
#> 1185                    Genève          GE 6.16 46.2
#> 1186                    Genève          GE 6.16 46.2
#> 1187                    Genève          GE 6.16 46.2
#> 1188                    Genève          GE 6.16 46.2
#> 1189                    Genève          GE 6.16 46.2
#> 1190                    Genève          GE 6.16 46.2
#> 1191                    Genève          GE 6.16 46.2
#> 1192                    Genève          GE 6.16 46.2
#> 1193                    Genève          GE 6.16 46.2
#> 1194                    Genève          GE 6.16 46.2
#> 1195                    Genève          GE 6.16 46.2
#> 1196                    Genève          GE 6.16 46.2
#> 1197                    Genève          GE 6.16 46.2
#> 1198                    Genève          GE 6.16 46.2
#> 1199                    Genève          GE 6.16 46.2
#> 1200                    Genève          GE 6.16 46.2
#> 1201                    Genève          GE 6.16 46.2
#> 1202                    Genève          GE 6.16 46.2
#> 1203                    Genève          GE 6.16 46.2
#> 1204                    Genève          GE 6.16 46.2
#> 1205                    Genève          GE 6.16 46.2
#> 1206                    Genève          GE 6.16 46.2
#> 1207                    Genève          GE 6.16 46.2
#> 1208                    Genève          GE 6.16 46.2
#> 1209                    Genève          GE 6.16 46.2
#> 1210                    Genève          GE 6.16 46.2
#> 1211                    Genève          GE 6.16 46.2
#> 1212                    Genève          GE 6.16 46.2
#> 1213                    Genève          GE 6.16 46.2
#> 1214                    Genève          GE 6.16 46.2
#> 1215                    Genève          GE 6.16 46.2
#> 1216                    Genève          GE 6.16 46.2
#> 1217                    Genève          GE 6.16 46.2
#> 1218                    Genève          GE 6.16 46.2
#> 1219                    Genève          GE 6.16 46.2
#> 1220                    Genève          GE 6.16 46.2
#> 1221                    Genève          GE 6.16 46.2
#> 1222                    Genève          GE 6.16 46.2
#> 1223                    Genève          GE 6.16 46.2
#> 1224                    Genève          GE 6.17 46.2
#> 1225                    Genève          GE 6.17 46.2
#> 1226                    Genève          GE 6.17 46.2
#> 1227                    Genève          GE 6.17 46.2
#> 1228                    Genève          GE 6.17 46.2
#> 1229                    Genève          GE 6.17 46.2
#> 1230                    Genève          GE 6.17 46.2
#> 1231                    Genève          GE 6.17 46.2
#> 1232                    Genève          GE 6.17 46.2
#> 1233                    Genève          GE 6.17 46.2
#> 1234                    Genève          GE 6.17 46.2
#> 1235                    Genève          GE 6.17 46.2
#> 1236                    Genève          GE 6.17 46.2
#> 1237                    Genève          GE 6.12 46.2
#> 1238                    Genève          GE 6.12 46.2
#> 1239                    Genève          GE 6.12 46.2
#> 1240                    Genève          GE 6.12 46.2
#> 1241                    Genève          GE 6.12 46.2
#> 1242                    Genève          GE 6.12 46.2
#> 1243                    Genève          GE 6.12 46.2
#> 1244                    Genève          GE 6.12 46.2
#> 1245                    Genève          GE 6.12 46.2
#> 1246                     Lancy          GE 6.12 46.2
#> 1247                     Lancy          GE 6.12 46.2
#> 1248                     Lancy          GE 6.12 46.2
#> 1249                     Lancy          GE 6.12 46.2
#> 1250                     Lancy          GE 6.12 46.2
#> 1251                     Lancy          GE 6.12 46.2
#> 1252                     Lancy          GE 6.12 46.2
#> 1253                     Lancy          GE 6.12 46.2
#> 1254                     Lancy          GE 6.12 46.2
#> 1255                     Lancy          GE 6.12 46.2
#> 1256                     Lancy          GE 6.12 46.2
#> 1257                    Genève          GE 6.12 46.2
#> 1258                    Genève          GE 6.12 46.2
#> 1259                    Genève          GE 6.12 46.2
#> 1260                    Genève          GE 6.12 46.2
#> 1261                    Genève          GE 6.12 46.2
#> 1262                    Genève          GE 6.12 46.2
#> 1263                    Genève          GE 6.12 46.2
#> 1264                    Genève          GE 6.12 46.2
#> 1265                    Meyrin          GE 6.07 46.2
#> 1266                    Meyrin          GE 6.07 46.2
#> 1267                    Meyrin          GE 6.07 46.2
#> 1268                    Meyrin          GE 6.07 46.2
#> 1269                    Meyrin          GE 6.07 46.2
#> 1270                    Meyrin          GE 6.07 46.2
#> 1271                    Meyrin          GE 6.07 46.2
#> 1272                    Meyrin          GE 6.07 46.2
#> 1273                    Meyrin          GE 6.07 46.2
#> 1274                    Meyrin          GE 6.07 46.2
#> 1275                    Meyrin          GE 6.07 46.2
#> 1276                    Meyrin          GE 6.07 46.2
#> 1277                    Meyrin          GE 6.07 46.2
#> 1278                    Meyrin          GE 6.07 46.2
#> 1279                    Meyrin          GE 6.07 46.2
#> 1280                    Meyrin          GE 6.07 46.2
#> 1281         Le Grand-Saconnex          GE 6.11 46.2
#> 1282         Le Grand-Saconnex          GE 6.11 46.2
#> 1283         Le Grand-Saconnex          GE 6.11 46.2
#> 1284         Le Grand-Saconnex          GE 6.11 46.2
#> 1285         Le Grand-Saconnex          GE 6.11 46.2
#> 1286         Le Grand-Saconnex          GE 6.11 46.2
#> 1287         Le Grand-Saconnex          GE 6.11 46.2
#> 1288         Le Grand-Saconnex          GE 6.11 46.2
#> 1289         Le Grand-Saconnex          GE 6.11 46.2
#> 1290                    Meyrin          GE 6.07 46.2
#> 1291                    Meyrin          GE 6.07 46.2
#> 1292                    Meyrin          GE 6.07 46.2
#> 1293                    Meyrin          GE 6.07 46.2
#> 1294                    Meyrin          GE 6.07 46.2
#> 1295                    Meyrin          GE 6.07 46.2
#> 1296                    Meyrin          GE 6.07 46.2
#> 1297                    Meyrin          GE 6.07 46.2
#> 1298                    Meyrin          GE 6.07 46.2
#> 1299                    Genève          GE 6.13 46.2
#> 1300                    Genève          GE 6.13 46.2
#> 1301                    Genève          GE 6.13 46.2
#> 1302                    Genève          GE 6.13 46.2
#> 1303                    Genève          GE 6.13 46.2
#> 1304                    Genève          GE 6.13 46.2
#> 1305                    Genève          GE 6.13 46.2
#> 1306                    Genève          GE 6.13 46.2
#> 1307                    Genève          GE 6.13 46.2
#> 1308                   Vernier          GE 6.10 46.2
#> 1309                   Vernier          GE 6.10 46.2
#> 1310                   Vernier          GE 6.10 46.2
#> 1311                   Vernier          GE 6.10 46.2
#> 1312                   Vernier          GE 6.10 46.2
#> 1313                   Vernier          GE 6.10 46.2
#> 1314        Collonge-Bellerive          GE 6.20 46.2
#> 1315        Collonge-Bellerive          GE 6.20 46.2
#> 1316        Collonge-Bellerive          GE 6.20 46.2
#> 1317        Collonge-Bellerive          GE 6.20 46.2
#> 1318        Collonge-Bellerive          GE 6.20 46.2
#> 1319        Collonge-Bellerive          GE 6.20 46.2
#> 1320        Collonge-Bellerive          GE 6.20 46.2
#> 1321        Collonge-Bellerive          GE 6.20 46.2
#> 1322        Collonge-Bellerive          GE 6.20 46.2
#> 1323        Collonge-Bellerive          GE 6.20 46.2
#> 1324        Collonge-Bellerive          GE 6.20 46.2
#> 1325        Collonge-Bellerive          GE 6.20 46.2
#> 1326        Collonge-Bellerive          GE 6.20 46.2
#> 1327        Collonge-Bellerive          GE 6.20 46.2
#> 1328                   Cologny          GE 6.19 46.2
#> 1329                   Cologny          GE 6.19 46.2
#> 1330                   Cologny          GE 6.19 46.2
#> 1331                   Cologny          GE 6.19 46.2
#> 1332                   Cologny          GE 6.19 46.2
#> 1333                   Cologny          GE 6.19 46.2
#> 1334                   Cologny          GE 6.19 46.2
#> 1335                   Cologny          GE 6.19 46.2
#> 1336                   Cologny          GE 6.19 46.2
#> 1337                   Cologny          GE 6.19 46.2
#> 1338                   Cologny          GE 6.19 46.2
#> 1339                   Cologny          GE 6.19 46.2
#> 1340                   Cologny          GE 6.19 46.2
#> 1341                   Cologny          GE 6.19 46.2
#> 1342                   Cologny          GE 6.19 46.2
#> 1343                   Cologny          GE 6.19 46.2
#> 1344                   Cologny          GE 6.19 46.2
#> 1345                   Cologny          GE 6.19 46.2
#> 1346                   Cologny          GE 6.19 46.2
#> 1347                   Cologny          GE 6.19 46.2
#> 1348                   Cologny          GE 6.19 46.2
#> 1349                   Cologny          GE 6.19 46.2
#> 1350                   Cologny          GE 6.19 46.2
#> 1351                   Cologny          GE 6.19 46.2
#> 1352                   Cologny          GE 6.19 46.2
#> 1353                   Cologny          GE 6.19 46.2
#> 1354                   Cologny          GE 6.19 46.2
#> 1355                   Cologny          GE 6.19 46.2
#> 1356           Chêne-Bougeries          GE 6.18 46.2
#> 1357           Chêne-Bougeries          GE 6.18 46.2
#> 1358           Chêne-Bougeries          GE 6.18 46.2
#> 1359           Chêne-Bougeries          GE 6.18 46.2
#> 1360           Chêne-Bougeries          GE 6.18 46.2
#> 1361           Chêne-Bougeries          GE 6.18 46.2
#> 1362           Chêne-Bougeries          GE 6.18 46.2
#> 1363           Chêne-Bougeries          GE 6.18 46.2
#> 1364           Chêne-Bougeries          GE 6.18 46.2
#> 1365           Chêne-Bougeries          GE 6.18 46.2
#> 1366           Chêne-Bougeries          GE 6.18 46.2
#> 1367           Chêne-Bougeries          GE 6.18 46.2
#> 1368           Chêne-Bougeries          GE 6.18 46.2
#> 1369           Chêne-Bougeries          GE 6.18 46.2
#> 1370           Chêne-Bougeries          GE 6.18 46.2
#> 1371           Chêne-Bougeries          GE 6.18 46.2
#> 1372           Chêne-Bougeries          GE 6.18 46.2
#> 1373           Chêne-Bougeries          GE 6.18 46.2
#> 1374           Chêne-Bougeries          GE 6.18 46.2
#> 1375               Chêne-Bourg          GE 6.20 46.2
#> 1376               Chêne-Bourg          GE 6.20 46.2
#> 1377               Chêne-Bourg          GE 6.20 46.2
#> 1378               Chêne-Bourg          GE 6.20 46.2
#> 1379               Chêne-Bourg          GE 6.20 46.2
#> 1380               Chêne-Bourg          GE 6.20 46.2
#> 1381                    Thônex          GE 6.21 46.2
#> 1382                    Thônex          GE 6.21 46.2
#> 1383                    Thônex          GE 6.21 46.2
#> 1384                    Thônex          GE 6.21 46.2
#> 1385                    Thônex          GE 6.21 46.2
#> 1386                    Thônex          GE 6.21 46.2
#> 1387                    Thônex          GE 6.21 46.2
#> 1388                    Thônex          GE 6.21 46.2
#> 1389                    Thônex          GE 6.21 46.2
#> 1390                    Thônex          GE 6.21 46.2
#> 1391                    Thônex          GE 6.21 46.2
#> 1392                    Thônex          GE 6.21 46.2
#> 1393                    Thônex          GE 6.21 46.2
#> 1394                    Thônex          GE 6.21 46.2
#> 1395                    Thônex          GE 6.21 46.2
#> 1396                    Thônex          GE 6.21 46.2
#> 1397                    Thônex          GE 6.21 46.2
#> 1398                    Thônex          GE 6.21 46.2
#> 1399                    Thônex          GE 6.21 46.2
#> 1400                    Thônex          GE 6.21 46.2
#> 1401                    Thônex          GE 6.21 46.2
#> 1402                    Thônex          GE 6.21 46.2
#> 1403                    Thônex          GE 6.21 46.2
#> 1404                    Thônex          GE 6.21 46.2
#> 1405                    Thônex          GE 6.21 46.2
#> 1406                    Thônex          GE 6.21 46.2
#> 1407                    Thônex          GE 6.21 46.2
#> 1408                    Thônex          GE 6.21 46.2
#> 1409                    Thônex          GE 6.21 46.2
#> 1410                    Thônex          GE 6.21 46.2
#> 1411                    Thônex          GE 6.21 46.2
#> 1412                    Thônex          GE 6.21 46.2
#> 1413                    Thônex          GE 6.21 46.2
#> 1414                    Thônex          GE 6.21 46.2
#> 1415              Carouge (GE)          GE 6.14 46.2
#> 1416              Carouge (GE)          GE 6.14 46.2
#> 1417              Carouge (GE)          GE 6.14 46.2
#> 1418                 Confignon          GE 6.10 46.2
#> 1419                 Confignon          GE 6.10 46.2
#> 1420                 Confignon          GE 6.10 46.2
#> 1421                 Confignon          GE 6.10 46.2
#> 1422                 Confignon          GE 6.10 46.2
#> 1423                 Confignon          GE 6.10 46.2
#> 1424                 Confignon          GE 6.10 46.2
#> 1425                 Confignon          GE 6.10 46.2
#> 1426                 Confignon          GE 6.10 46.2
#> 1427                 Confignon          GE 6.10 46.2
#> 1428                 Confignon          GE 6.10 46.2
#> 1429                 Confignon          GE 6.10 46.2
#> 1430                 Confignon          GE 6.10 46.2
#> 1431                 Confignon          GE 6.10 46.2
#> 1432                 Confignon          GE 6.10 46.2
#> 1433                 Confignon          GE 6.10 46.2
#> 1434                 Confignon          GE 6.10 46.2
#> 1435                 Confignon          GE 6.10 46.2
#> 1436                 Confignon          GE 6.10 46.2
#> 1437                 Confignon          GE 6.10 46.2
#> 1438                 Confignon          GE 6.10 46.2
#> 1439                 Confignon          GE 6.10 46.2
#> 1440           Chêne-Bougeries          GE 6.18 46.2
#> 1441           Chêne-Bougeries          GE 6.18 46.2
#> 1442           Chêne-Bougeries          GE 6.18 46.2
#> 1443           Chêne-Bougeries          GE 6.18 46.2
#> 1444           Chêne-Bougeries          GE 6.18 46.2
#> 1445           Chêne-Bougeries          GE 6.18 46.2
#> 1446                    Bernex          GE 6.08 46.2
#> 1447                    Bernex          GE 6.08 46.2
#> 1448                    Bernex          GE 6.08 46.2
#> 1449                    Bernex          GE 6.08 46.2
#> 1450                    Bernex          GE 6.08 46.2
#> 1451                    Bernex          GE 6.08 46.2
#> 1452                    Bernex          GE 6.08 46.2
#> 1453                    Bernex          GE 6.08 46.2
#> 1454                    Bernex          GE 6.07 46.2
#> 1455                    Bernex          GE 6.07 46.2
#> 1456                    Bernex          GE 6.07 46.2
#> 1457                    Bernex          GE 6.07 46.2
#> 1458                    Bernex          GE 6.07 46.2
#> 1459                    Bernex          GE 6.07 46.2
#> 1460                    Bernex          GE 6.07 46.2
#> 1461                    Bernex          GE 6.07 46.2
#> 1462                    Bernex          GE 6.07 46.2
#> 1463                    Bernex          GE 6.07 46.2
#> 1464                    Bernex          GE 6.07 46.2
#> 1465                    Bernex          GE 6.07 46.2
#> 1466                    Bernex          GE 6.07 46.2
#> 1467                    Bernex          GE 6.07 46.2
#> 1468                    Bernex          GE 6.07 46.2
#> 1469                    Bernex          GE 6.07 46.2
#> 1470                    Bernex          GE 6.07 46.2
#> 1471                    Bernex          GE 6.07 46.2
#> 1472                    Bernex          GE 6.07 46.2
#> 1473                    Bernex          GE 6.07 46.2
#> 1474                    Bernex          GE 6.07 46.2
#> 1475                    Bernex          GE 6.07 46.2
#> 1476                    Bernex          GE 6.07 46.2
#> 1477                    Bernex          GE 6.07 46.2
#> 1478                   Veyrier          GE 6.16 46.2
#> 1479                   Veyrier          GE 6.16 46.2
#> 1480                   Veyrier          GE 6.16 46.2
#> 1481                   Veyrier          GE 6.16 46.2
#> 1482                   Veyrier          GE 6.16 46.2
#> 1483                   Veyrier          GE 6.16 46.2
#> 1484                   Veyrier          GE 6.16 46.2
#> 1485                   Veyrier          GE 6.16 46.2
#> 1486                   Veyrier          GE 6.16 46.2
#> 1487                   Veyrier          GE 6.16 46.2
#> 1488                   Veyrier          GE 6.16 46.2
#> 1489                   Veyrier          GE 6.16 46.2
#> 1490                     Avusy          GE 6.02 46.2
#> 1491                     Avusy          GE 6.02 46.2
#> 1492                     Avusy          GE 6.02 46.2
#> 1493                    Avully          GE 6.00 46.2
#> 1494                    Avully          GE 6.00 46.2
#> 1495                    Avully          GE 6.00 46.2
#> 1496                    Avully          GE 6.00 46.2
#> 1497                    Avully          GE 6.00 46.2
#> 1498                    Avully          GE 6.00 46.2
#> 1499                    Avully          GE 6.00 46.2
#> 1500              Collex-Bossy          GE 6.12 46.3
#> 1501              Collex-Bossy          GE 6.12 46.3
#> 1502              Collex-Bossy          GE 6.12 46.3
#> 1503              Collex-Bossy          GE 6.12 46.3
#> 1504              Collex-Bossy          GE 6.12 46.3
#> 1505                  Puplinge          GE 6.23 46.2
#> 1506                   Satigny          GE 6.03 46.2
#> 1507                   Satigny          GE 6.03 46.2
#> 1508                   Satigny          GE 6.03 46.2
#> 1509                   Satigny          GE 6.03 46.2
#> 1510                   Satigny          GE 6.03 46.2
#> 1511                   Satigny          GE 6.03 46.2
#> 1512                   Satigny          GE 6.03 46.2
#> 1513                   Satigny          GE 6.03 46.2
#> 1514                   Satigny          GE 6.03 46.2
#> 1515                   Satigny          GE 6.03 46.2
#> 1516                   Satigny          GE 6.03 46.2
#> 1517                   Satigny          GE 6.03 46.2
#> 1518                   Satigny          GE 6.03 46.2
#> 1519                   Satigny          GE 6.03 46.2
#> 1520                   Satigny          GE 6.03 46.2
#> 1521                   Choulex          GE 6.23 46.2
#> 1522                   Choulex          GE 6.23 46.2
#> 1523                   Choulex          GE 6.23 46.2
#> 1524                   Choulex          GE 6.23 46.2
#> 1525        Collonge-Bellerive          GE 6.21 46.3
#> 1526        Collonge-Bellerive          GE 6.21 46.3
#> 1527        Collonge-Bellerive          GE 6.21 46.3
#> 1528        Collonge-Bellerive          GE 6.21 46.3
#> 1529        Collonge-Bellerive          GE 6.21 46.3
#> 1530        Collonge-Bellerive          GE 6.21 46.3
#> 1531              Corsier (GE)          GE 6.23 46.3
#> 1532              Corsier (GE)          GE 6.23 46.3
#> 1533              Corsier (GE)          GE 6.23 46.3
#> 1534              Corsier (GE)          GE 6.23 46.3
#> 1535              Corsier (GE)          GE 6.23 46.3
#> 1536                   Anières          GE 6.23 46.3
#> 1537                   Anières          GE 6.23 46.3
#> 1538                   Anières          GE 6.23 46.3
#> 1539                   Anières          GE 6.23 46.3
#> 1540                   Anières          GE 6.23 46.3
#> 1541                   Anières          GE 6.23 46.3
#> 1542                   Anières          GE 6.23 46.3
#> 1543                  Hermance          GE 6.24 46.3
#> 1544                  Hermance          GE 6.24 46.3
#> 1545                  Hermance          GE 6.24 46.3
#> 1546                  Hermance          GE 6.24 46.3
#> 1547                        Gy          GE 6.29 46.3
#> 1548                        Gy          GE 6.29 46.3
#> 1549                        Gy          GE 6.29 46.3
#> 1550                        Gy          GE 6.29 46.3
#> 1551                        Gy          GE 6.29 46.3
#> 1552                        Gy          GE 6.29 46.3
#> 1553                        Gy          GE 6.29 46.3
#> 1554                   Meinier          GE 6.24 46.2
#> 1555                   Meinier          GE 6.24 46.2
#> 1556                   Meinier          GE 6.24 46.2
#> 1557                   Meinier          GE 6.24 46.2
#> 1558               Vandoeuvres          GE 6.20 46.2
#> 1559               Vandoeuvres          GE 6.20 46.2
#> 1560               Vandoeuvres          GE 6.20 46.2
#> 1561               Vandoeuvres          GE 6.20 46.2
#> 1562               Vandoeuvres          GE 6.20 46.2
#> 1563               Vandoeuvres          GE 6.20 46.2
#> 1564               Vandoeuvres          GE 6.20 46.2
#> 1565               Vandoeuvres          GE 6.20 46.2
#> 1566               Vandoeuvres          GE 6.20 46.2
#> 1567               Vandoeuvres          GE 6.20 46.2
#> 1568               Vandoeuvres          GE 6.20 46.2
#> 1569               Vandoeuvres          GE 6.20 46.2
#> 1570               Vandoeuvres          GE 6.20 46.2
#> 1571                        Gy          GE 6.28 46.2
#> 1572                        Gy          GE 6.28 46.2
#> 1573                        Gy          GE 6.28 46.2
#> 1574                        Gy          GE 6.28 46.2
#> 1575                        Gy          GE 6.28 46.2
#> 1576                        Gy          GE 6.28 46.2
#> 1577                        Gy          GE 6.28 46.2
#> 1578                        Gy          GE 6.28 46.2
#> 1579                        Gy          GE 6.28 46.2
#> 1580                        Gy          GE 6.28 46.2
#> 1581                        Gy          GE 6.28 46.2
#> 1582                   Troinex          GE 6.17 46.2
#> 1583                   Troinex          GE 6.17 46.2
#> 1584                   Troinex          GE 6.17 46.2
#> 1585                   Troinex          GE 6.17 46.2
#> 1586                   Troinex          GE 6.17 46.2
#> 1587                   Troinex          GE 6.17 46.2
#> 1588                   Troinex          GE 6.17 46.2
#> 1589                   Troinex          GE 6.17 46.2
#> 1590                   Troinex          GE 6.17 46.2
#> 1591                     Lancy          GE 6.14 46.2
#> 1592                     Lancy          GE 6.14 46.2
#> 1593                     Lancy          GE 6.14 46.2
#> 1594                     Lancy          GE 6.14 46.2
#> 1595                     Lancy          GE 6.14 46.2
#> 1596                     Lancy          GE 6.14 46.2
#> 1597                     Lancy          GE 6.14 46.2
#> 1598                     Lancy          GE 6.14 46.2
#> 1599                     Lancy          GE 6.14 46.2
#> 1600                 Bardonnex          GE 6.12 46.1
#> 1601                 Bardonnex          GE 6.12 46.1
#> 1602                 Bardonnex          GE 6.12 46.1
#> 1603                 Bardonnex          GE 6.12 46.1
#> 1604                 Bardonnex          GE 6.10 46.2
#> 1605                 Bardonnex          GE 6.10 46.2
#> 1606                 Bardonnex          GE 6.10 46.2
#> 1607                 Bardonnex          GE 6.10 46.2
#> 1608                 Bardonnex          GE 6.10 46.2
#> 1609                 Bardonnex          GE 6.10 46.2
#> 1610                      Nyon          VD 6.23 46.4
#> 1611                      Nyon          VD 6.23 46.4
#> 1612                      Nyon          VD 6.23 46.4
#> 1613                      Nyon          VD 6.23 46.4
#> 1614                      Nyon          VD 6.23 46.4
#> 1615                      Nyon          VD 6.23 46.4
#> 1616                      Nyon          VD 6.23 46.4
#> 1617                      Nyon          VD 6.23 46.4
#> 1618                      Nyon          VD 6.23 46.4
#> 1619                      Nyon          VD 6.23 46.4
#> 1620                      Nyon          VD 6.23 46.4
#> 1621                      Nyon          VD 6.23 46.4
#> 1622                      Nyon          VD 6.23 46.4
#> 1623                      Nyon          VD 6.23 46.4
#> 1624                      Nyon          VD 6.23 46.4
#> 1625                      Nyon          VD 6.23 46.4
#> 1626                      Nyon          VD 6.23 46.4
#> 1627                      Nyon          VD 6.23 46.4
#> 1628                      Nyon          VD 6.23 46.4
#> 1629                      Nyon          VD 6.23 46.4
#> 1630                      Nyon          VD 6.23 46.4
#> 1631                      Nyon          VD 6.23 46.4
#> 1632                      Nyon          VD 6.23 46.4
#> 1633                      Nyon          VD 6.23 46.4
#> 1634                      Nyon          VD 6.23 46.4
#> 1635                      Nyon          VD 6.23 46.4
#> 1636                      Nyon          VD 6.23 46.4
#> 1637                      Nyon          VD 6.23 46.4
#> 1638                      Nyon          VD 6.23 46.4
#> 1639                      Nyon          VD 6.23 46.4
#> 1640                      Nyon          VD 6.23 46.4
#> 1641                      Nyon          VD 6.23 46.4
#> 1642                      Nyon          VD 6.23 46.4
#> 1643                      Nyon          VD 6.23 46.4
#> 1644                      Nyon          VD 6.23 46.4
#> 1645                      Nyon          VD 6.23 46.4
#> 1646                  Longirod          VD 6.24 46.5
#> 1647                  Longirod          VD 6.24 46.5
#> 1648                  Longirod          VD 6.24 46.5
#> 1649                  Longirod          VD 6.24 46.5
#> 1650                  Longirod          VD 6.24 46.5
#> 1651                  Longirod          VD 6.24 46.5
#> 1652                  Longirod          VD 6.24 46.5
#> 1653                    Eysins          VD 6.21 46.4
#> 1654                    Eysins          VD 6.21 46.4
#> 1655                    Eysins          VD 6.21 46.4
#> 1656                    Eysins          VD 6.21 46.4
#> 1657                    Eysins          VD 6.21 46.4
#> 1658                    Eysins          VD 6.21 46.4
#> 1659                    Eysins          VD 6.21 46.4
#> 1660                    Eysins          VD 6.21 46.4
#> 1661                    Eysins          VD 6.21 46.4
#> 1662                  Crassier          VD 6.17 46.4
#> 1663                  Crassier          VD 6.17 46.4
#> 1664                  Crassier          VD 6.17 46.4
#> 1665                  Crassier          VD 6.17 46.4
#> 1666           Arzier-Le Muids          VD 6.13 46.5
#> 1667           Arzier-Le Muids          VD 6.13 46.5
#> 1668           Arzier-Le Muids          VD 6.13 46.5
#> 1669           Arzier-Le Muids          VD 6.13 46.5
#> 1670           Arzier-Le Muids          VD 6.13 46.5
#> 1671           Arzier-Le Muids          VD 6.13 46.5
#> 1672           Arzier-Le Muids          VD 6.13 46.5
#> 1673           Arzier-Le Muids          VD 6.13 46.5
#> 1674           Arzier-Le Muids          VD 6.13 46.5
#> 1675           Arzier-Le Muids          VD 6.13 46.5
#> 1676           Arzier-Le Muids          VD 6.13 46.5
#> 1677           Arzier-Le Muids          VD 6.13 46.5
#> 1678           Arzier-Le Muids          VD 6.13 46.5
#> 1679           Arzier-Le Muids          VD 6.13 46.5
#> 1680           Arzier-Le Muids          VD 6.13 46.5
#> 1681           Arzier-Le Muids          VD 6.13 46.5
#> 1682           Arzier-Le Muids          VD 6.13 46.5
#> 1683              Saint-Cergue          VD 6.09 46.5
#> 1684              Saint-Cergue          VD 6.09 46.5
#> 1685              Saint-Cergue          VD 6.09 46.5
#> 1686                  Duillier          VD 6.23 46.4
#> 1687                  Coinsins          VD 6.24 46.4
#> 1688                  Coinsins          VD 6.24 46.4
#> 1689                  Coinsins          VD 6.24 46.4
#> 1690                  Coinsins          VD 6.24 46.4
#> 1691                  Coinsins          VD 6.24 46.4
#> 1692                  Coinsins          VD 6.24 46.4
#> 1693                  Coinsins          VD 6.24 46.4
#> 1694                   Begnins          VD 6.25 46.4
#> 1695                   Begnins          VD 6.25 46.4
#> 1696                   Begnins          VD 6.25 46.4
#> 1697                   Begnins          VD 6.25 46.4
#> 1698                   Begnins          VD 6.25 46.4
#> 1699                   Begnins          VD 6.25 46.4
#> 1700                   Begnins          VD 6.25 46.4
#> 1701                   Begnins          VD 6.25 46.4
#> 1702                   Begnins          VD 6.25 46.4
#> 1703                   Begnins          VD 6.25 46.4
#> 1704                   Begnins          VD 6.25 46.4
#> 1705                   Begnins          VD 6.25 46.4
#> 1706                   Begnins          VD 6.25 46.4
#> 1707                   Begnins          VD 6.25 46.4
#> 1708                   Begnins          VD 6.25 46.4
#> 1709                   Begnins          VD 6.25 46.4
#> 1710                   Begnins          VD 6.25 46.4
#> 1711                   Begnins          VD 6.25 46.4
#> 1712                   Begnins          VD 6.25 46.4
#> 1713                   Begnins          VD 6.25 46.4
#> 1714                   Begnins          VD 6.25 46.4
#> 1715                   Bassins          VD 6.20 46.5
#> 1716                   Bassins          VD 6.20 46.5
#> 1717                   Bassins          VD 6.20 46.5
#> 1718                   Bassins          VD 6.20 46.5
#> 1719                   Bassins          VD 6.20 46.5
#> 1720                   Bassins          VD 6.20 46.5
#> 1721                   Bassins          VD 6.20 46.5
#> 1722                   Bassins          VD 6.20 46.5
#> 1723                   Bassins          VD 6.20 46.5
#> 1724                   Bassins          VD 6.20 46.5
#> 1725                   Bassins          VD 6.20 46.5
#> 1726                    Trélex          VD 6.20 46.4
#> 1727                    Trélex          VD 6.20 46.4
#> 1728                    Trélex          VD 6.20 46.4
#> 1729                    Trélex          VD 6.20 46.4
#> 1730                   Givrins          VD 6.19 46.4
#> 1731                   Givrins          VD 6.19 46.4
#> 1732                   Givrins          VD 6.19 46.4
#> 1733                  Genolier          VD 6.22 46.4
#> 1734                  Genolier          VD 6.22 46.4
#> 1735                  Genolier          VD 6.22 46.4
#> 1736                  Genolier          VD 6.22 46.4
#> 1737                  Genolier          VD 6.22 46.4
#> 1738                  Genolier          VD 6.22 46.4
#> 1739                  Genolier          VD 6.22 46.4
#> 1740                  Genolier          VD 6.22 46.4
#> 1741                  Genolier          VD 6.22 46.4
#> 1742                  Genolier          VD 6.22 46.4
#> 1743                  Genolier          VD 6.22 46.4
#> 1744                  Genolier          VD 6.22 46.4
#> 1745                  Genolier          VD 6.22 46.4
#> 1746                  Genolier          VD 6.22 46.4
#> 1747                  Genolier          VD 6.22 46.4
#> 1748           Arzier-Le Muids          VD 6.13 46.5
#> 1749           Arzier-Le Muids          VD 6.13 46.5
#> 1750           Arzier-Le Muids          VD 6.13 46.5
#> 1751           Arzier-Le Muids          VD 6.13 46.5
#> 1752           Arzier-Le Muids          VD 6.13 46.5
#> 1753           Arzier-Le Muids          VD 6.13 46.5
#> 1754           Arzier-Le Muids          VD 6.13 46.5
#> 1755           Arzier-Le Muids          VD 6.13 46.5
#> 1756           Arzier-Le Muids          VD 6.13 46.5
#> 1757           Arzier-Le Muids          VD 6.13 46.5
#> 1758           Arzier-Le Muids          VD 6.13 46.5
#> 1759           Arzier-Le Muids          VD 6.13 46.5
#> 1760           Arzier-Le Muids          VD 6.13 46.5
#> 1761           Arzier-Le Muids          VD 6.13 46.5
#> 1762           Arzier-Le Muids          VD 6.13 46.5
#> 1763           Arzier-Le Muids          VD 6.13 46.5
#> 1764           Arzier-Le Muids          VD 6.13 46.5
#> 1765           Arzier-Le Muids          VD 6.13 46.5
#> 1766           Arzier-Le Muids          VD 6.13 46.5
#> 1767           Arzier-Le Muids          VD 6.13 46.5
#> 1768           Arzier-Le Muids          VD 6.13 46.5
#> 1769           Arzier-Le Muids          VD 6.13 46.5
#> 1770           Arzier-Le Muids          VD 6.13 46.5
#> 1771                     Grens          VD 6.19 46.4
#> 1772                     Grens          VD 6.19 46.4
#> 1773                     Grens          VD 6.19 46.4
#> 1774                     Grens          VD 6.19 46.4
#> 1775                     Grens          VD 6.19 46.4
#> 1776                  Chéserex          VD 6.15 46.4
#> 1777                  Chéserex          VD 6.15 46.4
#> 1778                  Chéserex          VD 6.10 46.4
#> 1779                  Chéserex          VD 6.10 46.4
#> 1780                  Chéserex          VD 6.10 46.4
#> 1781                  Chéserex          VD 6.10 46.4
#> 1782                  Chéserex          VD 6.10 46.4
#> 1783                  Chéserex          VD 6.10 46.4
#> 1784            Arnex-sur-Nyon          VD 6.19 46.4
#> 1785            Arnex-sur-Nyon          VD 6.19 46.4
#> 1786            Arnex-sur-Nyon          VD 6.19 46.4
#> 1787            Arnex-sur-Nyon          VD 6.19 46.4
#> 1788            Arnex-sur-Nyon          VD 6.19 46.4
#> 1789            Arnex-sur-Nyon          VD 6.19 46.4
#> 1790            Arnex-sur-Nyon          VD 6.19 46.4
#> 1791            Arnex-sur-Nyon          VD 6.19 46.4
#> 1792                  La Rippe          VD 6.12 46.4
#> 1793                  La Rippe          VD 6.12 46.4
#> 1794                  La Rippe          VD 6.12 46.4
#> 1795                  La Rippe          VD 6.12 46.4
#> 1796                  La Rippe          VD 6.12 46.4
#> 1797                  La Rippe          VD 6.12 46.4
#> 1798              Bogis-Bossey          VD 6.17 46.4
#> 1799              Bogis-Bossey          VD 6.17 46.4
#> 1800              Bogis-Bossey          VD 6.17 46.4
#> 1801              Bogis-Bossey          VD 6.17 46.4
#> 1802              Bogis-Bossey          VD 6.17 46.4
#> 1803              Bogis-Bossey          VD 6.17 46.4
#> 1804              Bogis-Bossey          VD 6.17 46.4
#> 1805              Bogis-Bossey          VD 6.17 46.4
#> 1806              Bogis-Bossey          VD 6.17 46.4
#> 1807              Bogis-Bossey          VD 6.17 46.4
#> 1808              Bogis-Bossey          VD 6.17 46.4
#> 1809              Bogis-Bossey          VD 6.17 46.4
#> 1810              Bogis-Bossey          VD 6.17 46.4
#> 1811              Bogis-Bossey          VD 6.17 46.4
#> 1812              Bogis-Bossey          VD 6.17 46.4
#> 1813              Bogis-Bossey          VD 6.17 46.4
#> 1814              Bogis-Bossey          VD 6.17 46.4
#> 1815              Bogis-Bossey          VD 6.17 46.4
#> 1816              Bogis-Bossey          VD 6.17 46.4
#> 1817                    Russin          GE 6.01 46.2
#> 1818                  Dardagny          GE 6.00 46.2
#> 1819                  Dardagny          GE 6.00 46.2
#> 1820                  Dardagny          GE 6.00 46.2
#> 1821                  Dardagny          GE 6.00 46.2
#> 1822                    Chancy          GE 5.98 46.1
#> 1823                    Chancy          GE 5.98 46.1
#> 1824                     Avusy          GE 6.01 46.2
#> 1825                     Avusy          GE 6.01 46.2
#> 1826                     Avusy          GE 6.01 46.2
#> 1827                    Bernex          GE 6.05 46.2
#> 1828                    Bernex          GE 6.05 46.2
#> 1829                  Laconnex          GE 6.03 46.2
#> 1830             Aire-la-Ville          GE 6.05 46.2
#> 1831             Aire-la-Ville          GE 6.05 46.2
#> 1832             Aire-la-Ville          GE 6.05 46.2
#> 1833        Chavannes-des-Bois          VD 6.14 46.3
#> 1834        Chavannes-des-Bois          VD 6.14 46.3
#> 1835        Chavannes-des-Bois          VD 6.14 46.3
#> 1836        Chavannes-des-Bois          VD 6.14 46.3
#> 1837        Chavannes-des-Bois          VD 6.14 46.3
#> 1838        Chavannes-des-Bois          VD 6.14 46.3
#> 1839        Chavannes-des-Bois          VD 6.14 46.3
#> 1840        Chavannes-des-Bois          VD 6.14 46.3
#> 1841        Chavannes-des-Bois          VD 6.14 46.3
#> 1842        Chavannes-des-Bois          VD 6.14 46.3
#> 1843        Chavannes-des-Bois          VD 6.14 46.3
#> 1844        Chavannes-des-Bois          VD 6.14 46.3
#> 1845        Chavannes-des-Bois          VD 6.14 46.3
#> 1846        Chavannes-des-Bois          VD 6.14 46.3
#> 1847        Chavannes-des-Bois          VD 6.14 46.3
#> 1848        Chavannes-des-Bois          VD 6.14 46.3
#> 1849        Chavannes-des-Bois          VD 6.14 46.3
#> 1850        Chavannes-des-Bois          VD 6.14 46.3
#> 1851        Chavannes-des-Bois          VD 6.14 46.3
#> 1852        Chavannes-des-Bois          VD 6.14 46.3
#> 1853        Chavannes-des-Bois          VD 6.14 46.3
#> 1854        Chavannes-des-Bois          VD 6.14 46.3
#> 1855        Chavannes-des-Bois          VD 6.14 46.3
#> 1856        Chavannes-des-Bois          VD 6.14 46.3
#> 1857        Chavannes-des-Bois          VD 6.14 46.3
#> 1858                  Commugny          VD 6.16 46.3
#> 1859                  Commugny          VD 6.16 46.3
#> 1860                  Commugny          VD 6.16 46.3
#> 1861                  Commugny          VD 6.16 46.3
#> 1862                    Genève          GE 6.15 46.2
#> 1863                    Genève          GE 6.15 46.2
#> 1864                    Genève          GE 6.15 46.2
#> 1865                    Genève          GE 6.15 46.2
#> 1866                    Genève          GE 6.15 46.2
#> 1867                    Genève          GE 6.15 46.2
#> 1868                    Genève          GE 6.15 46.2
#> 1869                    Genève          GE 6.15 46.2
#> 1870                    Genève          GE 6.15 46.2
#> 1871                    Genève          GE 6.15 46.2
#> 1872                  Bellevue          GE 6.14 46.3
#> 1873                  Bellevue          GE 6.14 46.3
#> 1874                  Bellevue          GE 6.14 46.3
#> 1875                  Bellevue          GE 6.14 46.3
#> 1876                  Bellevue          GE 6.14 46.3
#> 1877                  Bellevue          GE 6.14 46.3
#> 1878                  Bellevue          GE 6.14 46.3
#> 1879                   Genthod          GE 6.16 46.3
#> 1880                   Genthod          GE 6.16 46.3
#> 1881                   Genthod          GE 6.16 46.3
#> 1882                   Genthod          GE 6.16 46.3
#> 1883                   Genthod          GE 6.16 46.3
#> 1884                   Genthod          GE 6.16 46.3
#> 1885                   Genthod          GE 6.16 46.3
#> 1886                      Mies          VD 6.17 46.3
#> 1887                      Mies          VD 6.17 46.3
#> 1888                      Mies          VD 6.17 46.3
#> 1889                      Mies          VD 6.17 46.3
#> 1890                      Mies          VD 6.17 46.3
#> 1891                      Mies          VD 6.17 46.3
#> 1892                      Mies          VD 6.17 46.3
#> 1893                      Mies          VD 6.17 46.3
#> 1894                      Mies          VD 6.17 46.3
#> 1895                      Mies          VD 6.17 46.3
#> 1896                      Mies          VD 6.17 46.3
#> 1897                      Mies          VD 6.17 46.3
#> 1898                      Mies          VD 6.17 46.3
#> 1899                      Mies          VD 6.17 46.3
#> 1900                      Mies          VD 6.17 46.3
#> 1901                      Mies          VD 6.17 46.3
#> 1902                      Mies          VD 6.17 46.3
#> 1903                      Mies          VD 6.17 46.3
#> 1904                      Mies          VD 6.17 46.3
#> 1905                      Mies          VD 6.17 46.3
#> 1906                      Mies          VD 6.17 46.3
#> 1907                      Mies          VD 6.17 46.3
#> 1908                      Mies          VD 6.17 46.3
#> 1909                    Coppet          VD 6.19 46.3
#> 1910                    Coppet          VD 6.19 46.3
#> 1911                    Coppet          VD 6.19 46.3
#> 1912                    Coppet          VD 6.19 46.3
#> 1913                    Coppet          VD 6.19 46.3
#> 1914                    Coppet          VD 6.19 46.3
#> 1915                    Coppet          VD 6.19 46.3
#> 1916                    Coppet          VD 6.19 46.3
#> 1917                    Coppet          VD 6.19 46.3
#> 1918                    Coppet          VD 6.19 46.3
#> 1919                    Coppet          VD 6.19 46.3
#> 1920                    Coppet          VD 6.19 46.3
#> 1921                    Coppet          VD 6.19 46.3
#> 1922                    Coppet          VD 6.19 46.3
#> 1923                    Coppet          VD 6.19 46.3
#> 1924                    Coppet          VD 6.19 46.3
#> 1925                    Coppet          VD 6.19 46.3
#> 1926                    Coppet          VD 6.19 46.3
#> 1927                    Coppet          VD 6.19 46.3
#> 1928                    Coppet          VD 6.19 46.3
#> 1929                    Coppet          VD 6.19 46.3
#> 1930                    Coppet          VD 6.19 46.3
#> 1931                    Coppet          VD 6.19 46.3
#> 1932                    Coppet          VD 6.19 46.3
#> 1933                    Coppet          VD 6.19 46.3
#> 1934                    Coppet          VD 6.19 46.3
#> 1935                    Coppet          VD 6.19 46.3
#> 1936                    Coppet          VD 6.19 46.3
#> 1937                   Céligny          GE 6.18 46.3
#> 1938                   Céligny          GE 6.18 46.3
#> 1939                   Céligny          GE 6.18 46.3
#> 1940                Crans (VD)          VD 6.20 46.4
#> 1941                Crans (VD)          VD 6.20 46.4
#> 1942                Crans (VD)          VD 6.20 46.4
#> 1943                Crans (VD)          VD 6.20 46.4
#> 1944                Crans (VD)          VD 6.20 46.4
#> 1945                Crans (VD)          VD 6.20 46.4
#> 1946                Crans (VD)          VD 6.20 46.4
#> 1947                Crans (VD)          VD 6.20 46.4
#> 1948                Crans (VD)          VD 6.20 46.4
#> 1949                Crans (VD)          VD 6.20 46.4
#> 1950                Crans (VD)          VD 6.20 46.4
#> 1951                Crans (VD)          VD 6.20 46.4
#> 1952                Crans (VD)          VD 6.20 46.4
#> 1953         Vufflens-la-Ville          VD 6.54 46.6
#> 1954         Vufflens-la-Ville          VD 6.54 46.6
#> 1955         Vufflens-la-Ville          VD 6.54 46.6
#> 1956         Vufflens-la-Ville          VD 6.54 46.6
#> 1957         Vufflens-la-Ville          VD 6.54 46.6
#> 1958         Vufflens-la-Ville          VD 6.54 46.6
#> 1959                   Penthaz          VD 6.54 46.6
#> 1960                   Penthaz          VD 6.54 46.6
#> 1961                   Penthaz          VD 6.54 46.6
#> 1962                  Cossonay          VD 6.50 46.6
#> 1963                  Cossonay          VD 6.50 46.6
#> 1964                  Cossonay          VD 6.50 46.6
#> 1965                  Cossonay          VD 6.50 46.6
#> 1966                  Cossonay          VD 6.50 46.6
#> 1967                  Cossonay          VD 6.50 46.6
#> 1968                  Cossonay          VD 6.50 46.6
#> 1969                  Cossonay          VD 6.50 46.6
#> 1970                  Cossonay          VD 6.50 46.6
#> 1971                  Cossonay          VD 6.50 46.6
#> 1972                  Cossonay          VD 6.50 46.6
#> 1973                  Cossonay          VD 6.50 46.6
#> 1974                  Cossonay          VD 6.50 46.6
#> 1975                  Cossonay          VD 6.50 46.6
#> 1976                  Cossonay          VD 6.50 46.6
#> 1977                  Cossonay          VD 6.50 46.6
#> 1978                   Bettens          VD 6.56 46.6
#> 1979                   Bettens          VD 6.56 46.6
#> 1980                   Bettens          VD 6.56 46.6
#> 1981                   Bettens          VD 6.56 46.6
#> 1982                   Bettens          VD 6.56 46.6
#> 1983                   Bettens          VD 6.56 46.6
#> 1984                   Bettens          VD 6.56 46.6
#> 1985                   Bettens          VD 6.56 46.6
#> 1986           Lussery-Villars          VD 6.53 46.6
#> 1987                  Eclépens          VD 6.54 46.7
#> 1988                  Eclépens          VD 6.54 46.7
#> 1989                  Eclépens          VD 6.54 46.7
#> 1990                  Eclépens          VD 6.54 46.7
#> 1991                  Eclépens          VD 6.54 46.7
#> 1992                  Eclépens          VD 6.54 46.7
#> 1993                 Ferreyres          VD 6.48 46.7
#> 1994                 La Sarraz          VD 6.51 46.6
#> 1995                 La Sarraz          VD 6.51 46.6
#> 1996       La Chaux (Cossonay)          VD 6.47 46.6
#> 1997       La Chaux (Cossonay)          VD 6.47 46.6
#> 1998       La Chaux (Cossonay)          VD 6.47 46.6
#> 1999       La Chaux (Cossonay)          VD 6.47 46.6
#> 2000       La Chaux (Cossonay)          VD 6.47 46.6
#> 2001       La Chaux (Cossonay)          VD 6.47 46.6
#> 2002                      Orny          VD 6.53 46.7
#> 2003                      Orny          VD 6.53 46.7
#> 2004                      Orny          VD 6.53 46.7
#> 2005                      Orny          VD 6.53 46.7
#> 2006                      Orny          VD 6.53 46.7
#> 2007                      Orny          VD 6.53 46.7
#> 2008                      Orny          VD 6.53 46.7
#> 2009                      Orny          VD 6.53 46.7
#> 2010                      Orny          VD 6.53 46.7
#> 2011                      Orny          VD 6.53 46.7
#> 2012                      Orny          VD 6.53 46.7
#> 2013                 Pompaples          VD 6.52 46.7
#> 2014                 Pompaples          VD 6.52 46.7
#> 2015                 Pompaples          VD 6.52 46.7
#> 2016                      Croy          VD 6.49 46.7
#> 2017                   Premier          VD 6.44 46.7
#> 2018             Mont-la-Ville          VD 6.37 46.7
#> 2019             Mont-la-Ville          VD 6.37 46.7
#> 2020             Mont-la-Ville          VD 6.37 46.7
#> 2021                  Vallorbe          VD 6.37 46.7
#> 2022                  Vallorbe          VD 6.37 46.7
#> 2023                  Vallorbe          VD 6.37 46.7
#> 2024                  Vallorbe          VD 6.37 46.7
#> 2025                  Vallorbe          VD 6.37 46.7
#> 2026                  Vallorbe          VD 6.37 46.7
#> 2027                  Vallorbe          VD 6.37 46.7
#> 2028                  Vallorbe          VD 6.37 46.7
#> 2029                  Vallorbe          VD 6.37 46.7
#> 2030                  Vallorbe          VD 6.37 46.7
#> 2031                  Vallorbe          VD 6.37 46.7
#> 2032                  Vallorbe          VD 6.37 46.7
#> 2033                  Vallorbe          VD 6.37 46.7
#> 2034                  Vallorbe          VD 6.37 46.7
#> 2035                  Vallorbe          VD 6.37 46.7
#> 2036                  Vallorbe          VD 6.37 46.7
#> 2037                  Vallorbe          VD 6.37 46.7
#> 2038                  Vallorbe          VD 6.37 46.7
#> 2039                  Vallorbe          VD 6.37 46.7
#> 2040                  Vallorbe          VD 6.37 46.7
#> 2041                  Vallorbe          VD 6.37 46.7
#> 2042                  Vallorbe          VD 6.37 46.7
#> 2043                Ballaigues          VD 6.41 46.7
#> 2044                Ballaigues          VD 6.41 46.7
#> 2045                Ballaigues          VD 6.41 46.7
#> 2046                Ballaigues          VD 6.41 46.7
#> 2047                  L'Abbaye          VD 6.34 46.7
#> 2048                  L'Abbaye          VD 6.34 46.7
#> 2049                  L'Abbaye          VD 6.34 46.7
#> 2050                  L'Abbaye          VD 6.34 46.7
#> 2051                   Le Lieu          VD 6.30 46.7
#> 2052                   Le Lieu          VD 6.30 46.7
#> 2053                  L'Abbaye          VD 6.32 46.6
#> 2054                  L'Abbaye          VD 6.32 46.6
#> 2055                  L'Abbaye          VD 6.29 46.6
#> 2056                  L'Abbaye          VD 6.29 46.6
#> 2057                 Le Chenit          VD 6.20 46.6
#> 2058                 Le Chenit          VD 6.20 46.6
#> 2059                 Le Chenit          VD 6.20 46.6
#> 2060                 Le Chenit          VD 6.20 46.6
#> 2061                 Le Chenit          VD 6.20 46.6
#> 2062                 Le Chenit          VD 6.20 46.6
#> 2063                 Le Chenit          VD 6.20 46.6
#> 2064                      Orbe          VD 6.54 46.7
#> 2065                      Orbe          VD 6.54 46.7
#> 2066                      Orbe          VD 6.54 46.7
#> 2067                      Orbe          VD 6.54 46.7
#> 2068                      Orbe          VD 6.54 46.7
#> 2069                      Orbe          VD 6.54 46.7
#> 2070                      Orbe          VD 6.54 46.7
#> 2071                      Orbe          VD 6.54 46.7
#> 2072                      Orbe          VD 6.54 46.7
#> 2073                      Orbe          VD 6.54 46.7
#> 2074                      Orbe          VD 6.54 46.7
#> 2075                      Orbe          VD 6.54 46.7
#> 2076                      Orbe          VD 6.54 46.7
#> 2077                      Orbe          VD 6.54 46.7
#> 2078                      Orbe          VD 6.54 46.7
#> 2079                      Orbe          VD 6.54 46.7
#> 2080                      Orbe          VD 6.54 46.7
#> 2081                      Orbe          VD 6.54 46.7
#> 2082                      Orbe          VD 6.54 46.7
#> 2083                      Orbe          VD 6.54 46.7
#> 2084                      Orbe          VD 6.54 46.7
#> 2085                      Orbe          VD 6.54 46.7
#> 2086                      Orbe          VD 6.54 46.7
#> 2087                      Orbe          VD 6.54 46.7
#> 2088                      Orbe          VD 6.54 46.7
#> 2089                      Orbe          VD 6.54 46.7
#> 2090                      Orbe          VD 6.54 46.7
#> 2091                      Orbe          VD 6.54 46.7
#> 2092                      Orbe          VD 6.54 46.7
#> 2093                     Agiez          VD 6.51 46.7
#> 2094               Montcherand          VD 6.51 46.7
#> 2095              L'Abergement          VD 6.48 46.8
#> 2096              L'Abergement          VD 6.48 46.8
#> 2097              L'Abergement          VD 6.48 46.8
#> 2098              L'Abergement          VD 6.45 46.8
#> 2099              L'Abergement          VD 6.45 46.8
#> 2100      Valeyres-sous-Rances          VD 6.54 46.7
#> 2101      Valeyres-sous-Rances          VD 6.54 46.7
#> 2102                      Orny          VD 6.55 46.7
#> 2103                      Orny          VD 6.55 46.7
#> 2104                      Orny          VD 6.55 46.7
#> 2105                      Orny          VD 6.55 46.7
#> 2106                      Orny          VD 6.55 46.7
#> 2107                      Orny          VD 6.55 46.7
#> 2108                      Orny          VD 6.55 46.7
#> 2109                      Orny          VD 6.55 46.7
#> 2110                      Orny          VD 6.55 46.7
#> 2111                 Chavornay          VD 6.56 46.7
#> 2112                 Chavornay          VD 6.56 46.7
#> 2113                 Chavornay          VD 6.56 46.7
#> 2114                 Chavornay          VD 6.56 46.7
#> 2115                 Chavornay          VD 6.56 46.7
#> 2116                 Chavornay          VD 6.56 46.7
#> 2117                 Chavornay          VD 6.56 46.7
#> 2118                 Chavornay          VD 6.56 46.7
#> 2119                 Chavornay          VD 6.56 46.7
#> 2120                 Chavornay          VD 6.56 46.7
#> 2121                 Chavornay          VD 6.56 46.7
#> 2122                 Chavornay          VD 6.56 46.7
#> 2123                 Chavornay          VD 6.61 46.7
#> 2124                 Chavornay          VD 6.61 46.7
#> 2125                 Chavornay          VD 6.61 46.7
#> 2126                 Chavornay          VD 6.61 46.7
#> 2127                Penthéréaz          VD 6.61 46.7
#> 2128                Penthéréaz          VD 6.61 46.7
#> 2129                  Goumoëns          VD 6.61 46.7
#> 2130                  Goumoëns          VD 6.61 46.7
#> 2131     Oulens-sous-Echallens          VD 6.57 46.6
#> 2132     Oulens-sous-Echallens          VD 6.57 46.6
#> 2133     Oulens-sous-Echallens          VD 6.57 46.6
#> 2134     Oulens-sous-Echallens          VD 6.57 46.6
#> 2135     Oulens-sous-Echallens          VD 6.57 46.6
#> 2136           Cheseaux-Noréaz          VD 6.69 46.8
#> 2137           Cheseaux-Noréaz          VD 6.69 46.8
#> 2138           Cheseaux-Noréaz          VD 6.69 46.8
#> 2139           Cheseaux-Noréaz          VD 6.69 46.8
#> 2140           Cheseaux-Noréaz          VD 6.69 46.8
#> 2141           Cheseaux-Noréaz          VD 6.69 46.8
#> 2142           Cheseaux-Noréaz          VD 6.69 46.8
#> 2143           Cheseaux-Noréaz          VD 6.69 46.8
#> 2144           Cheseaux-Noréaz          VD 6.69 46.8
#> 2145           Cheseaux-Noréaz          VD 6.69 46.8
#> 2146           Cheseaux-Noréaz          VD 6.69 46.8
#> 2147           Cheseaux-Noréaz          VD 6.69 46.8
#> 2148           Cheseaux-Noréaz          VD 6.69 46.8
#> 2149           Cheseaux-Noréaz          VD 6.69 46.8
#> 2150           Cheseaux-Noréaz          VD 6.69 46.8
#> 2151           Cheseaux-Noréaz          VD 6.69 46.8
#> 2152           Cheseaux-Noréaz          VD 6.69 46.8
#> 2153           Cheseaux-Noréaz          VD 6.69 46.8
#> 2154           Cheseaux-Noréaz          VD 6.69 46.8
#> 2155           Cheseaux-Noréaz          VD 6.69 46.8
#> 2156           Cheseaux-Noréaz          VD 6.69 46.8
#> 2157           Cheseaux-Noréaz          VD 6.69 46.8
#> 2158           Cheseaux-Noréaz          VD 6.69 46.8
#> 2159           Cheseaux-Noréaz          VD 6.69 46.8
#> 2160           Cheseaux-Noréaz          VD 6.69 46.8
#> 2161           Cheseaux-Noréaz          VD 6.69 46.8
#> 2162           Cheseaux-Noréaz          VD 6.69 46.8
#> 2163           Cheseaux-Noréaz          VD 6.69 46.8
#> 2164           Cheseaux-Noréaz          VD 6.69 46.8
#> 2165           Cheseaux-Noréaz          VD 6.69 46.8
#> 2166           Cheseaux-Noréaz          VD 6.69 46.8
#> 2167           Cheseaux-Noréaz          VD 6.69 46.8
#> 2168           Cheseaux-Noréaz          VD 6.69 46.8
#> 2169           Cheseaux-Noréaz          VD 6.69 46.8
#> 2170           Cheseaux-Noréaz          VD 6.69 46.8
#> 2171           Cheseaux-Noréaz          VD 6.69 46.8
#> 2172           Cheseaux-Noréaz          VD 6.69 46.8
#> 2173           Cheseaux-Noréaz          VD 6.69 46.8
#> 2174           Cheseaux-Noréaz          VD 6.69 46.8
#> 2175           Cheseaux-Noréaz          VD 6.69 46.8
#> 2176           Cheseaux-Noréaz          VD 6.69 46.8
#> 2177           Cheseaux-Noréaz          VD 6.69 46.8
#> 2178           Cheseaux-Noréaz          VD 6.69 46.8
#> 2179           Cheseaux-Noréaz          VD 6.69 46.8
#> 2180           Cheseaux-Noréaz          VD 6.69 46.8
#> 2181                      Pomy          VD 6.67 46.8
#> 2182                      Pomy          VD 6.67 46.8
#> 2183                      Pomy          VD 6.67 46.8
#> 2184                      Pomy          VD 6.67 46.8
#> 2185                    Cronay          VD 6.70 46.8
#> 2186            Bioley-Magnoux          VD 6.71 46.7
#> 2187            Bioley-Magnoux          VD 6.71 46.7
#> 2188            Bioley-Magnoux          VD 6.71 46.7
#> 2189            Bioley-Magnoux          VD 6.71 46.7
#> 2190            Bioley-Magnoux          VD 6.71 46.7
#> 2191            Bioley-Magnoux          VD 6.71 46.7
#> 2192              Prévondavaux          FR 6.80 46.7
#> 2193              Prévondavaux          FR 6.80 46.7
#> 2194              Prévondavaux          FR 6.80 46.7
#> 2195              Prévondavaux          FR 6.80 46.7
#> 2196              Prévondavaux          FR 6.80 46.7
#> 2197              Prévondavaux          FR 6.80 46.7
#> 2198              Prévondavaux          FR 6.80 46.7
#> 2199                    Orzens          VD 6.68 46.7
#> 2200                    Orzens          VD 6.68 46.7
#> 2201                    Orzens          VD 6.68 46.7
#> 2202                    Orzens          VD 6.68 46.7
#> 2203                   Démoret          VD 6.76 46.7
#> 2204                   Démoret          VD 6.76 46.7
#> 2205                   Démoret          VD 6.76 46.7
#> 2206                   Démoret          VD 6.76 46.7
#> 2207                   Démoret          VD 6.76 46.7
#> 2208    Essertines-sur-Yverdon          VD 6.64 46.7
#> 2209    Essertines-sur-Yverdon          VD 6.64 46.7
#> 2210    Essertines-sur-Yverdon          VD 6.64 46.7
#> 2211    Essertines-sur-Yverdon          VD 6.64 46.7
#> 2212    Essertines-sur-Yverdon          VD 6.64 46.7
#> 2213    Essertines-sur-Yverdon          VD 6.64 46.7
#> 2214    Essertines-sur-Yverdon          VD 6.64 46.7
#> 2215    Essertines-sur-Yverdon          VD 6.64 46.7
#> 2216    Essertines-sur-Yverdon          VD 6.64 46.7
#> 2217                  Vuarrens          VD 6.65 46.7
#> 2218                  Vuarrens          VD 6.65 46.7
#> 2219                  Grandson          VD 6.64 46.8
#> 2220                  Grandson          VD 6.64 46.8
#> 2221                  Grandson          VD 6.64 46.8
#> 2222                  Grandson          VD 6.64 46.8
#> 2223                  Grandson          VD 6.64 46.8
#> 2224                  Grandson          VD 6.64 46.8
#> 2225                  Grandson          VD 6.64 46.8
#> 2226                  Grandson          VD 6.64 46.8
#> 2227                  Grandson          VD 6.64 46.8
#> 2228                  Grandson          VD 6.64 46.8
#> 2229                  Grandson          VD 6.64 46.8
#> 2230                  Grandson          VD 6.64 46.8
#> 2231                  Grandson          VD 6.64 46.8
#> 2232                  Grandson          VD 6.64 46.8
#> 2233                  Grandson          VD 6.64 46.8
#> 2234                  Grandson          VD 6.64 46.8
#> 2235                  Grandson          VD 6.64 46.8
#> 2236                  Grandson          VD 6.64 46.8
#> 2237                  Grandson          VD 6.64 46.8
#> 2238                Bonvillars          VD 6.67 46.9
#> 2239                Bonvillars          VD 6.67 46.9
#> 2240                Bonvillars          VD 6.67 46.9
#> 2241                Bonvillars          VD 6.67 46.9
#> 2242                Bonvillars          VD 6.67 46.9
#> 2243                Bonvillars          VD 6.67 46.9
#> 2244                Bonvillars          VD 6.67 46.9
#> 2245                Bonvillars          VD 6.67 46.9
#> 2246                Bonvillars          VD 6.67 46.9
#> 2247                Bonvillars          VD 6.67 46.9
#> 2248                Bonvillars          VD 6.67 46.9
#> 2249                 Champagne          VD 6.65 46.8
#> 2250                 Champagne          VD 6.65 46.8
#> 2251                 Champagne          VD 6.65 46.8
#> 2252                 Champagne          VD 6.65 46.8
#> 2253                 Champagne          VD 6.65 46.8
#> 2254                 Champagne          VD 6.65 46.8
#> 2255                 Champagne          VD 6.65 46.8
#> 2256               Onnens (VD)          VD 6.69 46.8
#> 2257               Onnens (VD)          VD 6.69 46.8
#> 2258               Onnens (VD)          VD 6.69 46.8
#> 2259                   Concise          VD 6.73 46.9
#> 2260                   Concise          VD 6.73 46.9
#> 2261                   Concise          VD 6.73 46.9
#> 2262                   Concise          VD 6.73 46.9
#> 2263                   Concise          VD 6.73 46.9
#> 2264                Bonvillars          VD 6.67 46.8
#> 2265                Bonvillars          VD 6.67 46.8
#> 2266                Bonvillars          VD 6.67 46.8
#> 2267                Bonvillars          VD 6.67 46.8
#> 2268                    Mutrux          VD 6.73 46.9
#> 2269                    Mutrux          VD 6.73 46.9
#> 2270                     Orges          VD 6.58 46.8
#> 2271       Belmont-sur-Yverdon          VD 6.62 46.7
#> 2272       Belmont-sur-Yverdon          VD 6.62 46.7
#> 2273       Belmont-sur-Yverdon          VD 6.62 46.7
#> 2274       Belmont-sur-Yverdon          VD 6.62 46.7
#> 2275                  Chamblon          VD 6.60 46.8
#> 2276                  Chamblon          VD 6.60 46.8
#> 2277                  Chamblon          VD 6.60 46.8
#> 2278                  Chamblon          VD 6.60 46.8
#> 2279                  Chamblon          VD 6.60 46.8
#> 2280                  Chamblon          VD 6.60 46.8
#> 2281                  Suscévaz          VD 6.59 46.8
#> 2282                    Rances          VD 6.51 46.8
#> 2283                    Rances          VD 6.51 46.8
#> 2284    Valeyres-sous-Montagny          VD 6.60 46.8
#> 2285     Montagny-près-Yverdon          VD 6.61 46.8
#> 2286     Montagny-près-Yverdon          VD 6.61 46.8
#> 2287     Montagny-près-Yverdon          VD 6.61 46.8
#> 2288     Montagny-près-Yverdon          VD 6.61 46.8
#> 2289     Montagny-près-Yverdon          VD 6.61 46.8
#> 2290     Montagny-près-Yverdon          VD 6.61 46.8
#> 2291              Sainte-Croix          VD 6.55 46.8
#> 2292              Sainte-Croix          VD 6.55 46.8
#> 2293              Sainte-Croix          VD 6.55 46.8
#> 2294              Sainte-Croix          VD 6.50 46.8
#> 2295              Sainte-Croix          VD 6.50 46.8
#> 2296              Sainte-Croix          VD 6.50 46.8
#> 2297              Sainte-Croix          VD 6.50 46.8
#> 2298              Sainte-Croix          VD 6.50 46.8
#> 2299              Sainte-Croix          VD 6.50 46.8
#> 2300              Sainte-Croix          VD 6.50 46.8
#> 2301              Sainte-Croix          VD 6.50 46.8
#> 2302              Sainte-Croix          VD 6.50 46.8
#> 2303              Sainte-Croix          VD 6.50 46.8
#> 2304              Sainte-Croix          VD 6.50 46.8
#> 2305              Sainte-Croix          VD 6.50 46.8
#> 2306              Sainte-Croix          VD 6.50 46.8
#> 2307              Sainte-Croix          VD 6.50 46.8
#> 2308              Sainte-Croix          VD 6.50 46.8
#> 2309                    Bullet          VD 6.54 46.8
#> 2310                    Bullet          VD 6.54 46.8
#> 2311                    Bullet          VD 6.56 46.8
#> 2312                    Bullet          VD 6.56 46.8
#> 2313                    Bullet          VD 6.56 46.8
#> 2314              Sainte-Croix          VD 6.46 46.8
#> 2315              Sainte-Croix          VD 6.46 46.8
#> 2316                   Yvonand          VD 6.73 46.8
#> 2317                   Yvonand          VD 6.73 46.8
#> 2318                   Yvonand          VD 6.73 46.8
#> 2319                   Yvonand          VD 6.73 46.8
#> 2320        Chavannes-le-Chêne          VD 6.78 46.8
#> 2321        Chavannes-le-Chêne          VD 6.78 46.8
#> 2322        Chavannes-le-Chêne          VD 6.78 46.8
#> 2323           Cheyres-Châbles          FR 6.79 46.8
#> 2324           Cheyres-Châbles          FR 6.79 46.8
#> 2325           Cheyres-Châbles          FR 6.79 46.8
#> 2326           Cheyres-Châbles          FR 6.79 46.8
#> 2327           Cheyres-Châbles          FR 6.79 46.8
#> 2328           Cheyres-Châbles          FR 6.79 46.8
#> 2329           Cheyres-Châbles          FR 6.79 46.8
#> 2330           Cheyres-Châbles          FR 6.79 46.8
#> 2331           Cheyres-Châbles          FR 6.79 46.8
#> 2332           Cheyres-Châbles          FR 6.79 46.8
#> 2333                Lully (FR)          FR 6.85 46.8
#> 2334                Lully (FR)          FR 6.85 46.8
#> 2335                Lully (FR)          FR 6.85 46.8
#> 2336                Lully (FR)          FR 6.85 46.8
#> 2337                Lully (FR)          FR 6.85 46.8
#> 2338                Lully (FR)          FR 6.85 46.8
#> 2339                Lully (FR)          FR 6.85 46.8
#> 2340                Lully (FR)          FR 6.85 46.8
#> 2341                Lully (FR)          FR 6.85 46.8
#> 2342                Lully (FR)          FR 6.85 46.8
#> 2343                Lully (FR)          FR 6.85 46.8
#> 2344                Lully (FR)          FR 6.85 46.8
#> 2345                Lully (FR)          FR 6.85 46.8
#> 2346                Lully (FR)          FR 6.85 46.8
#> 2347                Lully (FR)          FR 6.85 46.8
#> 2348                Lully (FR)          FR 6.85 46.8
#> 2349                Lully (FR)          FR 6.85 46.8
#> 2350                Lully (FR)          FR 6.85 46.8
#> 2351                Lully (FR)          FR 6.85 46.8
#> 2352                Lully (FR)          FR 6.85 46.8
#> 2353                Lully (FR)          FR 6.85 46.8
#> 2354                Lully (FR)          FR 6.85 46.8
#> 2355                Lully (FR)          FR 6.85 46.8
#> 2356            Châtillon (FR)          FR 6.83 46.8
#> 2357            Châtillon (FR)          FR 6.83 46.8
#> 2358            Châtillon (FR)          FR 6.83 46.8
#> 2359            Châtillon (FR)          FR 6.83 46.8
#> 2360            Châtillon (FR)          FR 6.83 46.8
#> 2361            Châtillon (FR)          FR 6.83 46.8
#> 2362            Châtillon (FR)          FR 6.83 46.8
#> 2363            Châtillon (FR)          FR 6.83 46.8
#> 2364           Cheyres-Châbles          FR 6.81 46.8
#> 2365           Cheyres-Châbles          FR 6.81 46.8
#> 2366           Cheyres-Châbles          FR 6.81 46.8
#> 2367           Cheyres-Châbles          FR 6.81 46.8
#> 2368           Cheyres-Châbles          FR 6.81 46.8
#> 2369           Cheyres-Châbles          FR 6.81 46.8
#> 2370                 Estavayer          FR 6.88 46.9
#> 2371                 Estavayer          FR 6.88 46.9
#> 2372                 Estavayer          FR 6.88 46.9
#> 2373                 Estavayer          FR 6.88 46.9
#> 2374                 Estavayer          FR 6.88 46.9
#> 2375                 Estavayer          FR 6.88 46.9
#> 2376                 Estavayer          FR 6.88 46.9
#> 2377                 Estavayer          FR 6.88 46.9
#> 2378                 Estavayer          FR 6.88 46.9
#> 2379                 Estavayer          FR 6.88 46.9
#> 2380                 Estavayer          FR 6.88 46.9
#> 2381                 Estavayer          FR 6.88 46.9
#> 2382                 Estavayer          FR 6.88 46.9
#> 2383                 Cugy (FR)          FR 6.89 46.8
#> 2384                 Cugy (FR)          FR 6.89 46.8
#> 2385                 Cugy (FR)          FR 6.89 46.8
#> 2386                 Cugy (FR)          FR 6.89 46.8
#> 2387                 Cugy (FR)          FR 6.89 46.8
#> 2388                 Cugy (FR)          FR 6.89 46.8
#> 2389                 Cugy (FR)          FR 6.89 46.8
#> 2390                 Cugy (FR)          FR 6.89 46.8
#> 2391                 Cugy (FR)          FR 6.89 46.8
#> 2392                 Cugy (FR)          FR 6.89 46.8
#> 2393                 Cugy (FR)          FR 6.89 46.8
#> 2394               Les Montets          FR 6.86 46.8
#> 2395                   Nuvilly          FR 6.84 46.8
#> 2396                 Estavayer          FR 6.77 46.7
#> 2397                 Estavayer          FR 6.81 46.8
#> 2398                 Estavayer          FR 6.81 46.8
#> 2399                 Estavayer          FR 6.81 46.8
#> 2400                 Vucherens          VD 6.77 46.6
#> 2401                 Vucherens          VD 6.77 46.6
#> 2402                 Vucherens          VD 6.77 46.6
#> 2403                 Vucherens          VD 6.77 46.6
#> 2404                 Vucherens          VD 6.77 46.6
#> 2405                 Vucherens          VD 6.77 46.6
#> 2406                    Moudon          VD 6.79 46.7
#> 2407                    Moudon          VD 6.79 46.7
#> 2408                    Moudon          VD 6.79 46.7
#> 2409                    Moudon          VD 6.79 46.7
#> 2410                    Moudon          VD 6.79 46.7
#> 2411                    Moudon          VD 6.79 46.7
#> 2412                    Moudon          VD 6.79 46.7
#> 2413                    Moudon          VD 6.79 46.7
#> 2414                    Moudon          VD 6.79 46.7
#> 2415                    Moudon          VD 6.79 46.7
#> 2416                    Moudon          VD 6.79 46.7
#> 2417                    Moudon          VD 6.79 46.7
#> 2418                    Moudon          VD 6.79 46.7
#> 2419                    Moudon          VD 6.79 46.7
#> 2420                    Moudon          VD 6.79 46.7
#> 2421                    Moudon          VD 6.79 46.7
#> 2422                    Moudon          VD 6.79 46.7
#> 2423                    Moudon          VD 6.79 46.7
#> 2424                    Moudon          VD 6.79 46.7
#> 2425                    Moudon          VD 6.79 46.7
#> 2426                    Moudon          VD 6.79 46.7
#> 2427                    Moudon          VD 6.79 46.7
#> 2428                    Moudon          VD 6.79 46.7
#> 2429                    Moudon          VD 6.79 46.7
#> 2430                    Moudon          VD 6.79 46.7
#> 2431                    Moudon          VD 6.79 46.7
#> 2432                    Moudon          VD 6.79 46.7
#> 2433                    Moudon          VD 6.79 46.7
#> 2434                    Moudon          VD 6.79 46.7
#> 2435                    Moudon          VD 6.79 46.7
#> 2436                    Moudon          VD 6.79 46.7
#> 2437                    Moudon          VD 6.79 46.7
#> 2438                    Moudon          VD 6.79 46.7
#> 2439                    Moudon          VD 6.79 46.7
#> 2440                    Moudon          VD 6.79 46.7
#> 2441                    Moudon          VD 6.79 46.7
#> 2442                    Moudon          VD 6.79 46.7
#> 2443                    Moudon          VD 6.79 46.7
#> 2444                    Moudon          VD 6.79 46.7
#> 2445                    Moudon          VD 6.79 46.7
#> 2446                    Moudon          VD 6.79 46.7
#> 2447                    Moudon          VD 6.79 46.7
#> 2448                    Moudon          VD 6.79 46.7
#> 2449                    Moudon          VD 6.79 46.7
#> 2450                    Moudon          VD 6.79 46.7
#> 2451                    Moudon          VD 6.79 46.7
#> 2452                    Moudon          VD 6.79 46.7
#> 2453                    Moudon          VD 6.79 46.7
#> 2454                    Moudon          VD 6.79 46.7
#> 2455                    Moudon          VD 6.79 46.7
#> 2456                Hermenches          VD 6.76 46.6
#> 2457          Bussy-sur-Moudon          VD 6.81 46.7
#> 2458          Bussy-sur-Moudon          VD 6.81 46.7
#> 2459          Bussy-sur-Moudon          VD 6.81 46.7
#> 2460          Bussy-sur-Moudon          VD 6.81 46.7
#> 2461          Bussy-sur-Moudon          VD 6.81 46.7
#> 2462          Bussy-sur-Moudon          VD 6.81 46.7
#> 2463          Bussy-sur-Moudon          VD 6.81 46.7
#> 2464          Bussy-sur-Moudon          VD 6.81 46.7
#> 2465          Bussy-sur-Moudon          VD 6.81 46.7
#> 2466          Bussy-sur-Moudon          VD 6.81 46.7
#> 2467          Villars-le-Comte          VD 6.80 46.7
#> 2468          Villars-le-Comte          VD 6.80 46.7
#> 2469                    Lucens          VD 6.84 46.7
#> 2470                    Lucens          VD 6.84 46.7
#> 2471                    Lucens          VD 6.84 46.7
#> 2472                    Lucens          VD 6.84 46.7
#> 2473                    Lucens          VD 6.84 46.7
#> 2474                    Lucens          VD 6.84 46.7
#> 2475                    Lucens          VD 6.84 46.7
#> 2476                    Lucens          VD 6.84 46.7
#> 2477                    Lucens          VD 6.84 46.7
#> 2478                    Lucens          VD 6.84 46.7
#> 2479                    Lucens          VD 6.84 46.7
#> 2480                    Lucens          VD 6.84 46.7
#> 2481                    Lucens          VD 6.84 46.7
#> 2482                    Lucens          VD 6.84 46.7
#> 2483                    Lucens          VD 6.84 46.7
#> 2484                    Lucens          VD 6.84 46.7
#> 2485                    Lucens          VD 6.84 46.7
#> 2486                    Lucens          VD 6.84 46.7
#> 2487                    Lucens          VD 6.84 46.7
#> 2488                    Lucens          VD 6.84 46.7
#> 2489                    Lucens          VD 6.84 46.7
#> 2490                    Lucens          VD 6.84 46.7
#> 2491                    Lucens          VD 6.84 46.7
#> 2492                    Lucens          VD 6.84 46.7
#> 2493                    Lucens          VD 6.84 46.7
#> 2494                    Lucens          VD 6.84 46.7
#> 2495                    Lucens          VD 6.84 46.7
#> 2496                    Lucens          VD 6.84 46.7
#> 2497                    Lucens          VD 6.84 46.7
#> 2498                    Lucens          VD 6.84 46.7
#> 2499                    Lucens          VD 6.84 46.7
#> 2500                    Lucens          VD 6.84 46.7
#> 2501                    Lucens          VD 6.84 46.7
#> 2502                    Lucens          VD 6.84 46.7
#> 2503                    Lucens          VD 6.84 46.7
#> 2504                    Lucens          VD 6.84 46.7
#> 2505                    Lucens          VD 6.84 46.7
#> 2506                  Valbroye          VD 6.88 46.8
#> 2507                  Valbroye          VD 6.88 46.8
#> 2508                  Valbroye          VD 6.88 46.8
#> 2509                  Valbroye          VD 6.88 46.8
#> 2510                  Valbroye          VD 6.90 46.8
#> 2511                 Surpierre          FR 6.86 46.7
#> 2512                 Surpierre          FR 6.86 46.7
#> 2513                 Surpierre          FR 6.86 46.7
#> 2514                 Surpierre          FR 6.86 46.7
#> 2515                 Surpierre          FR 6.87 46.7
#> 2516                 Surpierre          FR 6.87 46.7
#> 2517                 Surpierre          FR 6.86 46.7
#> 2518                 Surpierre          FR 6.86 46.7
#> 2519                 Surpierre          FR 6.83 46.7
#> 2520                   Payerne          VD 6.93 46.8
#> 2521                   Payerne          VD 6.93 46.8
#> 2522                   Payerne          VD 6.93 46.8
#> 2523                   Payerne          VD 6.93 46.8
#> 2524                   Payerne          VD 6.93 46.8
#> 2525                   Payerne          VD 6.93 46.8
#> 2526                   Payerne          VD 6.93 46.8
#> 2527                   Payerne          VD 6.93 46.8
#> 2528                   Payerne          VD 6.93 46.8
#> 2529                   Payerne          VD 6.93 46.8
#> 2530                   Payerne          VD 6.93 46.8
#> 2531                   Payerne          VD 6.93 46.8
#> 2532                   Payerne          VD 6.93 46.8
#> 2533                   Payerne          VD 6.93 46.8
#> 2534                   Payerne          VD 6.93 46.8
#> 2535                   Payerne          VD 6.93 46.8
#> 2536                   Payerne          VD 6.93 46.8
#> 2537                   Payerne          VD 6.93 46.8
#> 2538                   Payerne          VD 6.93 46.8
#> 2539                   Payerne          VD 6.93 46.8
#> 2540                   Payerne          VD 6.93 46.8
#> 2541                   Payerne          VD 6.93 46.8
#> 2542                   Payerne          VD 6.93 46.8
#> 2543                   Payerne          VD 6.93 46.8
#> 2544                   Payerne          VD 6.93 46.8
#> 2545                   Payerne          VD 6.93 46.8
#> 2546                   Payerne          VD 6.93 46.8
#> 2547                   Payerne          VD 6.93 46.8
#> 2548                   Payerne          VD 6.93 46.8
#> 2549                   Payerne          VD 6.93 46.8
#> 2550                   Payerne          VD 6.93 46.8
#> 2551                   Payerne          VD 6.93 46.8
#> 2552                   Payerne          VD 6.93 46.8
#> 2553                   Payerne          VD 6.93 46.8
#> 2554                   Payerne          VD 6.93 46.8
#> 2555                   Payerne          VD 6.93 46.8
#> 2556                   Payerne          VD 6.93 46.8
#> 2557                   Fétigny          FR 6.91 46.8
#> 2558                   Fétigny          FR 6.91 46.8
#> 2559                   Fétigny          FR 6.91 46.8
#> 2560                   Fétigny          FR 6.91 46.8
#> 2561                   Fétigny          FR 6.91 46.8
#> 2562                   Fétigny          FR 6.91 46.8
#> 2563                   Fétigny          FR 6.91 46.8
#> 2564                     Sévaz          FR 6.87 46.8
#> 2565                     Sévaz          FR 6.87 46.8
#> 2566                 Estavayer          FR 6.91 46.9
#> 2567                 Estavayer          FR 6.91 46.9
#> 2568                 Estavayer          FR 6.91 46.9
#> 2569                Gletterens          FR 6.94 46.9
#> 2570                Gletterens          FR 6.94 46.9
#> 2571                Gletterens          FR 6.94 46.9
#> 2572                Gletterens          FR 6.94 46.9
#> 2573                Gletterens          FR 6.94 46.9
#> 2574                Gletterens          FR 6.94 46.9
#> 2575                Gletterens          FR 6.94 46.9
#> 2576                Gletterens          FR 6.94 46.9
#> 2577                Gletterens          FR 6.94 46.9
#> 2578                Gletterens          FR 6.94 46.9
#> 2579                Gletterens          FR 6.94 46.9
#> 2580                Gletterens          FR 6.94 46.9
#> 2581                      Trey          VD 6.92 46.8
#> 2582                      Trey          VD 6.92 46.8
#> 2583                      Trey          VD 6.92 46.8
#> 2584                      Trey          VD 6.92 46.8
#> 2585                Châtonnaye          FR 6.95 46.8
#> 2586                Châtonnaye          FR 6.95 46.8
#> 2587                 Villarzel          VD 6.93 46.7
#> 2588                 Villarzel          VD 6.93 46.7
#> 2589                 Villarzel          VD 6.93 46.7
#> 2590                 Villarzel          VD 6.91 46.7
#> 2591                 Villarzel          VD 6.91 46.7
#> 2592             Montagny (FR)          FR 6.97 46.8
#> 2593             Montagny (FR)          FR 6.97 46.8
#> 2594             Montagny (FR)          FR 6.97 46.8
#> 2595             Montagny (FR)          FR 6.97 46.8
#> 2596             Montagny (FR)          FR 6.97 46.8
#> 2597             Montagny (FR)          FR 6.97 46.8
#> 2598             Montagny (FR)          FR 6.97 46.8
#> 2599             Montagny (FR)          FR 6.97 46.8
#> 2600             Montagny (FR)          FR 6.97 46.8
#> 2601             Montagny (FR)          FR 6.97 46.8
#> 2602             Montagny (FR)          FR 6.97 46.8
#> 2603             Montagny (FR)          FR 6.97 46.8
#> 2604             Montagny (FR)          FR 6.97 46.8
#> 2605             Montagny (FR)          FR 6.97 46.8
#> 2606             Montagny (FR)          FR 6.97 46.8
#> 2607             Montagny (FR)          FR 6.97 46.8
#> 2608             Montagny (FR)          FR 6.97 46.8
#> 2609             Montagny (FR)          FR 6.97 46.8
#> 2610             Montagny (FR)          FR 6.97 46.8
#> 2611             Montagny (FR)          FR 6.97 46.8
#> 2612             Montagny (FR)          FR 6.97 46.8
#> 2613             Montagny (FR)          FR 6.97 46.8
#> 2614             Montagny (FR)          FR 6.97 46.8
#> 2615             Belmont-Broye          FR 6.99 46.9
#> 2616             Belmont-Broye          FR 6.99 46.9
#> 2617             Belmont-Broye          FR 6.99 46.9
#> 2618             Belmont-Broye          FR 6.99 46.9
#> 2619             Belmont-Broye          FR 6.99 46.9
#> 2620             Belmont-Broye          FR 6.99 46.9
#> 2621             Belmont-Broye          FR 6.99 46.9
#> 2622             Belmont-Broye          FR 6.99 46.9
#> 2623             Belmont-Broye          FR 7.01 46.9
#> 2624             Belmont-Broye          FR 7.01 46.9
#> 2625             Belmont-Broye          FR 7.01 46.9
#> 2626             Belmont-Broye          FR 7.01 46.9
#> 2627             Belmont-Broye          FR 7.01 46.9
#> 2628             Belmont-Broye          FR 7.01 46.9
#> 2629             Belmont-Broye          FR 7.01 46.9
#> 2630             Belmont-Broye          FR 7.01 46.9
#> 2631             Belmont-Broye          FR 7.01 46.9
#> 2632             Belmont-Broye          FR 7.01 46.9
#> 2633             Belmont-Broye          FR 7.01 46.9
#> 2634             Belmont-Broye          FR 7.01 46.9
#> 2635             Belmont-Broye          FR 7.01 46.9
#> 2636             Belmont-Broye          FR 7.01 46.9
#> 2637             Belmont-Broye          FR 7.01 46.9
#> 2638             Belmont-Broye          FR 7.01 46.9
#> 2639             Belmont-Broye          FR 7.01 46.9
#> 2640             Belmont-Broye          FR 7.01 46.9
#> 2641             Belmont-Broye          FR 7.01 46.9
#> 2642             Belmont-Broye          FR 7.01 46.9
#> 2643             Belmont-Broye          FR 7.01 46.9
#> 2644             Belmont-Broye          FR 7.01 46.9
#> 2645             Belmont-Broye          FR 7.01 46.9
#> 2646             Belmont-Broye          FR 7.01 46.9
#> 2647             Belmont-Broye          FR 7.01 46.9
#> 2648             Belmont-Broye          FR 7.01 46.9
#> 2649             Belmont-Broye          FR 7.01 46.9
#> 2650             Belmont-Broye          FR 7.01 46.9
#> 2651             Belmont-Broye          FR 7.01 46.9
#> 2652             Belmont-Broye          FR 7.01 46.9
#> 2653             Belmont-Broye          FR 7.01 46.9
#> 2654             Belmont-Broye          FR 7.01 46.9
#> 2655             Belmont-Broye          FR 7.01 46.9
#> 2656             Belmont-Broye          FR 7.01 46.9
#> 2657             Belmont-Broye          FR 7.01 46.9
#> 2658             Belmont-Broye          FR 7.01 46.9
#> 2659             Belmont-Broye          FR 7.01 46.9
#> 2660             Belmont-Broye          FR 7.01 46.9
#> 2661             Belmont-Broye          FR 7.01 46.9
#> 2662             Belmont-Broye          FR 7.01 46.9
#> 2663                    Vallon          FR 6.95 46.9
#> 2664                    Vallon          FR 6.95 46.9
#> 2665                    Vallon          FR 6.95 46.9
#> 2666                    Vallon          FR 6.95 46.9
#> 2667                    Vallon          FR 6.95 46.9
#> 2668                    Vallon          FR 6.95 46.9
#> 2669                    Vallon          FR 6.95 46.9
#> 2670                    Vallon          FR 6.95 46.9
#> 2671                    Vallon          FR 6.95 46.9
#> 2672                    Vallon          FR 6.95 46.9
#> 2673                    Vallon          FR 6.95 46.9
#> 2674          Saint-Aubin (FR)          FR 6.98 46.9
#> 2675          Saint-Aubin (FR)          FR 6.98 46.9
#> 2676          Saint-Aubin (FR)          FR 6.98 46.9
#> 2677          Saint-Aubin (FR)          FR 6.98 46.9
#> 2678          Saint-Aubin (FR)          FR 6.98 46.9
#> 2679          Saint-Aubin (FR)          FR 6.98 46.9
#> 2680          Saint-Aubin (FR)          FR 6.98 46.9
#> 2681          Saint-Aubin (FR)          FR 6.98 46.9
#> 2682          Saint-Aubin (FR)          FR 6.98 46.9
#> 2683          Saint-Aubin (FR)          FR 6.98 46.9
#> 2684          Saint-Aubin (FR)          FR 6.98 46.9
#> 2685          Saint-Aubin (FR)          FR 6.98 46.9
#> 2686          Saint-Aubin (FR)          FR 6.98 46.9
#> 2687          Saint-Aubin (FR)          FR 6.98 46.9
#> 2688          Saint-Aubin (FR)          FR 6.98 46.9
#> 2689          Saint-Aubin (FR)          FR 6.98 46.9
#> 2690          Saint-Aubin (FR)          FR 6.98 46.9
#> 2691          Saint-Aubin (FR)          FR 6.98 46.9
#> 2692          Saint-Aubin (FR)          FR 6.98 46.9
#> 2693          Saint-Aubin (FR)          FR 6.98 46.9
#> 2694          Saint-Aubin (FR)          FR 6.98 46.9
#> 2695          Saint-Aubin (FR)          FR 6.98 46.9
#> 2696          Saint-Aubin (FR)          FR 6.98 46.9
#> 2697          Saint-Aubin (FR)          FR 6.98 46.9
#> 2698          Saint-Aubin (FR)          FR 6.98 46.9
#> 2699          Saint-Aubin (FR)          FR 6.98 46.9
#> 2700          Saint-Aubin (FR)          FR 6.98 46.9
#> 2701          Saint-Aubin (FR)          FR 6.98 46.9
#> 2702          Saint-Aubin (FR)          FR 6.98 46.9
#> 2703          Saint-Aubin (FR)          FR 6.98 46.9
#> 2704          Delley-Portalban          FR 6.95 46.9
#> 2705          Delley-Portalban          FR 6.95 46.9
#> 2706             Belmont-Broye          FR 7.03 46.9
#> 2707             Belmont-Broye          FR 7.03 46.9
#> 2708             Belmont-Broye          FR 7.03 46.9
#> 2709             Belmont-Broye          FR 7.03 46.9
#> 2710             Belmont-Broye          FR 7.03 46.9
#> 2711             Belmont-Broye          FR 7.03 46.9
#> 2712             Belmont-Broye          FR 7.03 46.9
#> 2713             Belmont-Broye          FR 7.03 46.9
#> 2714             Belmont-Broye          FR 7.03 46.9
#> 2715             Belmont-Broye          FR 7.03 46.9
#> 2716             Belmont-Broye          FR 7.03 46.9
#> 2717             Belmont-Broye          FR 7.03 46.9
#> 2718             Belmont-Broye          FR 7.03 46.9
#> 2719             Belmont-Broye          FR 7.03 46.9
#> 2720             Belmont-Broye          FR 7.03 46.9
#> 2721             Belmont-Broye          FR 7.03 46.9
#> 2722             Belmont-Broye          FR 7.03 46.9
#> 2723             Belmont-Broye          FR 7.03 46.9
#> 2724                 Courtepin          FR 7.08 46.9
#> 2725            Vully-les-Lacs          VD 7.00 46.9
#> 2726            Vully-les-Lacs          VD 7.00 46.9
#> 2727            Vully-les-Lacs          VD 7.00 46.9
#> 2728            Vully-les-Lacs          VD 7.00 46.9
#> 2729            Vully-les-Lacs          VD 7.00 46.9
#> 2730            Vully-les-Lacs          VD 7.00 46.9
#> 2731            Vully-les-Lacs          VD 7.00 46.9
#> 2732            Vully-les-Lacs          VD 7.00 46.9
#> 2733            Vully-les-Lacs          VD 7.00 46.9
#> 2734            Vully-les-Lacs          VD 7.00 46.9
#> 2735            Vully-les-Lacs          VD 7.03 46.9
#> 2736            Vully-les-Lacs          VD 7.03 46.9
#> 2737            Vully-les-Lacs          VD 7.03 46.9
#> 2738            Vully-les-Lacs          VD 7.03 46.9
#> 2739            Vully-les-Lacs          VD 7.03 46.9
#> 2740            Vully-les-Lacs          VD 7.04 46.9
#> 2741            Vully-les-Lacs          VD 7.04 46.9
#> 2742            Vully-les-Lacs          VD 7.04 46.9
#> 2743            Vully-les-Lacs          VD 7.04 46.9
#> 2744            Vully-les-Lacs          VD 7.04 46.9
#> 2745            Vully-les-Lacs          VD 7.04 46.9
#> 2746            Vully-les-Lacs          VD 7.01 46.9
#> 2747            Vully-les-Lacs          VD 7.01 46.9
#> 2748            Vully-les-Lacs          VD 7.01 46.9
#> 2749                  Cudrefin          VD 7.03 47.0
#> 2750                  Cudrefin          VD 7.03 47.0
#> 2751                  Cudrefin          VD 7.03 47.0
#> 2752                  Cudrefin          VD 7.03 47.0
#> 2753                  Cudrefin          VD 7.03 47.0
#> 2754                  Cudrefin          VD 7.03 47.0
#> 2755                  Cudrefin          VD 7.03 47.0
#> 2756                  Cudrefin          VD 7.03 47.0
#> 2757                  Cudrefin          VD 7.03 47.0
#> 2758            Vully-les-Lacs          VD 6.98 46.9
#> 2759            Vully-les-Lacs          VD 6.98 46.9
#> 2760            Vully-les-Lacs          VD 6.98 46.9
#> 2761            Vully-les-Lacs          VD 6.98 46.9
#> 2762                    Murten          FR 7.09 46.9
#> 2763                   Puidoux          VD 6.81 46.5
#> 2764                   Puidoux          VD 6.81 46.5
#> 2765          Chapelle (Glâne)          FR 6.84 46.6
#> 2766          Chapelle (Glâne)          FR 6.84 46.6
#> 2767          Chapelle (Glâne)          FR 6.84 46.6
#> 2768          Chapelle (Glâne)          FR 6.84 46.6
#> 2769         Saint-Martin (FR)          FR 6.89 46.6
#> 2770         Saint-Martin (FR)          FR 6.89 46.6
#> 2771         Saint-Martin (FR)          FR 6.89 46.6
#> 2772                      Oron          VD 6.82 46.6
#> 2773                      Oron          VD 6.82 46.6
#> 2774                      Oron          VD 6.82 46.6
#> 2775                      Oron          VD 6.82 46.6
#> 2776                      Oron          VD 6.82 46.6
#> 2777                      Oron          VD 6.82 46.6
#> 2778                      Oron          VD 6.82 46.6
#> 2779                      Oron          VD 6.82 46.6
#> 2780                      Oron          VD 6.82 46.6
#> 2781                      Oron          VD 6.82 46.6
#> 2782                      Oron          VD 6.82 46.6
#> 2783                      Oron          VD 6.82 46.6
#> 2784                      Oron          VD 6.82 46.6
#> 2785                      Oron          VD 6.86 46.6
#> 2786                      Oron          VD 6.86 46.6
#> 2787                   Maracon          VD 6.88 46.6
#> 2788                   Maracon          VD 6.88 46.6
#> 2789         Granges (Veveyse)          FR 6.83 46.5
#> 2790         Granges (Veveyse)          FR 6.83 46.5
#> 2791         Granges (Veveyse)          FR 6.83 46.5
#> 2792         Granges (Veveyse)          FR 6.83 46.5
#> 2793                Bossonnens          FR 6.85 46.5
#> 2794                Bossonnens          FR 6.85 46.5
#> 2795                Bossonnens          FR 6.85 46.5
#> 2796                Bossonnens          FR 6.85 46.5
#> 2797                Bossonnens          FR 6.85 46.5
#> 2798                Bossonnens          FR 6.85 46.5
#> 2799                Bossonnens          FR 6.85 46.5
#> 2800                Bossonnens          FR 6.85 46.5
#> 2801                Bossonnens          FR 6.85 46.5
#> 2802                Bossonnens          FR 6.85 46.5
#> 2803                  Attalens          FR 6.85 46.5
#> 2804                  Attalens          FR 6.85 46.5
#> 2805                  Attalens          FR 6.85 46.5
#> 2806                  Attalens          FR 6.85 46.5
#> 2807                  Attalens          FR 6.85 46.5
#> 2808                  Attalens          FR 6.85 46.5
#> 2809                  Attalens          FR 6.85 46.5
#> 2810                  Attalens          FR 6.85 46.5
#> 2811                  Attalens          FR 6.85 46.5
#> 2812                  Attalens          FR 6.85 46.5
#> 2813                  Attalens          FR 6.85 46.5
#> 2814                  Attalens          FR 6.85 46.5
#> 2815                  Attalens          FR 6.87 46.5
#> 2816                  Attalens          FR 6.87 46.5
#> 2817                  Attalens          FR 6.87 46.5
#> 2818        Châtel-Saint-Denis          FR 6.94 46.5
#> 2819        Châtel-Saint-Denis          FR 6.94 46.5
#> 2820        Châtel-Saint-Denis          FR 6.94 46.5
#> 2821        Châtel-Saint-Denis          FR 6.94 46.5
#> 2822        Châtel-Saint-Denis          FR 6.94 46.5
#> 2823        Châtel-Saint-Denis          FR 6.94 46.5
#> 2824        Châtel-Saint-Denis          FR 6.94 46.5
#> 2825        Châtel-Saint-Denis          FR 6.94 46.5
#> 2826        Châtel-Saint-Denis          FR 6.94 46.5
#> 2827        Châtel-Saint-Denis          FR 6.94 46.5
#> 2828        Châtel-Saint-Denis          FR 6.94 46.5
#> 2829        Châtel-Saint-Denis          FR 6.94 46.5
#> 2830        Châtel-Saint-Denis          FR 6.94 46.5
#> 2831        Châtel-Saint-Denis          FR 6.94 46.5
#> 2832        Châtel-Saint-Denis          FR 6.94 46.5
#> 2833        Châtel-Saint-Denis          FR 6.94 46.5
#> 2834        Châtel-Saint-Denis          FR 6.94 46.5
#> 2835        Châtel-Saint-Denis          FR 6.94 46.5
#> 2836        Châtel-Saint-Denis          FR 6.94 46.5
#> 2837        Châtel-Saint-Denis          FR 6.94 46.5
#> 2838        Châtel-Saint-Denis          FR 6.94 46.5
#> 2839        Châtel-Saint-Denis          FR 6.97 46.5
#> 2840        Châtel-Saint-Denis          FR 6.97 46.5
#> 2841        Châtel-Saint-Denis          FR 6.97 46.5
#> 2842        Châtel-Saint-Denis          FR 6.97 46.5
#> 2843        Châtel-Saint-Denis          FR 6.97 46.5
#> 2844        Châtel-Saint-Denis          FR 6.97 46.5
#> 2845        Châtel-Saint-Denis          FR 6.97 46.5
#> 2846        Châtel-Saint-Denis          FR 6.97 46.5
#> 2847        Châtel-Saint-Denis          FR 6.97 46.5
#> 2848        Châtel-Saint-Denis          FR 6.97 46.5
#> 2849        Châtel-Saint-Denis          FR 6.97 46.5
#> 2850        Châtel-Saint-Denis          FR 6.97 46.5
#> 2851        Châtel-Saint-Denis          FR 6.97 46.5
#> 2852        Châtel-Saint-Denis          FR 6.97 46.5
#> 2853        Châtel-Saint-Denis          FR 6.97 46.5
#> 2854        Châtel-Saint-Denis          FR 6.97 46.5
#> 2855        Châtel-Saint-Denis          FR 6.97 46.5
#> 2856        Châtel-Saint-Denis          FR 6.97 46.5
#> 2857        Châtel-Saint-Denis          FR 6.97 46.5
#> 2858        Châtel-Saint-Denis          FR 6.97 46.5
#> 2859        Châtel-Saint-Denis          FR 6.97 46.5
#> 2860        Châtel-Saint-Denis          FR 6.97 46.5
#> 2861        Châtel-Saint-Denis          FR 6.97 46.5
#> 2862        Châtel-Saint-Denis          FR 6.97 46.5
#> 2863        Châtel-Saint-Denis          FR 6.97 46.5
#> 2864                  Semsales          FR 6.95 46.6
#> 2865                  Semsales          FR 6.95 46.6
#> 2866                  Semsales          FR 6.95 46.6
#> 2867                  Semsales          FR 6.95 46.6
#> 2868                  Semsales          FR 6.95 46.6
#> 2869                  Semsales          FR 6.95 46.6
#> 2870               La Verrerie          FR 6.92 46.6
#> 2871               La Verrerie          FR 6.92 46.6
#> 2872               La Verrerie          FR 6.92 46.6
#> 2873               La Verrerie          FR 6.92 46.6
#> 2874               La Verrerie          FR 6.92 46.6
#> 2875               La Verrerie          FR 6.92 46.6
#> 2876                     Sâles          FR 6.96 46.6
#> 2877                     Sâles          FR 6.96 46.6
#> 2878                     Sâles          FR 6.96 46.6
#> 2879                     Sâles          FR 6.96 46.6
#> 2880                     Sâles          FR 6.96 46.6
#> 2881                     Sâles          FR 6.96 46.6
#> 2882                 Echarlens          FR 7.03 46.6
#> 2883                 Echarlens          FR 7.03 46.6
#> 2884                 Echarlens          FR 7.03 46.6
#> 2885                 Echarlens          FR 7.03 46.6
#> 2886                 Echarlens          FR 7.03 46.6
#> 2887                     Bulle          FR 7.01 46.6
#> 2888                     Bulle          FR 7.01 46.6
#> 2889                     Bulle          FR 7.01 46.6
#> 2890                     Bulle          FR 7.01 46.6
#> 2891                     Bulle          FR 7.01 46.6
#> 2892                     Bulle          FR 7.01 46.6
#> 2893                     Bulle          FR 7.01 46.6
#> 2894                     Bulle          FR 7.01 46.6
#> 2895                     Bulle          FR 7.01 46.6
#> 2896                     Bulle          FR 7.01 46.6
#> 2897                     Bulle          FR 7.01 46.6
#> 2898                     Bulle          FR 7.01 46.6
#> 2899                     Bulle          FR 7.01 46.6
#> 2900                     Bulle          FR 7.01 46.6
#> 2901                     Bulle          FR 7.01 46.6
#> 2902                     Bulle          FR 7.01 46.6
#> 2903                     Bulle          FR 7.01 46.6
#> 2904                     Bulle          FR 7.01 46.6
#> 2905                     Bulle          FR 7.01 46.6
#> 2906                     Bulle          FR 7.01 46.6
#> 2907                     Bulle          FR 7.01 46.6
#> 2908                     Bulle          FR 7.01 46.6
#> 2909                     Bulle          FR 7.01 46.6
#> 2910                     Bulle          FR 7.01 46.6
#> 2911                     Bulle          FR 7.01 46.6
#> 2912                     Bulle          FR 7.01 46.6
#> 2913                     Bulle          FR 7.01 46.6
#> 2914                     Bulle          FR 7.01 46.6
#> 2915                     Bulle          FR 7.01 46.6
#> 2916                     Bulle          FR 7.01 46.6
#> 2917                     Bulle          FR 7.01 46.6
#> 2918                     Bulle          FR 7.01 46.6
#> 2919                     Bulle          FR 7.01 46.6
#> 2920                     Bulle          FR 7.01 46.6
#> 2921                     Bulle          FR 7.01 46.6
#> 2922                     Bulle          FR 7.01 46.6
#> 2923                     Bulle          FR 7.01 46.6
#> 2924                     Bulle          FR 7.01 46.6
#> 2925                     Bulle          FR 7.01 46.6
#> 2926                     Bulle          FR 7.01 46.6
#> 2927                     Bulle          FR 7.01 46.6
#> 2928                     Bulle          FR 7.01 46.6
#> 2929                     Bulle          FR 7.01 46.6
#> 2930                     Bulle          FR 7.01 46.6
#> 2931                     Bulle          FR 7.01 46.6
#> 2932                     Bulle          FR 7.01 46.6
#> 2933                     Bulle          FR 7.01 46.6
#> 2934                      Riaz          FR 7.04 46.6
#> 2935                      Riaz          FR 7.04 46.6
#> 2936                      Riaz          FR 7.04 46.6
#> 2937                      Riaz          FR 7.04 46.6
#> 2938                   Marsens          FR 7.04 46.7
#> 2939                   Marsens          FR 7.04 46.7
#> 2940                   Marsens          FR 7.04 46.7
#> 2941                   Marsens          FR 7.04 46.7
#> 2942                   Marsens          FR 7.04 46.7
#> 2943                   Marsens          FR 7.04 46.7
#> 2944                   Marsens          FR 7.04 46.7
#> 2945                Hauteville          FR 7.14 46.7
#> 2946                Hauteville          FR 7.14 46.7
#> 2947                Hauteville          FR 7.14 46.7
#> 2948                Hauteville          FR 7.14 46.7
#> 2949                Hauteville          FR 7.14 46.7
#> 2950                Hauteville          FR 7.14 46.7
#> 2951                Hauteville          FR 7.14 46.7
#> 2952                Hauteville          FR 7.14 46.7
#> 2953                Hauteville          FR 7.14 46.7
#> 2954                Hauteville          FR 7.14 46.7
#> 2955                Hauteville          FR 7.14 46.7
#> 2956                Hauteville          FR 7.14 46.7
#> 2957                Hauteville          FR 7.14 46.7
#> 2958                Hauteville          FR 7.14 46.7
#> 2959                Hauteville          FR 7.14 46.7
#> 2960                Hauteville          FR 7.14 46.7
#> 2961                Hauteville          FR 7.14 46.7
#> 2962                Hauteville          FR 7.14 46.7
#> 2963                Hauteville          FR 7.14 46.7
#> 2964                Hauteville          FR 7.14 46.7
#> 2965                Hauteville          FR 7.14 46.7
#> 2966                Hauteville          FR 7.14 46.7
#> 2967                Hauteville          FR 7.14 46.7
#> 2968                     Bulle          FR 7.03 46.6
#> 2969                     Bulle          FR 7.03 46.6
#> 2970                     Bulle          FR 7.03 46.6
#> 2971                     Bulle          FR 7.03 46.6
#> 2972                     Bulle          FR 7.03 46.6
#> 2973                     Bulle          FR 7.03 46.6
#> 2974                     Bulle          FR 7.03 46.6
#> 2975                     Bulle          FR 7.03 46.6
#> 2976                     Bulle          FR 7.03 46.6
#> 2977                     Bulle          FR 7.03 46.6
#> 2978                     Bulle          FR 7.03 46.6
#> 2979                     Bulle          FR 7.03 46.6
#> 2980                     Bulle          FR 7.03 46.6
#> 2981                     Bulle          FR 7.03 46.6
#> 2982                     Bulle          FR 7.03 46.6
#> 2983                     Bulle          FR 7.03 46.6
#> 2984                     Bulle          FR 7.03 46.6
#> 2985                      Broc          FR 7.13 46.6
#> 2986                      Broc          FR 7.13 46.6
#> 2987                      Broc          FR 7.13 46.6
#> 2988                      Broc          FR 7.13 46.6
#> 2989                      Broc          FR 7.13 46.6
#> 2990                      Broc          FR 7.13 46.6
#> 2991                      Broc          FR 7.13 46.6
#> 2992                      Broc          FR 7.13 46.6
#> 2993                      Broc          FR 7.13 46.6
#> 2994                      Broc          FR 7.13 46.6
#> 2995                      Jaun          FR 7.21 46.6
#> 2996                      Jaun          FR 7.21 46.6
#> 2997                      Jaun          FR 7.21 46.6
#> 2998                      Jaun          FR 7.21 46.6
#> 2999                      Jaun          FR 7.21 46.6
#> 3000                      Jaun          FR 7.21 46.6
#> 3001                      Jaun          FR 7.21 46.6
#> 3002                      Jaun          FR 7.21 46.6
#> 3003                      Jaun          FR 7.21 46.6
#> 3004                    Morlon          FR 7.09 46.6
#> 3005                    Morlon          FR 7.09 46.6
#> 3006                    Morlon          FR 7.09 46.6
#> 3007                    Morlon          FR 7.09 46.6
#> 3008                    Morlon          FR 7.09 46.6
#> 3009                    Morlon          FR 7.09 46.6
#> 3010                    Sorens          FR 7.04 46.7
#> 3011                    Sorens          FR 7.04 46.7
#> 3012                    Sorens          FR 7.04 46.7
#> 3013                    Sorens          FR 7.04 46.7
#> 3014                    Sorens          FR 7.04 46.7
#> 3015              Pont-en-Ogoz          FR 7.08 46.7
#> 3016              Pont-en-Ogoz          FR 7.08 46.7
#> 3017              Pont-en-Ogoz          FR 7.08 46.7
#> 3018              Pont-en-Ogoz          FR 7.08 46.7
#> 3019              Pont-en-Ogoz          FR 7.08 46.7
#> 3020              Pont-en-Ogoz          FR 7.08 46.7
#> 3021              Pont-en-Ogoz          FR 7.08 46.7
#> 3022              Pont-en-Ogoz          FR 7.08 46.7
#> 3023              Pont-en-Ogoz          FR 7.08 46.7
#> 3024              Pont-en-Ogoz          FR 7.08 46.7
#> 3025                 Corbières          FR 7.12 46.7
#> 3026                Hauteville          FR 7.13 46.7
#> 3027                Hauteville          FR 7.13 46.7
#> 3028             Pont-la-Ville          FR 7.11 46.7
#> 3029             Pont-la-Ville          FR 7.11 46.7
#> 3030                 Botterens          FR 7.11 46.6
#> 3031                 Botterens          FR 7.11 46.6
#> 3032                      Broc          FR 7.12 46.6
#> 3033                      Jaun          FR 7.28 46.6
#> 3034                      Jaun          FR 7.28 46.6
#> 3035                      Jaun          FR 7.28 46.6
#> 3036                Rossinière          VD 7.06 46.5
#> 3037                Rossinière          VD 7.06 46.5
#> 3038             Château-d'Oex          VD 7.18 46.5
#> 3039             Château-d'Oex          VD 7.18 46.5
#> 3040            Ormont-Dessous          VD 7.05 46.4
#> 3041            Ormont-Dessous          VD 7.05 46.4
#> 3042            Ormont-Dessous          VD 7.05 46.4
#> 3043            Ormont-Dessous          VD 7.05 46.4
#> 3044            Ormont-Dessous          VD 7.05 46.4
#> 3045            Ormont-Dessous          VD 7.05 46.4
#> 3046            Ormont-Dessous          VD 7.05 46.4
#> 3047            Ormont-Dessous          VD 7.05 46.4
#> 3048            Ormont-Dessous          VD 7.05 46.4
#> 3049            Ormont-Dessous          VD 7.05 46.4
#> 3050            Ormont-Dessous          VD 7.05 46.4
#> 3051            Ormont-Dessous          VD 7.05 46.4
#> 3052            Ormont-Dessous          VD 7.05 46.4
#> 3053            Ormont-Dessous          VD 7.05 46.4
#> 3054            Ormont-Dessous          VD 7.05 46.4
#> 3055            Ormont-Dessous          VD 7.05 46.4
#> 3056            Ormont-Dessous          VD 7.05 46.4
#> 3057            Ormont-Dessous          VD 7.05 46.4
#> 3058            Ormont-Dessous          VD 7.05 46.4
#> 3059            Ormont-Dessous          VD 7.05 46.4
#> 3060            Ormont-Dessous          VD 7.05 46.4
#> 3061            Ormont-Dessous          VD 7.05 46.4
#> 3062            Ormont-Dessous          VD 7.05 46.4
#> 3063            Ormont-Dessous          VD 7.05 46.4
#> 3064            Ormont-Dessous          VD 7.05 46.4
#> 3065                     Bulle          FR 7.04 46.6
#> 3066                     Bulle          FR 7.04 46.6
#> 3067                  Gruyères          FR 7.08 46.6
#> 3068                  Gruyères          FR 7.08 46.6
#> 3069                  Gruyères          FR 7.08 46.6
#> 3070                  Gruyères          FR 7.08 46.6
#> 3071                  Gruyères          FR 7.08 46.6
#> 3072              Grandvillard          FR 7.11 46.5
#> 3073              Grandvillard          FR 7.11 46.5
#> 3074              Grandvillard          FR 7.11 46.5
#> 3075              Grandvillard          FR 7.11 46.5
#> 3076              Grandvillard          FR 7.11 46.5
#> 3077              Grandvillard          FR 7.11 46.5
#> 3078              Grandvillard          FR 7.11 46.5
#> 3079              Grandvillard          FR 7.11 46.5
#> 3080              Grandvillard          FR 7.11 46.5
#> 3081              Grandvillard          FR 7.11 46.5
#> 3082              Grandvillard          FR 7.11 46.5
#> 3083              Grandvillard          FR 7.11 46.5
#> 3084              Grandvillard          FR 7.11 46.5
#> 3085              Grandvillard          FR 7.11 46.5
#> 3086              Grandvillard          FR 7.11 46.5
#> 3087              Bas-Intyamon          FR 7.07 46.6
#> 3088              Bas-Intyamon          FR 7.07 46.6
#> 3089              Bas-Intyamon          FR 7.07 46.6
#> 3090              Bas-Intyamon          FR 7.07 46.6
#> 3091              Bas-Intyamon          FR 7.07 46.6
#> 3092             Haut-Intyamon          FR 7.02 46.5
#> 3093             Haut-Intyamon          FR 7.02 46.5
#> 3094             Haut-Intyamon          FR 7.02 46.5
#> 3095             Haut-Intyamon          FR 7.02 46.5
#> 3096             Haut-Intyamon          FR 7.02 46.5
#> 3097             Haut-Intyamon          FR 7.02 46.5
#> 3098             Haut-Intyamon          FR 7.02 46.5
#> 3099             Haut-Intyamon          FR 7.02 46.5
#> 3100             Haut-Intyamon          FR 7.02 46.5
#> 3101                      Ursy          FR 6.84 46.6
#> 3102                      Ursy          FR 6.84 46.6
#> 3103                Auboranges          FR 6.80 46.6
#> 3104                Auboranges          FR 6.80 46.6
#> 3105                Auboranges          FR 6.80 46.6
#> 3106                Auboranges          FR 6.80 46.6
#> 3107                Auboranges          FR 6.80 46.6
#> 3108                Auboranges          FR 6.80 46.6
#> 3109                Auboranges          FR 6.80 46.6
#> 3110                Auboranges          FR 6.80 46.6
#> 3111                  Siviriez          FR 6.90 46.7
#> 3112                  Siviriez          FR 6.90 46.7
#> 3113                  Siviriez          FR 6.90 46.7
#> 3114                  Siviriez          FR 6.90 46.7
#> 3115                  Siviriez          FR 6.90 46.7
#> 3116                  Siviriez          FR 6.90 46.7
#> 3117                  Siviriez          FR 6.90 46.7
#> 3118                  Siviriez          FR 6.90 46.7
#> 3119                  Siviriez          FR 6.90 46.7
#> 3120                  Siviriez          FR 6.90 46.7
#> 3121                  Siviriez          FR 6.90 46.7
#> 3122                  Siviriez          FR 6.90 46.7
#> 3123                  Siviriez          FR 6.90 46.7
#> 3124                  Siviriez          FR 6.90 46.7
#> 3125                  Siviriez          FR 6.90 46.7
#> 3126                  Siviriez          FR 6.90 46.7
#> 3127                  Siviriez          FR 6.88 46.7
#> 3128             Mézières (FR)          FR 6.94 46.7
#> 3129             Mézières (FR)          FR 6.94 46.7
#> 3130             Mézières (FR)          FR 6.94 46.7
#> 3131             Mézières (FR)          FR 6.94 46.7
#> 3132             Mézières (FR)          FR 6.94 46.7
#> 3133             Mézières (FR)          FR 6.94 46.7
#> 3134             Mézières (FR)          FR 6.94 46.7
#> 3135             Mézières (FR)          FR 6.94 46.7
#> 3136             Mézières (FR)          FR 6.94 46.7
#> 3137             Mézières (FR)          FR 6.94 46.7
#> 3138             Mézières (FR)          FR 6.94 46.7
#> 3139             Mézières (FR)          FR 6.94 46.7
#> 3140             Mézières (FR)          FR 6.94 46.7
#> 3141             Mézières (FR)          FR 6.94 46.7
#> 3142             Mézières (FR)          FR 6.94 46.7
#> 3143             Mézières (FR)          FR 6.94 46.7
#> 3144             Mézières (FR)          FR 6.94 46.7
#> 3145             Mézières (FR)          FR 6.94 46.7
#> 3146             Mézières (FR)          FR 6.94 46.7
#> 3147             Mézières (FR)          FR 6.94 46.7
#> 3148             Mézières (FR)          FR 6.94 46.7
#> 3149             Mézières (FR)          FR 6.94 46.7
#> 3150             Mézières (FR)          FR 6.94 46.7
#> 3151             Mézières (FR)          FR 6.94 46.7
#> 3152             Mézières (FR)          FR 6.94 46.7
#> 3153             Mézières (FR)          FR 6.94 46.7
#> 3154             Mézières (FR)          FR 6.94 46.7
#> 3155             Mézières (FR)          FR 6.94 46.7
#> 3156             Mézières (FR)          FR 6.94 46.7
#> 3157             Mézières (FR)          FR 6.94 46.7
#> 3158             Mézières (FR)          FR 6.94 46.7
#> 3159             Mézières (FR)          FR 6.94 46.7
#> 3160             Mézières (FR)          FR 6.94 46.7
#> 3161             Mézières (FR)          FR 6.94 46.7
#> 3162             Mézières (FR)          FR 6.94 46.7
#> 3163             Mézières (FR)          FR 6.94 46.7
#> 3164             Mézières (FR)          FR 6.94 46.7
#> 3165           Billens-Hennens          FR 6.90 46.7
#> 3166           Billens-Hennens          FR 6.90 46.7
#> 3167           Billens-Hennens          FR 6.90 46.7
#> 3168           Billens-Hennens          FR 6.90 46.7
#> 3169           Billens-Hennens          FR 6.90 46.7
#> 3170           Billens-Hennens          FR 6.90 46.7
#> 3171           Billens-Hennens          FR 6.90 46.7
#> 3172           Billens-Hennens          FR 6.90 46.7
#> 3173           Billens-Hennens          FR 6.90 46.7
#> 3174           Billens-Hennens          FR 6.90 46.7
#> 3175           Billens-Hennens          FR 6.90 46.7
#> 3176            Dompierre (VD)          VD 6.88 46.7
#> 3177            Dompierre (VD)          VD 6.88 46.7
#> 3178            Dompierre (VD)          VD 6.88 46.7
#> 3179            Dompierre (VD)          VD 6.88 46.7
#> 3180            Dompierre (VD)          VD 6.88 46.7
#> 3181            Dompierre (VD)          VD 6.88 46.7
#> 3182            Dompierre (VD)          VD 6.88 46.7
#> 3183            Dompierre (VD)          VD 6.88 46.7
#> 3184                    Lucens          VD 6.86 46.7
#> 3185                    Lucens          VD 6.86 46.7
#> 3186                    Lucens          VD 6.86 46.7
#> 3187                    Lucens          VD 6.86 46.7
#> 3188             Mézières (FR)          FR 6.93 46.7
#> 3189             Mézières (FR)          FR 6.93 46.7
#> 3190             Mézières (FR)          FR 6.93 46.7
#> 3191             Mézières (FR)          FR 6.93 46.7
#> 3192             Mézières (FR)          FR 6.93 46.7
#> 3193             Mézières (FR)          FR 6.93 46.7
#> 3194             Mézières (FR)          FR 6.93 46.7
#> 3195                Grangettes          FR 6.98 46.7
#> 3196                Grangettes          FR 6.98 46.7
#> 3197 Vuisternens-devant-Romont          FR 6.93 46.7
#> 3198 Vuisternens-devant-Romont          FR 6.93 46.7
#> 3199 Vuisternens-devant-Romont          FR 6.93 46.7
#> 3200 Vuisternens-devant-Romont          FR 6.93 46.7
#> 3201             Villorsonnens          FR 6.97 46.7
#> 3202             Villorsonnens          FR 6.97 46.7
#> 3203             Villorsonnens          FR 6.97 46.7
#> 3204                Massonnens          FR 6.98 46.7
#> 3205                Massonnens          FR 6.98 46.7
#> 3206                Massonnens          FR 6.98 46.7
#> 3207                Massonnens          FR 6.98 46.7
#> 3208             Villorsonnens          FR 7.02 46.7
#> 3209             Villorsonnens          FR 7.02 46.7
#> 3210             Villorsonnens          FR 7.02 46.7
#> 3211             Villorsonnens          FR 7.02 46.7
#> 3212             Villorsonnens          FR 7.02 46.7
#> 3213             Villorsonnens          FR 7.02 46.7
#> 3214             Villorsonnens          FR 7.02 46.7
#> 3215             Villorsonnens          FR 7.02 46.7
#> 3216             Villorsonnens          FR 7.02 46.7
#> 3217             Villorsonnens          FR 7.02 46.7
#> 3218             Villorsonnens          FR 7.02 46.7
#> 3219             Villorsonnens          FR 7.02 46.7
#> 3220             Villorsonnens          FR 7.02 46.7
#> 3221                   Gibloux          FR 7.03 46.7
#> 3222                   Gibloux          FR 7.03 46.7
#> 3223                   Gibloux          FR 7.03 46.7
#> 3224                   Gibloux          FR 7.03 46.7
#> 3225                   Gibloux          FR 7.03 46.7
#> 3226                   Gibloux          FR 7.03 46.7
#> 3227                   Gibloux          FR 7.03 46.7
#> 3228                   Gibloux          FR 7.03 46.7
#> 3229                   Gibloux          FR 7.03 46.7
#> 3230                   Gibloux          FR 7.06 46.7
#> 3231                   Gibloux          FR 7.06 46.7
#> 3232                   Gibloux          FR 7.06 46.7
#> 3233                   Gibloux          FR 7.06 46.7
#> 3234                   Gibloux          FR 7.06 46.7
#> 3235                   Gibloux          FR 7.06 46.7
#> 3236                   Gibloux          FR 7.06 46.7
#> 3237                   Gibloux          FR 7.06 46.7
#> 3238                   Le Flon          FR 6.87 46.6
#> 3239                   Le Flon          FR 6.87 46.6
#> 3240                   Le Flon          FR 6.87 46.6
#> 3241                  Fribourg          FR 7.16 46.8
#> 3242                  Fribourg          FR 7.16 46.8
#> 3243                  Fribourg          FR 7.16 46.8
#> 3244                  Fribourg          FR 7.16 46.8
#> 3245                  Fribourg          FR 7.16 46.8
#> 3246                  Fribourg          FR 7.16 46.8
#> 3247                  Fribourg          FR 7.16 46.8
#> 3248                  Fribourg          FR 7.16 46.8
#> 3249                  Fribourg          FR 7.16 46.8
#> 3250                  Fribourg          FR 7.16 46.8
#> 3251                  Fribourg          FR 7.16 46.8
#> 3252                  Fribourg          FR 7.16 46.8
#> 3253                  Fribourg          FR 7.16 46.8
#> 3254                  Fribourg          FR 7.16 46.8
#> 3255                  Fribourg          FR 7.16 46.8
#> 3256                  Fribourg          FR 7.16 46.8
#> 3257                  Fribourg          FR 7.16 46.8
#> 3258                  Fribourg          FR 7.16 46.8
#> 3259                  Fribourg          FR 7.16 46.8
#> 3260                  Fribourg          FR 7.16 46.8
#> 3261                  Fribourg          FR 7.16 46.8
#> 3262                  Fribourg          FR 7.16 46.8
#> 3263                  Fribourg          FR 7.16 46.8
#> 3264                  Fribourg          FR 7.16 46.8
#> 3265                  Fribourg          FR 7.16 46.8
#> 3266                  Fribourg          FR 7.16 46.8
#> 3267                  Fribourg          FR 7.16 46.8
#> 3268                  Fribourg          FR 7.16 46.8
#> 3269                  Fribourg          FR 7.16 46.8
#> 3270                  Fribourg          FR 7.16 46.8
#> 3271                  Fribourg          FR 7.16 46.8
#> 3272                  Fribourg          FR 7.16 46.8
#> 3273                  Fribourg          FR 7.16 46.8
#> 3274                  Fribourg          FR 7.16 46.8
#> 3275                  Fribourg          FR 7.16 46.8
#> 3276                  Fribourg          FR 7.16 46.8
#> 3277                  Fribourg          FR 7.16 46.8
#> 3278                  Fribourg          FR 7.16 46.8
#> 3279                  Fribourg          FR 7.16 46.8
#> 3280                  Fribourg          FR 7.16 46.8
#> 3281                  Fribourg          FR 7.16 46.8
#> 3282                  Fribourg          FR 7.16 46.8
#> 3283                  Fribourg          FR 7.16 46.8
#> 3284                  Fribourg          FR 7.16 46.8
#> 3285                  Fribourg          FR 7.16 46.8
#> 3286                  Fribourg          FR 7.16 46.8
#> 3287                  Fribourg          FR 7.16 46.8
#> 3288                  Fribourg          FR 7.16 46.8
#> 3289                  Fribourg          FR 7.16 46.8
#> 3290                  Fribourg          FR 7.16 46.8
#> 3291                  Fribourg          FR 7.16 46.8
#> 3292                  Fribourg          FR 7.16 46.8
#> 3293                  Fribourg          FR 7.16 46.8
#> 3294                  Fribourg          FR 7.16 46.8
#> 3295                  Fribourg          FR 7.16 46.8
#> 3296                  Fribourg          FR 7.16 46.8
#> 3297                  Fribourg          FR 7.16 46.8
#> 3298                  Fribourg          FR 7.16 46.8
#> 3299                  Fribourg          FR 7.16 46.8
#> 3300                  Fribourg          FR 7.16 46.8
#> 3301                  Fribourg          FR 7.16 46.8
#> 3302                  Fribourg          FR 7.16 46.8
#> 3303                  Fribourg          FR 7.16 46.8
#> 3304                  Fribourg          FR 7.16 46.8
#> 3305                  Fribourg          FR 7.16 46.8
#> 3306                  Fribourg          FR 7.16 46.8
#> 3307            Schmitten (FR)          FR 7.25 46.8
#> 3308            Schmitten (FR)          FR 7.25 46.8
#> 3309            Schmitten (FR)          FR 7.25 46.8
#> 3310            Schmitten (FR)          FR 7.26 46.8
#> 3311            Schmitten (FR)          FR 7.26 46.8
#> 3312                Heitenried          FR 7.30 46.8
#> 3313                Heitenried          FR 7.30 46.8
#> 3314                 St. Ursen          FR 7.27 46.8
#> 3315                 St. Ursen          FR 7.27 46.8
#> 3316                 St. Ursen          FR 7.27 46.8
#> 3317                 St. Ursen          FR 7.27 46.8
#> 3318                 St. Ursen          FR 7.27 46.8
#> 3319                 St. Ursen          FR 7.27 46.8
#> 3320                 St. Ursen          FR 7.27 46.8
#> 3321                      Jaun          FR 7.29 46.7
#> 3322                      Jaun          FR 7.29 46.7
#> 3323                      Jaun          FR 7.29 46.7
#> 3324                      Jaun          FR 7.29 46.7
#> 3325                Brünisried          FR 7.28 46.8
#> 3326                   Belfaux          FR 7.07 46.8
#> 3327                   Belfaux          FR 7.07 46.8
#> 3328                   Belfaux          FR 7.07 46.8
#> 3329                   Belfaux          FR 7.07 46.8
#> 3330                   Belfaux          FR 7.07 46.8
#> 3331                   Belfaux          FR 7.07 46.8
#> 3332                   Belfaux          FR 7.07 46.8
#> 3333                   Belfaux          FR 7.07 46.8
#> 3334                   Belfaux          FR 7.07 46.8
#> 3335                   Belfaux          FR 7.07 46.8
#> 3336                   Belfaux          FR 7.07 46.8
#> 3337                   Belfaux          FR 7.07 46.8
#> 3338                   Belfaux          FR 7.07 46.8
#> 3339                   Belfaux          FR 7.07 46.8
#> 3340                   Belfaux          FR 7.07 46.8
#> 3341                   Belfaux          FR 7.07 46.8
#> 3342                   Belfaux          FR 7.07 46.8
#> 3343                   Belfaux          FR 7.07 46.8
#> 3344           Misery-Courtion          FR 7.07 46.9
#> 3345           Misery-Courtion          FR 7.07 46.9
#> 3346           Misery-Courtion          FR 7.07 46.9
#> 3347           Misery-Courtion          FR 7.07 46.9
#> 3348           Misery-Courtion          FR 7.07 46.9
#> 3349           Misery-Courtion          FR 7.07 46.9
#> 3350           Misery-Courtion          FR 7.07 46.9
#> 3351           Misery-Courtion          FR 7.07 46.9
#> 3352           Misery-Courtion          FR 7.07 46.9
#> 3353           Misery-Courtion          FR 7.07 46.9
#> 3354           Misery-Courtion          FR 7.07 46.9
#> 3355           Misery-Courtion          FR 7.07 46.9
#> 3356           Misery-Courtion          FR 7.07 46.9
#> 3357           Misery-Courtion          FR 7.07 46.9
#> 3358           Misery-Courtion          FR 7.07 46.9
#> 3359           Misery-Courtion          FR 7.07 46.9
#> 3360           Misery-Courtion          FR 7.07 46.9
#> 3361           Misery-Courtion          FR 7.07 46.9
#> 3362           Misery-Courtion          FR 7.07 46.9
#> 3363           Misery-Courtion          FR 7.07 46.9
#> 3364           Misery-Courtion          FR 7.07 46.9
#> 3365           Misery-Courtion          FR 7.07 46.9
#> 3366           Misery-Courtion          FR 7.07 46.9
#> 3367           Misery-Courtion          FR 7.07 46.9
#> 3368           Misery-Courtion          FR 7.07 46.9
#> 3369           Misery-Courtion          FR 7.07 46.9
#> 3370           Misery-Courtion          FR 7.07 46.9
#> 3371                  Fribourg          FR 7.18 46.8
#> 3372                  Fribourg          FR 7.18 46.8
#> 3373                  Fribourg          FR 7.18 46.8
#> 3374                  Fribourg          FR 7.18 46.8
#> 3375                  Fribourg          FR 7.18 46.8
#> 3376                     Marly          FR 7.15 46.8
#> 3377                     Marly          FR 7.15 46.8
#> 3378                     Marly          FR 7.15 46.8
#> 3379                     Marly          FR 7.15 46.8
#> 3380                     Marly          FR 7.15 46.8
#> 3381                     Marly          FR 7.15 46.8
#> 3382                     Marly          FR 7.15 46.8
#> 3383                     Marly          FR 7.15 46.8
#> 3384                     Marly          FR 7.15 46.8
#> 3385                     Marly          FR 7.15 46.8
#> 3386                     Marly          FR 7.15 46.8
#> 3387                     Marly          FR 7.15 46.8
#> 3388                     Marly          FR 7.15 46.8
#> 3389                     Marly          FR 7.15 46.8
#> 3390                     Marly          FR 7.15 46.8
#> 3391                     Marly          FR 7.15 46.8
#> 3392                     Marly          FR 7.15 46.8
#> 3393                     Marly          FR 7.15 46.8
#> 3394                     Marly          FR 7.15 46.8
#> 3395                     Marly          FR 7.15 46.8
#> 3396                     Marly          FR 7.15 46.8
#> 3397                     Marly          FR 7.15 46.8
#> 3398                     Marly          FR 7.15 46.8
#> 3399                     Marly          FR 7.15 46.8
#> 3400                     Marly          FR 7.15 46.8
#> 3401                     Marly          FR 7.15 46.8
#> 3402                     Marly          FR 7.15 46.8
#> 3403                     Marly          FR 7.15 46.8
#> 3404                     Marly          FR 7.15 46.8
#> 3405                     Marly          FR 7.15 46.8
#> 3406                     Marly          FR 7.15 46.8
#> 3407                     Marly          FR 7.15 46.8
#> 3408                     Marly          FR 7.15 46.8
#> 3409                     Marly          FR 7.15 46.8
#> 3410                     Marly          FR 7.15 46.8
#> 3411                     Marly          FR 7.15 46.8
#> 3412                     Marly          FR 7.15 46.8
#> 3413                     Marly          FR 7.15 46.8
#> 3414                     Marly          FR 7.15 46.8
#> 3415                 Ferpicloz          FR 7.16 46.7
#> 3416                 Ferpicloz          FR 7.16 46.7
#> 3417                 Ferpicloz          FR 7.16 46.7
#> 3418                 Ferpicloz          FR 7.16 46.7
#> 3419                 Ferpicloz          FR 7.16 46.7
#> 3420                 Ferpicloz          FR 7.16 46.7
#> 3421                 Ferpicloz          FR 7.16 46.7
#> 3422                 Ferpicloz          FR 7.16 46.7
#> 3423                 Ferpicloz          FR 7.16 46.7
#> 3424                 Ferpicloz          FR 7.16 46.7
#> 3425                 Ferpicloz          FR 7.16 46.7
#> 3426                 Ferpicloz          FR 7.16 46.7
#> 3427                 Ferpicloz          FR 7.16 46.7
#> 3428                 Ferpicloz          FR 7.16 46.7
#> 3429                 Ferpicloz          FR 7.16 46.7
#> 3430                 Ferpicloz          FR 7.16 46.7
#> 3431                 Ferpicloz          FR 7.16 46.7
#> 3432                 Ferpicloz          FR 7.16 46.7
#> 3433                     Marly          FR 7.13 46.8
#> 3434                     Marly          FR 7.13 46.8
#> 3435                     Marly          FR 7.13 46.8
#> 3436                     Marly          FR 7.13 46.8
#> 3437                     Marly          FR 7.13 46.8
#> 3438                     Marly          FR 7.13 46.8
#> 3439                     Marly          FR 7.13 46.8
#> 3440                     Marly          FR 7.13 46.8
#> 3441                     Marly          FR 7.13 46.8
#> 3442                     Marly          FR 7.13 46.8
#> 3443                     Marly          FR 7.13 46.8
#> 3444                     Marly          FR 7.13 46.8
#> 3445                     Marly          FR 7.13 46.8
#> 3446                     Marly          FR 7.13 46.8
#> 3447                     Marly          FR 7.13 46.8
#> 3448                     Marly          FR 7.13 46.8
#> 3449                     Marly          FR 7.13 46.8
#> 3450                     Marly          FR 7.13 46.8
#> 3451                     Marly          FR 7.13 46.8
#> 3452                     Marly          FR 7.13 46.8
#> 3453                     Marly          FR 7.13 46.8
#> 3454                     Marly          FR 7.13 46.8
#> 3455                     Marly          FR 7.13 46.8
#> 3456                     Marly          FR 7.13 46.8
#> 3457                     Marly          FR 7.13 46.8
#> 3458                     Marly          FR 7.13 46.8
#> 3459                     Marly          FR 7.13 46.8
#> 3460                   Gibloux          FR 7.07 46.7
#> 3461                   Gibloux          FR 7.07 46.7
#> 3462                   Gibloux          FR 7.07 46.7
#> 3463                   Gibloux          FR 7.07 46.7
#> 3464                   Gibloux          FR 7.07 46.7
#> 3465                   Gibloux          FR 7.07 46.7
#> 3466                   Gibloux          FR 7.07 46.7
#> 3467                   Gibloux          FR 7.07 46.7
#> 3468                   Gibloux          FR 7.07 46.7
#> 3469                   Gibloux          FR 7.07 46.7
#> 3470                   Gibloux          FR 7.07 46.7
#> 3471                   Gibloux          FR 7.07 46.7
#> 3472                   Gibloux          FR 7.07 46.7
#> 3473                   Gibloux          FR 7.07 46.7
#> 3474                   Gibloux          FR 7.07 46.7
#> 3475                   Gibloux          FR 7.07 46.7
#> 3476                   Gibloux          FR 7.07 46.7
#> 3477                   Gibloux          FR 7.07 46.7
#> 3478                   Gibloux          FR 7.10 46.7
#> 3479                   Gibloux          FR 7.10 46.7
#> 3480                   Gibloux          FR 7.10 46.7
#> 3481                   Gibloux          FR 7.10 46.7
#> 3482                   Gibloux          FR 7.10 46.7
#> 3483                   Gibloux          FR 7.10 46.7
#> 3484                   Gibloux          FR 7.10 46.7
#> 3485                   Gibloux          FR 7.10 46.7
#> 3486                   Gibloux          FR 7.10 46.7
#> 3487                   Gibloux          FR 7.10 46.7
#> 3488                   Gibloux          FR 7.10 46.7
#> 3489                   Gibloux          FR 7.10 46.7
#> 3490                   Gibloux          FR 7.10 46.7
#> 3491                   Gibloux          FR 7.10 46.7
#> 3492                   Gibloux          FR 7.10 46.7
#> 3493                   Gibloux          FR 7.10 46.7
#> 3494            Hauterive (FR)          FR 7.08 46.8
#> 3495            Hauterive (FR)          FR 7.08 46.8
#> 3496              Bois-d'Amont          FR 7.15 46.8
#> 3497              Bois-d'Amont          FR 7.15 46.8
#> 3498              Bois-d'Amont          FR 7.15 46.8
#> 3499              Bois-d'Amont          FR 7.15 46.8
#> 3500                  La Roche          FR 7.13 46.7
#> 3501                  La Roche          FR 7.13 46.7
#> 3502                  La Roche          FR 7.13 46.7
#> 3503                  La Roche          FR 7.13 46.7
#> 3504                  La Roche          FR 7.13 46.7
#> 3505                  La Roche          FR 7.13 46.7
#> 3506                  La Roche          FR 7.13 46.7
#> 3507                  La Roche          FR 7.13 46.7
#> 3508                  La Roche          FR 7.13 46.7
#> 3509                  La Roche          FR 7.13 46.7
#> 3510                  La Roche          FR 7.13 46.7
#> 3511                  La Roche          FR 7.13 46.7
#> 3512                  La Roche          FR 7.13 46.7
#> 3513                 Le Mouret          FR 7.19 46.8
#> 3514                 Le Mouret          FR 7.19 46.8
#> 3515                 Le Mouret          FR 7.19 46.8
#> 3516                 Le Mouret          FR 7.19 46.8
#> 3517                 Le Mouret          FR 7.19 46.8
#> 3518                 Le Mouret          FR 7.19 46.8
#> 3519                   Giffers          FR 7.23 46.8
#> 3520                   Giffers          FR 7.23 46.8
#> 3521                   Giffers          FR 7.23 46.8
#> 3522             St. Silvester          FR 7.22 46.7
#> 3523                  Plasselb          FR 7.24 46.7
#> 3524                  Plasselb          FR 7.24 46.7
#> 3525                  Plasselb          FR 7.24 46.7
#> 3526                  Plasselb          FR 7.24 46.7
#> 3527                  Plasselb          FR 7.24 46.7
#> 3528                  Plasselb          FR 7.24 46.7
#> 3529                  Plasselb          FR 7.24 46.7
#> 3530                  Plasselb          FR 7.24 46.7
#> 3531               Neyruz (FR)          FR 7.06 46.8
#> 3532               Neyruz (FR)          FR 7.06 46.8
#> 3533               Neyruz (FR)          FR 7.06 46.8
#> 3534               Neyruz (FR)          FR 7.06 46.8
#> 3535               Neyruz (FR)          FR 7.06 46.8
#> 3536               Neyruz (FR)          FR 7.06 46.8
#> 3537               Neyruz (FR)          FR 7.06 46.8
#> 3538               Neyruz (FR)          FR 7.06 46.8
#> 3539               Neyruz (FR)          FR 7.06 46.8
#> 3540               Neyruz (FR)          FR 7.06 46.8
#> 3541               Neyruz (FR)          FR 7.06 46.8
#> 3542               Neyruz (FR)          FR 7.06 46.8
#> 3543               Neyruz (FR)          FR 7.06 46.8
#> 3544               Neyruz (FR)          FR 7.06 46.8
#> 3545               Neyruz (FR)          FR 7.06 46.8
#> 3546               Neyruz (FR)          FR 7.06 46.8
#> 3547              Cottens (FR)          FR 7.03 46.8
#> 3548              Cottens (FR)          FR 7.03 46.8
#> 3549              Cottens (FR)          FR 7.03 46.8
#> 3550              Cottens (FR)          FR 7.03 46.8
#> 3551              Cottens (FR)          FR 7.03 46.8
#> 3552              Cottens (FR)          FR 7.03 46.8
#> 3553              Cottens (FR)          FR 7.03 46.8
#> 3554              Cottens (FR)          FR 7.03 46.8
#> 3555                   Autigny          FR 7.03 46.7
#> 3556                   Autigny          FR 7.03 46.7
#> 3557                   Chénens          FR 7.00 46.7
#> 3558                   Chénens          FR 7.00 46.7
#> 3559                   Chénens          FR 7.00 46.7
#> 3560                   Chénens          FR 7.00 46.7
#> 3561                   Chénens          FR 7.00 46.7
#> 3562                   Autigny          FR 7.01 46.8
#> 3563                   Autigny          FR 7.01 46.8
#> 3564                   Autigny          FR 7.01 46.8
#> 3565                   Autigny          FR 7.01 46.8
#> 3566                   Autigny          FR 7.01 46.8
#> 3567                      Prez          FR 7.01 46.8
#> 3568                      Prez          FR 7.01 46.8
#> 3569                      Prez          FR 7.01 46.8
#> 3570                      Prez          FR 7.01 46.8
#> 3571                      Prez          FR 7.01 46.8
#> 3572                      Prez          FR 7.01 46.8
#> 3573                      Prez          FR 7.01 46.8
#> 3574                      Prez          FR 7.01 46.8
#> 3575                      Prez          FR 7.01 46.8
#> 3576                      Prez          FR 7.01 46.8
#> 3577                      Prez          FR 7.01 46.8
#> 3578                      Prez          FR 7.01 46.8
#> 3579                      Prez          FR 7.01 46.8
#> 3580                      Prez          FR 7.01 46.8
#> 3581                      Prez          FR 6.99 46.8
#> 3582                      Prez          FR 6.99 46.8
#> 3583                     Torny          FR 6.97 46.8
#> 3584                     Torny          FR 6.97 46.8
#> 3585                     Torny          FR 6.97 46.8
#> 3586                     Torny          FR 6.97 46.8
#> 3587                     Torny          FR 6.95 46.8
#> 3588                     Torny          FR 6.95 46.8
#> 3589                     Torny          FR 6.95 46.8
#> 3590                     Torny          FR 6.95 46.8
#> 3591                     Torny          FR 6.95 46.8
#> 3592                     Torny          FR 6.95 46.8
#> 3593                     Torny          FR 6.95 46.8
#> 3594                     Torny          FR 6.95 46.8
#> 3595                     Torny          FR 6.95 46.8
#> 3596                     Torny          FR 6.95 46.8
#> 3597                     Torny          FR 6.95 46.8
#> 3598         Villars-sur-Glâne          FR 7.12 46.8
#> 3599         Villars-sur-Glâne          FR 7.12 46.8
#> 3600         Villars-sur-Glâne          FR 7.12 46.8
#> 3601         Villars-sur-Glâne          FR 7.12 46.8
#> 3602         Villars-sur-Glâne          FR 7.12 46.8
#> 3603         Villars-sur-Glâne          FR 7.12 46.8
#> 3604         Villars-sur-Glâne          FR 7.12 46.8
#> 3605         Villars-sur-Glâne          FR 7.12 46.8
#> 3606         Villars-sur-Glâne          FR 7.12 46.8
#> 3607         Villars-sur-Glâne          FR 7.12 46.8
#> 3608         Villars-sur-Glâne          FR 7.12 46.8
#> 3609         Villars-sur-Glâne          FR 7.12 46.8
#> 3610         Villars-sur-Glâne          FR 7.12 46.8
#> 3611         Villars-sur-Glâne          FR 7.12 46.8
#> 3612         Villars-sur-Glâne          FR 7.12 46.8
#> 3613         Villars-sur-Glâne          FR 7.12 46.8
#> 3614         Villars-sur-Glâne          FR 7.12 46.8
#> 3615         Villars-sur-Glâne          FR 7.12 46.8
#> 3616         Villars-sur-Glâne          FR 7.12 46.8
#> 3617         Villars-sur-Glâne          FR 7.12 46.8
#> 3618         Villars-sur-Glâne          FR 7.12 46.8
#> 3619         Villars-sur-Glâne          FR 7.12 46.8
#> 3620         Villars-sur-Glâne          FR 7.12 46.8
#> 3621         Villars-sur-Glâne          FR 7.12 46.8
#> 3622         Villars-sur-Glâne          FR 7.12 46.8
#> 3623               Corminboeuf          FR 7.09 46.8
#> 3624               Corminboeuf          FR 7.09 46.8
#> 3625               Corminboeuf          FR 7.09 46.8
#> 3626               Corminboeuf          FR 7.09 46.8
#> 3627               Corminboeuf          FR 7.09 46.8
#> 3628               Corminboeuf          FR 7.09 46.8
#> 3629               Corminboeuf          FR 7.09 46.8
#> 3630               Corminboeuf          FR 7.09 46.8
#> 3631               Corminboeuf          FR 7.09 46.8
#> 3632               Corminboeuf          FR 7.09 46.8
#> 3633               Corminboeuf          FR 7.09 46.8
#> 3634               Corminboeuf          FR 7.09 46.8
#> 3635               Corminboeuf          FR 7.09 46.8
#> 3636               Corminboeuf          FR 7.09 46.8
#> 3637               Corminboeuf          FR 7.09 46.8
#> 3638               Corminboeuf          FR 7.09 46.8
#> 3639               Corminboeuf          FR 7.09 46.8
#> 3640               Corminboeuf          FR 7.09 46.8
#> 3641               Corminboeuf          FR 7.09 46.8
#> 3642               Corminboeuf          FR 7.09 46.8
#> 3643               Corminboeuf          FR 7.09 46.8
#> 3644               Corminboeuf          FR 7.09 46.8
#> 3645                      Avry          FR 7.04 46.8
#> 3646                      Avry          FR 7.04 46.8
#> 3647                      Avry          FR 7.04 46.8
#> 3648                      Avry          FR 7.04 46.8
#> 3649                      Avry          FR 7.04 46.8
#> 3650                      Avry          FR 7.04 46.8
#> 3651                      Avry          FR 7.04 46.8
#> 3652                      Avry          FR 7.04 46.8
#> 3653                  Givisiez          FR 7.13 46.8
#> 3654                  Givisiez          FR 7.13 46.8
#> 3655                  Givisiez          FR 7.13 46.8
#> 3656                  Givisiez          FR 7.13 46.8
#> 3657                  Givisiez          FR 7.13 46.8
#> 3658                  Givisiez          FR 7.13 46.8
#> 3659                  Givisiez          FR 7.13 46.8
#> 3660                  Givisiez          FR 7.13 46.8
#> 3661            Granges-Paccot          FR 7.15 46.8
#> 3662            Granges-Paccot          FR 7.15 46.8
#> 3663            Granges-Paccot          FR 7.15 46.8
#> 3664            Granges-Paccot          FR 7.15 46.8
#> 3665            Granges-Paccot          FR 7.15 46.8
#> 3666            Granges-Paccot          FR 7.15 46.8
#> 3667            Granges-Paccot          FR 7.15 46.8
#> 3668            Granges-Paccot          FR 7.15 46.8
#> 3669             Belmont-Broye          FR 7.05 46.8
#> 3670             Belmont-Broye          FR 7.05 46.8
#> 3671             Belmont-Broye          FR 7.05 46.8
#> 3672             Belmont-Broye          FR 7.05 46.8
#> 3673             Belmont-Broye          FR 7.05 46.8
#> 3674             Belmont-Broye          FR 7.05 46.8
#> 3675             Belmont-Broye          FR 7.02 46.8
#> 3676             Belmont-Broye          FR 7.02 46.8
#> 3677             Belmont-Broye          FR 7.02 46.8
#> 3678             Belmont-Broye          FR 7.02 46.8
#> 3679             Belmont-Broye          FR 7.02 46.8
#> 3680             Belmont-Broye          FR 7.02 46.8
#> 3681             Belmont-Broye          FR 7.02 46.8
#> 3682             Belmont-Broye          FR 7.02 46.8
#> 3683             Belmont-Broye          FR 7.02 46.8
#> 3684             Belmont-Broye          FR 7.02 46.8
#> 3685             Belmont-Broye          FR 7.02 46.8
#> 3686             Belmont-Broye          FR 7.02 46.8
#> 3687             Belmont-Broye          FR 7.02 46.8
#> 3688             Montagny (FR)          FR 6.97 46.8
#> 3689             Montagny (FR)          FR 6.97 46.8
#> 3690             Montagny (FR)          FR 6.97 46.8
#> 3691             Montagny (FR)          FR 6.97 46.8
#> 3692             Montagny (FR)          FR 7.00 46.8
#> 3693             Montagny (FR)          FR 7.00 46.8
#> 3694             Montagny (FR)          FR 7.00 46.8
#> 3695             Montagny (FR)          FR 7.00 46.8
#> 3696             Montagny (FR)          FR 7.00 46.8
#> 3697             Montagny (FR)          FR 7.00 46.8
#> 3698             Montagny (FR)          FR 7.00 46.8
#> 3699             Montagny (FR)          FR 7.00 46.8
#> 3700             Montagny (FR)          FR 7.00 46.8
#> 3701             Montagny (FR)          FR 7.00 46.8
#> 3702             Montagny (FR)          FR 7.00 46.8
#> 3703                   Belfaux          FR 7.10 46.8
#> 3704                   Belfaux          FR 7.10 46.8
#> 3705                   Belfaux          FR 7.10 46.8
#> 3706                   Belfaux          FR 7.10 46.8
#> 3707                   Belfaux          FR 7.10 46.8
#> 3708                   Belfaux          FR 7.10 46.8
#> 3709                   Belfaux          FR 7.10 46.8
#> 3710                   Belfaux          FR 7.10 46.8
#> 3711                   Belfaux          FR 7.10 46.8
#> 3712                   Belfaux          FR 7.10 46.8
#> 3713                   Belfaux          FR 7.10 46.8
#> 3714                   Belfaux          FR 7.10 46.8
#> 3715                   Belfaux          FR 7.10 46.8
#> 3716                   Belfaux          FR 7.10 46.8
#> 3717                   Belfaux          FR 7.10 46.8
#> 3718                   Belfaux          FR 7.10 46.8
#> 3719                   Belfaux          FR 7.10 46.8
#> 3720                   Belfaux          FR 7.10 46.8
#> 3721                 Courtepin          FR 7.12 46.9
#> 3722                 Courtepin          FR 7.12 46.9
#> 3723                 Courtepin          FR 7.12 46.9
#> 3724                 Courtepin          FR 7.12 46.9
#> 3725                 Courtepin          FR 7.12 46.9
#> 3726                 Courtepin          FR 7.12 46.9
#> 3727                 Courtepin          FR 7.12 46.9
#> 3728                 Courtepin          FR 7.12 46.9
#> 3729                 Courtepin          FR 7.12 46.9
#> 3730                 Courtepin          FR 7.12 46.9
#> 3731                 Courtepin          FR 7.12 46.9
#> 3732                 Courtepin          FR 7.12 46.9
#> 3733             Cressier (FR)          FR 7.14 46.9
#> 3734             Cressier (FR)          FR 7.14 46.9
#> 3735             Cressier (FR)          FR 7.14 46.9
#> 3736             Cressier (FR)          FR 7.14 46.9
#> 3737             Cressier (FR)          FR 7.14 46.9
#> 3738             Cressier (FR)          FR 7.14 46.9
#> 3739             Cressier (FR)          FR 7.14 46.9
#> 3740             Cressier (FR)          FR 7.14 46.9
#> 3741             Cressier (FR)          FR 7.14 46.9
#> 3742             Cressier (FR)          FR 7.14 46.9
#> 3743             Cressier (FR)          FR 7.14 46.9
#> 3744             Cressier (FR)          FR 7.14 46.9
#> 3745             Cressier (FR)          FR 7.14 46.9
#> 3746             Cressier (FR)          FR 7.14 46.9
#> 3747             Cressier (FR)          FR 7.14 46.9
#> 3748             Cressier (FR)          FR 7.14 46.9
#> 3749                Mont-Vully          FR 7.11 47.0
#> 3750                Mont-Vully          FR 7.11 47.0
#> 3751                Mont-Vully          FR 7.11 47.0
#> 3752                Mont-Vully          FR 7.11 47.0
#> 3753                Mont-Vully          FR 7.07 46.9
#> 3754                Mont-Vully          FR 7.07 46.9
#> 3755                Mont-Vully          FR 7.07 46.9
#> 3756                Mont-Vully          FR 7.07 46.9
#> 3757                Mont-Vully          FR 7.07 46.9
#> 3758                Mont-Vully          FR 7.07 46.9
#> 3759                Mont-Vully          FR 7.07 46.9
#> 3760                Mont-Vully          FR 7.07 46.9
#> 3761                Mont-Vully          FR 7.07 46.9
#> 3762                Mont-Vully          FR 7.07 47.0
#> 3763                Mont-Vully          FR 7.07 47.0
#> 3764                Mont-Vully          FR 7.07 47.0
#> 3765                Mont-Vully          FR 7.07 47.0
#> 3766                 Courtepin          FR 7.13 46.9
#> 3767                 Courtepin          FR 7.13 46.9
#> 3768                 Courtepin          FR 7.13 46.9
#> 3769                 Courtepin          FR 7.13 46.9
#> 3770                   Gurmels          FR 7.15 46.9
#> 3771                Courgevaux          FR 7.11 46.9
#> 3772                Courgevaux          FR 7.11 46.9
#> 3773                Courgevaux          FR 7.11 46.9
#> 3774                Courgevaux          FR 7.11 46.9
#> 3775              Münchenwiler          BE 7.13 46.9
#> 3776              Münchenwiler          BE 7.13 46.9
#> 3777                     Vevey          VD 6.85 46.5
#> 3778                     Vevey          VD 6.85 46.5
#> 3779                     Vevey          VD 6.85 46.5
#> 3780                     Vevey          VD 6.85 46.5
#> 3781                     Vevey          VD 6.85 46.5
#> 3782                     Vevey          VD 6.85 46.5
#> 3783                     Vevey          VD 6.85 46.5
#> 3784                     Vevey          VD 6.85 46.5
#> 3785                     Vevey          VD 6.85 46.5
#> 3786                     Vevey          VD 6.85 46.5
#> 3787                     Vevey          VD 6.85 46.5
#> 3788                     Vevey          VD 6.85 46.5
#> 3789                     Vevey          VD 6.85 46.5
#> 3790                     Vevey          VD 6.85 46.5
#> 3791                     Vevey          VD 6.85 46.5
#> 3792                     Vevey          VD 6.85 46.5
#> 3793                     Vevey          VD 6.85 46.5
#> 3794                     Vevey          VD 6.85 46.5
#> 3795                     Vevey          VD 6.85 46.5
#> 3796                     Vevey          VD 6.85 46.5
#> 3797                     Vevey          VD 6.85 46.5
#> 3798                     Vevey          VD 6.85 46.5
#> 3799                     Vevey          VD 6.85 46.5
#> 3800                     Vevey          VD 6.85 46.5
#> 3801                     Vevey          VD 6.85 46.5
#> 3802                     Vevey          VD 6.85 46.5
#> 3803                     Vevey          VD 6.85 46.5
#> 3804                     Vevey          VD 6.85 46.5
#> 3805                     Vevey          VD 6.85 46.5
#> 3806                     Vevey          VD 6.85 46.5
#> 3807                     Vevey          VD 6.85 46.5
#> 3808                     Vevey          VD 6.85 46.5
#> 3809                     Vevey          VD 6.85 46.5
#> 3810                     Vevey          VD 6.85 46.5
#> 3811                 Chardonne          VD 6.82 46.5
#> 3812                 Chardonne          VD 6.82 46.5
#> 3813                 Chardonne          VD 6.82 46.5
#> 3814                 Chardonne          VD 6.82 46.5
#> 3815                  Corseaux          VD 6.83 46.5
#> 3816                  Corseaux          VD 6.83 46.5
#> 3817                  Corseaux          VD 6.83 46.5
#> 3818                  Corseaux          VD 6.83 46.5
#> 3819                  Corseaux          VD 6.83 46.5
#> 3820                  Corseaux          VD 6.83 46.5
#> 3821                  Corseaux          VD 6.83 46.5
#> 3822                  Corseaux          VD 6.83 46.5
#> 3823                  Corseaux          VD 6.83 46.5
#> 3824                  Corseaux          VD 6.83 46.5
#> 3825                  Corseaux          VD 6.83 46.5
#> 3826                  Corseaux          VD 6.83 46.5
#> 3827                  Corseaux          VD 6.83 46.5
#> 3828                  Corseaux          VD 6.83 46.5
#> 3829                  Corseaux          VD 6.83 46.5
#> 3830                  Corseaux          VD 6.83 46.5
#> 3831                 Chardonne          VD 6.82 46.5
#> 3832                 Chardonne          VD 6.82 46.5
#> 3833                 Chardonne          VD 6.82 46.5
#> 3834                 Chardonne          VD 6.82 46.5
#> 3835                 Chardonne          VD 6.82 46.5
#> 3836                 Chardonne          VD 6.82 46.5
#> 3837                 Chardonne          VD 6.82 46.5
#> 3838                 Chardonne          VD 6.82 46.5
#> 3839                 Chardonne          VD 6.82 46.5
#> 3840                 Chardonne          VD 6.82 46.5
#> 3841                 Chardonne          VD 6.82 46.5
#> 3842                 Chardonne          VD 6.82 46.5
#> 3843                 Chardonne          VD 6.82 46.5
#> 3844                 Chardonne          VD 6.82 46.5
#> 3845                 Chardonne          VD 6.82 46.5
#> 3846                 Chardonne          VD 6.82 46.5
#> 3847                 Chardonne          VD 6.82 46.5
#> 3848                 Chardonne          VD 6.82 46.5
#> 3849         Corsier-sur-Vevey          VD 6.85 46.5
#> 3850         Corsier-sur-Vevey          VD 6.85 46.5
#> 3851         Corsier-sur-Vevey          VD 6.85 46.5
#> 3852         Corsier-sur-Vevey          VD 6.85 46.5
#> 3853         Corsier-sur-Vevey          VD 6.85 46.5
#> 3854         Corsier-sur-Vevey          VD 6.85 46.5
#> 3855         Corsier-sur-Vevey          VD 6.85 46.5
#> 3856                 Chardonne          VD 6.84 46.5
#> 3857                 Chardonne          VD 6.84 46.5
#> 3858                 Chardonne          VD 6.84 46.5
#> 3859                 Chardonne          VD 6.84 46.5
#> 3860                 Chardonne          VD 6.84 46.5
#> 3861                 Chardonne          VD 6.84 46.5
#> 3862                 Chardonne          VD 6.84 46.5
#> 3863                 Chardonne          VD 6.84 46.5
#> 3864                 Chardonne          VD 6.84 46.5
#> 3865                 Chardonne          VD 6.84 46.5
#> 3866                 Chardonne          VD 6.84 46.5
#> 3867                 Chardonne          VD 6.84 46.5
#> 3868                 Chardonne          VD 6.84 46.5
#> 3869                 Chardonne          VD 6.84 46.5
#> 3870                 Chardonne          VD 6.84 46.5
#> 3871                 Chardonne          VD 6.84 46.5
#> 3872                 Chardonne          VD 6.84 46.5
#> 3873                 Chardonne          VD 6.84 46.5
#> 3874                 Chardonne          VD 6.84 46.5
#> 3875                  Montreux          VD 6.90 46.5
#> 3876                  Montreux          VD 6.90 46.5
#> 3877                  Montreux          VD 6.90 46.5
#> 3878                  Montreux          VD 6.90 46.5
#> 3879                  Montreux          VD 6.90 46.5
#> 3880                  Montreux          VD 6.90 46.5
#> 3881                  Montreux          VD 6.90 46.5
#> 3882                  Montreux          VD 6.90 46.5
#> 3883                  Montreux          VD 6.90 46.5
#> 3884                  Montreux          VD 6.90 46.5
#> 3885                  Montreux          VD 6.90 46.5
#> 3886                  Montreux          VD 6.90 46.5
#> 3887                  Montreux          VD 6.90 46.5
#> 3888                  Montreux          VD 6.90 46.5
#> 3889                  Montreux          VD 6.90 46.5
#> 3890                  Montreux          VD 6.90 46.5
#> 3891                  Montreux          VD 6.90 46.5
#> 3892                  Montreux          VD 6.90 46.5
#> 3893                  Montreux          VD 6.90 46.5
#> 3894                  Montreux          VD 6.90 46.5
#> 3895                  Montreux          VD 6.90 46.5
#> 3896                  Montreux          VD 6.90 46.5
#> 3897                  Montreux          VD 6.90 46.5
#> 3898                  Montreux          VD 6.90 46.5
#> 3899                  Montreux          VD 6.90 46.5
#> 3900                  Montreux          VD 6.90 46.5
#> 3901                  Montreux          VD 6.90 46.5
#> 3902                  Montreux          VD 6.90 46.5
#> 3903                  Montreux          VD 6.90 46.5
#> 3904                  Montreux          VD 6.90 46.5
#> 3905                  Montreux          VD 6.90 46.5
#> 3906                  Montreux          VD 6.90 46.5
#> 3907                  Montreux          VD 6.90 46.5
#> 3908                  Montreux          VD 6.90 46.5
#> 3909                  Montreux          VD 6.90 46.5
#> 3910                  Montreux          VD 6.90 46.5
#> 3911                  Montreux          VD 6.90 46.5
#> 3912                  Montreux          VD 6.90 46.5
#> 3913                  Montreux          VD 6.90 46.5
#> 3914                  Montreux          VD 6.90 46.5
#> 3915                  Montreux          VD 6.90 46.5
#> 3916                  Montreux          VD 6.90 46.5
#> 3917                  Montreux          VD 6.90 46.5
#> 3918                  Montreux          VD 6.90 46.5
#> 3919                  Montreux          VD 6.90 46.5
#> 3920                  Montreux          VD 6.90 46.5
#> 3921                  Montreux          VD 6.90 46.5
#> 3922                  Montreux          VD 6.90 46.5
#> 3923                  Montreux          VD 6.90 46.5
#> 3924                  Montreux          VD 6.90 46.5
#> 3925                  Montreux          VD 6.90 46.5
#> 3926                  Montreux          VD 6.90 46.5
#> 3927                  Montreux          VD 6.90 46.5
#> 3928                  Montreux          VD 6.90 46.5
#> 3929                  Montreux          VD 6.90 46.5
#> 3930                  Montreux          VD 6.90 46.5
#> 3931                  Montreux          VD 6.90 46.5
#> 3932                  Montreux          VD 6.90 46.5
#> 3933                  Montreux          VD 6.90 46.5
#> 3934                  Attalens          FR 6.87 46.5
#> 3935                  Attalens          FR 6.87 46.5
#> 3936                  Attalens          FR 6.87 46.5
#> 3937                  Attalens          FR 6.87 46.5
#> 3938                  Attalens          FR 6.87 46.5
#> 3939                  Attalens          FR 6.87 46.5
#> 3940                  Attalens          FR 6.87 46.5
#> 3941         Corsier-sur-Vevey          VD 6.87 46.5
#> 3942         Corsier-sur-Vevey          VD 6.87 46.5
#> 3943         Corsier-sur-Vevey          VD 6.87 46.5
#> 3944          La Tour-de-Peilz          VD 6.87 46.5
#> 3945          La Tour-de-Peilz          VD 6.87 46.5
#> 3946          La Tour-de-Peilz          VD 6.87 46.5
#> 3947          La Tour-de-Peilz          VD 6.87 46.5
#> 3948          La Tour-de-Peilz          VD 6.87 46.5
#> 3949          La Tour-de-Peilz          VD 6.87 46.5
#> 3950          La Tour-de-Peilz          VD 6.87 46.5
#> 3951          La Tour-de-Peilz          VD 6.87 46.5
#> 3952          La Tour-de-Peilz          VD 6.87 46.5
#> 3953          La Tour-de-Peilz          VD 6.87 46.5
#> 3954          La Tour-de-Peilz          VD 6.87 46.5
#> 3955          La Tour-de-Peilz          VD 6.87 46.5
#> 3956          La Tour-de-Peilz          VD 6.87 46.5
#> 3957          La Tour-de-Peilz          VD 6.87 46.5
#> 3958          La Tour-de-Peilz          VD 6.87 46.5
#> 3959          La Tour-de-Peilz          VD 6.87 46.5
#> 3960          La Tour-de-Peilz          VD 6.87 46.5
#> 3961          La Tour-de-Peilz          VD 6.87 46.5
#> 3962          La Tour-de-Peilz          VD 6.87 46.5
#> 3963          La Tour-de-Peilz          VD 6.87 46.5
#> 3964          La Tour-de-Peilz          VD 6.87 46.5
#> 3965          La Tour-de-Peilz          VD 6.87 46.5
#> 3966          La Tour-de-Peilz          VD 6.87 46.5
#> 3967          La Tour-de-Peilz          VD 6.87 46.5
#> 3968          La Tour-de-Peilz          VD 6.87 46.5
#> 3969          La Tour-de-Peilz          VD 6.87 46.5
#> 3970          La Tour-de-Peilz          VD 6.87 46.5
#> 3971          La Tour-de-Peilz          VD 6.87 46.5
#> 3972          La Tour-de-Peilz          VD 6.87 46.5
#> 3973          La Tour-de-Peilz          VD 6.87 46.5
#> 3974          La Tour-de-Peilz          VD 6.87 46.5
#> 3975          La Tour-de-Peilz          VD 6.87 46.5
#> 3976          La Tour-de-Peilz          VD 6.87 46.5
#> 3977                  Montreux          VD 6.89 46.4
#> 3978                  Montreux          VD 6.89 46.4
#> 3979                  Montreux          VD 6.89 46.4
#> 3980                  Montreux          VD 6.89 46.4
#> 3981                  Montreux          VD 6.89 46.4
#> 3982                  Montreux          VD 6.89 46.4
#> 3983                  Montreux          VD 6.89 46.4
#> 3984                  Montreux          VD 6.89 46.4
#> 3985                  Montreux          VD 6.89 46.4
#> 3986                  Montreux          VD 6.89 46.4
#> 3987                  Montreux          VD 6.89 46.4
#> 3988                  Montreux          VD 6.89 46.4
#> 3989                  Montreux          VD 6.89 46.4
#> 3990                  Montreux          VD 6.89 46.4
#> 3991                  Montreux          VD 6.89 46.4
#> 3992                  Montreux          VD 6.89 46.4
#> 3993                  Montreux          VD 6.89 46.4
#> 3994                  Montreux          VD 6.89 46.4
#> 3995                  Montreux          VD 6.89 46.4
#> 3996                  Montreux          VD 6.89 46.4
#> 3997                  Montreux          VD 6.89 46.4
#> 3998                  Montreux          VD 6.89 46.4
#> 3999                  Montreux          VD 6.89 46.4
#> 4000                  Montreux          VD 6.89 46.4
#> 4001                  Montreux          VD 6.89 46.4
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#> 4005                  Montreux          VD 6.89 46.5
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#> 4016                  Montreux          VD 6.89 46.5
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#> 4018                  Montreux          VD 6.89 46.5
#> 4019                  Montreux          VD 6.89 46.5
#> 4020                  Montreux          VD 6.89 46.5
#> 4021                  Montreux          VD 6.89 46.5
#> 4022                  Montreux          VD 6.89 46.5
#> 4023                  Montreux          VD 6.89 46.5
#> 4024                  Montreux          VD 6.89 46.5
#> 4025                  Montreux          VD 6.90 46.5
#> 4026                  Montreux          VD 6.90 46.5
#> 4027                  Montreux          VD 6.90 46.5
#> 4028                  Montreux          VD 6.90 46.5
#> 4029                  Montreux          VD 6.90 46.5
#> 4030                  Montreux          VD 6.90 46.5
#> 4031                  Montreux          VD 6.90 46.5
#> 4032                  Montreux          VD 6.90 46.5
#> 4033                  Montreux          VD 6.90 46.5
#> 4034                  Montreux          VD 6.90 46.5
#> 4035                  Montreux          VD 6.90 46.5
#> 4036                  Montreux          VD 6.90 46.5
#> 4037                  Montreux          VD 6.90 46.5
#> 4038                  Montreux          VD 6.90 46.5
#> 4039                  Montreux          VD 6.90 46.5
#> 4040                  Montreux          VD 6.91 46.4
#> 4041                  Montreux          VD 6.91 46.4
#> 4042                  Montreux          VD 6.91 46.4
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#> 4044                  Montreux          VD 6.91 46.4
#> 4045                  Montreux          VD 6.91 46.4
#> 4046                  Montreux          VD 6.91 46.4
#> 4047                  Montreux          VD 6.91 46.4
#> 4048                  Montreux          VD 6.91 46.4
#> 4049                  Montreux          VD 6.91 46.4
#> 4050                  Montreux          VD 6.91 46.4
#> 4051                  Montreux          VD 6.91 46.4
#> 4052                  Montreux          VD 6.91 46.4
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#> 4055                  Montreux          VD 6.91 46.4
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#> 4060                  Montreux          VD 6.91 46.4
#> 4061                  Montreux          VD 6.91 46.4
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#> 4064                  Montreux          VD 6.91 46.4
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#> 4070                  Montreux          VD 6.91 46.4
#> 4071                  Montreux          VD 6.91 46.4
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#> 4075                  Montreux          VD 6.91 46.4
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#> 4077                  Montreux          VD 6.91 46.4
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#> 4080                  Montreux          VD 6.91 46.4
#> 4081                  Montreux          VD 6.91 46.4
#> 4082                  Montreux          VD 6.91 46.4
#> 4083                  Montreux          VD 6.91 46.4
#> 4084                  Montreux          VD 6.91 46.4
#> 4085                  Montreux          VD 6.91 46.4
#> 4086                  Montreux          VD 6.91 46.4
#> 4087                  Montreux          VD 6.91 46.4
#> 4088                  Montreux          VD 6.91 46.4
#> 4089                  Montreux          VD 6.91 46.4
#> 4090                  Montreux          VD 6.91 46.4
#> 4091                  Montreux          VD 6.91 46.4
#> 4092                  Montreux          VD 6.91 46.4
#> 4093                  Montreux          VD 6.91 46.4
#> 4094                  Montreux          VD 6.91 46.4
#> 4095                  Montreux          VD 6.91 46.4
#> 4096                  Montreux          VD 6.91 46.4
#> 4097                  Montreux          VD 6.91 46.4
#> 4098                  Montreux          VD 6.91 46.4
#> 4099                  Montreux          VD 6.91 46.4
#> 4100                  Montreux          VD 6.91 46.4
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#> 4107                  Montreux          VD 6.91 46.4
#> 4108                  Montreux          VD 6.91 46.4
#> 4109                  Montreux          VD 6.91 46.4
#> 4110                  Montreux          VD 6.91 46.4
#> 4111                  Montreux          VD 6.91 46.4
#> 4112                  Montreux          VD 6.91 46.4
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#> 4114                  Montreux          VD 6.91 46.4
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#> 4117                  Montreux          VD 6.91 46.4
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#> 4119                  Montreux          VD 6.91 46.4
#> 4120                  Montreux          VD 6.91 46.4
#> 4121                  Montreux          VD 6.91 46.4
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#> 4123                  Montreux          VD 6.91 46.4
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#> 4125                  Montreux          VD 6.91 46.4
#> 4126                  Montreux          VD 6.91 46.4
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#> 4128                  Montreux          VD 6.91 46.4
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#> 4130                  Montreux          VD 6.91 46.4
#> 4131                  Montreux          VD 6.91 46.4
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#> 4133                  Montreux          VD 6.91 46.4
#> 4134                  Montreux          VD 6.91 46.4
#> 4135                  Montreux          VD 6.91 46.4
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#> 4140                  Montreux          VD 6.91 46.4
#> 4141                  Montreux          VD 6.91 46.4
#> 4142                  Montreux          VD 6.91 46.4
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#> 4144                  Montreux          VD 6.91 46.4
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#> 4159                  Montreux          VD 6.91 46.4
#> 4160                  Montreux          VD 6.91 46.4
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#> 4162                  Montreux          VD 6.91 46.4
#> 4163                  Montreux          VD 6.91 46.4
#> 4164                  Montreux          VD 6.91 46.4
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#> 4166                  Montreux          VD 6.91 46.4
#> 4167                  Montreux          VD 6.91 46.4
#> 4168                  Montreux          VD 6.91 46.4
#> 4169                  Montreux          VD 6.91 46.4
#> 4170                  Montreux          VD 6.91 46.4
#> 4171                  Montreux          VD 6.91 46.4
#> 4172                  Montreux          VD 6.91 46.4
#> 4173                  Montreux          VD 6.91 46.4
#> 4174                  Montreux          VD 6.91 46.4
#> 4175                  Montreux          VD 6.91 46.4
#> 4176                  Montreux          VD 6.91 46.4
#> 4177                  Montreux          VD 6.91 46.4
#> 4178                  Montreux          VD 6.91 46.4
#> 4179                  Montreux          VD 6.91 46.4
#> 4180                  Montreux          VD 6.91 46.4
#> 4181                  Montreux          VD 6.91 46.4
#> 4182                  Montreux          VD 6.91 46.4
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#> 4189                  Montreux          VD 6.91 46.4
#> 4190                  Montreux          VD 6.91 46.4
#> 4191                  Montreux          VD 6.91 46.4
#> 4192                  Montreux          VD 6.91 46.4
#> 4193                  Montreux          VD 6.91 46.4
#> 4194                  Montreux          VD 6.91 46.4
#> 4195                  Montreux          VD 6.91 46.4
#> 4196                  Montreux          VD 6.91 46.4
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#> 4198                  Montreux          VD 6.91 46.4
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#> 4200                  Montreux          VD 6.91 46.4
#> 4201                  Montreux          VD 6.91 46.4
#> 4202                  Montreux          VD 6.91 46.4
#> 4203                  Montreux          VD 6.91 46.4
#> 4204                  Montreux          VD 6.91 46.4
#> 4205                  Montreux          VD 6.91 46.4
#> 4206                  Montreux          VD 6.91 46.4
#> 4207                  Montreux          VD 6.91 46.4
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#> 4210                  Montreux          VD 6.91 46.4
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#> 4212                  Montreux          VD 6.91 46.4
#> 4213                  Montreux          VD 6.91 46.4
#> 4214                  Montreux          VD 6.91 46.4
#> 4215                  Montreux          VD 6.91 46.4
#> 4216                  Montreux          VD 6.91 46.4
#> 4217                  Montreux          VD 6.91 46.4
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#> 4224                  Montreux          VD 6.91 46.4
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#> 4230                  Montreux          VD 6.91 46.4
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#> 4297           Villeneuve (VD)          VD 6.97 46.4
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#> 4299           Villeneuve (VD)          VD 6.97 46.4
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#> 4325           Villeneuve (VD)          VD 6.97 46.4
#> 4326           Villeneuve (VD)          VD 6.97 46.4
#> 4327           Villeneuve (VD)          VD 6.97 46.4
#> 4328           Villeneuve (VD)          VD 6.97 46.4
#> 4329           Villeneuve (VD)          VD 6.97 46.4
#> 4330           Villeneuve (VD)          VD 6.97 46.4
#> 4331                   Noville          VD 6.89 46.4
#> 4332                   Noville          VD 6.89 46.4
#> 4333                   Noville          VD 6.89 46.4
#> 4334                   Noville          VD 6.89 46.4
#> 4335                   Noville          VD 6.89 46.4
#> 4336                   Noville          VD 6.89 46.4
#> 4337                   Noville          VD 6.89 46.4
#> 4338                   Noville          VD 6.89 46.4
#> 4339                   Chessel          VD 6.90 46.4
#> 4340                    Rennaz          VD 6.92 46.4
#> 4341                    Rennaz          VD 6.92 46.4
#> 4342                    Rennaz          VD 6.92 46.4
#> 4343                    Rennaz          VD 6.92 46.4
#> 4344                    Rennaz          VD 6.92 46.4
#> 4345                    Rennaz          VD 6.92 46.4
#> 4346                    Rennaz          VD 6.92 46.4
#> 4347                    Rennaz          VD 6.92 46.4
#> 4348                    Rennaz          VD 6.92 46.4
#> 4349                    Rennaz          VD 6.92 46.4
#> 4350                    Rennaz          VD 6.92 46.4
#> 4351                    Rennaz          VD 6.92 46.4
#> 4352                Roche (VD)          VD 6.93 46.4
#> 4353                Roche (VD)          VD 6.93 46.4
#> 4354                Roche (VD)          VD 6.93 46.4
#> 4355                Roche (VD)          VD 6.93 46.4
#> 4356                Roche (VD)          VD 6.93 46.4
#> 4357                Roche (VD)          VD 6.93 46.4
#> 4358                Roche (VD)          VD 6.93 46.4
#> 4359                Roche (VD)          VD 6.93 46.4
#> 4360                Roche (VD)          VD 6.93 46.4
#> 4361                Roche (VD)          VD 6.93 46.4
#> 4362                Roche (VD)          VD 6.93 46.4
#> 4363                Roche (VD)          VD 6.93 46.4
#> 4364                Roche (VD)          VD 6.93 46.4
#> 4365                Roche (VD)          VD 6.93 46.4
#> 4366                Roche (VD)          VD 6.93 46.4
#> 4367                Roche (VD)          VD 6.93 46.4
#> 4368                Roche (VD)          VD 6.93 46.4
#> 4369                Roche (VD)          VD 6.93 46.4
#> 4370                    Yvorne          VD 6.93 46.3
#> 4371                    Yvorne          VD 6.93 46.3
#> 4372                    Leysin          VD 7.01 46.4
#> 4373                    Leysin          VD 7.01 46.4
#> 4374                    Leysin          VD 7.01 46.4
#> 4375                    Leysin          VD 7.01 46.4
#> 4376                    Leysin          VD 7.01 46.4
#> 4377                    Leysin          VD 7.01 46.4
#> 4378                    Leysin          VD 7.01 46.4
#> 4379                    Leysin          VD 7.01 46.4
#> 4380                    Leysin          VD 7.01 46.4
#> 4381                    Leysin          VD 7.01 46.4
#> 4382                    Leysin          VD 7.01 46.4
#> 4383                    Leysin          VD 7.01 46.4
#> 4384                    Leysin          VD 7.01 46.4
#> 4385                    Leysin          VD 7.01 46.4
#> 4386                    Leysin          VD 7.01 46.4
#> 4387                    Leysin          VD 7.01 46.4
#> 4388                    Leysin          VD 7.01 46.4
#> 4389                    Leysin          VD 7.01 46.4
#> 4390                    Leysin          VD 7.01 46.4
#> 4391                    Leysin          VD 7.01 46.4
#> 4392                    Leysin          VD 7.01 46.4
#> 4393                    Leysin          VD 7.01 46.4
#> 4394                    Leysin          VD 7.01 46.4
#> 4395                    Leysin          VD 7.01 46.4
#> 4396                    Leysin          VD 7.01 46.4
#> 4397                    Leysin          VD 7.01 46.4
#> 4398                    Leysin          VD 7.01 46.4
#> 4399                    Leysin          VD 7.01 46.4
#> 4400                    Leysin          VD 7.01 46.4
#> 4401                    Leysin          VD 7.01 46.4
#> 4402                    Leysin          VD 7.01 46.4
#> 4403                    Leysin          VD 7.01 46.4
#> 4404                    Leysin          VD 7.01 46.4
#> 4405                    Leysin          VD 7.01 46.4
#> 4406                    Leysin          VD 7.01 46.4
#> 4407                    Leysin          VD 7.01 46.4
#> 4408                    Leysin          VD 7.01 46.4
#> 4409                    Leysin          VD 7.01 46.4
#> 4410                    Leysin          VD 7.01 46.4
#> 4411                    Leysin          VD 7.01 46.4
#> 4412                    Leysin          VD 7.01 46.4
#> 4413                Corbeyrier          VD 6.99 46.4
#> 4414                Corbeyrier          VD 6.99 46.4
#> 4415                     Aigle          VD 6.97 46.3
#> 4416                     Aigle          VD 6.97 46.3
#> 4417                     Aigle          VD 6.97 46.3
#> 4418                     Aigle          VD 6.97 46.3
#> 4419                     Aigle          VD 6.97 46.3
#> 4420                     Aigle          VD 6.97 46.3
#> 4421                     Aigle          VD 6.97 46.3
#> 4422                     Aigle          VD 6.97 46.3
#> 4423                     Aigle          VD 6.97 46.3
#> 4424                     Aigle          VD 6.97 46.3
#> 4425                     Aigle          VD 6.97 46.3
#> 4426                     Aigle          VD 6.97 46.3
#> 4427                     Aigle          VD 6.97 46.3
#> 4428                     Aigle          VD 6.97 46.3
#> 4429                     Aigle          VD 6.97 46.3
#> 4430                     Aigle          VD 6.97 46.3
#> 4431                     Aigle          VD 6.97 46.3
#> 4432                     Aigle          VD 6.97 46.3
#> 4433                     Aigle          VD 6.97 46.3
#> 4434                     Aigle          VD 6.97 46.3
#> 4435                     Aigle          VD 6.97 46.3
#> 4436                     Aigle          VD 6.97 46.3
#> 4437                     Aigle          VD 6.97 46.3
#> 4438            Ormont-Dessous          VD 7.10 46.4
#> 4439            Ormont-Dessous          VD 7.10 46.4
#> 4440            Ormont-Dessous          VD 7.10 46.4
#> 4441            Ormont-Dessous          VD 7.10 46.4
#> 4442            Ormont-Dessous          VD 7.10 46.4
#> 4443            Ormont-Dessous          VD 7.10 46.4
#> 4444            Ormont-Dessous          VD 7.10 46.4
#> 4445            Ormont-Dessous          VD 7.10 46.4
#> 4446            Ormont-Dessous          VD 7.10 46.4
#> 4447            Ormont-Dessous          VD 7.10 46.4
#> 4448            Ormont-Dessous          VD 7.10 46.4
#> 4449            Ormont-Dessous          VD 7.10 46.4
#> 4450                     Aigle          VD 7.03 46.3
#> 4451                     Aigle          VD 7.03 46.3
#> 4452                     Aigle          VD 7.03 46.3
#> 4453                     Aigle          VD 7.03 46.3
#> 4454                     Aigle          VD 7.03 46.3
#> 4455                     Aigle          VD 7.03 46.3
#> 4456             Ormont-Dessus          VD 7.18 46.3
#> 4457             Ormont-Dessus          VD 7.18 46.3
#> 4458             Ormont-Dessus          VD 7.18 46.3
#> 4459             Ormont-Dessus          VD 7.18 46.3
#> 4460             Ormont-Dessus          VD 7.18 46.3
#> 4461             Ormont-Dessus          VD 7.18 46.3
#> 4462             Ormont-Dessus          VD 7.18 46.3
#> 4463             Ormont-Dessus          VD 7.18 46.3
#> 4464             Ormont-Dessus          VD 7.18 46.3
#> 4465             Ormont-Dessus          VD 7.18 46.3
#> 4466             Ormont-Dessus          VD 7.18 46.3
#> 4467             Ormont-Dessus          VD 7.18 46.3
#> 4468             Ormont-Dessus          VD 7.18 46.3
#> 4469             Ormont-Dessus          VD 7.18 46.3
#> 4470             Ormont-Dessus          VD 7.18 46.3
#> 4471             Ormont-Dessus          VD 7.18 46.3
#> 4472             Ormont-Dessus          VD 7.18 46.3
#> 4473             Ormont-Dessus          VD 7.18 46.3
#> 4474             Ormont-Dessus          VD 7.18 46.3
#> 4475             Ormont-Dessus          VD 7.18 46.3
#> 4476             Ormont-Dessus          VD 7.18 46.3
#> 4477             Ormont-Dessus          VD 7.18 46.3
#> 4478             Ormont-Dessus          VD 7.18 46.3
#> 4479             Ormont-Dessus          VD 7.18 46.3
#> 4480             Ormont-Dessus          VD 7.18 46.3
#> 4481             Ormont-Dessus          VD 7.18 46.3
#> 4482             Ormont-Dessus          VD 7.18 46.3
#> 4483                     Ollon          VD 7.04 46.3
#> 4484                     Ollon          VD 7.04 46.3
#> 4485                     Ollon          VD 7.04 46.3
#> 4486                     Ollon          VD 7.04 46.3
#> 4487                     Ollon          VD 7.04 46.3
#> 4488                     Ollon          VD 7.01 46.3
#> 4489                     Ollon          VD 7.01 46.3
#> 4490                     Ollon          VD 7.01 46.3
#> 4491                     Ollon          VD 7.01 46.3
#> 4492                     Ollon          VD 7.01 46.3
#> 4493                     Ollon          VD 7.01 46.3
#> 4494                     Ollon          VD 7.01 46.3
#> 4495                     Ollon          VD 7.01 46.3
#> 4496                     Ollon          VD 7.01 46.3
#> 4497                     Ollon          VD 7.01 46.3
#> 4498                     Ollon          VD 7.01 46.3
#> 4499                     Ollon          VD 7.01 46.3
#> 4500                     Ollon          VD 7.01 46.3
#> 4501                     Ollon          VD 7.01 46.3
#> 4502                     Ollon          VD 7.01 46.3
#> 4503                     Ollon          VD 7.01 46.3
#> 4504                     Ollon          VD 7.01 46.3
#> 4505                     Ollon          VD 7.01 46.3
#> 4506                     Ollon          VD 7.01 46.3
#> 4507                     Ollon          VD 7.01 46.3
#> 4508                     Ollon          VD 7.01 46.3
#> 4509                     Ollon          VD 7.01 46.3
#> 4510                     Ollon          VD 7.01 46.3
#> 4511                     Ollon          VD 7.01 46.3
#> 4512                     Ollon          VD 7.01 46.3
#> 4513                     Ollon          VD 7.01 46.3
#> 4514                     Ollon          VD 7.01 46.3
#> 4515                     Ollon          VD 7.01 46.3
#> 4516                     Ollon          VD 7.01 46.3
#> 4517                     Ollon          VD 7.01 46.3
#> 4518                     Ollon          VD 7.01 46.3
#> 4519                     Ollon          VD 7.01 46.3
#> 4520                     Ollon          VD 7.01 46.3
#> 4521                     Ollon          VD 7.01 46.3
#> 4522                     Ollon          VD 7.01 46.3
#> 4523                     Ollon          VD 7.01 46.3
#> 4524                     Ollon          VD 7.01 46.3
#> 4525                     Ollon          VD 7.01 46.3
#> 4526                     Ollon          VD 7.01 46.3
#> 4527                     Ollon          VD 7.01 46.3
#> 4528                     Ollon          VD 7.01 46.3
#> 4529                     Ollon          VD 7.01 46.3
#> 4530                     Ollon          VD 7.01 46.3
#> 4531                     Ollon          VD 7.01 46.3
#> 4532                     Ollon          VD 7.01 46.3
#> 4533                     Ollon          VD 7.01 46.3
#> 4534                     Ollon          VD 7.01 46.3
#> 4535                     Ollon          VD 7.01 46.3
#> 4536                     Ollon          VD 7.01 46.3
#> 4537                     Ollon          VD 7.01 46.3
#> 4538                     Ollon          VD 7.01 46.3
#> 4539                     Ollon          VD 7.01 46.3
#> 4540                     Ollon          VD 7.01 46.3
#> 4541                     Ollon          VD 7.01 46.3
#> 4542                     Ollon          VD 7.01 46.3
#> 4543                     Ollon          VD 7.01 46.3
#> 4544                     Ollon          VD 7.01 46.3
#> 4545                     Ollon          VD 7.01 46.3
#> 4546                     Ollon          VD 7.01 46.3
#> 4547                     Ollon          VD 7.01 46.3
#> 4548                     Ollon          VD 7.01 46.3
#> 4549                     Ollon          VD 7.01 46.3
#> 4550                     Ollon          VD 7.01 46.3
#> 4551                     Ollon          VD 7.01 46.3
#> 4552                     Ollon          VD 7.01 46.3
#> 4553                     Ollon          VD 7.01 46.3
#> 4554           Collombey-Muraz          VS 6.92 46.3
#> 4555           Collombey-Muraz          VS 6.92 46.3
#> 4556           Collombey-Muraz          VS 6.92 46.3
#> 4557           Collombey-Muraz          VS 6.92 46.3
#> 4558           Collombey-Muraz          VS 6.92 46.3
#> 4559           Collombey-Muraz          VS 6.92 46.3
#> 4560           Collombey-Muraz          VS 6.92 46.3
#> 4561           Collombey-Muraz          VS 6.92 46.3
#> 4562           Collombey-Muraz          VS 6.92 46.3
#> 4563           Collombey-Muraz          VS 6.92 46.3
#> 4564           Collombey-Muraz          VS 6.92 46.3
#> 4565           Collombey-Muraz          VS 6.92 46.3
#> 4566           Collombey-Muraz          VS 6.92 46.3
#> 4567           Collombey-Muraz          VS 6.92 46.3
#> 4568           Collombey-Muraz          VS 6.92 46.3
#> 4569           Collombey-Muraz          VS 6.92 46.3
#> 4570           Collombey-Muraz          VS 6.92 46.3
#> 4571           Collombey-Muraz          VS 6.92 46.3
#> 4572           Collombey-Muraz          VS 6.92 46.3
#> 4573           Collombey-Muraz          VS 6.92 46.3
#> 4574           Collombey-Muraz          VS 6.92 46.3
#> 4575           Collombey-Muraz          VS 6.92 46.3
#> 4576           Collombey-Muraz          VS 6.92 46.3
#> 4577           Collombey-Muraz          VS 6.92 46.3
#> 4578           Collombey-Muraz          VS 6.92 46.3
#> 4579           Collombey-Muraz          VS 6.92 46.3
#> 4580                 Massongex          VS 6.99 46.2
#> 4581                 Massongex          VS 6.99 46.2
#> 4582                 Massongex          VS 6.99 46.2
#> 4583                 Massongex          VS 6.99 46.2
#> 4584                 Massongex          VS 6.99 46.2
#> 4585                 Massongex          VS 6.99 46.2
#> 4586                 Massongex          VS 6.99 46.2
#> 4587                 Massongex          VS 6.99 46.2
#> 4588                   Monthey          VS 6.95 46.3
#> 4589                   Monthey          VS 6.95 46.3
#> 4590                   Monthey          VS 6.95 46.3
#> 4591                   Monthey          VS 6.95 46.3
#> 4592                   Monthey          VS 6.95 46.3
#> 4593                   Monthey          VS 6.95 46.3
#> 4594                   Monthey          VS 6.95 46.3
#> 4595                   Monthey          VS 6.95 46.3
#> 4596                   Monthey          VS 6.95 46.3
#> 4597                   Monthey          VS 6.95 46.3
#> 4598                   Monthey          VS 6.95 46.3
#> 4599                   Monthey          VS 6.95 46.3
#> 4600                   Monthey          VS 6.95 46.3
#> 4601                   Monthey          VS 6.95 46.3
#> 4602                   Monthey          VS 6.95 46.3
#> 4603                   Monthey          VS 6.95 46.3
#> 4604                   Monthey          VS 6.95 46.3
#> 4605                   Monthey          VS 6.95 46.3
#> 4606                   Monthey          VS 6.95 46.3
#> 4607                   Monthey          VS 6.95 46.3
#> 4608                   Monthey          VS 6.95 46.3
#> 4609                   Monthey          VS 6.95 46.3
#> 4610                   Monthey          VS 6.95 46.3
#> 4611                   Monthey          VS 6.95 46.3
#> 4612                   Monthey          VS 6.95 46.3
#> 4613                   Monthey          VS 6.95 46.3
#> 4614                   Monthey          VS 6.95 46.3
#> 4615                   Monthey          VS 6.95 46.3
#> 4616                   Monthey          VS 6.95 46.3
#> 4617                   Monthey          VS 6.95 46.3
#> 4618                   Monthey          VS 6.95 46.3
#> 4619                   Monthey          VS 6.95 46.3
#> 4620                   Monthey          VS 6.95 46.3
#> 4621                   Monthey          VS 6.95 46.3
#> 4622                   Monthey          VS 6.95 46.3
#> 4623                   Monthey          VS 6.95 46.3
#> 4624                   Monthey          VS 6.95 46.3
#> 4625                   Monthey          VS 6.95 46.3
#> 4626                   Monthey          VS 6.95 46.3
#> 4627                   Monthey          VS 6.95 46.3
#> 4628                   Monthey          VS 6.95 46.3
#> 4629                   Monthey          VS 6.95 46.3
#> 4630                   Monthey          VS 6.95 46.3
#> 4631                   Monthey          VS 6.95 46.3
#> 4632                   Monthey          VS 6.95 46.3
#> 4633                   Monthey          VS 6.95 46.3
#> 4634                   Monthey          VS 6.95 46.3
#> 4635                   Monthey          VS 6.95 46.3
#> 4636                   Monthey          VS 6.95 46.3
#> 4637                   Monthey          VS 6.95 46.3
#> 4638                   Monthey          VS 6.95 46.3
#> 4639                   Monthey          VS 6.95 46.3
#> 4640                   Monthey          VS 6.95 46.3
#> 4641                   Monthey          VS 6.95 46.3
#> 4642                   Monthey          VS 6.95 46.3
#> 4643                   Monthey          VS 6.95 46.3
#> 4644                   Monthey          VS 6.95 46.3
#> 4645                   Monthey          VS 6.95 46.3
#> 4646                   Monthey          VS 6.95 46.3
#> 4647                   Monthey          VS 6.95 46.3
#> 4648                   Monthey          VS 6.95 46.3
#> 4649                   Monthey          VS 6.95 46.3
#> 4650                   Monthey          VS 6.95 46.3
#> 4651                   Monthey          VS 6.95 46.3
#> 4652                   Monthey          VS 6.95 46.3
#> 4653                   Monthey          VS 6.95 46.3
#> 4654                   Monthey          VS 6.95 46.3
#> 4655                   Monthey          VS 6.95 46.3
#> 4656                   Monthey          VS 6.95 46.3
#> 4657                   Monthey          VS 6.95 46.3
#> 4658                   Monthey          VS 6.95 46.3
#> 4659                   Monthey          VS 6.95 46.3
#> 4660                   Monthey          VS 6.95 46.3
#> 4661                   Monthey          VS 6.95 46.3
#> 4662                   Monthey          VS 6.95 46.3
#> 4663                   Monthey          VS 6.95 46.3
#> 4664                   Monthey          VS 6.95 46.3
#> 4665                   Monthey          VS 6.95 46.3
#> 4666                   Monthey          VS 6.95 46.2
#> 4667                   Monthey          VS 6.95 46.2
#> 4668                   Monthey          VS 6.95 46.2
#> 4669                   Monthey          VS 6.95 46.2
#> 4670                   Monthey          VS 6.95 46.2
#> 4671                   Monthey          VS 6.95 46.2
#> 4672                   Monthey          VS 6.95 46.2
#> 4673                   Monthey          VS 6.95 46.2
#> 4674                   Monthey          VS 6.95 46.2
#> 4675                   Monthey          VS 6.95 46.2
#> 4676                   Monthey          VS 6.95 46.2
#> 4677                   Monthey          VS 6.95 46.2
#> 4678                   Monthey          VS 6.95 46.2
#> 4679                   Monthey          VS 6.95 46.2
#> 4680                   Monthey          VS 6.95 46.2
#> 4681                   Monthey          VS 6.95 46.2
#> 4682                   Monthey          VS 6.95 46.2
#> 4683                   Monthey          VS 6.95 46.2
#> 4684                   Monthey          VS 6.95 46.2
#> 4685                   Monthey          VS 6.95 46.2
#> 4686                   Monthey          VS 6.95 46.2
#> 4687                   Monthey          VS 6.95 46.2
#> 4688                   Monthey          VS 6.95 46.2
#> 4689                   Monthey          VS 6.95 46.2
#> 4690                   Monthey          VS 6.95 46.2
#> 4691                   Monthey          VS 6.95 46.2
#> 4692                   Monthey          VS 6.95 46.2
#> 4693                   Monthey          VS 6.95 46.2
#> 4694                   Monthey          VS 6.95 46.2
#> 4695           Collombey-Muraz          VS 6.92 46.3
#> 4696           Collombey-Muraz          VS 6.92 46.3
#> 4697           Collombey-Muraz          VS 6.92 46.3
#> 4698           Collombey-Muraz          VS 6.92 46.3
#> 4699           Collombey-Muraz          VS 6.92 46.3
#> 4700           Collombey-Muraz          VS 6.92 46.3
#> 4701           Collombey-Muraz          VS 6.92 46.3
#> 4702           Collombey-Muraz          VS 6.92 46.3
#> 4703           Collombey-Muraz          VS 6.92 46.3
#> 4704           Collombey-Muraz          VS 6.92 46.3
#> 4705           Collombey-Muraz          VS 6.92 46.3
#> 4706           Collombey-Muraz          VS 6.92 46.3
#> 4707           Collombey-Muraz          VS 6.92 46.3
#> 4708           Collombey-Muraz          VS 6.92 46.3
#> 4709           Collombey-Muraz          VS 6.92 46.3
#> 4710           Collombey-Muraz          VS 6.92 46.3
#> 4711           Collombey-Muraz          VS 6.92 46.3
#> 4712           Collombey-Muraz          VS 6.92 46.3
#> 4713              Val-d'Illiez          VS 6.90 46.2
#> 4714              Val-d'Illiez          VS 6.90 46.2
#> 4715              Val-d'Illiez          VS 6.90 46.2
#> 4716              Val-d'Illiez          VS 6.90 46.2
#> 4717              Val-d'Illiez          VS 6.90 46.2
#> 4718              Val-d'Illiez          VS 6.90 46.2
#> 4719              Val-d'Illiez          VS 6.90 46.2
#> 4720              Val-d'Illiez          VS 6.90 46.2
#> 4721              Val-d'Illiez          VS 6.90 46.2
#> 4722              Val-d'Illiez          VS 6.90 46.2
#> 4723              Val-d'Illiez          VS 6.90 46.2
#> 4724              Val-d'Illiez          VS 6.90 46.2
#> 4725              Val-d'Illiez          VS 6.90 46.2
#> 4726              Val-d'Illiez          VS 6.90 46.2
#> 4727              Val-d'Illiez          VS 6.90 46.2
#> 4728              Val-d'Illiez          VS 6.90 46.2
#> 4729              Val-d'Illiez          VS 6.90 46.2
#> 4730              Val-d'Illiez          VS 6.90 46.2
#> 4731              Val-d'Illiez          VS 6.90 46.2
#> 4732              Val-d'Illiez          VS 6.90 46.2
#> 4733              Val-d'Illiez          VS 6.90 46.2
#> 4734              Val-d'Illiez          VS 6.90 46.2
#> 4735              Val-d'Illiez          VS 6.90 46.2
#> 4736              Val-d'Illiez          VS 6.90 46.2
#> 4737              Val-d'Illiez          VS 6.90 46.2
#> 4738              Val-d'Illiez          VS 6.90 46.2
#> 4739              Val-d'Illiez          VS 6.90 46.2
#> 4740              Val-d'Illiez          VS 6.90 46.2
#> 4741              Val-d'Illiez          VS 6.90 46.2
#> 4742              Val-d'Illiez          VS 6.90 46.2
#> 4743              Val-d'Illiez          VS 6.90 46.2
#> 4744              Val-d'Illiez          VS 6.90 46.2
#> 4745              Val-d'Illiez          VS 6.90 46.2
#> 4746                  Champéry          VS 6.85 46.2
#> 4747                  Champéry          VS 6.85 46.2
#> 4748                  Champéry          VS 6.85 46.2
#> 4749                  Champéry          VS 6.85 46.2
#> 4750                  Champéry          VS 6.85 46.2
#> 4751                  Champéry          VS 6.85 46.2
#> 4752                  Champéry          VS 6.85 46.2
#> 4753                  Champéry          VS 6.85 46.2
#> 4754                  Champéry          VS 6.85 46.2
#> 4755                  Champéry          VS 6.85 46.2
#> 4756                  Champéry          VS 6.85 46.2
#> 4757                  Champéry          VS 6.85 46.2
#> 4758                  Champéry          VS 6.85 46.2
#> 4759                  Champéry          VS 6.85 46.2
#> 4760                  Champéry          VS 6.85 46.2
#> 4761             Troistorrents          VS 6.87 46.2
#> 4762             Troistorrents          VS 6.87 46.2
#> 4763             Troistorrents          VS 6.87 46.2
#> 4764             Troistorrents          VS 6.87 46.2
#> 4765             Troistorrents          VS 6.87 46.2
#> 4766             Troistorrents          VS 6.87 46.2
#> 4767             Troistorrents          VS 6.87 46.2
#> 4768             Troistorrents          VS 6.87 46.2
#> 4769             Troistorrents          VS 6.87 46.2
#> 4770             Troistorrents          VS 6.87 46.2
#> 4771             Troistorrents          VS 6.87 46.2
#> 4772             Troistorrents          VS 6.87 46.2
#> 4773             Troistorrents          VS 6.87 46.2
#> 4774             Troistorrents          VS 6.87 46.2
#> 4775             Troistorrents          VS 6.87 46.2
#> 4776             Troistorrents          VS 6.87 46.2
#> 4777             Troistorrents          VS 6.87 46.2
#> 4778                       Bex          VD 7.01 46.2
#> 4779                       Bex          VD 7.01 46.2
#> 4780                       Bex          VD 7.01 46.2
#> 4781                       Bex          VD 7.01 46.2
#> 4782                       Bex          VD 7.01 46.2
#> 4783                       Bex          VD 7.01 46.2
#> 4784                       Bex          VD 7.01 46.2
#> 4785                       Bex          VD 7.01 46.2
#> 4786                       Bex          VD 7.01 46.2
#> 4787                       Bex          VD 7.01 46.2
#> 4788                       Bex          VD 7.01 46.2
#> 4789                       Bex          VD 7.01 46.2
#> 4790                       Bex          VD 7.01 46.2
#> 4791                       Bex          VD 7.01 46.2
#> 4792                       Bex          VD 7.01 46.2
#> 4793                       Bex          VD 7.01 46.2
#> 4794                       Bex          VD 7.01 46.2
#> 4795                       Bex          VD 7.01 46.2
#> 4796                       Bex          VD 7.01 46.2
#> 4797                       Bex          VD 7.01 46.2
#> 4798                       Bex          VD 7.01 46.2
#> 4799                       Bex          VD 7.01 46.2
#> 4800                       Bex          VD 7.01 46.2
#> 4801                       Bex          VD 7.01 46.2
#> 4802                       Bex          VD 7.01 46.2
#> 4803                       Bex          VD 7.01 46.2
#> 4804                       Bex          VD 7.01 46.2
#> 4805                       Bex          VD 7.01 46.2
#> 4806                       Bex          VD 7.01 46.2
#> 4807                       Bex          VD 7.01 46.2
#> 4808                       Bex          VD 7.01 46.2
#> 4809                       Bex          VD 7.01 46.2
#> 4810                       Bex          VD 7.01 46.2
#> 4811                       Bex          VD 7.01 46.2
#> 4812                       Bex          VD 7.01 46.2
#> 4813                       Bex          VD 7.01 46.2
#> 4814                       Bex          VD 7.01 46.2
#> 4815                       Bex          VD 7.01 46.2
#> 4816                       Bex          VD 7.01 46.2
#> 4817                       Bex          VD 7.01 46.2
#> 4818                       Bex          VD 7.01 46.2
#> 4819                       Bex          VD 7.01 46.2
#> 4820                       Bex          VD 7.01 46.2
#> 4821                       Bex          VD 7.01 46.2
#> 4822                       Bex          VD 7.01 46.2
#> 4823                       Bex          VD 7.13 46.3
#> 4824                       Bex          VD 7.13 46.3
#> 4825                       Bex          VD 7.13 46.3
#> 4826                       Bex          VD 7.13 46.3
#> 4827                       Bex          VD 7.13 46.3
#> 4828                       Bex          VD 7.13 46.3
#> 4829                       Bex          VD 7.13 46.3
#> 4830                       Bex          VD 7.13 46.3
#> 4831                       Bex          VD 7.13 46.3
#> 4832                       Bex          VD 7.13 46.3
#> 4833                       Bex          VD 7.13 46.3
#> 4834                       Bex          VD 7.13 46.3
#> 4835                       Bex          VD 7.13 46.3
#> 4836                       Bex          VD 7.13 46.3
#> 4837                       Bex          VD 7.13 46.3
#> 4838                       Bex          VD 7.13 46.3
#> 4839                       Bex          VD 7.13 46.3
#> 4840                       Bex          VD 7.13 46.3
#> 4841                       Bex          VD 7.13 46.3
#> 4842                       Bex          VD 7.13 46.3
#> 4843                       Bex          VD 7.13 46.3
#> 4844                       Bex          VD 7.13 46.3
#> 4845                       Bex          VD 7.13 46.3
#> 4846                       Bex          VD 7.13 46.3
#> 4847                       Bex          VD 7.13 46.3
#> 4848                       Bex          VD 7.13 46.3
#> 4849                       Bex          VD 7.13 46.3
#> 4850                     Ollon          VD 7.11 46.3
#> 4851                     Ollon          VD 7.11 46.3
#> 4852                     Ollon          VD 7.11 46.3
#> 4853                     Ollon          VD 7.11 46.3
#> 4854                     Ollon          VD 7.11 46.3
#> 4855                     Ollon          VD 7.11 46.3
#> 4856                     Ollon          VD 7.11 46.3
#> 4857                     Ollon          VD 7.11 46.3
#> 4858                     Ollon          VD 7.11 46.3
#> 4859                     Ollon          VD 7.11 46.3
#> 4860                     Ollon          VD 7.11 46.3
#> 4861                     Ollon          VD 7.11 46.3
#> 4862                     Ollon          VD 7.11 46.3
#> 4863                     Ollon          VD 7.11 46.3
#> 4864                     Ollon          VD 7.11 46.3
#> 4865                     Ollon          VD 7.11 46.3
#> 4866                     Ollon          VD 7.11 46.3
#> 4867                     Ollon          VD 7.11 46.3
#> 4868                     Ollon          VD 7.11 46.3
#> 4869                     Ollon          VD 7.11 46.3
#> 4870                     Ollon          VD 7.11 46.3
#> 4871                     Ollon          VD 7.11 46.3
#> 4872                     Ollon          VD 7.11 46.3
#> 4873                     Ollon          VD 7.11 46.3
#> 4874                     Ollon          VD 7.11 46.3
#> 4875                     Ollon          VD 7.11 46.3
#> 4876                     Ollon          VD 7.11 46.3
#> 4877                     Ollon          VD 7.11 46.3
#> 4878                     Ollon          VD 7.11 46.3
#> 4879                     Ollon          VD 7.11 46.3
#> 4880                     Ollon          VD 7.11 46.3
#> 4881                     Ollon          VD 7.11 46.3
#> 4882                     Ollon          VD 7.11 46.3
#> 4883                     Ollon          VD 7.11 46.3
#> 4884                     Ollon          VD 7.11 46.3
#> 4885                     Ollon          VD 7.11 46.3
#> 4886                     Ollon          VD 7.11 46.3
#> 4887                     Ollon          VD 7.11 46.3
#> 4888                     Ollon          VD 7.11 46.3
#> 4889                     Ollon          VD 7.11 46.3
#> 4890                     Ollon          VD 7.11 46.3
#> 4891                     Ollon          VD 7.11 46.3
#> 4892                     Ollon          VD 7.11 46.3
#> 4893                     Ollon          VD 7.11 46.3
#> 4894                     Ollon          VD 7.11 46.3
#> 4895                     Ollon          VD 7.11 46.3
#> 4896                     Ollon          VD 7.11 46.3
#> 4897                     Ollon          VD 7.11 46.3
#> 4898                     Ollon          VD 7.11 46.3
#> 4899                     Ollon          VD 7.11 46.3
#> 4900                     Ollon          VD 7.11 46.3
#> 4901                     Ollon          VD 7.11 46.3
#> 4902                     Ollon          VD 7.11 46.3
#> 4903                     Ollon          VD 7.11 46.3
#> 4904                     Ollon          VD 7.11 46.3
#> 4905                     Ollon          VD 7.11 46.3
#> 4906                     Ollon          VD 7.11 46.3
#> 4907                     Ollon          VD 7.11 46.3
#> 4908                     Ollon          VD 7.11 46.3
#> 4909                     Ollon          VD 7.11 46.3
#> 4910                     Ollon          VD 7.11 46.3
#> 4911                     Ollon          VD 7.11 46.3
#> 4912                     Ollon          VD 7.11 46.3
#> 4913                     Ollon          VD 7.11 46.3
#> 4914                     Ollon          VD 7.11 46.3
#> 4915                     Ollon          VD 7.11 46.3
#> 4916                     Ollon          VD 7.11 46.3
#> 4917                     Ollon          VD 7.11 46.3
#> 4918                     Ollon          VD 7.04 46.3
#> 4919                     Ollon          VD 7.04 46.3
#> 4920                     Ollon          VD 7.04 46.3
#> 4921                     Ollon          VD 7.04 46.3
#> 4922                     Ollon          VD 7.04 46.3
#> 4923                     Ollon          VD 7.04 46.3
#> 4924                     Ollon          VD 7.04 46.3
#> 4925                     Ollon          VD 7.04 46.3
#> 4926                     Ollon          VD 7.04 46.3
#> 4927                     Ollon          VD 7.04 46.3
#> 4928                     Ollon          VD 7.04 46.3
#> 4929                     Ollon          VD 7.04 46.3
#> 4930                     Ollon          VD 7.04 46.3
#> 4931                     Ollon          VD 7.04 46.3
#> 4932                     Ollon          VD 7.04 46.3
#> 4933                     Ollon          VD 7.04 46.3
#> 4934                     Ollon          VD 7.04 46.3
#> 4935                     Ollon          VD 7.04 46.3
#> 4936                     Ollon          VD 7.04 46.3
#> 4937                     Ollon          VD 7.04 46.3
#> 4938                     Ollon          VD 7.04 46.3
#> 4939                     Ollon          VD 7.04 46.3
#> 4940                     Ollon          VD 7.04 46.3
#> 4941                     Ollon          VD 7.04 46.3
#> 4942             Saint-Maurice          VS 7.01 46.2
#> 4943             Saint-Maurice          VS 7.01 46.2
#> 4944             Saint-Maurice          VS 7.01 46.2
#> 4945             Saint-Maurice          VS 7.01 46.2
#> 4946             Saint-Maurice          VS 7.01 46.2
#> 4947             Saint-Maurice          VS 7.01 46.2
#> 4948             Saint-Maurice          VS 7.01 46.2
#> 4949                 Massongex          VS 6.99 46.2
#> 4950                 Massongex          VS 6.99 46.2
#> 4951                 Massongex          VS 6.99 46.2
#> 4952             Lavey-Morcles          VD 7.03 46.2
#> 4953             Lavey-Morcles          VD 7.03 46.2
#> 4954             Lavey-Morcles          VD 7.03 46.2
#> 4955           Collombey-Muraz          VS 6.90 46.3
#> 4956           Collombey-Muraz          VS 6.90 46.3
#> 4957           Collombey-Muraz          VS 6.90 46.3
#> 4958           Collombey-Muraz          VS 6.90 46.3
#> 4959           Collombey-Muraz          VS 6.90 46.3
#> 4960           Collombey-Muraz          VS 6.90 46.3
#> 4961           Collombey-Muraz          VS 6.90 46.3
#> 4962                   Vionnaz          VS 6.90 46.3
#> 4963                   Vionnaz          VS 6.90 46.3
#> 4964                   Vionnaz          VS 6.90 46.3
#> 4965                   Vionnaz          VS 6.90 46.3
#> 4966                   Vionnaz          VS 6.90 46.3
#> 4967                   Vionnaz          VS 6.90 46.3
#> 4968                   Vionnaz          VS 6.90 46.3
#> 4969                    Vouvry          VS 6.90 46.3
#> 4970                    Vouvry          VS 6.90 46.3
#> 4971                    Vouvry          VS 6.90 46.3
#> 4972                    Vouvry          VS 6.90 46.3
#> 4973                    Vouvry          VS 6.90 46.3
#> 4974                    Vouvry          VS 6.90 46.3
#> 4975                    Vouvry          VS 6.90 46.3
#> 4976                    Vouvry          VS 6.90 46.3
#> 4977                    Vouvry          VS 6.90 46.3
#> 4978                    Vouvry          VS 6.90 46.3
#> 4979                    Vouvry          VS 6.90 46.3
#> 4980                    Vouvry          VS 6.90 46.3
#> 4981                    Vouvry          VS 6.90 46.3
#> 4982                    Vouvry          VS 6.90 46.3
#> 4983                    Vouvry          VS 6.90 46.3
#> 4984                    Vouvry          VS 6.90 46.3
#> 4985                    Vouvry          VS 6.90 46.3
#> 4986                    Vouvry          VS 6.90 46.3
#> 4987                    Vouvry          VS 6.90 46.3
#> 4988                    Vouvry          VS 6.90 46.3
#> 4989                    Vouvry          VS 6.90 46.3
#> 4990                    Vouvry          VS 6.90 46.3
#> 4991                    Vouvry          VS 6.90 46.3
#> 4992                    Vouvry          VS 6.90 46.3
#> 4993                    Vouvry          VS 6.90 46.3
#> 4994                    Vouvry          VS 6.90 46.3
#> 4995                    Vouvry          VS 6.90 46.3
#> 4996                    Vouvry          VS 6.90 46.3
#> 4997                    Vouvry          VS 6.90 46.3
#> 4998                    Vouvry          VS 6.90 46.3
#> 4999               Port-Valais          VS 6.86 46.4
#> 5000               Port-Valais          VS 6.86 46.4
#> 5001               Port-Valais          VS 6.86 46.4
#> 5002               Port-Valais          VS 6.86 46.4
#> 5003               Port-Valais          VS 6.86 46.4
#> 5004               Port-Valais          VS 6.86 46.4
#> 5005               Port-Valais          VS 6.86 46.4
#> 5006               Port-Valais          VS 6.86 46.4
#> 5007               Port-Valais          VS 6.86 46.4
#> 5008               Port-Valais          VS 6.86 46.4
#> 5009               Port-Valais          VS 6.86 46.4
#> 5010               Port-Valais          VS 6.86 46.4
#> 5011               Port-Valais          VS 6.86 46.4
#> 5012               Port-Valais          VS 6.86 46.4
#> 5013               Port-Valais          VS 6.86 46.4
#> 5014               Port-Valais          VS 6.86 46.4
#> 5015               Port-Valais          VS 6.86 46.4
#> 5016               Port-Valais          VS 6.86 46.4
#> 5017               Port-Valais          VS 6.86 46.4
#> 5018               Port-Valais          VS 6.86 46.4
#> 5019               Port-Valais          VS 6.86 46.4
#> 5020               Port-Valais          VS 6.86 46.4
#> 5021               Port-Valais          VS 6.86 46.4
#> 5022               Port-Valais          VS 6.86 46.4
#> 5023               Port-Valais          VS 6.86 46.4
#> 5024               Port-Valais          VS 6.84 46.4
#> 5025               Port-Valais          VS 6.84 46.4
#> 5026               Port-Valais          VS 6.84 46.4
#> 5027               Port-Valais          VS 6.84 46.4
#> 5028               Port-Valais          VS 6.84 46.4
#> 5029               Port-Valais          VS 6.84 46.4
#> 5030               Port-Valais          VS 6.84 46.4
#> 5031               Port-Valais          VS 6.84 46.4
#> 5032               Port-Valais          VS 6.84 46.4
#> 5033               Port-Valais          VS 6.84 46.4
#> 5034               Port-Valais          VS 6.84 46.4
#> 5035               Port-Valais          VS 6.84 46.4
#> 5036               Port-Valais          VS 6.84 46.4
#> 5037               Port-Valais          VS 6.84 46.4
#> 5038               Port-Valais          VS 6.84 46.4
#> 5039               Port-Valais          VS 6.84 46.4
#> 5040               Port-Valais          VS 6.84 46.4
#> 5041               Port-Valais          VS 6.84 46.4
#> 5042                   Vionnaz          VS 6.86 46.3
#> 5043                   Vionnaz          VS 6.86 46.3
#> 5044                   Vionnaz          VS 6.86 46.3
#> 5045                   Vionnaz          VS 6.86 46.3
#> 5046                   Vionnaz          VS 6.86 46.3
#> 5047                   Vionnaz          VS 6.86 46.3
#> 5048                   Vionnaz          VS 6.86 46.3
#> 5049                   Vionnaz          VS 6.86 46.3
#> 5050                   Vionnaz          VS 6.86 46.3
#> 5051                   Vionnaz          VS 6.86 46.3
#> 5052                   Vionnaz          VS 6.86 46.3
#> 5053                   Vionnaz          VS 6.86 46.3
#> 5054                   Vionnaz          VS 6.86 46.3
#> 5055                   Vionnaz          VS 6.86 46.3
#> 5056                   Vionnaz          VS 6.86 46.3
#> 5057                   Vionnaz          VS 6.86 46.3
#> 5058                   Vionnaz          VS 6.86 46.3
#> 5059                   Vionnaz          VS 6.86 46.3
#> 5060                   Vionnaz          VS 6.86 46.3
#> 5061                   Vionnaz          VS 6.86 46.3
#> 5062                   Vionnaz          VS 6.86 46.3
#> 5063                   Vionnaz          VS 6.86 46.3
#> 5064                   Vionnaz          VS 6.86 46.3
#> 5065                   Vionnaz          VS 6.86 46.3
#> 5066                   Vionnaz          VS 6.86 46.3
#> 5067                   Vionnaz          VS 6.86 46.3
#> 5068                   Vionnaz          VS 6.86 46.3
#> 5069                   Vionnaz          VS 6.86 46.3
#> 5070                   Vionnaz          VS 6.86 46.3
#> 5071                   Vionnaz          VS 6.86 46.3
#> 5072                   Vionnaz          VS 6.86 46.3
#> 5073                   Vionnaz          VS 6.86 46.3
#> 5074                  Evionnaz          VS 6.95 46.2
#> 5075                  Evionnaz          VS 6.95 46.2
#> 5076                  Evionnaz          VS 6.95 46.2
#> 5077                  Evionnaz          VS 6.95 46.2
#> 5078                  Evionnaz          VS 6.95 46.2
#> 5079                  Evionnaz          VS 6.95 46.2
#> 5080                  Evionnaz          VS 6.95 46.2
#> 5081                 Collonges          VS 7.06 46.2
#> 5082                 Collonges          VS 7.06 46.2
#> 5083                 Collonges          VS 7.06 46.2
#> 5084                 Collonges          VS 7.06 46.2
#> 5085                 Collonges          VS 7.06 46.2
#> 5086                 Collonges          VS 7.06 46.2
#> 5087                 Collonges          VS 7.06 46.2
#> 5088                 Collonges          VS 7.06 46.2
#> 5089                 Collonges          VS 7.06 46.2
#> 5090                  Martigny          VS 7.05 46.1
#> 5091                  Martigny          VS 7.05 46.1
#> 5092                  Martigny          VS 7.05 46.1
#> 5093                  Martigny          VS 7.05 46.1
#> 5094                  Martigny          VS 7.05 46.1
#> 5095                  Martigny          VS 7.05 46.1
#> 5096                  Martigny          VS 7.05 46.1
#> 5097                  Martigny          VS 7.05 46.1
#> 5098                  Martigny          VS 7.05 46.1
#> 5099                  Martigny          VS 7.05 46.1
#> 5100                  Martigny          VS 7.05 46.1
#> 5101                  Martigny          VS 7.05 46.1
#> 5102                  Martigny          VS 7.05 46.1
#> 5103                  Martigny          VS 7.05 46.1
#> 5104                  Martigny          VS 7.05 46.1
#> 5105                  Martigny          VS 7.05 46.1
#> 5106                   Dorénaz          VS 7.06 46.1
#> 5107                   Dorénaz          VS 7.06 46.1
#> 5108                   Dorénaz          VS 7.06 46.1
#> 5109                   Dorénaz          VS 7.06 46.1
#> 5110                   Dorénaz          VS 7.06 46.1
#> 5111                   Dorénaz          VS 7.06 46.1
#> 5112                   Dorénaz          VS 7.06 46.1
#> 5113                   Dorénaz          VS 7.06 46.1
#> 5114                   Dorénaz          VS 7.06 46.1
#> 5115                   Dorénaz          VS 7.06 46.1
#> 5116                   Dorénaz          VS 7.06 46.1
#> 5117                   Dorénaz          VS 7.06 46.1
#> 5118                   Dorénaz          VS 7.06 46.1
#> 5119                   Dorénaz          VS 7.06 46.1
#> 5120                   Dorénaz          VS 7.06 46.1
#> 5121                   Dorénaz          VS 7.06 46.1
#> 5122                   Dorénaz          VS 7.06 46.1
#> 5123                   Dorénaz          VS 7.06 46.1
#> 5124                   Dorénaz          VS 7.06 46.1
#> 5125                   Dorénaz          VS 7.06 46.1
#> 5126                   Dorénaz          VS 7.06 46.1
#> 5127                   Dorénaz          VS 7.06 46.1
#> 5128                   Dorénaz          VS 7.06 46.1
#> 5129                   Dorénaz          VS 7.06 46.1
#> 5130                   Dorénaz          VS 7.06 46.1
#> 5131                  Martigny          VS 7.13 46.1
#> 5132                  Martigny          VS 7.13 46.1
#> 5133                  Martigny          VS 7.13 46.1
#> 5134                  Martigny          VS 7.13 46.1
#> 5135                  Martigny          VS 7.13 46.1
#> 5136                  Martigny          VS 7.13 46.1
#> 5137                  Martigny          VS 7.13 46.1
#> 5138                  Martigny          VS 7.13 46.1
#> 5139                  Martigny          VS 7.13 46.1
#> 5140                  Martigny          VS 7.13 46.1
#> 5141                  Martigny          VS 7.13 46.1
#> 5142                  Martigny          VS 7.13 46.1
#> 5143                     Saxon          VS 7.18 46.1
#> 5144                     Saxon          VS 7.18 46.1
#> 5145                     Saxon          VS 7.18 46.1
#> 5146                     Saxon          VS 7.18 46.1
#> 5147                     Saxon          VS 7.18 46.1
#> 5148                     Saxon          VS 7.18 46.1
#> 5149                     Saxon          VS 7.18 46.1
#> 5150                     Saxon          VS 7.18 46.1
#> 5151                     Saxon          VS 7.18 46.1
#> 5152                     Saxon          VS 7.18 46.1
#> 5153                     Saxon          VS 7.18 46.1
#> 5154                     Saxon          VS 7.18 46.1
#> 5155                     Saxon          VS 7.18 46.1
#> 5156                     Saxon          VS 7.18 46.1
#> 5157                     Saxon          VS 7.18 46.1
#> 5158                     Saxon          VS 7.18 46.1
#> 5159                     Saxon          VS 7.18 46.1
#> 5160                     Saxon          VS 7.18 46.1
#> 5161                     Saxon          VS 7.18 46.1
#> 5162                     Saxon          VS 7.18 46.1
#> 5163                     Saxon          VS 7.18 46.1
#> 5164                     Saxon          VS 7.18 46.1
#> 5165                     Saxon          VS 7.18 46.1
#> 5166                     Saxon          VS 7.18 46.1
#> 5167                     Saxon          VS 7.18 46.1
#> 5168                     Saxon          VS 7.18 46.1
#> 5169                     Saxon          VS 7.18 46.1
#> 5170                     Saxon          VS 7.18 46.1
#> 5171                     Saxon          VS 7.18 46.1
#> 5172                     Saxon          VS 7.18 46.1
#> 5173                     Saxon          VS 7.18 46.1
#> 5174                     Saxon          VS 7.18 46.1
#> 5175                     Saxon          VS 7.18 46.1
#> 5176                     Saxon          VS 7.18 46.1
#> 5177                     Saxon          VS 7.18 46.1
#> 5178                     Saxon          VS 7.18 46.1
#> 5179                     Saxon          VS 7.18 46.1
#> 5180                     Saxon          VS 7.18 46.1
#> 5181                     Saxon          VS 7.18 46.1
#> 5182                     Saxon          VS 7.18 46.1
#> 5183                     Saxon          VS 7.18 46.1
#> 5184                     Saxon          VS 7.18 46.1
#> 5185                     Saxon          VS 7.18 46.1
#> 5186                     Saxon          VS 7.18 46.1
#> 5187                     Saxon          VS 7.18 46.1
#> 5188                     Saxon          VS 7.18 46.1
#> 5189                     Saxon          VS 7.18 46.1
#> 5190                     Saxon          VS 7.18 46.1
#> 5191                     Saxon          VS 7.18 46.1
#> 5192                     Saxon          VS 7.18 46.1
#> 5193                     Saxon          VS 7.18 46.1
#> 5194                     Saxon          VS 7.18 46.1
#> 5195                     Saxon          VS 7.18 46.1
#> 5196                     Saxon          VS 7.18 46.1
#> 5197                     Saxon          VS 7.18 46.1
#> 5198                     Saxon          VS 7.18 46.1
#> 5199                     Saxon          VS 7.18 46.1
#> 5200                     Saxon          VS 7.18 46.1
#> 5201                     Saxon          VS 7.18 46.1
#> 5202                     Saxon          VS 7.18 46.1
#> 5203                     Saxon          VS 7.18 46.1
#> 5204                     Saxon          VS 7.18 46.1
#> 5205                     Saxon          VS 7.18 46.1
#> 5206                     Saxon          VS 7.18 46.1
#> 5207                     Saxon          VS 7.18 46.1
#> 5208                     Saxon          VS 7.18 46.1
#> 5209                     Saxon          VS 7.18 46.1
#> 5210                     Saxon          VS 7.18 46.1
#> 5211                     Saxon          VS 7.18 46.1
#> 5212                     Saxon          VS 7.18 46.1
#> 5213                     Saxon          VS 7.18 46.1
#> 5214                     Saxon          VS 7.18 46.1
#> 5215                     Saxon          VS 7.18 46.1
#> 5216                     Saxon          VS 7.18 46.1
#> 5217                     Saxon          VS 7.18 46.1
#> 5218                     Saxon          VS 7.18 46.1
#> 5219                     Saxon          VS 7.18 46.1
#> 5220                     Saxon          VS 7.18 46.1
#> 5221                     Saxon          VS 7.18 46.1
#> 5222                     Saxon          VS 7.18 46.1
#> 5223                     Saxon          VS 7.18 46.1
#> 5224                     Saxon          VS 7.18 46.1
#> 5225                     Saxon          VS 7.18 46.1
#> 5226                     Saxon          VS 7.18 46.1
#> 5227                     Saxon          VS 7.18 46.1
#> 5228                     Saxon          VS 7.18 46.1
#> 5229                     Saxon          VS 7.18 46.1
#> 5230                     Saxon          VS 7.18 46.1
#> 5231                     Saxon          VS 7.18 46.1
#> 5232                     Saxon          VS 7.18 46.1
#> 5233                     Saxon          VS 7.18 46.1
#> 5234                     Saxon          VS 7.18 46.1
#> 5235                     Saxon          VS 7.18 46.1
#> 5236                     Saxon          VS 7.18 46.1
#> 5237                     Saxon          VS 7.18 46.1
#> 5238                     Saxon          VS 7.18 46.1
#> 5239                     Saxon          VS 7.18 46.1
#> 5240                     Saxon          VS 7.18 46.1
#> 5241                     Saxon          VS 7.18 46.1
#> 5242                     Saxon          VS 7.18 46.1
#> 5243                     Saxon          VS 7.18 46.1
#> 5244                     Saxon          VS 7.18 46.1
#> 5245                     Saxon          VS 7.18 46.1
#> 5246                     Saxon          VS 7.18 46.1
#> 5247                     Saxon          VS 7.18 46.1
#> 5248                     Saxon          VS 7.18 46.1
#> 5249                     Saxon          VS 7.18 46.1
#> 5250                     Saxon          VS 7.18 46.1
#> 5251                     Saxon          VS 7.18 46.1
#> 5252                     Saxon          VS 7.18 46.1
#> 5253                     Saxon          VS 7.18 46.1
#> 5254                     Saxon          VS 7.18 46.1
#> 5255                     Saxon          VS 7.18 46.1
#> 5256                     Saxon          VS 7.18 46.1
#> 5257                     Saxon          VS 7.18 46.1
#> 5258                     Saxon          VS 7.18 46.1
#> 5259                     Saxon          VS 7.18 46.1
#> 5260                     Saxon          VS 7.18 46.1
#> 5261                     Saxon          VS 7.18 46.1
#> 5262                     Saxon          VS 7.18 46.1
#> 5263                     Saxon          VS 7.18 46.1
#> 5264                     Saxon          VS 7.18 46.1
#> 5265                     Saxon          VS 7.18 46.1
#> 5266                     Saxon          VS 7.18 46.1
#> 5267                     Saxon          VS 7.18 46.1
#> 5268                     Saxon          VS 7.18 46.1
#> 5269                     Saxon          VS 7.18 46.1
#> 5270                     Saxon          VS 7.18 46.1
#> 5271                     Saxon          VS 7.18 46.1
#> 5272                     Saxon          VS 7.18 46.1
#> 5273                     Saxon          VS 7.18 46.1
#> 5274                  Chamoson          VS 7.23 46.2
#> 5275                  Chamoson          VS 7.23 46.2
#> 5276                  Chamoson          VS 7.23 46.2
#> 5277                  Chamoson          VS 7.23 46.2
#> 5278                  Chamoson          VS 7.23 46.2
#> 5279                  Chamoson          VS 7.23 46.2
#> 5280                  Chamoson          VS 7.23 46.2
#> 5281                  Chamoson          VS 7.23 46.2
#> 5282                  Chamoson          VS 7.23 46.2
#> 5283                  Chamoson          VS 7.23 46.2
#> 5284                  Chamoson          VS 7.23 46.2
#> 5285                  Chamoson          VS 7.23 46.2
#> 5286                  Chamoson          VS 7.23 46.2
#> 5287                  Chamoson          VS 7.23 46.2
#> 5288                  Chamoson          VS 7.23 46.2
#> 5289                  Chamoson          VS 7.23 46.2
#> 5290                  Chamoson          VS 7.23 46.2
#> 5291                  Chamoson          VS 7.23 46.2
#> 5292                  Chamoson          VS 7.23 46.2
#> 5293                  Chamoson          VS 7.23 46.2
#> 5294                  Chamoson          VS 7.23 46.2
#> 5295                  Chamoson          VS 7.23 46.2
#> 5296                   Leytron          VS 7.13 46.2
#> 5297                   Leytron          VS 7.13 46.2
#> 5298                   Leytron          VS 7.13 46.2
#> 5299                   Leytron          VS 7.13 46.2
#> 5300                   Leytron          VS 7.13 46.2
#> 5301                   Leytron          VS 7.13 46.2
#> 5302                   Leytron          VS 7.13 46.2
#> 5303                   Leytron          VS 7.13 46.2
#> 5304                   Leytron          VS 7.13 46.2
#> 5305                   Leytron          VS 7.13 46.2
#> 5306                   Leytron          VS 7.13 46.2
#> 5307                   Leytron          VS 7.13 46.2
#> 5308                   Leytron          VS 7.13 46.2
#> 5309                   Leytron          VS 7.13 46.2
#> 5310                   Leytron          VS 7.13 46.2
#> 5311                   Leytron          VS 7.13 46.2
#> 5312                   Leytron          VS 7.13 46.2
#> 5313                   Leytron          VS 7.13 46.2
#> 5314                   Leytron          VS 7.13 46.2
#> 5315                   Leytron          VS 7.13 46.2
#> 5316                   Leytron          VS 7.13 46.2
#> 5317                   Leytron          VS 7.13 46.2
#> 5318                   Leytron          VS 7.13 46.2
#> 5319                   Leytron          VS 7.13 46.2
#> 5320                   Leytron          VS 7.13 46.2
#> 5321                   Leytron          VS 7.13 46.2
#> 5322                   Leytron          VS 7.13 46.2
#> 5323                   Leytron          VS 7.13 46.2
#> 5324                   Leytron          VS 7.13 46.2
#> 5325                   Leytron          VS 7.13 46.2
#> 5326                   Leytron          VS 7.13 46.2
#> 5327                   Leytron          VS 7.13 46.2
#> 5328                   Leytron          VS 7.13 46.2
#> 5329                   Leytron          VS 7.13 46.2
#> 5330                   Leytron          VS 7.13 46.2
#> 5331                   Leytron          VS 7.13 46.2
#> 5332                   Leytron          VS 7.13 46.2
#> 5333                   Leytron          VS 7.13 46.2
#> 5334                   Leytron          VS 7.13 46.2
#> 5335                   Leytron          VS 7.13 46.2
#> 5336                   Leytron          VS 7.13 46.2
#> 5337                   Leytron          VS 7.13 46.2
#> 5338                   Leytron          VS 7.13 46.2
#> 5339                   Leytron          VS 7.13 46.2
#> 5340                   Leytron          VS 7.13 46.2
#> 5341                   Leytron          VS 7.13 46.2
#> 5342                   Leytron          VS 7.13 46.2
#> 5343                   Leytron          VS 7.13 46.2
#> 5344                   Leytron          VS 7.13 46.2
#> 5345                   Leytron          VS 7.13 46.2
#> 5346                   Leytron          VS 7.13 46.2
#> 5347                   Leytron          VS 7.13 46.2
#> 5348                   Leytron          VS 7.13 46.2
#> 5349                   Leytron          VS 7.13 46.2
#> 5350                   Leytron          VS 7.13 46.2
#> 5351                   Leytron          VS 7.13 46.2
#> 5352                   Leytron          VS 7.13 46.2
#> 5353                   Leytron          VS 7.13 46.2
#> 5354                   Leytron          VS 7.21 46.2
#> 5355                   Leytron          VS 7.21 46.2
#> 5356                   Leytron          VS 7.21 46.2
#> 5357                   Leytron          VS 7.21 46.2
#> 5358                   Leytron          VS 7.21 46.2
#> 5359                   Leytron          VS 7.21 46.2
#> 5360                   Leytron          VS 7.21 46.2
#> 5361                   Leytron          VS 7.21 46.2
#> 5362                   Leytron          VS 7.21 46.2
#> 5363                   Leytron          VS 7.21 46.2
#> 5364                   Leytron          VS 7.21 46.2
#> 5365                   Leytron          VS 7.21 46.2
#> 5366                   Leytron          VS 7.21 46.2
#> 5367                   Leytron          VS 7.21 46.2
#> 5368                   Leytron          VS 7.21 46.2
#> 5369                   Leytron          VS 7.21 46.2
#> 5370                   Leytron          VS 7.21 46.2
#> 5371                   Leytron          VS 7.21 46.2
#> 5372                   Leytron          VS 7.21 46.2
#> 5373                   Leytron          VS 7.21 46.2
#> 5374                   Leytron          VS 7.21 46.2
#> 5375                   Leytron          VS 7.21 46.2
#> 5376                   Saillon          VS 7.18 46.2
#> 5377                   Saillon          VS 7.18 46.2
#> 5378                   Saillon          VS 7.18 46.2
#> 5379                   Saillon          VS 7.18 46.2
#> 5380                   Saillon          VS 7.18 46.2
#> 5381                   Saillon          VS 7.18 46.2
#> 5382                   Saillon          VS 7.18 46.2
#> 5383                   Saillon          VS 7.18 46.2
#> 5384                   Saillon          VS 7.18 46.2
#> 5385                   Saillon          VS 7.18 46.2
#> 5386                   Saillon          VS 7.18 46.2
#> 5387                   Saillon          VS 7.18 46.2
#> 5388                   Saillon          VS 7.18 46.2
#> 5389                   Saillon          VS 7.18 46.2
#> 5390                   Saillon          VS 7.18 46.2
#> 5391                   Saillon          VS 7.18 46.2
#> 5392                   Saillon          VS 7.18 46.2
#> 5393                   Saillon          VS 7.18 46.2
#> 5394                   Saillon          VS 7.18 46.2
#> 5395                   Saillon          VS 7.18 46.2
#> 5396                   Saillon          VS 7.18 46.2
#> 5397                   Saillon          VS 7.18 46.2
#> 5398                   Saillon          VS 7.18 46.2
#> 5399                   Saillon          VS 7.18 46.2
#> 5400                   Saillon          VS 7.18 46.2
#> 5401                   Saillon          VS 7.18 46.2
#> 5402                   Saillon          VS 7.18 46.2
#> 5403                   Saillon          VS 7.18 46.2
#> 5404                   Saillon          VS 7.18 46.2
#> 5405                   Saillon          VS 7.18 46.2
#> 5406                   Saillon          VS 7.18 46.2
#> 5407                   Saillon          VS 7.18 46.2
#> 5408                   Saillon          VS 7.18 46.2
#> 5409                   Saillon          VS 7.18 46.2
#> 5410                   Saillon          VS 7.18 46.2
#> 5411                   Saillon          VS 7.18 46.2
#> 5412                   Saillon          VS 7.18 46.2
#> 5413                 Isérables          VS 7.26 46.1
#> 5414                 Isérables          VS 7.26 46.1
#> 5415                 Isérables          VS 7.26 46.1
#> 5416                    Riddes          VS 7.25 46.1
#> 5417                    Riddes          VS 7.25 46.1
#> 5418                    Riddes          VS 7.25 46.1
#> 5419                    Riddes          VS 7.25 46.1
#> 5420                    Riddes          VS 7.25 46.1
#> 5421                    Riddes          VS 7.25 46.1
#> 5422                    Riddes          VS 7.25 46.1
#> 5423                    Riddes          VS 7.25 46.1
#> 5424                    Riddes          VS 7.25 46.1
#> 5425                    Riddes          VS 7.25 46.1
#> 5426                    Riddes          VS 7.25 46.1
#> 5427                    Riddes          VS 7.25 46.1
#> 5428                    Riddes          VS 7.25 46.1
#> 5429                    Riddes          VS 7.25 46.1
#> 5430                    Riddes          VS 7.25 46.1
#> 5431                    Riddes          VS 7.25 46.1
#> 5432                  Martigny          VS 7.10 46.1
#> 5433                  Martigny          VS 7.10 46.1
#> 5434                  Martigny          VS 7.10 46.1
#> 5435                  Martigny          VS 7.10 46.1
#> 5436                  Martigny          VS 7.10 46.1
#> 5437                  Martigny          VS 7.10 46.1
#> 5438                  Martigny          VS 7.10 46.1
#> 5439                  Martigny          VS 7.10 46.1
#> 5440                  Martigny          VS 7.10 46.1
#> 5441                  Martigny          VS 7.10 46.1
#> 5442                  Martigny          VS 7.10 46.1
#> 5443                  Martigny          VS 7.10 46.1
#> 5444                  Martigny          VS 7.10 46.1
#> 5445                  Martigny          VS 7.10 46.1
#> 5446                  Martigny          VS 7.10 46.1
#> 5447                  Martigny          VS 7.10 46.1
#> 5448                  Martigny          VS 7.10 46.1
#> 5449                  Martigny          VS 7.10 46.1
#> 5450                  Martigny          VS 7.10 46.1
#> 5451                  Martigny          VS 7.10 46.1
#> 5452                  Martigny          VS 7.10 46.1
#> 5453                  Martigny          VS 7.10 46.1
#> 5454                  Martigny          VS 7.10 46.1
#> 5455                  Martigny          VS 7.10 46.1
#> 5456                  Martigny          VS 7.10 46.1
#> 5457                  Martigny          VS 7.10 46.1
#> 5458                  Martigny          VS 7.10 46.1
#> 5459                  Martigny          VS 7.10 46.1
#> 5460                  Martigny          VS 7.10 46.1
#> 5461                  Martigny          VS 7.10 46.1
#> 5462                  Martigny          VS 7.10 46.1
#> 5463                  Martigny          VS 7.10 46.1
#> 5464                  Martigny          VS 7.10 46.1
#> 5465                  Martigny          VS 7.10 46.1
#> 5466                  Martigny          VS 7.10 46.1
#> 5467                  Martigny          VS 7.10 46.1
#> 5468                  Martigny          VS 7.10 46.1
#> 5469                  Martigny          VS 7.10 46.1
#> 5470                  Martigny          VS 7.10 46.1
#> 5471                  Martigny          VS 7.10 46.1
#> 5472                  Martigny          VS 7.10 46.1
#> 5473                  Martigny          VS 7.10 46.1
#> 5474                  Martigny          VS 7.10 46.1
#> 5475                  Martigny          VS 7.10 46.1
#> 5476                  Martigny          VS 7.10 46.1
#> 5477                  Martigny          VS 7.10 46.1
#> 5478                  Martigny          VS 7.10 46.1
#> 5479                  Martigny          VS 7.10 46.1
#> 5480                  Martigny          VS 7.10 46.1
#> 5481                  Martigny          VS 7.10 46.1
#> 5482                  Martigny          VS 7.10 46.1
#> 5483                  Martigny          VS 7.10 46.1
#> 5484                  Martigny          VS 7.10 46.1
#> 5485                  Martigny          VS 7.10 46.1
#> 5486                  Martigny          VS 7.10 46.1
#> 5487                  Martigny          VS 7.10 46.1
#> 5488                  Martigny          VS 7.10 46.1
#> 5489                  Martigny          VS 7.10 46.1
#> 5490                  Martigny          VS 7.10 46.1
#> 5491                  Martigny          VS 7.10 46.1
#> 5492                  Martigny          VS 7.10 46.1
#> 5493                  Martigny          VS 7.10 46.1
#> 5494                  Martigny          VS 7.10 46.1
#> 5495                  Martigny          VS 7.10 46.1
#> 5496                  Martigny          VS 7.10 46.1
#> 5497                  Martigny          VS 7.10 46.1
#> 5498                  Martigny          VS 7.10 46.1
#> 5499                  Martigny          VS 7.10 46.1
#> 5500                  Martigny          VS 7.10 46.1
#> 5501                  Martigny          VS 7.10 46.1
#> 5502                  Martigny          VS 7.10 46.1
#> 5503                  Martigny          VS 7.10 46.1
#> 5504                  Martigny          VS 7.10 46.1
#> 5505                  Martigny          VS 7.10 46.1
#> 5506                  Martigny          VS 7.10 46.1
#> 5507                  Martigny          VS 7.10 46.1
#> 5508                  Martigny          VS 7.10 46.1
#> 5509                  Martigny          VS 7.10 46.1
#> 5510                  Martigny          VS 7.10 46.1
#> 5511                  Martigny          VS 7.10 46.1
#> 5512                  Martigny          VS 7.10 46.1
#> 5513                  Martigny          VS 7.10 46.1
#> 5514                  Martigny          VS 7.10 46.1
#> 5515                  Martigny          VS 7.10 46.1
#> 5516                  Martigny          VS 7.10 46.1
#> 5517                  Martigny          VS 7.10 46.1
#> 5518                  Martigny          VS 7.10 46.1
#> 5519                  Martigny          VS 7.10 46.1
#> 5520                  Martigny          VS 7.10 46.1
#> 5521                  Martigny          VS 7.10 46.1
#> 5522                  Martigny          VS 7.10 46.1
#> 5523                  Martigny          VS 7.10 46.1
#> 5524                  Martigny          VS 7.10 46.1
#> 5525                  Martigny          VS 7.10 46.1
#> 5526                  Martigny          VS 7.10 46.1
#> 5527                  Martigny          VS 7.10 46.1
#> 5528                  Martigny          VS 7.10 46.1
#> 5529                  Martigny          VS 7.10 46.1
#> 5530                  Martigny          VS 7.10 46.1
#> 5531                  Martigny          VS 7.10 46.1
#> 5532                  Martigny          VS 7.10 46.1
#> 5533                  Martigny          VS 7.10 46.1
#> 5534            Martigny-Combe          VS 7.03 46.1
#> 5535            Martigny-Combe          VS 7.03 46.1
#> 5536            Martigny-Combe          VS 7.03 46.1
#> 5537            Martigny-Combe          VS 7.03 46.1
#> 5538            Martigny-Combe          VS 7.03 46.1
#> 5539            Martigny-Combe          VS 7.03 46.1
#> 5540            Martigny-Combe          VS 7.03 46.1
#> 5541            Martigny-Combe          VS 7.03 46.1
#> 5542            Martigny-Combe          VS 7.03 46.1
#> 5543                    Salvan          VS 7.01 46.1
#> 5544                    Salvan          VS 7.01 46.1
#> 5545                    Salvan          VS 7.01 46.1
#> 5546                    Salvan          VS 7.01 46.1
#> 5547                    Salvan          VS 7.01 46.1
#> 5548                    Salvan          VS 7.01 46.1
#> 5549                    Salvan          VS 6.94 46.1
#> 5550                    Salvan          VS 6.94 46.1
#> 5551                    Salvan          VS 6.94 46.1
#> 5552                    Salvan          VS 6.94 46.1
#> 5553                   Finhaut          VS 6.95 46.1
#> 5554                   Finhaut          VS 6.95 46.1
#> 5555                     Fully          VS 7.12 46.2
#> 5556                     Fully          VS 7.12 46.2
#> 5557                     Fully          VS 7.12 46.2
#> 5558                     Fully          VS 7.12 46.2
#> 5559                     Fully          VS 7.12 46.2
#> 5560                     Fully          VS 7.12 46.2
#> 5561                     Fully          VS 7.12 46.2
#> 5562                     Fully          VS 7.12 46.2
#> 5563                     Fully          VS 7.12 46.2
#> 5564                     Fully          VS 7.12 46.2
#> 5565                     Fully          VS 7.12 46.2
#> 5566                     Fully          VS 7.12 46.2
#> 5567                     Fully          VS 7.12 46.2
#> 5568                     Fully          VS 7.12 46.2
#> 5569                     Fully          VS 7.12 46.2
#> 5570                     Fully          VS 7.12 46.2
#> 5571                     Fully          VS 7.12 46.2
#> 5572                     Fully          VS 7.12 46.2
#> 5573                     Fully          VS 7.12 46.2
#> 5574                     Fully          VS 7.12 46.2
#> 5575                     Fully          VS 7.12 46.2
#> 5576                     Fully          VS 7.12 46.2
#> 5577                     Fully          VS 7.12 46.2
#> 5578                     Fully          VS 7.12 46.2
#> 5579                     Fully          VS 7.12 46.2
#> 5580                     Fully          VS 7.12 46.2
#> 5581                     Fully          VS 7.12 46.2
#> 5582                     Fully          VS 7.12 46.2
#> 5583                     Fully          VS 7.12 46.2
#> 5584                     Fully          VS 7.12 46.2
#> 5585                     Fully          VS 7.12 46.2
#> 5586                     Fully          VS 7.12 46.2
#> 5587                     Fully          VS 7.12 46.2
#> 5588                     Fully          VS 7.12 46.2
#> 5589                     Fully          VS 7.12 46.2
#> 5590                     Fully          VS 7.12 46.2
#> 5591                     Fully          VS 7.12 46.2
#> 5592                     Fully          VS 7.12 46.2
#> 5593                     Fully          VS 7.12 46.2
#> 5594                     Fully          VS 7.12 46.2
#> 5595                     Fully          VS 7.12 46.2
#> 5596                     Fully          VS 7.12 46.2
#> 5597                     Fully          VS 7.12 46.2
#> 5598                     Fully          VS 7.12 46.2
#> 5599                     Fully          VS 7.12 46.2
#> 5600                     Fully          VS 7.12 46.2
#> 5601                     Fully          VS 7.12 46.2
#> 5602                     Fully          VS 7.12 46.2
#> 5603                     Fully          VS 7.12 46.2
#> 5604                     Fully          VS 7.12 46.2
#> 5605                     Fully          VS 7.12 46.2
#> 5606                     Fully          VS 7.12 46.2
#> 5607                     Fully          VS 7.12 46.2
#> 5608                     Fully          VS 7.12 46.2
#> 5609                     Fully          VS 7.12 46.2
#> 5610                     Fully          VS 7.12 46.2
#> 5611                     Fully          VS 7.12 46.2
#> 5612                     Fully          VS 7.12 46.2
#> 5613                     Fully          VS 7.12 46.2
#> 5614                     Fully          VS 7.12 46.2
#> 5615                     Fully          VS 7.12 46.2
#> 5616                     Fully          VS 7.12 46.2
#> 5617                     Fully          VS 7.12 46.2
#> 5618                     Fully          VS 7.12 46.2
#> 5619                     Fully          VS 7.12 46.2
#> 5620                     Fully          VS 7.12 46.2
#> 5621                     Fully          VS 7.12 46.2
#> 5622                     Fully          VS 7.12 46.2
#> 5623                     Fully          VS 7.12 46.2
#> 5624                     Fully          VS 7.12 46.2
#> 5625                     Fully          VS 7.12 46.2
#> 5626                     Fully          VS 7.12 46.2
#> 5627                     Fully          VS 7.12 46.2
#> 5628                     Fully          VS 7.12 46.2
#> 5629                     Fully          VS 7.12 46.2
#> 5630                     Fully          VS 7.12 46.2
#> 5631                     Fully          VS 7.12 46.2
#> 5632                     Fully          VS 7.12 46.2
#> 5633                     Fully          VS 7.12 46.2
#> 5634                     Fully          VS 7.12 46.2
#> 5635             Val de Bagnes          VS 7.12 46.1
#> 5636            Martigny-Combe          VS 7.04 46.1
#> 5637            Martigny-Combe          VS 7.04 46.1
#> 5638            Martigny-Combe          VS 7.04 46.1
#> 5639            Martigny-Combe          VS 7.04 46.1
#> 5640            Martigny-Combe          VS 7.04 46.1
#> 5641               Sembrancher          VS 7.17 46.1
#> 5642               Sembrancher          VS 7.17 46.1
#> 5643               Sembrancher          VS 7.17 46.1
#> 5644               Sembrancher          VS 7.17 46.1
#> 5645               Sembrancher          VS 7.17 46.1
#> 5646               Sembrancher          VS 7.17 46.1
#> 5647               Sembrancher          VS 7.17 46.1
#> 5648             Val de Bagnes          VS 7.21 46.1
#> 5649             Val de Bagnes          VS 7.21 46.1
#> 5650             Val de Bagnes          VS 7.21 46.1
#> 5651             Val de Bagnes          VS 7.21 46.1
#> 5652             Val de Bagnes          VS 7.21 46.1
#> 5653             Val de Bagnes          VS 7.21 46.1
#> 5654             Val de Bagnes          VS 7.21 46.1
#> 5655             Val de Bagnes          VS 7.21 46.1
#> 5656             Val de Bagnes          VS 7.21 46.1
#> 5657             Val de Bagnes          VS 7.21 46.1
#> 5658             Val de Bagnes          VS 7.21 46.1
#> 5659             Val de Bagnes          VS 7.21 46.1
#> 5660             Val de Bagnes          VS 7.21 46.1
#> 5661             Val de Bagnes          VS 7.21 46.1
#> 5662             Val de Bagnes          VS 7.21 46.1
#> 5663             Val de Bagnes          VS 7.21 46.1
#> 5664             Val de Bagnes          VS 7.21 46.1
#> 5665             Val de Bagnes          VS 7.21 46.1
#> 5666             Val de Bagnes          VS 7.21 46.1
#> 5667             Val de Bagnes          VS 7.21 46.1
#> 5668             Val de Bagnes          VS 7.21 46.1
#> 5669             Val de Bagnes          VS 7.22 46.1
#> 5670             Val de Bagnes          VS 7.22 46.1
#> 5671             Val de Bagnes          VS 7.22 46.1
#> 5672             Val de Bagnes          VS 7.22 46.1
#> 5673             Val de Bagnes          VS 7.22 46.1
#> 5674             Val de Bagnes          VS 7.22 46.1
#> 5675             Val de Bagnes          VS 7.22 46.1
#> 5676             Val de Bagnes          VS 7.22 46.1
#> 5677             Val de Bagnes          VS 7.22 46.1
#> 5678             Val de Bagnes          VS 7.22 46.1
#> 5679             Val de Bagnes          VS 7.22 46.1
#> 5680             Val de Bagnes          VS 7.22 46.1
#> 5681             Val de Bagnes          VS 7.22 46.1
#> 5682             Val de Bagnes          VS 7.22 46.1
#> 5683             Val de Bagnes          VS 7.22 46.1
#> 5684             Val de Bagnes          VS 7.22 46.1
#> 5685             Val de Bagnes          VS 7.22 46.1
#> 5686             Val de Bagnes          VS 7.22 46.1
#> 5687             Val de Bagnes          VS 7.22 46.1
#> 5688             Val de Bagnes          VS 7.22 46.1
#> 5689             Val de Bagnes          VS 7.22 46.1
#> 5690             Val de Bagnes          VS 7.22 46.1
#> 5691             Val de Bagnes          VS 7.22 46.1
#> 5692             Val de Bagnes          VS 7.22 46.1
#> 5693             Val de Bagnes          VS 7.22 46.1
#> 5694             Val de Bagnes          VS 7.22 46.1
#> 5695             Val de Bagnes          VS 7.22 46.1
#> 5696             Val de Bagnes          VS 7.22 46.1
#> 5697             Val de Bagnes          VS 7.22 46.1
#> 5698                  Orsières          VS 7.17 46.0
#> 5699                  Orsières          VS 7.17 46.0
#> 5700                  Orsières          VS 7.17 46.0
#> 5701                  Orsières          VS 7.17 46.0
#> 5702                  Orsières          VS 7.17 46.0
#> 5703                  Orsières          VS 7.17 46.0
#> 5704                  Orsières          VS 7.17 46.0
#> 5705                  Orsières          VS 7.17 46.0
#> 5706                  Orsières          VS 7.17 46.0
#> 5707                  Orsières          VS 7.17 46.0
#> 5708                  Orsières          VS 7.17 46.0
#> 5709                  Orsières          VS 7.17 46.0
#> 5710                  Orsières          VS 7.17 46.0
#> 5711                  Orsières          VS 7.17 46.0
#> 5712                  Orsières          VS 7.17 46.0
#> 5713                  Orsières          VS 7.17 46.0
#> 5714                  Orsières          VS 7.17 46.0
#> 5715                  Orsières          VS 7.17 46.0
#> 5716                  Orsières          VS 7.17 46.0
#> 5717                  Orsières          VS 7.17 46.0
#> 5718                  Orsières          VS 7.10 46.0
#> 5719                  Orsières          VS 7.10 46.0
#> 5720                  Orsières          VS 7.10 46.0
#> 5721                  Orsières          VS 7.10 46.0
#> 5722                  Orsières          VS 7.10 46.0
#> 5723                  Orsières          VS 7.10 46.0
#> 5724                  Orsières          VS 7.10 46.0
#> 5725                  Orsières          VS 7.10 46.0
#> 5726                  Orsières          VS 7.10 46.0
#> 5727                  Orsières          VS 7.10 46.0
#> 5728                  Orsières          VS 7.10 46.0
#> 5729                  Orsières          VS 7.10 46.0
#> 5730             Val de Bagnes          VS 7.16 46.1
#> 5731             Val de Bagnes          VS 7.16 46.1
#> 5732             Val de Bagnes          VS 7.16 46.1
#> 5733             Val de Bagnes          VS 7.16 46.1
#> 5734             Val de Bagnes          VS 7.16 46.1
#> 5735             Val de Bagnes          VS 7.16 46.1
#> 5736             Val de Bagnes          VS 7.16 46.1
#> 5737             Val de Bagnes          VS 7.16 46.1
#> 5738             Val de Bagnes          VS 7.16 46.1
#> 5739             Val de Bagnes          VS 7.16 46.1
#> 5740             Val de Bagnes          VS 7.16 46.1
#> 5741             Val de Bagnes          VS 7.16 46.1
#> 5742             Val de Bagnes          VS 7.16 46.1
#> 5743             Val de Bagnes          VS 7.16 46.1
#> 5744             Val de Bagnes          VS 7.16 46.1
#> 5745             Val de Bagnes          VS 7.16 46.1
#> 5746             Val de Bagnes          VS 7.16 46.1
#> 5747             Val de Bagnes          VS 7.16 46.1
#> 5748             Val de Bagnes          VS 7.16 46.1
#> 5749             Val de Bagnes          VS 7.16 46.1
#> 5750             Val de Bagnes          VS 7.16 46.1
#> 5751             Val de Bagnes          VS 7.16 46.1
#> 5752             Val de Bagnes          VS 7.16 46.1
#> 5753             Val de Bagnes          VS 7.16 46.1
#> 5754             Val de Bagnes          VS 7.16 46.1
#> 5755             Val de Bagnes          VS 7.16 46.1
#> 5756                  Orsières          VS 7.08 46.0
#> 5757                  Orsières          VS 7.09 45.9
#> 5758                    Liddes          VS 7.22 46.0
#> 5759                    Liddes          VS 7.22 46.0
#> 5760                    Liddes          VS 7.22 46.0
#> 5761                    Liddes          VS 7.22 46.0
#> 5762                    Liddes          VS 7.22 46.0
#> 5763                    Liddes          VS 7.22 46.0
#> 5764             Val de Bagnes          VS 7.23 46.1
#> 5765             Val de Bagnes          VS 7.23 46.1
#> 5766             Val de Bagnes          VS 7.23 46.1
#> 5767             Val de Bagnes          VS 7.23 46.1
#> 5768             Val de Bagnes          VS 7.23 46.1
#> 5769             Val de Bagnes          VS 7.23 46.1
#> 5770             Val de Bagnes          VS 7.23 46.1
#> 5771             Val de Bagnes          VS 7.23 46.1
#> 5772             Val de Bagnes          VS 7.23 46.1
#> 5773             Val de Bagnes          VS 7.23 46.1
#> 5774             Val de Bagnes          VS 7.23 46.1
#> 5775             Val de Bagnes          VS 7.23 46.1
#> 5776             Val de Bagnes          VS 7.27 46.0
#> 5777             Val de Bagnes          VS 7.27 46.0
#> 5778             Val de Bagnes          VS 7.27 46.0
#> 5779             Val de Bagnes          VS 7.27 46.0
#> 5780                 Grimisuat          VS 7.37 46.2
#> 5781                 Grimisuat          VS 7.37 46.2
#> 5782                 Grimisuat          VS 7.37 46.2
#> 5783                 Grimisuat          VS 7.37 46.2
#> 5784                 Grimisuat          VS 7.37 46.2
#> 5785                 Grimisuat          VS 7.37 46.2
#> 5786                 Grimisuat          VS 7.37 46.2
#> 5787                 Grimisuat          VS 7.37 46.2
#> 5788                 Grimisuat          VS 7.37 46.2
#> 5789                 Grimisuat          VS 7.37 46.2
#> 5790                 Grimisuat          VS 7.37 46.2
#> 5791                 Grimisuat          VS 7.37 46.2
#> 5792                 Grimisuat          VS 7.37 46.2
#> 5793                 Grimisuat          VS 7.37 46.2
#> 5794                 Grimisuat          VS 7.37 46.2
#> 5795                 Grimisuat          VS 7.37 46.2
#> 5796                 Grimisuat          VS 7.37 46.2
#> 5797                 Grimisuat          VS 7.37 46.2
#> 5798                 Grimisuat          VS 7.37 46.2
#> 5799                 Grimisuat          VS 7.37 46.2
#> 5800                 Grimisuat          VS 7.37 46.2
#> 5801                 Grimisuat          VS 7.37 46.2
#> 5802                 Grimisuat          VS 7.37 46.2
#> 5803                 Grimisuat          VS 7.37 46.2
#> 5804                 Grimisuat          VS 7.37 46.2
#> 5805                 Grimisuat          VS 7.37 46.2
#> 5806                 Grimisuat          VS 7.37 46.2
#> 5807                 Grimisuat          VS 7.37 46.2
#> 5808                 Grimisuat          VS 7.37 46.2
#> 5809                 Grimisuat          VS 7.37 46.2
#> 5810                 Grimisuat          VS 7.37 46.2
#> 5811                 Grimisuat          VS 7.37 46.2
#> 5812                 Grimisuat          VS 7.37 46.2
#> 5813                 Grimisuat          VS 7.37 46.2
#> 5814                 Grimisuat          VS 7.37 46.2
#> 5815                 Grimisuat          VS 7.37 46.2
#> 5816                 Grimisuat          VS 7.37 46.2
#> 5817                 Grimisuat          VS 7.37 46.2
#> 5818                 Grimisuat          VS 7.37 46.2
#> 5819                 Grimisuat          VS 7.37 46.2
#> 5820                 Grimisuat          VS 7.37 46.2
#> 5821                 Grimisuat          VS 7.37 46.2
#> 5822                 Grimisuat          VS 7.37 46.2
#> 5823                 Grimisuat          VS 7.37 46.2
#> 5824                 Grimisuat          VS 7.37 46.2
#> 5825                 Grimisuat          VS 7.37 46.2
#> 5826                 Grimisuat          VS 7.37 46.2
#> 5827                 Grimisuat          VS 7.37 46.2
#> 5828                 Grimisuat          VS 7.37 46.2
#> 5829                 Grimisuat          VS 7.37 46.2
#> 5830                 Grimisuat          VS 7.37 46.2
#> 5831                 Grimisuat          VS 7.37 46.2
#> 5832                 Grimisuat          VS 7.37 46.2
#> 5833                 Grimisuat          VS 7.37 46.2
#> 5834                 Grimisuat          VS 7.37 46.2
#> 5835                 Grimisuat          VS 7.37 46.2
#> 5836                 Grimisuat          VS 7.37 46.2
#> 5837                 Grimisuat          VS 7.37 46.2
#> 5838                 Grimisuat          VS 7.37 46.2
#> 5839                 Grimisuat          VS 7.37 46.2
#> 5840                 Grimisuat          VS 7.37 46.2
#> 5841                 Grimisuat          VS 7.37 46.2
#> 5842                 Grimisuat          VS 7.37 46.2
#> 5843                 Grimisuat          VS 7.37 46.2
#> 5844                 Grimisuat          VS 7.37 46.2
#> 5845                 Grimisuat          VS 7.37 46.2
#> 5846                 Grimisuat          VS 7.37 46.2
#> 5847                 Grimisuat          VS 7.37 46.2
#> 5848                 Grimisuat          VS 7.37 46.2
#> 5849                 Grimisuat          VS 7.37 46.2
#> 5850                 Grimisuat          VS 7.37 46.2
#> 5851                 Grimisuat          VS 7.37 46.2
#> 5852                 Grimisuat          VS 7.37 46.2
#> 5853                 Grimisuat          VS 7.37 46.2
#> 5854                 Grimisuat          VS 7.37 46.2
#> 5855                 Grimisuat          VS 7.37 46.2
#> 5856                 Grimisuat          VS 7.37 46.2
#> 5857                 Grimisuat          VS 7.37 46.2
#> 5858                 Grimisuat          VS 7.37 46.2
#> 5859                 Grimisuat          VS 7.37 46.2
#> 5860                 Grimisuat          VS 7.37 46.2
#> 5861                 Grimisuat          VS 7.37 46.2
#> 5862                 Grimisuat          VS 7.37 46.2
#> 5863                 Grimisuat          VS 7.37 46.2
#> 5864                 Grimisuat          VS 7.37 46.2
#> 5865                 Grimisuat          VS 7.37 46.2
#> 5866                 Grimisuat          VS 7.37 46.2
#> 5867                 Grimisuat          VS 7.37 46.2
#> 5868                 Grimisuat          VS 7.37 46.2
#> 5869                 Grimisuat          VS 7.37 46.2
#> 5870                 Grimisuat          VS 7.37 46.2
#> 5871                 Grimisuat          VS 7.37 46.2
#> 5872                 Grimisuat          VS 7.37 46.2
#> 5873                 Grimisuat          VS 7.37 46.2
#> 5874                 Grimisuat          VS 7.37 46.2
#> 5875                 Grimisuat          VS 7.37 46.2
#> 5876                 Grimisuat          VS 7.37 46.2
#> 5877                 Grimisuat          VS 7.37 46.2
#> 5878                 Grimisuat          VS 7.37 46.2
#> 5879                 Grimisuat          VS 7.37 46.2
#> 5880                 Grimisuat          VS 7.37 46.2
#> 5881                 Grimisuat          VS 7.37 46.2
#> 5882                 Grimisuat          VS 7.37 46.2
#> 5883                 Grimisuat          VS 7.37 46.2
#> 5884                 Grimisuat          VS 7.37 46.2
#> 5885                 Grimisuat          VS 7.37 46.2
#> 5886                 Grimisuat          VS 7.37 46.2
#> 5887                 Grimisuat          VS 7.37 46.2
#> 5888                 Grimisuat          VS 7.37 46.2
#> 5889                 Grimisuat          VS 7.37 46.2
#> 5890                 Grimisuat          VS 7.37 46.2
#> 5891                 Grimisuat          VS 7.37 46.2
#> 5892                 Grimisuat          VS 7.37 46.2
#> 5893                 Grimisuat          VS 7.37 46.2
#> 5894                 Grimisuat          VS 7.37 46.2
#> 5895                 Grimisuat          VS 7.37 46.2
#> 5896                 Grimisuat          VS 7.37 46.2
#> 5897                 Grimisuat          VS 7.37 46.2
#> 5898                 Grimisuat          VS 7.37 46.2
#> 5899                 Grimisuat          VS 7.37 46.2
#> 5900                 Grimisuat          VS 7.37 46.2
#> 5901                 Grimisuat          VS 7.37 46.2
#> 5902                 Grimisuat          VS 7.37 46.2
#> 5903                 Grimisuat          VS 7.37 46.2
#> 5904                 Grimisuat          VS 7.37 46.2
#> 5905                 Grimisuat          VS 7.37 46.2
#> 5906                 Grimisuat          VS 7.37 46.2
#> 5907                 Grimisuat          VS 7.37 46.2
#> 5908                 Grimisuat          VS 7.37 46.2
#> 5909                 Grimisuat          VS 7.37 46.2
#> 5910                 Grimisuat          VS 7.37 46.2
#> 5911                 Grimisuat          VS 7.37 46.2
#> 5912                 Grimisuat          VS 7.37 46.2
#> 5913                 Grimisuat          VS 7.37 46.2
#> 5914                 Grimisuat          VS 7.37 46.2
#> 5915                 Grimisuat          VS 7.37 46.2
#> 5916                 Grimisuat          VS 7.37 46.2
#> 5917                 Grimisuat          VS 7.37 46.2
#> 5918                 Grimisuat          VS 7.37 46.2
#> 5919                 Grimisuat          VS 7.37 46.2
#> 5920                 Grimisuat          VS 7.37 46.2
#> 5921                 Grimisuat          VS 7.37 46.2
#> 5922                 Grimisuat          VS 7.37 46.2
#> 5923                 Grimisuat          VS 7.37 46.2
#> 5924                 Grimisuat          VS 7.37 46.2
#> 5925                 Grimisuat          VS 7.37 46.2
#> 5926                 Grimisuat          VS 7.37 46.2
#> 5927                 Grimisuat          VS 7.37 46.2
#> 5928                 Grimisuat          VS 7.37 46.2
#> 5929                 Grimisuat          VS 7.37 46.2
#> 5930                 Grimisuat          VS 7.37 46.2
#> 5931                 Grimisuat          VS 7.37 46.2
#> 5932                 Grimisuat          VS 7.37 46.2
#> 5933                 Grimisuat          VS 7.37 46.2
#> 5934                 Grimisuat          VS 7.37 46.2
#> 5935                 Grimisuat          VS 7.37 46.2
#> 5936                 Grimisuat          VS 7.37 46.2
#> 5937                 Grimisuat          VS 7.37 46.2
#> 5938                 Grimisuat          VS 7.37 46.2
#> 5939                 Grimisuat          VS 7.37 46.2
#> 5940                 Grimisuat          VS 7.37 46.2
#> 5941                 Grimisuat          VS 7.37 46.2
#> 5942                 Grimisuat          VS 7.37 46.2
#> 5943                 Grimisuat          VS 7.37 46.2
#> 5944                 Grimisuat          VS 7.37 46.2
#> 5945                 Grimisuat          VS 7.37 46.2
#> 5946                 Grimisuat          VS 7.37 46.2
#> 5947                 Grimisuat          VS 7.37 46.2
#> 5948                 Grimisuat          VS 7.37 46.2
#> 5949                 Grimisuat          VS 7.37 46.2
#> 5950                 Grimisuat          VS 7.37 46.2
#> 5951                 Grimisuat          VS 7.37 46.2
#> 5952                 Grimisuat          VS 7.37 46.2
#> 5953                 Grimisuat          VS 7.37 46.2
#> 5954                 Grimisuat          VS 7.37 46.2
#> 5955                 Grimisuat          VS 7.37 46.2
#> 5956                 Grimisuat          VS 7.37 46.2
#> 5957                 Grimisuat          VS 7.37 46.2
#> 5958                 Grimisuat          VS 7.37 46.2
#> 5959                 Grimisuat          VS 7.37 46.2
#> 5960                 Grimisuat          VS 7.37 46.2
#> 5961                 Grimisuat          VS 7.37 46.2
#> 5962                 Grimisuat          VS 7.37 46.2
#> 5963                 Grimisuat          VS 7.37 46.2
#> 5964                 Grimisuat          VS 7.37 46.2
#> 5965                 Grimisuat          VS 7.37 46.2
#> 5966                 Grimisuat          VS 7.37 46.2
#> 5967                 Grimisuat          VS 7.37 46.2
#> 5968                 Grimisuat          VS 7.37 46.2
#> 5969                 Grimisuat          VS 7.37 46.2
#> 5970                 Grimisuat          VS 7.37 46.2
#> 5971                 Grimisuat          VS 7.37 46.2
#> 5972                 Grimisuat          VS 7.37 46.2
#> 5973                 Grimisuat          VS 7.37 46.2
#> 5974                 Grimisuat          VS 7.37 46.2
#> 5975                 Grimisuat          VS 7.37 46.2
#> 5976                  Chamoson          VS 7.22 46.2
#> 5977                  Chamoson          VS 7.22 46.2
#> 5978                  Chamoson          VS 7.22 46.2
#> 5979                  Chamoson          VS 7.22 46.2
#> 5980                  Chamoson          VS 7.22 46.2
#> 5981                  Chamoson          VS 7.22 46.2
#> 5982                  Chamoson          VS 7.22 46.2
#> 5983                  Chamoson          VS 7.22 46.2
#> 5984                  Chamoson          VS 7.22 46.2
#> 5985                  Chamoson          VS 7.22 46.2
#> 5986                  Chamoson          VS 7.22 46.2
#> 5987                  Chamoson          VS 7.22 46.2
#> 5988                  Chamoson          VS 7.22 46.2
#> 5989                  Chamoson          VS 7.22 46.2
#> 5990                  Chamoson          VS 7.22 46.2
#> 5991                  Chamoson          VS 7.22 46.2
#> 5992                  Chamoson          VS 7.22 46.2
#> 5993                  Chamoson          VS 7.22 46.2
#> 5994                  Chamoson          VS 7.22 46.2
#> 5995                  Chamoson          VS 7.22 46.2
#> 5996                  Chamoson          VS 7.22 46.2
#> 5997                  Chamoson          VS 7.22 46.2
#> 5998                  Chamoson          VS 7.22 46.2
#> 5999                  Chamoson          VS 7.22 46.2
#> 6000                  Chamoson          VS 7.22 46.2
#> 6001                  Chamoson          VS 7.22 46.2
#> 6002                  Chamoson          VS 7.22 46.2
#> 6003                  Chamoson          VS 7.22 46.2
#> 6004                  Chamoson          VS 7.22 46.2
#> 6005                  Chamoson          VS 7.22 46.2
#> 6006                  Chamoson          VS 7.22 46.2
#> 6007                  Chamoson          VS 7.22 46.2
#> 6008                  Chamoson          VS 7.22 46.2
#> 6009                  Chamoson          VS 7.22 46.2
#> 6010                  Chamoson          VS 7.22 46.2
#> 6011                  Chamoson          VS 7.22 46.2
#> 6012                  Chamoson          VS 7.22 46.2
#> 6013                  Chamoson          VS 7.22 46.2
#> 6014                  Chamoson          VS 7.22 46.2
#> 6015                  Chamoson          VS 7.22 46.2
#> 6016                  Chamoson          VS 7.22 46.2
#> 6017                  Chamoson          VS 7.22 46.2
#> 6018                  Chamoson          VS 7.22 46.2
#> 6019                  Chamoson          VS 7.22 46.2
#> 6020                  Chamoson          VS 7.22 46.2
#> 6021                  Chamoson          VS 7.22 46.2
#> 6022                  Chamoson          VS 7.22 46.2
#> 6023                  Chamoson          VS 7.22 46.2
#> 6024                  Chamoson          VS 7.22 46.2
#> 6025                  Chamoson          VS 7.22 46.2
#> 6026                  Chamoson          VS 7.22 46.2
#> 6027                  Chamoson          VS 7.22 46.2
#> 6028                  Chamoson          VS 7.22 46.2
#> 6029                  Chamoson          VS 7.22 46.2
#> 6030                  Chamoson          VS 7.22 46.2
#> 6031                  Chamoson          VS 7.22 46.2
#> 6032                  Chamoson          VS 7.22 46.2
#> 6033                  Chamoson          VS 7.22 46.2
#> 6034                  Chamoson          VS 7.22 46.2
#> 6035                  Chamoson          VS 7.22 46.2
#> 6036                  Chamoson          VS 7.22 46.2
#> 6037                  Chamoson          VS 7.22 46.2
#> 6038                  Chamoson          VS 7.22 46.2
#> 6039                  Chamoson          VS 7.22 46.2
#> 6040                  Chamoson          VS 7.22 46.2
#> 6041                  Chamoson          VS 7.22 46.2
#> 6042                     Ardon          VS 7.24 46.2
#> 6043                     Ardon          VS 7.24 46.2
#> 6044                     Ardon          VS 7.24 46.2
#> 6045                     Ardon          VS 7.24 46.2
#> 6046                     Ardon          VS 7.24 46.2
#> 6047                     Ardon          VS 7.24 46.2
#> 6048                     Ardon          VS 7.24 46.2
#> 6049                     Ardon          VS 7.24 46.2
#> 6050                     Ardon          VS 7.24 46.2
#> 6051                     Ardon          VS 7.24 46.2
#> 6052                     Ardon          VS 7.24 46.2
#> 6053                     Ardon          VS 7.24 46.2
#> 6054                     Ardon          VS 7.24 46.2
#> 6055                     Ardon          VS 7.24 46.2
#> 6056                     Ardon          VS 7.24 46.2
#> 6057                     Ardon          VS 7.24 46.2
#> 6058                     Ardon          VS 7.24 46.2
#> 6059                     Ardon          VS 7.24 46.2
#> 6060                     Ardon          VS 7.24 46.2
#> 6061                     Ardon          VS 7.24 46.2
#> 6062                     Ardon          VS 7.24 46.2
#> 6063                     Ardon          VS 7.24 46.2
#> 6064                     Ardon          VS 7.24 46.2
#> 6065                     Ardon          VS 7.24 46.2
#> 6066                     Ardon          VS 7.24 46.2
#> 6067                     Ardon          VS 7.24 46.2
#> 6068                     Ardon          VS 7.24 46.2
#> 6069                     Ardon          VS 7.24 46.2
#> 6070                     Ardon          VS 7.24 46.2
#> 6071                     Ardon          VS 7.24 46.2
#> 6072                     Ardon          VS 7.24 46.2
#> 6073                     Ardon          VS 7.24 46.2
#> 6074                     Ardon          VS 7.24 46.2
#> 6075                     Ardon          VS 7.24 46.2
#> 6076                     Ardon          VS 7.24 46.2
#> 6077                     Ardon          VS 7.24 46.2
#> 6078                     Ardon          VS 7.24 46.2
#> 6079                     Ardon          VS 7.24 46.2
#> 6080                     Ardon          VS 7.24 46.2
#> 6081                     Ardon          VS 7.24 46.2
#> 6082                     Ardon          VS 7.24 46.2
#> 6083                     Ardon          VS 7.24 46.2
#> 6084                     Ardon          VS 7.24 46.2
#> 6085                     Ardon          VS 7.24 46.2
#> 6086                     Ardon          VS 7.24 46.2
#> 6087                     Ardon          VS 7.24 46.2
#> 6088                     Ardon          VS 7.24 46.2
#> 6089                     Ardon          VS 7.24 46.2
#> 6090                     Ardon          VS 7.24 46.2
#> 6091                     Ardon          VS 7.24 46.2
#> 6092                     Ardon          VS 7.24 46.2
#> 6093                     Ardon          VS 7.24 46.2
#> 6094                     Ardon          VS 7.24 46.2
#> 6095                     Ardon          VS 7.24 46.2
#> 6096                     Ardon          VS 7.24 46.2
#> 6097                     Ardon          VS 7.24 46.2
#> 6098                     Ardon          VS 7.24 46.2
#> 6099                     Ardon          VS 7.24 46.2
#> 6100                     Ardon          VS 7.24 46.2
#> 6101                     Ayent          VS 7.42 46.3
#> 6102                     Ayent          VS 7.42 46.3
#> 6103                     Ayent          VS 7.42 46.3
#> 6104                     Ayent          VS 7.42 46.3
#> 6105                     Ayent          VS 7.42 46.3
#> 6106                     Ayent          VS 7.42 46.3
#> 6107                     Ayent          VS 7.42 46.3
#> 6108                     Ayent          VS 7.42 46.3
#> 6109                     Ayent          VS 7.42 46.3
#> 6110                     Ayent          VS 7.42 46.3
#> 6111                     Ayent          VS 7.42 46.3
#> 6112                     Ayent          VS 7.42 46.3
#> 6113                     Ayent          VS 7.42 46.3
#> 6114                     Ayent          VS 7.42 46.3
#> 6115                     Ayent          VS 7.42 46.3
#> 6116                     Ayent          VS 7.42 46.3
#> 6117                     Ayent          VS 7.42 46.3
#> 6118                     Ayent          VS 7.42 46.3
#> 6119                     Ayent          VS 7.42 46.3
#> 6120                     Ayent          VS 7.42 46.3
#> 6121                     Ayent          VS 7.42 46.3
#> 6122                     Ayent          VS 7.42 46.3
#> 6123                     Ayent          VS 7.42 46.3
#> 6124                     Ayent          VS 7.42 46.3
#> 6125                     Ayent          VS 7.42 46.3
#> 6126                     Ayent          VS 7.42 46.3
#> 6127                     Ayent          VS 7.42 46.3
#> 6128                     Ayent          VS 7.42 46.3
#> 6129                     Ayent          VS 7.42 46.3
#> 6130                     Ayent          VS 7.42 46.3
#> 6131                     Ayent          VS 7.42 46.3
#> 6132                     Ayent          VS 7.42 46.3
#> 6133                     Ayent          VS 7.42 46.3
#> 6134                     Ayent          VS 7.42 46.3
#> 6135                     Ayent          VS 7.42 46.3
#> 6136                     Ayent          VS 7.42 46.3
#> 6137                     Ayent          VS 7.42 46.3
#> 6138                     Ayent          VS 7.42 46.3
#> 6139                     Ayent          VS 7.42 46.3
#> 6140                     Ayent          VS 7.42 46.3
#> 6141                     Ayent          VS 7.42 46.3
#> 6142                     Ayent          VS 7.42 46.3
#> 6143                     Ayent          VS 7.42 46.3
#> 6144                     Ayent          VS 7.42 46.3
#> 6145                     Ayent          VS 7.42 46.3
#> 6146                     Ayent          VS 7.42 46.3
#> 6147                     Ayent          VS 7.42 46.3
#> 6148                     Ayent          VS 7.42 46.3
#> 6149                     Ayent          VS 7.42 46.3
#> 6150                     Ayent          VS 7.42 46.3
#> 6151                     Ayent          VS 7.42 46.3
#> 6152                     Ayent          VS 7.42 46.3
#> 6153                     Ayent          VS 7.42 46.3
#> 6154                     Ayent          VS 7.42 46.3
#> 6155                     Ayent          VS 7.42 46.3
#> 6156                     Ayent          VS 7.42 46.3
#> 6157                     Ayent          VS 7.42 46.3
#> 6158                     Ayent          VS 7.42 46.3
#> 6159                     Ayent          VS 7.42 46.3
#> 6160                     Ayent          VS 7.42 46.3
#> 6161                     Ayent          VS 7.42 46.3
#> 6162                     Ayent          VS 7.42 46.3
#> 6163                     Ayent          VS 7.42 46.3
#> 6164                     Ayent          VS 7.42 46.3
#> 6165                     Ayent          VS 7.42 46.3
#> 6166                     Ayent          VS 7.42 46.3
#> 6167                     Ayent          VS 7.42 46.3
#> 6168                     Ayent          VS 7.42 46.3
#> 6169                     Ayent          VS 7.42 46.3
#> 6170                     Ayent          VS 7.42 46.3
#> 6171                     Ayent          VS 7.42 46.3
#> 6172                     Ayent          VS 7.42 46.3
#> 6173                     Ayent          VS 7.42 46.3
#> 6174                     Ayent          VS 7.42 46.3
#> 6175                     Ayent          VS 7.42 46.3
#> 6176                     Ayent          VS 7.42 46.3
#> 6177                     Ayent          VS 7.42 46.3
#> 6178                     Ayent          VS 7.42 46.3
#> 6179                     Ayent          VS 7.42 46.3
#> 6180                     Ayent          VS 7.42 46.3
#> 6181                     Ayent          VS 7.42 46.3
#> 6182                     Ayent          VS 7.42 46.3
#> 6183                     Ayent          VS 7.42 46.3
#> 6184                     Ayent          VS 7.42 46.3
#> 6185                     Ayent          VS 7.42 46.3
#> 6186                     Ayent          VS 7.42 46.3
#> 6187                     Ayent          VS 7.42 46.3
#> 6188                     Ayent          VS 7.42 46.3
#> 6189                     Ayent          VS 7.42 46.3
#> 6190                     Ayent          VS 7.42 46.3
#> 6191                     Ayent          VS 7.42 46.3
#> 6192                     Ayent          VS 7.42 46.3
#> 6193                     Ayent          VS 7.42 46.3
#> 6194                     Ayent          VS 7.42 46.3
#> 6195                     Ayent          VS 7.42 46.3
#> 6196                     Ayent          VS 7.42 46.3
#> 6197                     Ayent          VS 7.42 46.3
#> 6198                     Ayent          VS 7.42 46.3
#> 6199                     Ayent          VS 7.42 46.3
#> 6200                     Ayent          VS 7.42 46.3
#> 6201                     Ayent          VS 7.42 46.3
#> 6202                     Ayent          VS 7.42 46.3
#> 6203                     Ayent          VS 7.42 46.3
#> 6204                     Ayent          VS 7.42 46.3
#> 6205                     Ayent          VS 7.42 46.3
#> 6206                     Ayent          VS 7.42 46.3
#> 6207                     Ayent          VS 7.42 46.3
#> 6208                     Ayent          VS 7.42 46.3
#> 6209                     Ayent          VS 7.42 46.3
#> 6210                     Ayent          VS 7.42 46.3
#> 6211                     Ayent          VS 7.42 46.3
#> 6212                     Ayent          VS 7.42 46.3
#> 6213                     Ayent          VS 7.42 46.3
#> 6214                     Ayent          VS 7.42 46.3
#> 6215                     Ayent          VS 7.42 46.3
#> 6216                     Ayent          VS 7.42 46.3
#> 6217                     Ayent          VS 7.42 46.3
#> 6218                     Ayent          VS 7.42 46.3
#> 6219                     Ayent          VS 7.42 46.3
#> 6220                     Ayent          VS 7.42 46.3
#> 6221                     Ayent          VS 7.42 46.3
#> 6222                     Ayent          VS 7.42 46.3
#> 6223                     Ayent          VS 7.42 46.3
#> 6224                     Ayent          VS 7.42 46.3
#> 6225                     Ayent          VS 7.42 46.3
#> 6226                     Ayent          VS 7.42 46.3
#> 6227                     Ayent          VS 7.42 46.3
#> 6228                     Ayent          VS 7.42 46.3
#> 6229                     Ayent          VS 7.42 46.3
#> 6230                     Ayent          VS 7.42 46.3
#> 6231                     Ayent          VS 7.42 46.3
#> 6232                     Ayent          VS 7.42 46.3
#> 6233                     Ayent          VS 7.42 46.3
#> 6234                     Ayent          VS 7.42 46.3
#> 6235                     Ayent          VS 7.42 46.3
#> 6236                     Ayent          VS 7.42 46.3
#> 6237                     Ayent          VS 7.42 46.3
#> 6238                     Ayent          VS 7.42 46.3
#> 6239                     Ayent          VS 7.42 46.3
#> 6240                Mont-Noble          VS 7.44 46.2
#> 6241                Mont-Noble          VS 7.44 46.2
#> 6242                   Savièse          VS 7.32 46.2
#> 6243                   Savièse          VS 7.32 46.2
#> 6244                   Savièse          VS 7.32 46.2
#> 6245                   Savièse          VS 7.32 46.2
#> 6246                   Savièse          VS 7.32 46.2
#> 6247                   Savièse          VS 7.32 46.2
#> 6248                   Savièse          VS 7.32 46.2
#> 6249                   Savièse          VS 7.32 46.2
#>      Demographic_cluster Political_cluster Tax_cluster
#> 1                      4                 3           2
#> 2                      4                 3           2
#> 3                      4                 3           2
#> 4                      4                 3           2
#> 5                      4                 3           2
#> 6                      4                 3           2
#> 7                      4                 3           2
#> 8                      4                 3           2
#> 9                      4                 3           2
#> 10                     4                 3           2
#> 11                     4                 3           2
#> 12                     4                 3           2
#> 13                     4                 3           2
#> 14                     4                 3           2
#> 15                     4                 3           2
#> 16                     4                 3           2
#> 17                     4                 3           2
#> 18                     4                 3           2
#> 19                     4                 3           2
#> 20                     4                 3           2
#> 21                     4                 3           2
#> 22                     4                 3           2
#> 23                     4                 3           2
#> 24                     4                 3           2
#> 25                     4                 3           2
#> 26                     4                 3           2
#> 27                     4                 3           2
#> 28                     4                 3           2
#> 29                     4                 3           2
#> 30                     4                 3           2
#> 31                     4                 3           2
#> 32                     4                 3           2
#> 33                     4                 3           2
#> 34                     4                 3           2
#> 35                     4                 3           2
#> 36                     4                 3           2
#> 37                     4                 3           2
#> 38                     4                 3           2
#> 39                     4                 3           2
#> 40                     4                 3           2
#> 41                     4                 3           2
#> 42                     4                 3           2
#> 43                     4                 3           2
#> 44                     4                 3           2
#> 45                     4                 3           2
#> 46                     4                 3           2
#> 47                     4                 3           2
#> 48                     4                 3           2
#> 49                     4                 3           2
#> 50                     4                 3           2
#> 51                     4                 3           2
#> 52                     4                 3           2
#> 53                     4                 3           2
#> 54                     4                 3           2
#> 55                     4                 3           2
#> 56                     4                 3           2
#> 57                     4                 3           2
#> 58                     4                 3           2
#> 59                     2                 3           2
#> 60                     2                 3           2
#> 61                     2                 3           2
#> 62                     2                 3           2
#> 63                     2                 3           2
#> 64                     2                 3           2
#> 65                     2                 3           2
#> 66                     2                 3           2
#> 67                     2                 3           2
#> 68                     2                 3           2
#> 69                     2                 3           2
#> 70                     2                 3           2
#> 71                     2                 3           2
#> 72                     2                 3           2
#> 73                     2                 3           2
#> 74                     2                 3           2
#> 75                     2                 3           2
#> 76                     2                 3           2
#> 77                     2                 3           2
#> 78                     2                 3           2
#> 79                     2                 3           2
#> 80                     2                 3           2
#> 81                     2                 3           2
#> 82                     2                 3           2
#> 83                     2                 3           2
#> 84                     2                 3           2
#> 85                     2                 3           2
#> 86                     2                 3           2
#> 87                     2                 3           2
#> 88                     2                 3           2
#> 89                     2                 3           2
#> 90                     2                 3           2
#> 91                     2                 3           2
#> 92                     2                 3           2
#> 93                     2                 3           2
#> 94                     2                 3           2
#> 95                     2                 3           2
#> 96                     2                 3           2
#> 97                     2                 3           2
#> 98                     2                 3           2
#> 99                     2                 3           2
#> 100                    2                 3           2
#> 101                    2                 3           2
#> 102                    2                 3           2
#> 103                    2                 3           2
#> 104                    2                 3           2
#> 105                    2                 3           2
#> 106                    2                 3           2
#> 107                    2                 3           2
#> 108                    2                 3           2
#> 109                    2                 3           2
#> 110                    2                 3           2
#> 111                    2                 3           2
#> 112                    2                 3           2
#> 113                    2                 3           2
#> 114                    2                 3           2
#> 115                    2                 3           2
#> 116                    2                 3           2
#> 117                    2                 3           2
#> 118                    2                 3           2
#> 119                    2                 3           2
#> 120                    2                 3           2
#> 121                    2                 3           2
#> 122                    2                 3           2
#> 123                    2                 3           2
#> 124                    2                 3           2
#> 125                    2                 3           2
#> 126                    2                 3           2
#> 127                    2                 3           2
#> 128                    2                 3           2
#> 129                    2                 3           2
#> 130                    2                 3           2
#> 131                    2                 3           2
#> 132                    2                 3           2
#> 133                    2                 3           2
#> 134                    2                 3           2
#> 135                    2                 3           2
#> 136                    2                 3           2
#> 137                    2                 3           2
#> 138                    2                 3           2
#> 139                    2                 3           2
#> 140                    2                 3           2
#> 141                    2                 3           2
#> 142                    2                 3           2
#> 143                    2                 3           2
#> 144                    2                 3           2
#> 145                    2                 3           2
#> 146                    2                 3           2
#> 147                    2                 3           2
#> 148                    2                 3           2
#> 149                    2                 3           2
#> 150                    2                 3           2
#> 151                    2                 3           2
#> 152                    2                 3           2
#> 153                    2                 3           2
#> 154                    2                 3           2
#> 155                    2                 3           2
#> 156                    2                 3           2
#> 157                    2                 3           2
#> 158                    2                 3           2
#> 159                    2                 3           2
#> 160                    2                 3           2
#> 161                    4                 3           2
#> 162                    4                 3           2
#> 163                    4                 3           2
#> 164                    4                 3           2
#> 165                    4                 3           2
#> 166                    4                 3           2
#> 167                    4                 3           2
#> 168                    4                 3           2
#> 169                    4                 3           2
#> 170                    4                 3           2
#> 171                    4                 3           2
#> 172                    4                 3           2
#> 173                    4                 3           2
#> 174                    4                 3           2
#> 175                    4                 3           2
#> 176                    4                 3           2
#> 177                    4                 3           2
#> 178                    4                 3           2
#> 179                    4                 3           2
#> 180                    4                 3           2
#> 181                    4                 3           2
#> 182                    4                 3           2
#> 183                    4                 3           2
#> 184                    4                 3           2
#> 185                    4                 3           2
#> 186                    4                 3           2
#> 187                    4                 3           2
#> 188                    4                 3           2
#> 189                    4                 3           2
#> 190                    4                 3           2
#> 191                    4                 3           2
#> 192                    4                 3           2
#> 193                    4                 3           2
#> 194                    4                 3           2
#> 195                    4                 3           2
#> 196                    4                 3           2
#> 197                    4                 3           2
#> 198                    4                 3           2
#> 199                    4                 3           2
#> 200                    4                 3           2
#> 201                    4                 3           2
#> 202                    4                 3           2
#> 203                    4                 3           2
#> 204                    4                 3           2
#> 205                    4                 3           2
#> 206                    4                 3           2
#> 207                    4                 3           2
#> 208                    4                 3           2
#> 209                    4                 3           2
#> 210                    4                 3           2
#> 211                    4                 3           2
#> 212                    4                 3           2
#> 213                    4                 3           2
#> 214                    4                 3           2
#> 215                    4                 3           2
#> 216                    4                 3           2
#> 217                    4                 3           2
#> 218                    4                 3           2
#> 219                    4                 3           2
#> 220                    4                 3           2
#> 221                    4                 3           2
#> 222                    4                 3           2
#> 223                    4                 3           2
#> 224                    4                 3           2
#> 225                    4                 3           2
#> 226                    4                 3           2
#> 227                    4                 3           2
#> 228                    4                 3           2
#> 229                    4                 3           2
#> 230                    4                 3           2
#> 231                    4                 3           2
#> 232                    4                 3           2
#> 233                    4                 3           2
#> 234                    4                 3           2
#> 235                    4                 3           2
#> 236                    4                 3           2
#> 237                    4                 3           2
#> 238                    4                 3           2
#> 239                    4                 3           2
#> 240                    4                 3           2
#> 241                    4                 3           2
#> 242                    4                 3           2
#> 243                    4                 3           2
#> 244                    2                 3           2
#> 245                    2                 3           2
#> 246                    2                 3           2
#> 247                    2                 3           2
#> 248                    2                 3           2
#> 249                    2                 3           2
#> 250                    2                 3           2
#> 251                    2                 3           2
#> 252                    2                 3           2
#> 253                    2                 3           2
#> 254                    2                 3           2
#> 255                    2                 3           2
#> 256                    2                 3           2
#> 257                    2                 3           2
#> 258                    2                 3           2
#> 259                    2                 3           2
#> 260                    2                 3           2
#> 261                    2                 3           2
#> 262                    2                 3           2
#> 263                    2                 3           2
#> 264                    2                 3           2
#> 265                    2                 3           2
#> 266                    2                 3           2
#> 267                    2                 3           2
#> 268                    2                 3           2
#> 269                    2                 3           2
#> 270                    2                 3           2
#> 271                    2                 3           2
#> 272                    2                 3           2
#> 273                    2                 3           2
#> 274                    2                 3           2
#> 275                    2                 3           2
#> 276                    2                 3           2
#> 277                    2                 3           2
#> 278                    2                 3           2
#> 279                    2                 3           2
#> 280                    2                 3           2
#> 281                    2                 3           2
#> 282                    2                 3           2
#> 283                    2                 3           2
#> 284                    2                 3           2
#> 285                    2                 3           2
#> 286                    2                 3           2
#> 287                    2                 3           2
#> 288                    2                 3           2
#> 289                    2                 3           2
#> 290                    2                 3           2
#> 291                    2                 3           2
#> 292                    2                 3           2
#> 293                    2                 3           2
#> 294                    2                 3           2
#> 295                    2                 3           2
#> 296                    2                 3           2
#> 297                    2                 3           2
#> 298                    2                 3           2
#> 299                    2                 3           2
#> 300                    2                 3           2
#> 301                    2                 3           2
#> 302                    2                 3           2
#> 303                    2                 3           2
#> 304                    2                 3           2
#> 305                    2                 3           2
#> 306                    1                 3           2
#> 307                    1                 3           2
#> 308                    1                 3           2
#> 309                    1                 3           2
#> 310                    1                 3           2
#> 311                    1                 3           2
#> 312                    1                 3           2
#> 313                    1                 3           2
#> 314                    1                 3           2
#> 315                    1                 3           2
#> 316                    1                 3           2
#> 317                    1                 3           2
#> 318                    1                 3           2
#> 319                    1                 3           2
#> 320                    1                 3           2
#> 321                    1                 3           2
#> 322                    1                 3           2
#> 323                    1                 3           2
#> 324                    1                 3           2
#> 325                    1                 3           2
#> 326                    1                 3           2
#> 327                    1                 3           2
#> 328                    1                 3           2
#> 329                    1                 3           2
#> 330                    1                 3           2
#> 331                    1                 3           2
#> 332                    1                 3           2
#> 333                    2                 3           2
#> 334                    2                 3           2
#> 335                    2                 3           2
#> 336                    2                 3           2
#> 337                    2                 3           2
#> 338                    2                 3           2
#> 339                    2                 3           2
#> 340                    1                 1           2
#> 341                    1                 1           2
#> 342                    1                 1           2
#> 343                    2                 3           2
#> 344                    2                 3           2
#> 345                    2                 3           2
#> 346                    2                 3           2
#> 347                    2                 3           2
#> 348                    2                 3           2
#> 349                    2                 3           2
#> 350                    2                 3           2
#> 351                    2                 3           2
#> 352                    2                 3           2
#> 353                    2                 3           2
#> 354                    2                 3           2
#> 355                    2                 3           2
#> 356                    2                 3           2
#> 357                    2                 3           2
#> 358                    1                 3           2
#> 359                    1                 3           2
#> 360                    1                 3           2
#> 361                    1                 3           2
#> 362                    1                 3           2
#> 363                    1                 3           2
#> 364                    1                 3           2
#> 365                    1                 3           2
#> 366                    4                 3           2
#> 367                    4                 3           2
#> 368                    4                 3           2
#> 369                    4                 3           2
#> 370                    4                 3           2
#> 371                    4                 3           2
#> 372                    4                 3           2
#> 373                    4                 3           2
#> 374                    1                 3           2
#> 375                    1                 3           2
#> 376                    1                 3           2
#> 377                    1                 3           2
#> 378                    1                 3           2
#> 379                    1                 3           2
#> 380                    1                 3           2
#> 381                    1                 3           2
#> 382                    1                 3           2
#> 383                    1                 3           2
#> 384                    1                 1           2
#> 385                    1                 1           2
#> 386                    1                 1           2
#> 387                    1                 1           2
#> 388                    1                 1           2
#> 389                    1                 1           2
#> 390                    1                 1           2
#> 391                    1                 1           2
#> 392                    1                 1           2
#> 393                    1                 1           2
#> 394                    1                 1           2
#> 395                    1                 1           2
#> 396                    1                 1           2
#> 397                    1                 1           2
#> 398                    1                 1           2
#> 399                    1                 1           2
#> 400                    1                 1           2
#> 401                    1                 1           2
#> 402                    1                 1           2
#> 403                    1                 1           2
#> 404                    1                 3           2
#> 405                    1                 3           2
#> 406                    1                 3           2
#> 407                    1                 3           2
#> 408                    1                 3           2
#> 409                    1                 3           2
#> 410                    1                 3           2
#> 411                    1                 3           2
#> 412                    1                 3           2
#> 413                    1                 3           2
#> 414                    1                 3           2
#> 415                    1                 3           2
#> 416                    1                 3           2
#> 417                    1                 3           2
#> 418                    1                 3           2
#> 419                    1                 3           2
#> 420                    1                 3           2
#> 421                    1                 3           2
#> 422                    1                 3           2
#> 423                    1                 3           2
#> 424                    1                 3           2
#> 425                    1                 3           2
#> 426                    1                 3           2
#> 427                    1                 3           2
#> 428                    1                 3           2
#> 429                    1                 3           2
#> 430                    1                 3           2
#> 431                    1                 3           2
#> 432                    1                 3           2
#> 433                    1                 3           2
#> 434                    1                 3           2
#> 435                    1                 3           2
#> 436                    1                 3           2
#> 437                    1                 3           2
#> 438                    1                 3           2
#> 439                    1                 3           2
#> 440                    1                 3           2
#> 441                    1                 3           2
#> 442                    1                 3           2
#> 443                    1                 1           2
#> 444                    1                 1           2
#> 445                    1                 1           2
#> 446                    1                 1           2
#> 447                    1                 1           2
#> 448                    1                 1           2
#> 449                    1                 1           2
#> 450                    1                 1           2
#> 451                    1                 3           2
#> 452                    1                 3           2
#> 453                    1                 3           2
#> 454                    1                 3           2
#> 455                    1                 3           2
#> 456                    1                 3           2
#> 457                    1                 3           2
#> 458                    1                 3           2
#> 459                    1                 3           2
#> 460                    1                 3           2
#> 461                    1                 3           2
#> 462                    1                 1           2
#> 463                    1                 3           2
#> 464                    4                 3           2
#> 465                    4                 3           2
#> 466                    4                 3           2
#> 467                    4                 3           2
#> 468                    4                 3           2
#> 469                    4                 3           2
#> 470                    4                 3           2
#> 471                    4                 3           2
#> 472                    4                 3           2
#> 473                    4                 3           2
#> 474                    4                 3           2
#> 475                    4                 3           2
#> 476                    4                 3           2
#> 477                    4                 3           2
#> 478                    4                 3           2
#> 479                    4                 3           2
#> 480                    4                 3           2
#> 481                    4                 3           2
#> 482                    4                 3           2
#> 483                    4                 3           2
#> 484                    4                 3           2
#> 485                    4                 3           2
#> 486                    4                 3           2
#> 487                    4                 3           2
#> 488                    4                 3           2
#> 489                    4                 3           2
#> 490                    4                 3           2
#> 491                    4                 3           2
#> 492                    4                 3           2
#> 493                    4                 3           2
#> 494                    4                 3           2
#> 495                    4                 3           2
#> 496                    4                 3           2
#> 497                    4                 3           2
#> 498                    4                 3           2
#> 499                    4                 3           2
#> 500                    4                 3           2
#> 501                    4                 3           2
#> 502                    4                 3           2
#> 503                    4                 3           2
#> 504                    4                 3           2
#> 505                    4                 3           2
#> 506                    4                 3           2
#> 507                    4                 3           2
#> 508                    4                 3           2
#> 509                    4                 3           2
#> 510                    4                 3           2
#> 511                    4                 3           2
#> 512                    4                 3           2
#> 513                    1                 1           2
#> 514                    1                 1           2
#> 515                    1                 1           2
#> 516                    1                 1           2
#> 517                    1                 1           2
#> 518                    1                 1           2
#> 519                    1                 1           2
#> 520                    1                 1           2
#> 521                    1                 1           2
#> 522                    1                 1           2
#> 523                    1                 1           2
#> 524                    1                 1           2
#> 525                    1                 1           2
#> 526                    1                 3           2
#> 527                    3                 3           2
#> 528                    1                 3           2
#> 529                    1                 3           2
#> 530                    1                 3           2
#> 531                    2                 3           2
#> 532                    2                 3           2
#> 533                    2                 3           2
#> 534                    2                 3           2
#> 535                    2                 3           2
#> 536                    2                 3           2
#> 537                    2                 3           2
#> 538                    2                 3           2
#> 539                    2                 3           2
#> 540                    2                 3           2
#> 541                    2                 3           2
#> 542                    2                 3           2
#> 543                    2                 3           2
#> 544                    2                 3           2
#> 545                    2                 3           2
#> 546                    2                 3           2
#> 547                    2                 3           2
#> 548                    2                 3           2
#> 549                    2                 3           2
#> 550                    2                 3           2
#> 551                    2                 3           2
#> 552                    2                 3           2
#> 553                    2                 3           2
#> 554                    2                 3           2
#> 555                    1                 3           2
#> 556                    1                 3           2
#> 557                    1                 3           2
#> 558                    1                 3           2
#> 559                    1                 3           2
#> 560                    1                 3           2
#> 561                    1                 3           2
#> 562                    1                 3           2
#> 563                    1                 3           2
#> 564                    1                 3           2
#> 565                    1                 3           2
#> 566                    1                 3           2
#> 567                    1                 3           2
#> 568                    1                 3           2
#> 569                    1                 3           2
#> 570                    1                 3           2
#> 571                    1                 3           2
#> 572                    1                 3           2
#> 573                    1                 3           2
#> 574                    2                 3           2
#> 575                    2                 3           2
#> 576                    2                 3           2
#> 577                    2                 3           2
#> 578                    2                 3           2
#> 579                    2                 3           2
#> 580                    2                 3           2
#> 581                    2                 3           2
#> 582                    2                 3           2
#> 583                    2                 3           2
#> 584                    2                 3           2
#> 585                    2                 3           2
#> 586                    2                 3           2
#> 587                    2                 3           2
#> 588                    2                 3           2
#> 589                    2                 3           2
#> 590                    2                 3           2
#> 591                    2                 3           2
#> 592                    2                 3           2
#> 593                    2                 3           2
#> 594                    2                 3           2
#> 595                    2                 3           2
#> 596                    2                 3           2
#> 597                    1                 3           2
#> 598                    1                 3           2
#> 599                    1                 3           2
#> 600                    1                 3           2
#> 601                    1                 3           2
#> 602                    1                 3           2
#> 603                    1                 3           2
#> 604                    1                 3           2
#> 605                    1                 3           2
#> 606                    1                 3           2
#> 607                    1                 3           2
#> 608                    1                 3           2
#> 609                    1                 3           2
#> 610                    1                 3           2
#> 611                    1                 3           2
#> 612                    1                 3           2
#> 613                    1                 3           2
#> 614                    1                 3           2
#> 615                    1                 3           2
#> 616                    1                 3           2
#> 617                    1                 3           2
#> 618                    1                 3           2
#> 619                    1                 3           2
#> 620                    1                 3           2
#> 621                    1                 3           2
#> 622                    1                 3           2
#> 623                    1                 3           2
#> 624                    1                 3           2
#> 625                    1                 3           2
#> 626                    1                 3           2
#> 627                    1                 3           2
#> 628                    1                 3           2
#> 629                    1                 3           2
#> 630                    1                 3           2
#> 631                    1                 3           2
#> 632                    1                 3           2
#> 633                    1                 3           2
#> 634                    2                 1           2
#> 635                    2                 1           2
#> 636                    2                 1           2
#> 637                    2                 1           2
#> 638                    2                 1           2
#> 639                    2                 1           2
#> 640                    2                 1           2
#> 641                    2                 1           2
#> 642                    1                 3           2
#> 643                    1                 3           2
#> 644                    1                 3           2
#> 645                    1                 3           2
#> 646                    1                 3           2
#> 647                    1                 3           2
#> 648                    1                 3           2
#> 649                    1                 3           2
#> 650                    1                 3           2
#> 651                    1                 3           2
#> 652                    1                 3           2
#> 653                    1                 3           2
#> 654                    1                 3           2
#> 655                    1                 3           2
#> 656                    1                 3           2
#> 657                    1                 5           4
#> 658                    1                 3           2
#> 659                    1                 3           2
#> 660                    1                 3           2
#> 661                    2                 3           2
#> 662                    2                 3           2
#> 663                    2                 3           2
#> 664                    2                 3           2
#> 665                    2                 3           2
#> 666                    2                 3           2
#> 667                    2                 3           2
#> 668                    2                 3           2
#> 669                    2                 3           2
#> 670                    2                 3           2
#> 671                    2                 3           2
#> 672                    2                 3           2
#> 673                    2                 3           2
#> 674                    2                 3           2
#> 675                    2                 3           2
#> 676                    2                 3           2
#> 677                    1                 3           2
#> 678                    1                 3           2
#> 679                    1                 3           2
#> 680                    1                 3           2
#> 681                    1                 3           2
#> 682                    1                 3           2
#> 683                    1                 3           2
#> 684                    1                 3           2
#> 685                    1                 3           2
#> 686                    1                 3           2
#> 687                    1                 3           2
#> 688                    1                 3           2
#> 689                    1                 3           2
#> 690                    1                 3           2
#> 691                    1                 3           2
#> 692                    1                 3           2
#> 693                    1                 3           2
#> 694                    1                 3           2
#> 695                    1                 3           2
#> 696                    1                 3           2
#> 697                    1                 3           2
#> 698                    1                 3           2
#> 699                    1                 3           2
#> 700                    1                 3           2
#> 701                    1                 3           2
#> 702                    1                 3           2
#> 703                    1                 3           2
#> 704                    1                 3           2
#> 705                    1                 3           2
#> 706                    1                 3           2
#> 707                    1                 3           2
#> 708                    1                 3           2
#> 709                    1                 3           2
#> 710                    1                 3           2
#> 711                    1                 3           2
#> 712                    1                 3           2
#> 713                    1                 3           2
#> 714                    1                 3           2
#> 715                    1                 3           2
#> 716                    1                 3           2
#> 717                    1                 3           2
#> 718                    1                 3           2
#> 719                    1                 3           2
#> 720                    1                 3           2
#> 721                    1                 3           2
#> 722                    1                 3           2
#> 723                    2                 3           2
#> 724                    2                 3           2
#> 725                    2                 3           2
#> 726                    2                 3           2
#> 727                    2                 3           2
#> 728                    2                 3           2
#> 729                    2                 3           2
#> 730                    2                 3           2
#> 731                    2                 3           2
#> 732                    2                 3           2
#> 733                    2                 3           2
#> 734                    2                 3           2
#> 735                    2                 3           2
#> 736                    2                 3           2
#> 737                    2                 3           2
#> 738                    2                 3           2
#> 739                    2                 3           2
#> 740                    2                 3           2
#> 741                    2                 3           2
#> 742                    2                 3           2
#> 743                    2                 3           2
#> 744                    2                 3           2
#> 745                    2                 3           2
#> 746                    2                 3           2
#> 747                    2                 3           2
#> 748                    2                 3           2
#> 749                    2                 3           2
#> 750                    2                 3           2
#> 751                    2                 3           2
#> 752                    2                 3           2
#> 753                    2                 3           2
#> 754                    2                 3           2
#> 755                    2                 3           2
#> 756                    2                 3           2
#> 757                    2                 3           2
#> 758                    2                 3           2
#> 759                    2                 3           2
#> 760                    2                 3           2
#> 761                    2                 3           2
#> 762                    2                 3           2
#> 763                    2                 3           2
#> 764                    2                 3           2
#> 765                    2                 3           2
#> 766                    2                 3           2
#> 767                    2                 3           2
#> 768                    2                 3           2
#> 769                    2                 3           2
#> 770                    2                 3           2
#> 771                    2                 3           2
#> 772                    1                 3           2
#> 773                    1                 3           2
#> 774                    1                 3           2
#> 775                    1                 3           2
#> 776                    1                 3           2
#> 777                    1                 3           2
#> 778                    1                 3           2
#> 779                    1                 3           2
#> 780                    1                 3           2
#> 781                    2                 3           2
#> 782                    2                 3           2
#> 783                    2                 3           2
#> 784                    2                 3           2
#> 785                    2                 3           2
#> 786                    2                 3           2
#> 787                    2                 3           2
#> 788                    2                 3           2
#> 789                    2                 3           2
#> 790                    2                 3           2
#> 791                    2                 3           2
#> 792                    2                 3           2
#> 793                    2                 3           2
#> 794                    2                 3           2
#> 795                    2                 3           2
#> 796                    2                 3           2
#> 797                    2                 3           2
#> 798                    2                 3           2
#> 799                    2                 3           2
#> 800                    2                 3           2
#> 801                    2                 3           2
#> 802                    2                 3           2
#> 803                    2                 3           2
#> 804                    2                 3           2
#> 805                    2                 3           2
#> 806                    2                 3           2
#> 807                    2                 3           2
#> 808                    2                 3           2
#> 809                    2                 3           2
#> 810                    2                 3           2
#> 811                    2                 3           2
#> 812                    2                 3           2
#> 813                    2                 3           2
#> 814                    2                 3           2
#> 815                    2                 3           2
#> 816                    2                 3           2
#> 817                    2                 3           2
#> 818                    2                 3           2
#> 819                    2                 3           2
#> 820                    2                 3           2
#> 821                    2                 3           2
#> 822                    2                 3           2
#> 823                    2                 3           2
#> 824                    2                 3           2
#> 825                    3                 3           2
#> 826                    3                 3           2
#> 827                    3                 3           2
#> 828                    3                 3           2
#> 829                    3                 3           2
#> 830                    3                 3           2
#> 831                    3                 3           2
#> 832                    3                 3           2
#> 833                    3                 3           2
#> 834                    3                 3           2
#> 835                    3                 3           2
#> 836                    3                 3           2
#> 837                    3                 3           2
#> 838                    3                 3           2
#> 839                    3                 3           2
#> 840                    1                 3           2
#> 841                    1                 3           2
#> 842                    1                 3           2
#> 843                    1                 3           2
#> 844                    1                 3           2
#> 845                    1                 3           2
#> 846                    1                 3           2
#> 847                    1                 3           2
#> 848                    1                 3           2
#> 849                    1                 3           2
#> 850                    1                 3           2
#> 851                    1                 3           2
#> 852                    1                 3           2
#> 853                    1                 3           2
#> 854                    1                 3           2
#> 855                    1                 1           2
#> 856                    1                 1           2
#> 857                    1                 1           2
#> 858                    1                 1           2
#> 859                    1                 1           2
#> 860                    1                 1           2
#> 861                    1                 1           2
#> 862                    1                 1           2
#> 863                    1                 1           2
#> 864                    1                 3           2
#> 865                    1                 3           2
#> 866                    1                 3           2
#> 867                    1                 3           2
#> 868                    1                 3           2
#> 869                    1                 3           2
#> 870                    1                 3           2
#> 871                    1                 3           2
#> 872                    1                 3           2
#> 873                    1                 3           2
#> 874                    1                 3           2
#> 875                    1                 3           2
#> 876                    1                 3           2
#> 877                    1                 3           2
#> 878                    1                 3           2
#> 879                    1                 3           2
#> 880                    1                 3           2
#> 881                    1                 3           2
#> 882                    1                 1           2
#> 883                    2                 1           2
#> 884                    2                 1           2
#> 885                    2                 1           2
#> 886                    2                 1           2
#> 887                    2                 1           2
#> 888                    2                 1           2
#> 889                    2                 1           2
#> 890                    2                 1           2
#> 891                    2                 1           2
#> 892                    2                 1           2
#> 893                    1                 1           2
#> 894                    1                 1           2
#> 895                    1                 1           2
#> 896                    3                 3           2
#> 897                    3                 3           2
#> 898                    3                 3           2
#> 899                    3                 3           2
#> 900                    3                 3           2
#> 901                    3                 3           2
#> 902                    3                 3           2
#> 903                    3                 3           2
#> 904                    1                 1           2
#> 905                    1                 1           2
#> 906                    1                 1           2
#> 907                    1                 3           2
#> 908                    1                 3           2
#> 909                    1                 3           2
#> 910                    1                 3           2
#> 911                    1                 3           2
#> 912                    1                 3           2
#> 913                    1                 3           2
#> 914                    1                 3           2
#> 915                    1                 3           2
#> 916                    1                 3           2
#> 917                    1                 3           2
#> 918                    1                 3           2
#> 919                    1                 3           2
#> 920                    1                 3           2
#> 921                    1                 3           2
#> 922                    1                 3           2
#> 923                    1                 3           2
#> 924                    1                 3           2
#> 925                    1                 3           2
#> 926                    1                 3           2
#> 927                    1                 3           2
#> 928                    1                 3           2
#> 929                    1                 3           2
#> 930                    1                 3           2
#> 931                    1                 3           2
#> 932                    1                 3           2
#> 933                    1                 3           2
#> 934                    1                 3           2
#> 935                    2                 3           2
#> 936                    1                 3           2
#> 937                    1                 3           2
#> 938                    1                 3           2
#> 939                    3                 3           2
#> 940                    3                 3           2
#> 941                    3                 3           2
#> 942                    3                 3           2
#> 943                    3                 3           2
#> 944                    3                 3           2
#> 945                    3                 3           2
#> 946                    3                 3           2
#> 947                    3                 3           2
#> 948                    3                 3           2
#> 949                    3                 3           2
#> 950                    1                 1           2
#> 951                    1                 1           2
#> 952                    1                 1           2
#> 953                    1                 3           2
#> 954                    1                 3           2
#> 955                    1                 3           2
#> 956                    1                 3           2
#> 957                    1                 3           2
#> 958                    1                 3           2
#> 959                    1                 3           2
#> 960                    1                 3           2
#> 961                    1                 3           2
#> 962                    1                 3           2
#> 963                    1                 3           2
#> 964                    1                 3           2
#> 965                    1                 3           2
#> 966                    1                 3           2
#> 967                    1                 3           2
#> 968                    1                 3           2
#> 969                    1                 3           2
#> 970                    1                 3           2
#> 971                    1                 3           2
#> 972                    1                 3           2
#> 973                    1                 3           2
#> 974                    1                 3           2
#> 975                    1                 3           2
#> 976                    1                 3           2
#> 977                    1                 3           2
#> 978                    1                 3           2
#> 979                    1                 3           2
#> 980                    1                 3           2
#> 981                    1                 3           2
#> 982                    1                 3           2
#> 983                    1                 3           2
#> 984                    1                 3           2
#> 985                    1                 3           2
#> 986                    1                 3           2
#> 987                    1                 3           2
#> 988                    1                 3           2
#> 989                    1                 3           2
#> 990                    1                 3           2
#> 991                    1                 3           2
#> 992                    1                 3           2
#> 993                    1                 3           2
#> 994                    1                 3           2
#> 995                    1                 1           2
#> 996                    1                 1           2
#> 997                    1                 1           2
#> 998                    1                 1           2
#> 999                    1                 1           2
#> 1000                   1                 3           2
#> 1001                   1                 3           2
#> 1002                   1                 3           2
#> 1003                   1                 3           2
#> 1004                   1                 3           2
#> 1005                   1                 3           2
#> 1006                   1                 3           2
#> 1007                   1                 3           2
#> 1008                   1                 3           2
#> 1009                   1                 3           2
#> 1010                   1                 3           2
#> 1011                   1                 3           2
#> 1012                   1                 3           2
#> 1013                   1                 3           2
#> 1014                   1                 3           2
#> 1015                   1                 3           2
#> 1016                   1                 3           2
#> 1017                   1                 3           2
#> 1018                   1                 3           2
#> 1019                   1                 3           2
#> 1020                   1                 3           2
#> 1021                   1                 1           2
#> 1022                   1                 1           2
#> 1023                   1                 1           2
#> 1024                   1                 1           2
#> 1025                   1                 3           2
#> 1026                   1                 3           2
#> 1027                   1                 3           2
#> 1028                   1                 3           2
#> 1029                   1                 3           2
#> 1030                   1                 3           2
#> 1031                   1                 3           2
#> 1032                   1                 3           2
#> 1033                   1                 3           2
#> 1034                   1                 3           2
#> 1035                   1                 3           2
#> 1036                   1                 3           2
#> 1037                   1                 3           2
#> 1038                   1                 3           2
#> 1039                   1                 3           2
#> 1040                   1                 3           2
#> 1041                   1                 3           2
#> 1042                   1                 3           2
#> 1043                   1                 3           2
#> 1044                   1                 3           2
#> 1045                   1                 3           2
#> 1046                   1                 3           2
#> 1047                   1                 3           2
#> 1048                   1                 3           2
#> 1049                   1                 3           2
#> 1050                   1                 3           2
#> 1051                   1                 3           2
#> 1052                   1                 3           2
#> 1053                   1                 3           2
#> 1054                   1                 3           2
#> 1055                   1                 3           2
#> 1056                   1                 3           2
#> 1057                   1                 3           2
#> 1058                   1                 1           2
#> 1059                   1                 1           2
#> 1060                   1                 1           2
#> 1061                   1                 3           2
#> 1062                   1                 3           2
#> 1063                   1                 3           2
#> 1064                   1                 3           2
#> 1065                   1                 3           2
#> 1066                   1                 3           2
#> 1067                   1                 3           2
#> 1068                   1                 3           2
#> 1069                   1                 3           2
#> 1070                   1                 3           2
#> 1071                   1                 3           2
#> 1072                   1                 3           2
#> 1073                   1                 3           2
#> 1074                   1                 3           2
#> 1075                   1                 3           2
#> 1076                   1                 3           2
#> 1077                   1                 3           2
#> 1078                   1                 3           2
#> 1079                   1                 3           2
#> 1080                   1                 3           2
#> 1081                   1                 3           2
#> 1082                   1                 3           2
#> 1083                   1                 3           2
#> 1084                   1                 3           2
#> 1085                   1                 3           2
#> 1086                   1                 3           2
#> 1087                   1                 3           2
#> 1088                   1                 3           2
#> 1089                   1                 3           2
#> 1090                   1                 3           2
#> 1091                   1                 3           2
#> 1092                   1                 3           2
#> 1093                   1                 3           2
#> 1094                   1                 3           2
#> 1095                   1                 3           2
#> 1096                   1                 3           2
#> 1097                   1                 3           2
#> 1098                   1                 3           2
#> 1099                   1                 3           2
#> 1100                   1                 3           2
#> 1101                   1                 3           2
#> 1102                   1                 3           2
#> 1103                   1                 3           2
#> 1104                   1                 3           2
#> 1105                   1                 3           2
#> 1106                   1                 3           2
#> 1107                   1                 3           2
#> 1108                   1                 3           2
#> 1109                   1                 3           2
#> 1110                   1                 3           2
#> 1111                   1                 3           2
#> 1112                   1                 3           2
#> 1113                   1                 3           2
#> 1114                   4                 3           2
#> 1115                   4                 3           2
#> 1116                   4                 3           2
#> 1117                   4                 3           2
#> 1118                   4                 3           2
#> 1119                   4                 3           2
#> 1120                   4                 3           2
#> 1121                   4                 3           2
#> 1122                   4                 3           2
#> 1123                   4                 3           2
#> 1124                   4                 3           2
#> 1125                   4                 3           2
#> 1126                   4                 3           2
#> 1127                   4                 3           2
#> 1128                   4                 3           2
#> 1129                   4                 3           2
#> 1130                   4                 3           2
#> 1131                   4                 3           2
#> 1132                   4                 3           2
#> 1133                   4                 3           2
#> 1134                   4                 3           2
#> 1135                   4                 3           2
#> 1136                   4                 3           2
#> 1137                   4                 3           2
#> 1138                   4                 3           2
#> 1139                   4                 3           2
#> 1140                   4                 3           2
#> 1141                   4                 3           2
#> 1142                   4                 3           2
#> 1143                   4                 3           2
#> 1144                   4                 3           2
#> 1145                   4                 3           2
#> 1146                   4                 3           2
#> 1147                   4                 3           2
#> 1148                   4                 3           2
#> 1149                   4                 3           2
#> 1150                   4                 3           2
#> 1151                   4                 3           2
#> 1152                   4                 3           2
#> 1153                   4                 3           2
#> 1154                   4                 3           2
#> 1155                   4                 3           2
#> 1156                   4                 3           2
#> 1157                   4                 3           2
#> 1158                   4                 3           2
#> 1159                   4                 3           2
#> 1160                   4                 3           2
#> 1161                   4                 3           2
#> 1162                   4                 3           2
#> 1163                   4                 3           2
#> 1164                   4                 3           2
#> 1165                   4                 3           2
#> 1166                   4                 3           2
#> 1167                   4                 3           2
#> 1168                   4                 3           2
#> 1169                   4                 3           2
#> 1170                   4                 3           2
#> 1171                   4                 3           2
#> 1172                   4                 3           2
#> 1173                   4                 3           2
#> 1174                   4                 3           2
#> 1175                   4                 3           2
#> 1176                   4                 3           2
#> 1177                   4                 3           2
#> 1178                   4                 3           2
#> 1179                   4                 3           2
#> 1180                   4                 3           2
#> 1181                   4                 3           2
#> 1182                   4                 3           2
#> 1183                   4                 3           2
#> 1184                   4                 3           2
#> 1185                   4                 3           2
#> 1186                   4                 3           2
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#> 1190                   4                 3           2
#> 1191                   4                 3           2
#> 1192                   4                 3           2
#> 1193                   4                 3           2
#> 1194                   4                 3           2
#> 1195                   4                 3           2
#> 1196                   4                 3           2
#> 1197                   4                 3           2
#> 1198                   4                 3           2
#> 1199                   4                 3           2
#> 1200                   4                 3           2
#> 1201                   4                 3           2
#> 1202                   4                 3           2
#> 1203                   4                 3           2
#> 1204                   4                 3           2
#> 1205                   4                 3           2
#> 1206                   4                 3           2
#> 1207                   4                 3           2
#> 1208                   4                 3           2
#> 1209                   4                 3           2
#> 1210                   4                 3           2
#> 1211                   4                 3           2
#> 1212                   4                 3           2
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#> 1214                   4                 3           2
#> 1215                   4                 3           2
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#> 1220                   4                 3           2
#> 1221                   4                 3           2
#> 1222                   4                 3           2
#> 1223                   4                 3           2
#> 1224                   4                 3           2
#> 1225                   4                 3           2
#> 1226                   4                 3           2
#> 1227                   4                 3           2
#> 1228                   4                 3           2
#> 1229                   4                 3           2
#> 1230                   4                 3           2
#> 1231                   4                 3           2
#> 1232                   4                 3           2
#> 1233                   4                 3           2
#> 1234                   4                 3           2
#> 1235                   4                 3           2
#> 1236                   4                 3           2
#> 1237                   4                 3           2
#> 1238                   4                 3           2
#> 1239                   4                 3           2
#> 1240                   4                 3           2
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#> 1242                   4                 3           2
#> 1243                   4                 3           2
#> 1244                   4                 3           2
#> 1245                   4                 3           2
#> 1246                   2                 3           2
#> 1247                   2                 3           2
#> 1248                   2                 3           2
#> 1249                   2                 3           2
#> 1250                   2                 3           2
#> 1251                   2                 3           2
#> 1252                   2                 3           2
#> 1253                   2                 3           2
#> 1254                   2                 3           2
#> 1255                   2                 3           2
#> 1256                   2                 3           2
#> 1257                   4                 3           2
#> 1258                   4                 3           2
#> 1259                   4                 3           2
#> 1260                   4                 3           2
#> 1261                   4                 3           2
#> 1262                   4                 3           2
#> 1263                   4                 3           2
#> 1264                   4                 3           2
#> 1265                   2                 3           2
#> 1266                   2                 3           2
#> 1267                   2                 3           2
#> 1268                   2                 3           2
#> 1269                   2                 3           2
#> 1270                   2                 3           2
#> 1271                   2                 3           2
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#> 1273                   2                 3           2
#> 1274                   2                 3           2
#> 1275                   2                 3           2
#> 1276                   2                 3           2
#> 1277                   2                 3           2
#> 1278                   2                 3           2
#> 1279                   2                 3           2
#> 1280                   2                 3           2
#> 1281                   2                 3           2
#> 1282                   2                 3           2
#> 1283                   2                 3           2
#> 1284                   2                 3           2
#> 1285                   2                 3           2
#> 1286                   2                 3           2
#> 1287                   2                 3           2
#> 1288                   2                 3           2
#> 1289                   2                 3           2
#> 1290                   2                 3           2
#> 1291                   2                 3           2
#> 1292                   2                 3           2
#> 1293                   2                 3           2
#> 1294                   2                 3           2
#> 1295                   2                 3           2
#> 1296                   2                 3           2
#> 1297                   2                 3           2
#> 1298                   2                 3           2
#> 1299                   4                 3           2
#> 1300                   4                 3           2
#> 1301                   4                 3           2
#> 1302                   4                 3           2
#> 1303                   4                 3           2
#> 1304                   4                 3           2
#> 1305                   4                 3           2
#> 1306                   4                 3           2
#> 1307                   4                 3           2
#> 1308                   2                 3           2
#> 1309                   2                 3           2
#> 1310                   2                 3           2
#> 1311                   2                 3           2
#> 1312                   2                 3           2
#> 1313                   2                 3           2
#> 1314                   1                 3           2
#> 1315                   1                 3           2
#> 1316                   1                 3           2
#> 1317                   1                 3           2
#> 1318                   1                 3           2
#> 1319                   1                 3           2
#> 1320                   1                 3           2
#> 1321                   1                 3           2
#> 1322                   1                 3           2
#> 1323                   1                 3           2
#> 1324                   1                 3           2
#> 1325                   1                 3           2
#> 1326                   1                 3           2
#> 1327                   1                 3           2
#> 1328                   2                 3           2
#> 1329                   2                 3           2
#> 1330                   2                 3           2
#> 1331                   2                 3           2
#> 1332                   2                 3           2
#> 1333                   2                 3           2
#> 1334                   2                 3           2
#> 1335                   2                 3           2
#> 1336                   2                 3           2
#> 1337                   2                 3           2
#> 1338                   2                 3           2
#> 1339                   2                 3           2
#> 1340                   2                 3           2
#> 1341                   2                 3           2
#> 1342                   2                 3           2
#> 1343                   2                 3           2
#> 1344                   2                 3           2
#> 1345                   2                 3           2
#> 1346                   2                 3           2
#> 1347                   2                 3           2
#> 1348                   2                 3           2
#> 1349                   2                 3           2
#> 1350                   2                 3           2
#> 1351                   2                 3           2
#> 1352                   2                 3           2
#> 1353                   2                 3           2
#> 1354                   2                 3           2
#> 1355                   2                 3           2
#> 1356                   2                 3           2
#> 1357                   2                 3           2
#> 1358                   2                 3           2
#> 1359                   2                 3           2
#> 1360                   2                 3           2
#> 1361                   2                 3           2
#> 1362                   2                 3           2
#> 1363                   2                 3           2
#> 1364                   2                 3           2
#> 1365                   2                 3           2
#> 1366                   2                 3           2
#> 1367                   2                 3           2
#> 1368                   2                 3           2
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#> 1370                   2                 3           2
#> 1371                   2                 3           2
#> 1372                   2                 3           2
#> 1373                   2                 3           2
#> 1374                   2                 3           2
#> 1375                   2                 3           2
#> 1376                   2                 3           2
#> 1377                   2                 3           2
#> 1378                   2                 3           2
#> 1379                   2                 3           2
#> 1380                   2                 3           2
#> 1381                   2                 3           2
#> 1382                   2                 3           2
#> 1383                   2                 3           2
#> 1384                   2                 3           2
#> 1385                   2                 3           2
#> 1386                   2                 3           2
#> 1387                   2                 3           2
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#> 1390                   2                 3           2
#> 1391                   2                 3           2
#> 1392                   2                 3           2
#> 1393                   2                 3           2
#> 1394                   2                 3           2
#> 1395                   2                 3           2
#> 1396                   2                 3           2
#> 1397                   2                 3           2
#> 1398                   2                 3           2
#> 1399                   2                 3           2
#> 1400                   2                 3           2
#> 1401                   2                 3           2
#> 1402                   2                 3           2
#> 1403                   2                 3           2
#> 1404                   2                 3           2
#> 1405                   2                 3           2
#> 1406                   2                 3           2
#> 1407                   2                 3           2
#> 1408                   2                 3           2
#> 1409                   2                 3           2
#> 1410                   2                 3           2
#> 1411                   2                 3           2
#> 1412                   2                 3           2
#> 1413                   2                 3           2
#> 1414                   2                 3           2
#> 1415                   2                 3           2
#> 1416                   2                 3           2
#> 1417                   2                 3           2
#> 1418                   1                 3           2
#> 1419                   1                 3           2
#> 1420                   1                 3           2
#> 1421                   1                 3           2
#> 1422                   1                 3           2
#> 1423                   1                 3           2
#> 1424                   1                 3           2
#> 1425                   1                 3           2
#> 1426                   1                 3           2
#> 1427                   1                 3           2
#> 1428                   1                 3           2
#> 1429                   1                 3           2
#> 1430                   1                 3           2
#> 1431                   1                 3           2
#> 1432                   1                 3           2
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#> 1434                   1                 3           2
#> 1435                   1                 3           2
#> 1436                   1                 3           2
#> 1437                   1                 3           2
#> 1438                   1                 3           2
#> 1439                   1                 3           2
#> 1440                   2                 3           2
#> 1441                   2                 3           2
#> 1442                   2                 3           2
#> 1443                   2                 3           2
#> 1444                   2                 3           2
#> 1445                   2                 3           2
#> 1446                   1                 3           2
#> 1447                   1                 3           2
#> 1448                   1                 3           2
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#> 1450                   1                 3           2
#> 1451                   1                 3           2
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#> 1455                   1                 3           2
#> 1456                   1                 3           2
#> 1457                   1                 3           2
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#> 1460                   1                 3           2
#> 1461                   1                 3           2
#> 1462                   1                 3           2
#> 1463                   1                 3           2
#> 1464                   1                 3           2
#> 1465                   1                 3           2
#> 1466                   1                 3           2
#> 1467                   1                 3           2
#> 1468                   1                 3           2
#> 1469                   1                 3           2
#> 1470                   1                 3           2
#> 1471                   1                 3           2
#> 1472                   1                 3           2
#> 1473                   1                 3           2
#> 1474                   1                 3           2
#> 1475                   1                 3           2
#> 1476                   1                 3           2
#> 1477                   1                 3           2
#> 1478                   1                 3           2
#> 1479                   1                 3           2
#> 1480                   1                 3           2
#> 1481                   1                 3           2
#> 1482                   1                 3           2
#> 1483                   1                 3           2
#> 1484                   1                 3           2
#> 1485                   1                 3           2
#> 1486                   1                 3           2
#> 1487                   1                 3           2
#> 1488                   1                 3           2
#> 1489                   1                 3           2
#> 1490                   1                 3           2
#> 1491                   1                 3           2
#> 1492                   1                 3           2
#> 1493                   1                 3           2
#> 1494                   1                 3           2
#> 1495                   1                 3           2
#> 1496                   1                 3           2
#> 1497                   1                 3           2
#> 1498                   1                 3           2
#> 1499                   1                 3           2
#> 1500                   1                 3           2
#> 1501                   1                 3           2
#> 1502                   1                 3           2
#> 1503                   1                 3           2
#> 1504                   1                 3           2
#> 1505                   1                 3           2
#> 1506                   1                 3           2
#> 1507                   1                 3           2
#> 1508                   1                 3           2
#> 1509                   1                 3           2
#> 1510                   1                 3           2
#> 1511                   1                 3           2
#> 1512                   1                 3           2
#> 1513                   1                 3           2
#> 1514                   1                 3           2
#> 1515                   1                 3           2
#> 1516                   1                 3           2
#> 1517                   1                 3           2
#> 1518                   1                 3           2
#> 1519                   1                 3           2
#> 1520                   1                 3           2
#> 1521                   1                 3           2
#> 1522                   1                 3           2
#> 1523                   1                 3           2
#> 1524                   1                 3           2
#> 1525                   1                 3           2
#> 1526                   1                 3           2
#> 1527                   1                 3           2
#> 1528                   1                 3           2
#> 1529                   1                 3           2
#> 1530                   1                 3           2
#> 1531                   1                 3           2
#> 1532                   1                 3           2
#> 1533                   1                 3           2
#> 1534                   1                 3           2
#> 1535                   1                 3           2
#> 1536                   1                 3           2
#> 1537                   1                 3           2
#> 1538                   1                 3           2
#> 1539                   1                 3           2
#> 1540                   1                 3           2
#> 1541                   1                 3           2
#> 1542                   1                 3           2
#> 1543                   1                 3           2
#> 1544                   1                 3           2
#> 1545                   1                 3           2
#> 1546                   1                 3           2
#> 1547                   1                 3           2
#> 1548                   1                 3           2
#> 1549                   1                 3           2
#> 1550                   1                 3           2
#> 1551                   1                 3           2
#> 1552                   1                 3           2
#> 1553                   1                 3           2
#> 1554                   1                 3           2
#> 1555                   1                 3           2
#> 1556                   1                 3           2
#> 1557                   1                 3           2
#> 1558                   1                 3           2
#> 1559                   1                 3           2
#> 1560                   1                 3           2
#> 1561                   1                 3           2
#> 1562                   1                 3           2
#> 1563                   1                 3           2
#> 1564                   1                 3           2
#> 1565                   1                 3           2
#> 1566                   1                 3           2
#> 1567                   1                 3           2
#> 1568                   1                 3           2
#> 1569                   1                 3           2
#> 1570                   1                 3           2
#> 1571                   1                 3           2
#> 1572                   1                 3           2
#> 1573                   1                 3           2
#> 1574                   1                 3           2
#> 1575                   1                 3           2
#> 1576                   1                 3           2
#> 1577                   1                 3           2
#> 1578                   1                 3           2
#> 1579                   1                 3           2
#> 1580                   1                 3           2
#> 1581                   1                 3           2
#> 1582                   1                 3           2
#> 1583                   1                 3           2
#> 1584                   1                 3           2
#> 1585                   1                 3           2
#> 1586                   1                 3           2
#> 1587                   1                 3           2
#> 1588                   1                 3           2
#> 1589                   1                 3           2
#> 1590                   1                 3           2
#> 1591                   2                 3           2
#> 1592                   2                 3           2
#> 1593                   2                 3           2
#> 1594                   2                 3           2
#> 1595                   2                 3           2
#> 1596                   2                 3           2
#> 1597                   2                 3           2
#> 1598                   2                 3           2
#> 1599                   2                 3           2
#> 1600                   1                 3           2
#> 1601                   1                 3           2
#> 1602                   1                 3           2
#> 1603                   1                 3           2
#> 1604                   1                 3           2
#> 1605                   1                 3           2
#> 1606                   1                 3           2
#> 1607                   1                 3           2
#> 1608                   1                 3           2
#> 1609                   1                 3           2
#> 1610                   2                 3           2
#> 1611                   2                 3           2
#> 1612                   2                 3           2
#> 1613                   2                 3           2
#> 1614                   2                 3           2
#> 1615                   2                 3           2
#> 1616                   2                 3           2
#> 1617                   2                 3           2
#> 1618                   2                 3           2
#> 1619                   2                 3           2
#> 1620                   2                 3           2
#> 1621                   2                 3           2
#> 1622                   2                 3           2
#> 1623                   2                 3           2
#> 1624                   2                 3           2
#> 1625                   2                 3           2
#> 1626                   2                 3           2
#> 1627                   2                 3           2
#> 1628                   2                 3           2
#> 1629                   2                 3           2
#> 1630                   2                 3           2
#> 1631                   2                 3           2
#> 1632                   2                 3           2
#> 1633                   2                 3           2
#> 1634                   2                 3           2
#> 1635                   2                 3           2
#> 1636                   2                 3           2
#> 1637                   2                 3           2
#> 1638                   2                 3           2
#> 1639                   2                 3           2
#> 1640                   2                 3           2
#> 1641                   2                 3           2
#> 1642                   2                 3           2
#> 1643                   2                 3           2
#> 1644                   2                 3           2
#> 1645                   2                 3           2
#> 1646                   3                 3           2
#> 1647                   3                 3           2
#> 1648                   3                 3           2
#> 1649                   3                 3           2
#> 1650                   3                 3           2
#> 1651                   3                 3           2
#> 1652                   3                 3           2
#> 1653                   1                 3           2
#> 1654                   1                 3           2
#> 1655                   1                 3           2
#> 1656                   1                 3           2
#> 1657                   1                 3           2
#> 1658                   1                 3           2
#> 1659                   1                 3           2
#> 1660                   1                 3           2
#> 1661                   1                 3           2
#> 1662                   1                 3           2
#> 1663                   1                 3           2
#> 1664                   1                 3           2
#> 1665                   1                 3           2
#> 1666                   1                 3           2
#> 1667                   1                 3           2
#> 1668                   1                 3           2
#> 1669                   1                 3           2
#> 1670                   1                 3           2
#> 1671                   1                 3           2
#> 1672                   1                 3           2
#> 1673                   1                 3           2
#> 1674                   1                 3           2
#> 1675                   1                 3           2
#> 1676                   1                 3           2
#> 1677                   1                 3           2
#> 1678                   1                 3           2
#> 1679                   1                 3           2
#> 1680                   1                 3           2
#> 1681                   1                 3           2
#> 1682                   1                 3           2
#> 1683                   2                 1           2
#> 1684                   2                 1           2
#> 1685                   2                 1           2
#> 1686                   1                 3           2
#> 1687                   1                 3           2
#> 1688                   1                 3           2
#> 1689                   1                 3           2
#> 1690                   1                 3           2
#> 1691                   1                 3           2
#> 1692                   1                 3           2
#> 1693                   1                 3           2
#> 1694                   1                 3           2
#> 1695                   1                 3           2
#> 1696                   1                 3           2
#> 1697                   1                 3           2
#> 1698                   1                 3           2
#> 1699                   1                 3           2
#> 1700                   1                 3           2
#> 1701                   1                 3           2
#> 1702                   1                 3           2
#> 1703                   1                 3           2
#> 1704                   1                 3           2
#> 1705                   1                 3           2
#> 1706                   1                 3           2
#> 1707                   1                 3           2
#> 1708                   1                 3           2
#> 1709                   1                 3           2
#> 1710                   1                 3           2
#> 1711                   1                 3           2
#> 1712                   1                 3           2
#> 1713                   1                 3           2
#> 1714                   1                 3           2
#> 1715                   1                 1           2
#> 1716                   1                 1           2
#> 1717                   1                 1           2
#> 1718                   1                 1           2
#> 1719                   1                 1           2
#> 1720                   1                 1           2
#> 1721                   1                 1           2
#> 1722                   1                 1           2
#> 1723                   1                 1           2
#> 1724                   1                 1           2
#> 1725                   1                 1           2
#> 1726                   1                 3           2
#> 1727                   1                 3           2
#> 1728                   1                 3           2
#> 1729                   1                 3           2
#> 1730                   1                 3           2
#> 1731                   1                 3           2
#> 1732                   1                 3           2
#> 1733                   1                 3           2
#> 1734                   1                 3           2
#> 1735                   1                 3           2
#> 1736                   1                 3           2
#> 1737                   1                 3           2
#> 1738                   1                 3           2
#> 1739                   1                 3           2
#> 1740                   1                 3           2
#> 1741                   1                 3           2
#> 1742                   1                 3           2
#> 1743                   1                 3           2
#> 1744                   1                 3           2
#> 1745                   1                 3           2
#> 1746                   1                 3           2
#> 1747                   1                 3           2
#> 1748                   1                 3           2
#> 1749                   1                 3           2
#> 1750                   1                 3           2
#> 1751                   1                 3           2
#> 1752                   1                 3           2
#> 1753                   1                 3           2
#> 1754                   1                 3           2
#> 1755                   1                 3           2
#> 1756                   1                 3           2
#> 1757                   1                 3           2
#> 1758                   1                 3           2
#> 1759                   1                 3           2
#> 1760                   1                 3           2
#> 1761                   1                 3           2
#> 1762                   1                 3           2
#> 1763                   1                 3           2
#> 1764                   1                 3           2
#> 1765                   1                 3           2
#> 1766                   1                 3           2
#> 1767                   1                 3           2
#> 1768                   1                 3           2
#> 1769                   1                 3           2
#> 1770                   1                 3           2
#> 1771                   1                 3           2
#> 1772                   1                 3           2
#> 1773                   1                 3           2
#> 1774                   1                 3           2
#> 1775                   1                 3           2
#> 1776                   1                 3           2
#> 1777                   1                 3           2
#> 1778                   1                 3           2
#> 1779                   1                 3           2
#> 1780                   1                 3           2
#> 1781                   1                 3           2
#> 1782                   1                 3           2
#> 1783                   1                 3           2
#> 1784                   1                 3           2
#> 1785                   1                 3           2
#> 1786                   1                 3           2
#> 1787                   1                 3           2
#> 1788                   1                 3           2
#> 1789                   1                 3           2
#> 1790                   1                 3           2
#> 1791                   1                 3           2
#> 1792                   1                 3           2
#> 1793                   1                 3           2
#> 1794                   1                 3           2
#> 1795                   1                 3           2
#> 1796                   1                 3           2
#> 1797                   1                 3           2
#> 1798                   1                 3           2
#> 1799                   1                 3           2
#> 1800                   1                 3           2
#> 1801                   1                 3           2
#> 1802                   1                 3           2
#> 1803                   1                 3           2
#> 1804                   1                 3           2
#> 1805                   1                 3           2
#> 1806                   1                 3           2
#> 1807                   1                 3           2
#> 1808                   1                 3           2
#> 1809                   1                 3           2
#> 1810                   1                 3           2
#> 1811                   1                 3           2
#> 1812                   1                 3           2
#> 1813                   1                 3           2
#> 1814                   1                 3           2
#> 1815                   1                 3           2
#> 1816                   1                 3           2
#> 1817                   1                 3           2
#> 1818                   1                 3           2
#> 1819                   1                 3           2
#> 1820                   1                 3           2
#> 1821                   1                 3           2
#> 1822                   1                 3           2
#> 1823                   1                 3           2
#> 1824                   1                 3           2
#> 1825                   1                 3           2
#> 1826                   1                 3           2
#> 1827                   1                 3           2
#> 1828                   1                 3           2
#> 1829                   1                 3           2
#> 1830                   2                 3           2
#> 1831                   2                 3           2
#> 1832                   2                 3           2
#> 1833                   1                 3           2
#> 1834                   1                 3           2
#> 1835                   1                 3           2
#> 1836                   1                 3           2
#> 1837                   1                 3           2
#> 1838                   1                 3           2
#> 1839                   1                 3           2
#> 1840                   1                 3           2
#> 1841                   1                 3           2
#> 1842                   1                 3           2
#> 1843                   1                 3           2
#> 1844                   1                 3           2
#> 1845                   1                 3           2
#> 1846                   1                 3           2
#> 1847                   1                 3           2
#> 1848                   1                 3           2
#> 1849                   1                 3           2
#> 1850                   1                 3           2
#> 1851                   1                 3           2
#> 1852                   1                 3           2
#> 1853                   1                 3           2
#> 1854                   1                 3           2
#> 1855                   1                 3           2
#> 1856                   1                 3           2
#> 1857                   1                 3           2
#> 1858                   1                 3           2
#> 1859                   1                 3           2
#> 1860                   1                 3           2
#> 1861                   1                 3           2
#> 1862                   4                 3           2
#> 1863                   4                 3           2
#> 1864                   4                 3           2
#> 1865                   4                 3           2
#> 1866                   4                 3           2
#> 1867                   4                 3           2
#> 1868                   4                 3           2
#> 1869                   4                 3           2
#> 1870                   4                 3           2
#> 1871                   4                 3           2
#> 1872                   1                 3           2
#> 1873                   1                 3           2
#> 1874                   1                 3           2
#> 1875                   1                 3           2
#> 1876                   1                 3           2
#> 1877                   1                 3           2
#> 1878                   1                 3           2
#> 1879                   1                 3           2
#> 1880                   1                 3           2
#> 1881                   1                 3           2
#> 1882                   1                 3           2
#> 1883                   1                 3           2
#> 1884                   1                 3           2
#> 1885                   1                 3           2
#> 1886                   1                 3           2
#> 1887                   1                 3           2
#> 1888                   1                 3           2
#> 1889                   1                 3           2
#> 1890                   1                 3           2
#> 1891                   1                 3           2
#> 1892                   1                 3           2
#> 1893                   1                 3           2
#> 1894                   1                 3           2
#> 1895                   1                 3           2
#> 1896                   1                 3           2
#> 1897                   1                 3           2
#> 1898                   1                 3           2
#> 1899                   1                 3           2
#> 1900                   1                 3           2
#> 1901                   1                 3           2
#> 1902                   1                 3           2
#> 1903                   1                 3           2
#> 1904                   1                 3           2
#> 1905                   1                 3           2
#> 1906                   1                 3           2
#> 1907                   1                 3           2
#> 1908                   1                 3           2
#> 1909                   1                 3           2
#> 1910                   1                 3           2
#> 1911                   1                 3           2
#> 1912                   1                 3           2
#> 1913                   1                 3           2
#> 1914                   1                 3           2
#> 1915                   1                 3           2
#> 1916                   1                 3           2
#> 1917                   1                 3           2
#> 1918                   1                 3           2
#> 1919                   1                 3           2
#> 1920                   1                 3           2
#> 1921                   1                 3           2
#> 1922                   1                 3           2
#> 1923                   1                 3           2
#> 1924                   1                 3           2
#> 1925                   1                 3           2
#> 1926                   1                 3           2
#> 1927                   1                 3           2
#> 1928                   1                 3           2
#> 1929                   1                 3           2
#> 1930                   1                 3           2
#> 1931                   1                 3           2
#> 1932                   1                 3           2
#> 1933                   1                 3           2
#> 1934                   1                 3           2
#> 1935                   1                 3           2
#> 1936                   1                 3           2
#> 1937                   1                 3           2
#> 1938                   1                 3           2
#> 1939                   1                 3           2
#> 1940                   1                 3           2
#> 1941                   1                 3           2
#> 1942                   1                 3           2
#> 1943                   1                 3           2
#> 1944                   1                 3           2
#> 1945                   1                 3           2
#> 1946                   1                 3           2
#> 1947                   1                 3           2
#> 1948                   1                 3           2
#> 1949                   1                 3           2
#> 1950                   1                 3           2
#> 1951                   1                 3           2
#> 1952                   1                 3           2
#> 1953                   1                 3           2
#> 1954                   1                 3           2
#> 1955                   1                 3           2
#> 1956                   1                 3           2
#> 1957                   1                 3           2
#> 1958                   1                 3           2
#> 1959                   1                 3           2
#> 1960                   1                 3           2
#> 1961                   1                 3           2
#> 1962                   1                 3           2
#> 1963                   1                 3           2
#> 1964                   1                 3           2
#> 1965                   1                 3           2
#> 1966                   1                 3           2
#> 1967                   1                 3           2
#> 1968                   1                 3           2
#> 1969                   1                 3           2
#> 1970                   1                 3           2
#> 1971                   1                 3           2
#> 1972                   1                 3           2
#> 1973                   1                 3           2
#> 1974                   1                 3           2
#> 1975                   1                 3           2
#> 1976                   1                 3           2
#> 1977                   1                 3           2
#> 1978                   1                 3           2
#> 1979                   1                 3           2
#> 1980                   1                 3           2
#> 1981                   1                 3           2
#> 1982                   1                 3           2
#> 1983                   1                 3           2
#> 1984                   1                 3           2
#> 1985                   1                 3           2
#> 1986                   1                 1           2
#> 1987                   1                 3           2
#> 1988                   1                 3           2
#> 1989                   1                 3           2
#> 1990                   1                 3           2
#> 1991                   1                 3           2
#> 1992                   1                 3           2
#> 1993                   1                 3           2
#> 1994                   1                 3           2
#> 1995                   1                 3           2
#> 1996                   3                 3           2
#> 1997                   3                 3           2
#> 1998                   3                 3           2
#> 1999                   3                 3           2
#> 2000                   3                 3           2
#> 2001                   3                 3           2
#> 2002                   3                 1           2
#> 2003                   3                 1           2
#> 2004                   3                 1           2
#> 2005                   3                 1           2
#> 2006                   3                 1           2
#> 2007                   3                 1           2
#> 2008                   3                 1           2
#> 2009                   3                 1           2
#> 2010                   3                 1           2
#> 2011                   3                 1           2
#> 2012                   3                 1           2
#> 2013                   1                 3           2
#> 2014                   1                 3           2
#> 2015                   1                 3           2
#> 2016                   3                 3           2
#> 2017                   3                 1           2
#> 2018                   1                 1           2
#> 2019                   1                 1           2
#> 2020                   1                 1           2
#> 2021                   2                 3           2
#> 2022                   2                 3           2
#> 2023                   2                 3           2
#> 2024                   2                 3           2
#> 2025                   2                 3           2
#> 2026                   2                 3           2
#> 2027                   2                 3           2
#> 2028                   2                 3           2
#> 2029                   2                 3           2
#> 2030                   2                 3           2
#> 2031                   2                 3           2
#> 2032                   2                 3           2
#> 2033                   2                 3           2
#> 2034                   2                 3           2
#> 2035                   2                 3           2
#> 2036                   2                 3           2
#> 2037                   2                 3           2
#> 2038                   2                 3           2
#> 2039                   2                 3           2
#> 2040                   2                 3           2
#> 2041                   2                 3           2
#> 2042                   2                 3           2
#> 2043                   2                 1           2
#> 2044                   2                 1           2
#> 2045                   2                 1           2
#> 2046                   2                 1           2
#> 2047                   3                 3           2
#> 2048                   3                 3           2
#> 2049                   3                 3           2
#> 2050                   3                 3           2
#> 2051                   3                 3           2
#> 2052                   3                 3           2
#> 2053                   3                 3           2
#> 2054                   3                 3           2
#> 2055                   3                 3           2
#> 2056                   3                 3           2
#> 2057                   2                 3           2
#> 2058                   2                 3           2
#> 2059                   2                 3           2
#> 2060                   2                 3           2
#> 2061                   2                 3           2
#> 2062                   2                 3           2
#> 2063                   2                 3           2
#> 2064                   2                 3           2
#> 2065                   2                 3           2
#> 2066                   2                 3           2
#> 2067                   2                 3           2
#> 2068                   2                 3           2
#> 2069                   2                 3           2
#> 2070                   2                 3           2
#> 2071                   2                 3           2
#> 2072                   2                 3           2
#> 2073                   2                 3           2
#> 2074                   2                 3           2
#> 2075                   2                 3           2
#> 2076                   2                 3           2
#> 2077                   2                 3           2
#> 2078                   2                 3           2
#> 2079                   2                 3           2
#> 2080                   2                 3           2
#> 2081                   2                 3           2
#> 2082                   2                 3           2
#> 2083                   2                 3           2
#> 2084                   2                 3           2
#> 2085                   2                 3           2
#> 2086                   2                 3           2
#> 2087                   2                 3           2
#> 2088                   2                 3           2
#> 2089                   2                 3           2
#> 2090                   2                 3           2
#> 2091                   2                 3           2
#> 2092                   2                 3           2
#> 2093                   1                 1           2
#> 2094                   1                 3           2
#> 2095                   3                 1           2
#> 2096                   3                 1           2
#> 2097                   3                 1           2
#> 2098                   3                 1           2
#> 2099                   3                 1           2
#> 2100                   1                 3           2
#> 2101                   1                 3           2
#> 2102                   3                 1           2
#> 2103                   3                 1           2
#> 2104                   3                 1           2
#> 2105                   3                 1           2
#> 2106                   3                 1           2
#> 2107                   3                 1           2
#> 2108                   3                 1           2
#> 2109                   3                 1           2
#> 2110                   3                 1           2
#> 2111                   1                 3           2
#> 2112                   1                 3           2
#> 2113                   1                 3           2
#> 2114                   1                 3           2
#> 2115                   1                 3           2
#> 2116                   1                 3           2
#> 2117                   1                 3           2
#> 2118                   1                 3           2
#> 2119                   1                 3           2
#> 2120                   1                 3           2
#> 2121                   1                 3           2
#> 2122                   1                 3           2
#> 2123                   1                 3           2
#> 2124                   1                 3           2
#> 2125                   1                 3           2
#> 2126                   1                 3           2
#> 2127                   1                 3           2
#> 2128                   1                 3           2
#> 2129                   3                 3           2
#> 2130                   3                 3           2
#> 2131                   1                 3           2
#> 2132                   1                 3           2
#> 2133                   1                 3           2
#> 2134                   1                 3           2
#> 2135                   1                 3           2
#> 2136                   1                 3           2
#> 2137                   1                 3           2
#> 2138                   1                 3           2
#> 2139                   1                 3           2
#> 2140                   1                 3           2
#> 2141                   1                 3           2
#> 2142                   1                 3           2
#> 2143                   1                 3           2
#> 2144                   1                 3           2
#> 2145                   1                 3           2
#> 2146                   1                 3           2
#> 2147                   1                 3           2
#> 2148                   1                 3           2
#> 2149                   1                 3           2
#> 2150                   1                 3           2
#> 2151                   1                 3           2
#> 2152                   1                 3           2
#> 2153                   1                 3           2
#> 2154                   1                 3           2
#> 2155                   1                 3           2
#> 2156                   1                 3           2
#> 2157                   1                 3           2
#> 2158                   1                 3           2
#> 2159                   1                 3           2
#> 2160                   1                 3           2
#> 2161                   1                 3           2
#> 2162                   1                 3           2
#> 2163                   1                 3           2
#> 2164                   1                 3           2
#> 2165                   1                 3           2
#> 2166                   1                 3           2
#> 2167                   1                 3           2
#> 2168                   1                 3           2
#> 2169                   1                 3           2
#> 2170                   1                 3           2
#> 2171                   1                 3           2
#> 2172                   1                 3           2
#> 2173                   1                 3           2
#> 2174                   1                 3           2
#> 2175                   1                 3           2
#> 2176                   1                 3           2
#> 2177                   1                 3           2
#> 2178                   1                 3           2
#> 2179                   1                 3           2
#> 2180                   1                 3           2
#> 2181                   1                 1           2
#> 2182                   1                 1           2
#> 2183                   1                 1           2
#> 2184                   1                 1           2
#> 2185                   1                 1           2
#> 2186                   3                 2           2
#> 2187                   3                 2           2
#> 2188                   3                 2           2
#> 2189                   3                 2           2
#> 2190                   3                 2           2
#> 2191                   3                 2           2
#> 2192                   1                 2           4
#> 2193                   1                 2           4
#> 2194                   1                 2           4
#> 2195                   1                 2           4
#> 2196                   1                 2           4
#> 2197                   1                 2           4
#> 2198                   1                 2           4
#> 2199                   3                 1           2
#> 2200                   3                 1           2
#> 2201                   3                 1           2
#> 2202                   3                 1           2
#> 2203                   3                 3           2
#> 2204                   3                 3           2
#> 2205                   3                 3           2
#> 2206                   3                 3           2
#> 2207                   3                 3           2
#> 2208                   1                 3           2
#> 2209                   1                 3           2
#> 2210                   1                 3           2
#> 2211                   1                 3           2
#> 2212                   1                 3           2
#> 2213                   1                 3           2
#> 2214                   1                 3           2
#> 2215                   1                 3           2
#> 2216                   1                 3           2
#> 2217                   1                 1           2
#> 2218                   1                 1           2
#> 2219                   2                 3           2
#> 2220                   2                 3           2
#> 2221                   2                 3           2
#> 2222                   2                 3           2
#> 2223                   2                 3           2
#> 2224                   2                 3           2
#> 2225                   2                 3           2
#> 2226                   2                 3           2
#> 2227                   2                 3           2
#> 2228                   2                 3           2
#> 2229                   2                 3           2
#> 2230                   2                 3           2
#> 2231                   2                 3           2
#> 2232                   2                 3           2
#> 2233                   2                 3           2
#> 2234                   2                 3           2
#> 2235                   2                 3           2
#> 2236                   2                 3           2
#> 2237                   2                 3           2
#> 2238                   3                 3           2
#> 2239                   3                 3           2
#> 2240                   3                 3           2
#> 2241                   3                 3           2
#> 2242                   3                 3           2
#> 2243                   3                 3           2
#> 2244                   3                 3           2
#> 2245                   3                 3           2
#> 2246                   3                 3           2
#> 2247                   3                 3           2
#> 2248                   3                 3           2
#> 2249                   1                 3           2
#> 2250                   1                 3           2
#> 2251                   1                 3           2
#> 2252                   1                 3           2
#> 2253                   1                 3           2
#> 2254                   1                 3           2
#> 2255                   1                 3           2
#> 2256                   1                 3           2
#> 2257                   1                 3           2
#> 2258                   1                 3           2
#> 2259                   3                 1           2
#> 2260                   3                 1           2
#> 2261                   3                 1           2
#> 2262                   3                 1           2
#> 2263                   3                 1           2
#> 2264                   3                 3           2
#> 2265                   3                 3           2
#> 2266                   3                 3           2
#> 2267                   3                 3           2
#> 2268                   1                 2           2
#> 2269                   1                 2           2
#> 2270                   1                 1           2
#> 2271                   1                 1           2
#> 2272                   1                 1           2
#> 2273                   1                 1           2
#> 2274                   1                 1           2
#> 2275                   1                 3           2
#> 2276                   1                 3           2
#> 2277                   1                 3           2
#> 2278                   1                 3           2
#> 2279                   1                 3           2
#> 2280                   1                 3           2
#> 2281                   3                 1           2
#> 2282                   1                 3           2
#> 2283                   1                 3           2
#> 2284                   1                 1           2
#> 2285                   1                 3           2
#> 2286                   1                 3           2
#> 2287                   1                 3           2
#> 2288                   1                 3           2
#> 2289                   1                 3           2
#> 2290                   1                 3           2
#> 2291                   2                 1           2
#> 2292                   2                 1           2
#> 2293                   2                 1           2
#> 2294                   2                 1           2
#> 2295                   2                 1           2
#> 2296                   2                 1           2
#> 2297                   2                 1           2
#> 2298                   2                 1           2
#> 2299                   2                 1           2
#> 2300                   2                 1           2
#> 2301                   2                 1           2
#> 2302                   2                 1           2
#> 2303                   2                 1           2
#> 2304                   2                 1           2
#> 2305                   2                 1           2
#> 2306                   2                 1           2
#> 2307                   2                 1           2
#> 2308                   2                 1           2
#> 2309                   5                 1           2
#> 2310                   5                 1           2
#> 2311                   5                 1           2
#> 2312                   5                 1           2
#> 2313                   5                 1           2
#> 2314                   2                 1           2
#> 2315                   2                 1           2
#> 2316                   3                 1           2
#> 2317                   3                 1           2
#> 2318                   3                 1           2
#> 2319                   3                 1           2
#> 2320                   1                 1           2
#> 2321                   1                 1           2
#> 2322                   1                 1           2
#> 2323                   1                 1           4
#> 2324                   1                 1           4
#> 2325                   1                 1           4
#> 2326                   1                 1           4
#> 2327                   1                 1           4
#> 2328                   1                 1           4
#> 2329                   1                 1           4
#> 2330                   1                 1           4
#> 2331                   1                 1           4
#> 2332                   1                 1           4
#> 2333                   1                 1           4
#> 2334                   1                 1           4
#> 2335                   1                 1           4
#> 2336                   1                 1           4
#> 2337                   1                 1           4
#> 2338                   1                 1           4
#> 2339                   1                 1           4
#> 2340                   1                 1           4
#> 2341                   1                 1           4
#> 2342                   1                 1           4
#> 2343                   1                 1           4
#> 2344                   1                 1           4
#> 2345                   1                 1           4
#> 2346                   1                 1           4
#> 2347                   1                 1           4
#> 2348                   1                 1           4
#> 2349                   1                 1           4
#> 2350                   1                 1           4
#> 2351                   1                 1           4
#> 2352                   1                 1           4
#> 2353                   1                 1           4
#> 2354                   1                 1           4
#> 2355                   1                 1           4
#> 2356                   3                 1           4
#> 2357                   3                 1           4
#> 2358                   3                 1           4
#> 2359                   3                 1           4
#> 2360                   3                 1           4
#> 2361                   3                 1           4
#> 2362                   3                 1           4
#> 2363                   3                 1           4
#> 2364                   1                 1           4
#> 2365                   1                 1           4
#> 2366                   1                 1           4
#> 2367                   1                 1           4
#> 2368                   1                 1           4
#> 2369                   1                 1           4
#> 2370                   1                 1           4
#> 2371                   1                 1           4
#> 2372                   1                 1           4
#> 2373                   1                 1           4
#> 2374                   1                 1           4
#> 2375                   1                 1           4
#> 2376                   1                 1           4
#> 2377                   1                 1           4
#> 2378                   1                 1           4
#> 2379                   1                 1           4
#> 2380                   1                 1           4
#> 2381                   1                 1           4
#> 2382                   1                 1           4
#> 2383                   1                 5           4
#> 2384                   1                 5           4
#> 2385                   1                 5           4
#> 2386                   1                 5           4
#> 2387                   1                 5           4
#> 2388                   1                 5           4
#> 2389                   1                 5           4
#> 2390                   1                 5           4
#> 2391                   1                 5           4
#> 2392                   1                 5           4
#> 2393                   1                 5           4
#> 2394                   1                 5           4
#> 2395                   1                 1           4
#> 2396                   1                 1           4
#> 2397                   1                 1           4
#> 2398                   1                 1           4
#> 2399                   1                 1           4
#> 2400                   1                 3           2
#> 2401                   1                 3           2
#> 2402                   1                 3           2
#> 2403                   1                 3           2
#> 2404                   1                 3           2
#> 2405                   1                 3           2
#> 2406                   2                 3           2
#> 2407                   2                 3           2
#> 2408                   2                 3           2
#> 2409                   2                 3           2
#> 2410                   2                 3           2
#> 2411                   2                 3           2
#> 2412                   2                 3           2
#> 2413                   2                 3           2
#> 2414                   2                 3           2
#> 2415                   2                 3           2
#> 2416                   2                 3           2
#> 2417                   2                 3           2
#> 2418                   2                 3           2
#> 2419                   2                 3           2
#> 2420                   2                 3           2
#> 2421                   2                 3           2
#> 2422                   2                 3           2
#> 2423                   2                 3           2
#> 2424                   2                 3           2
#> 2425                   2                 3           2
#> 2426                   2                 3           2
#> 2427                   2                 3           2
#> 2428                   2                 3           2
#> 2429                   2                 3           2
#> 2430                   2                 3           2
#> 2431                   2                 3           2
#> 2432                   2                 3           2
#> 2433                   2                 3           2
#> 2434                   2                 3           2
#> 2435                   2                 3           2
#> 2436                   2                 3           2
#> 2437                   2                 3           2
#> 2438                   2                 3           2
#> 2439                   2                 3           2
#> 2440                   2                 3           2
#> 2441                   2                 3           2
#> 2442                   2                 3           2
#> 2443                   2                 3           2
#> 2444                   2                 3           2
#> 2445                   2                 3           2
#> 2446                   2                 3           2
#> 2447                   2                 3           2
#> 2448                   2                 3           2
#> 2449                   2                 3           2
#> 2450                   2                 3           2
#> 2451                   2                 3           2
#> 2452                   2                 3           2
#> 2453                   2                 3           2
#> 2454                   2                 3           2
#> 2455                   2                 3           2
#> 2456                   3                 3           2
#> 2457                   3                 1           2
#> 2458                   3                 1           2
#> 2459                   3                 1           2
#> 2460                   3                 1           2
#> 2461                   3                 1           2
#> 2462                   3                 1           2
#> 2463                   3                 1           2
#> 2464                   3                 1           2
#> 2465                   3                 1           2
#> 2466                   3                 1           2
#> 2467                   5                 1           2
#> 2468                   5                 1           2
#> 2469                   2                 1           2
#> 2470                   2                 1           2
#> 2471                   2                 1           2
#> 2472                   2                 1           2
#> 2473                   2                 1           2
#> 2474                   2                 1           2
#> 2475                   2                 1           2
#> 2476                   2                 1           2
#> 2477                   2                 1           2
#> 2478                   2                 1           2
#> 2479                   2                 1           2
#> 2480                   2                 1           2
#> 2481                   2                 1           2
#> 2482                   2                 1           2
#> 2483                   2                 1           2
#> 2484                   2                 1           2
#> 2485                   2                 1           2
#> 2486                   2                 1           2
#> 2487                   2                 1           2
#> 2488                   2                 1           2
#> 2489                   2                 1           2
#> 2490                   2                 1           2
#> 2491                   2                 1           2
#> 2492                   2                 1           2
#> 2493                   2                 1           2
#> 2494                   2                 1           2
#> 2495                   2                 1           2
#> 2496                   2                 1           2
#> 2497                   2                 1           2
#> 2498                   2                 1           2
#> 2499                   2                 1           2
#> 2500                   2                 1           2
#> 2501                   2                 1           2
#> 2502                   2                 1           2
#> 2503                   2                 1           2
#> 2504                   2                 1           2
#> 2505                   2                 1           2
#> 2506                   2                 1           2
#> 2507                   2                 1           2
#> 2508                   2                 1           2
#> 2509                   2                 1           2
#> 2510                   2                 1           2
#> 2511                   1                 1           4
#> 2512                   1                 1           4
#> 2513                   1                 1           4
#> 2514                   1                 1           4
#> 2515                   1                 1           4
#> 2516                   1                 1           4
#> 2517                   1                 1           4
#> 2518                   1                 1           4
#> 2519                   1                 1           4
#> 2520                   2                 3           2
#> 2521                   2                 3           2
#> 2522                   2                 3           2
#> 2523                   2                 3           2
#> 2524                   2                 3           2
#> 2525                   2                 3           2
#> 2526                   2                 3           2
#> 2527                   2                 3           2
#> 2528                   2                 3           2
#> 2529                   2                 3           2
#> 2530                   2                 3           2
#> 2531                   2                 3           2
#> 2532                   2                 3           2
#> 2533                   2                 3           2
#> 2534                   2                 3           2
#> 2535                   2                 3           2
#> 2536                   2                 3           2
#> 2537                   2                 3           2
#> 2538                   2                 3           2
#> 2539                   2                 3           2
#> 2540                   2                 3           2
#> 2541                   2                 3           2
#> 2542                   2                 3           2
#> 2543                   2                 3           2
#> 2544                   2                 3           2
#> 2545                   2                 3           2
#> 2546                   2                 3           2
#> 2547                   2                 3           2
#> 2548                   2                 3           2
#> 2549                   2                 3           2
#> 2550                   2                 3           2
#> 2551                   2                 3           2
#> 2552                   2                 3           2
#> 2553                   2                 3           2
#> 2554                   2                 3           2
#> 2555                   2                 3           2
#> 2556                   2                 3           2
#> 2557                   1                 1           4
#> 2558                   1                 1           4
#> 2559                   1                 1           4
#> 2560                   1                 1           4
#> 2561                   1                 1           4
#> 2562                   1                 1           4
#> 2563                   1                 1           4
#> 2564                   1                 5           2
#> 2565                   1                 5           2
#> 2566                   1                 1           4
#> 2567                   1                 1           4
#> 2568                   1                 1           4
#> 2569                   1                 1           4
#> 2570                   1                 1           4
#> 2571                   1                 1           4
#> 2572                   1                 1           4
#> 2573                   1                 1           4
#> 2574                   1                 1           4
#> 2575                   1                 1           4
#> 2576                   1                 1           4
#> 2577                   1                 1           4
#> 2578                   1                 1           4
#> 2579                   1                 1           4
#> 2580                   1                 1           4
#> 2581                   1                 3           2
#> 2582                   1                 3           2
#> 2583                   1                 3           2
#> 2584                   1                 3           2
#> 2585                   1                 1           4
#> 2586                   1                 1           4
#> 2587                   1                 1           2
#> 2588                   1                 1           2
#> 2589                   1                 1           2
#> 2590                   1                 1           2
#> 2591                   1                 1           2
#> 2592                   1                 1           4
#> 2593                   1                 1           4
#> 2594                   1                 1           4
#> 2595                   1                 1           4
#> 2596                   1                 1           4
#> 2597                   1                 1           4
#> 2598                   1                 1           4
#> 2599                   1                 1           4
#> 2600                   1                 1           4
#> 2601                   1                 1           4
#> 2602                   1                 1           4
#> 2603                   1                 1           4
#> 2604                   1                 1           4
#> 2605                   1                 1           4
#> 2606                   1                 1           4
#> 2607                   1                 1           4
#> 2608                   1                 1           4
#> 2609                   1                 1           4
#> 2610                   1                 1           4
#> 2611                   1                 1           4
#> 2612                   1                 1           4
#> 2613                   1                 1           4
#> 2614                   1                 1           4
#> 2615                   1                 1           4
#> 2616                   1                 1           4
#> 2617                   1                 1           4
#> 2618                   1                 1           4
#> 2619                   1                 1           4
#> 2620                   1                 1           4
#> 2621                   1                 1           4
#> 2622                   1                 1           4
#> 2623                   1                 1           4
#> 2624                   1                 1           4
#> 2625                   1                 1           4
#> 2626                   1                 1           4
#> 2627                   1                 1           4
#> 2628                   1                 1           4
#> 2629                   1                 1           4
#> 2630                   1                 1           4
#> 2631                   1                 1           4
#> 2632                   1                 1           4
#> 2633                   1                 1           4
#> 2634                   1                 1           4
#> 2635                   1                 1           4
#> 2636                   1                 1           4
#> 2637                   1                 1           4
#> 2638                   1                 1           4
#> 2639                   1                 1           4
#> 2640                   1                 1           4
#> 2641                   1                 1           4
#> 2642                   1                 1           4
#> 2643                   1                 1           4
#> 2644                   1                 1           4
#> 2645                   1                 1           4
#> 2646                   1                 1           4
#> 2647                   1                 1           4
#> 2648                   1                 1           4
#> 2649                   1                 1           4
#> 2650                   1                 1           4
#> 2651                   1                 1           4
#> 2652                   1                 1           4
#> 2653                   1                 1           4
#> 2654                   1                 1           4
#> 2655                   1                 1           4
#> 2656                   1                 1           4
#> 2657                   1                 1           4
#> 2658                   1                 1           4
#> 2659                   1                 1           4
#> 2660                   1                 1           4
#> 2661                   1                 1           4
#> 2662                   1                 1           4
#> 2663                   1                 1           4
#> 2664                   1                 1           4
#> 2665                   1                 1           4
#> 2666                   1                 1           4
#> 2667                   1                 1           4
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#> 2669                   1                 1           4
#> 2670                   1                 1           4
#> 2671                   1                 1           4
#> 2672                   1                 1           4
#> 2673                   1                 1           4
#> 2674                   1                 5           4
#> 2675                   1                 5           4
#> 2676                   1                 5           4
#> 2677                   1                 5           4
#> 2678                   1                 5           4
#> 2679                   1                 5           4
#> 2680                   1                 5           4
#> 2681                   1                 5           4
#> 2682                   1                 5           4
#> 2683                   1                 5           4
#> 2684                   1                 5           4
#> 2685                   1                 5           4
#> 2686                   1                 5           4
#> 2687                   1                 5           4
#> 2688                   1                 5           4
#> 2689                   1                 5           4
#> 2690                   1                 5           4
#> 2691                   1                 5           4
#> 2692                   1                 5           4
#> 2693                   1                 5           4
#> 2694                   1                 5           4
#> 2695                   1                 5           4
#> 2696                   1                 5           4
#> 2697                   1                 5           4
#> 2698                   1                 5           4
#> 2699                   1                 5           4
#> 2700                   1                 5           4
#> 2701                   1                 5           4
#> 2702                   1                 5           4
#> 2703                   1                 5           4
#> 2704                   1                 1           4
#> 2705                   1                 1           4
#> 2706                   1                 1           4
#> 2707                   1                 1           4
#> 2708                   1                 1           4
#> 2709                   1                 1           4
#> 2710                   1                 1           4
#> 2711                   1                 1           4
#> 2712                   1                 1           4
#> 2713                   1                 1           4
#> 2714                   1                 1           4
#> 2715                   1                 1           4
#> 2716                   1                 1           4
#> 2717                   1                 1           4
#> 2718                   1                 1           4
#> 2719                   1                 1           4
#> 2720                   1                 1           4
#> 2721                   1                 1           4
#> 2722                   1                 1           4
#> 2723                   1                 1           4
#> 2724                   1                 1           4
#> 2725                   1                 3           2
#> 2726                   1                 3           2
#> 2727                   1                 3           2
#> 2728                   1                 3           2
#> 2729                   1                 3           2
#> 2730                   1                 3           2
#> 2731                   1                 3           2
#> 2732                   1                 3           2
#> 2733                   1                 3           2
#> 2734                   1                 3           2
#> 2735                   1                 3           2
#> 2736                   1                 3           2
#> 2737                   1                 3           2
#> 2738                   1                 3           2
#> 2739                   1                 3           2
#> 2740                   1                 3           2
#> 2741                   1                 3           2
#> 2742                   1                 3           2
#> 2743                   1                 3           2
#> 2744                   1                 3           2
#> 2745                   1                 3           2
#> 2746                   1                 3           2
#> 2747                   1                 3           2
#> 2748                   1                 3           2
#> 2749                   1                 3           2
#> 2750                   1                 3           2
#> 2751                   1                 3           2
#> 2752                   1                 3           2
#> 2753                   1                 3           2
#> 2754                   1                 3           2
#> 2755                   1                 3           2
#> 2756                   1                 3           2
#> 2757                   1                 3           2
#> 2758                   1                 3           2
#> 2759                   1                 3           2
#> 2760                   1                 3           2
#> 2761                   1                 3           2
#> 2762                   2                 3           4
#> 2763                   1                 3           2
#> 2764                   1                 3           2
#> 2765                   1                 1           4
#> 2766                   1                 1           4
#> 2767                   1                 1           4
#> 2768                   1                 1           4
#> 2769                   1                 1           4
#> 2770                   1                 1           4
#> 2771                   1                 1           4
#> 2772                   2                 1           2
#> 2773                   2                 1           2
#> 2774                   2                 1           2
#> 2775                   2                 1           2
#> 2776                   2                 1           2
#> 2777                   2                 1           2
#> 2778                   2                 1           2
#> 2779                   2                 1           2
#> 2780                   2                 1           2
#> 2781                   2                 1           2
#> 2782                   2                 1           2
#> 2783                   2                 1           2
#> 2784                   2                 1           2
#> 2785                   2                 1           2
#> 2786                   2                 1           2
#> 2787                   1                 1           2
#> 2788                   1                 1           2
#> 2789                   1                 5           4
#> 2790                   1                 5           4
#> 2791                   1                 5           4
#> 2792                   1                 5           4
#> 2793                   1                 1           4
#> 2794                   1                 1           4
#> 2795                   1                 1           4
#> 2796                   1                 1           4
#> 2797                   1                 1           4
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#> 2800                   1                 1           4
#> 2801                   1                 1           4
#> 2802                   1                 1           4
#> 2803                   1                 1           4
#> 2804                   1                 1           4
#> 2805                   1                 1           4
#> 2806                   1                 1           4
#> 2807                   1                 1           4
#> 2808                   1                 1           4
#> 2809                   1                 1           4
#> 2810                   1                 1           4
#> 2811                   1                 1           4
#> 2812                   1                 1           4
#> 2813                   1                 1           4
#> 2814                   1                 1           4
#> 2815                   1                 1           4
#> 2816                   1                 1           4
#> 2817                   1                 1           4
#> 2818                   1                 1           4
#> 2819                   1                 1           4
#> 2820                   1                 1           4
#> 2821                   1                 1           4
#> 2822                   1                 1           4
#> 2823                   1                 1           4
#> 2824                   1                 1           4
#> 2825                   1                 1           4
#> 2826                   1                 1           4
#> 2827                   1                 1           4
#> 2828                   1                 1           4
#> 2829                   1                 1           4
#> 2830                   1                 1           4
#> 2831                   1                 1           4
#> 2832                   1                 1           4
#> 2833                   1                 1           4
#> 2834                   1                 1           4
#> 2835                   1                 1           4
#> 2836                   1                 1           4
#> 2837                   1                 1           4
#> 2838                   1                 1           4
#> 2839                   1                 1           4
#> 2840                   1                 1           4
#> 2841                   1                 1           4
#> 2842                   1                 1           4
#> 2843                   1                 1           4
#> 2844                   1                 1           4
#> 2845                   1                 1           4
#> 2846                   1                 1           4
#> 2847                   1                 1           4
#> 2848                   1                 1           4
#> 2849                   1                 1           4
#> 2850                   1                 1           4
#> 2851                   1                 1           4
#> 2852                   1                 1           4
#> 2853                   1                 1           4
#> 2854                   1                 1           4
#> 2855                   1                 1           4
#> 2856                   1                 1           4
#> 2857                   1                 1           4
#> 2858                   1                 1           4
#> 2859                   1                 1           4
#> 2860                   1                 1           4
#> 2861                   1                 1           4
#> 2862                   1                 1           4
#> 2863                   1                 1           4
#> 2864                   3                 5           4
#> 2865                   3                 5           4
#> 2866                   3                 5           4
#> 2867                   3                 5           4
#> 2868                   3                 5           4
#> 2869                   3                 5           4
#> 2870                   1                 1           4
#> 2871                   1                 1           4
#> 2872                   1                 1           4
#> 2873                   1                 1           4
#> 2874                   1                 1           4
#> 2875                   1                 1           4
#> 2876                   1                 5           4
#> 2877                   1                 5           4
#> 2878                   1                 5           4
#> 2879                   1                 5           4
#> 2880                   1                 5           4
#> 2881                   1                 5           4
#> 2882                   1                 5           4
#> 2883                   1                 5           4
#> 2884                   1                 5           4
#> 2885                   1                 5           4
#> 2886                   1                 5           4
#> 2887                   2                 5           4
#> 2888                   2                 5           4
#> 2889                   2                 5           4
#> 2890                   2                 5           4
#> 2891                   2                 5           4
#> 2892                   2                 5           4
#> 2893                   2                 5           4
#> 2894                   2                 5           4
#> 2895                   2                 5           4
#> 2896                   2                 5           4
#> 2897                   2                 5           4
#> 2898                   2                 5           4
#> 2899                   2                 5           4
#> 2900                   2                 5           4
#> 2901                   2                 5           4
#> 2902                   2                 5           4
#> 2903                   2                 5           4
#> 2904                   2                 5           4
#> 2905                   2                 5           4
#> 2906                   2                 5           4
#> 2907                   2                 5           4
#> 2908                   2                 5           4
#> 2909                   2                 5           4
#> 2910                   2                 5           4
#> 2911                   2                 5           4
#> 2912                   2                 5           4
#> 2913                   2                 5           4
#> 2914                   2                 5           4
#> 2915                   2                 5           4
#> 2916                   2                 5           4
#> 2917                   2                 5           4
#> 2918                   2                 5           4
#> 2919                   2                 5           4
#> 2920                   2                 5           4
#> 2921                   2                 5           4
#> 2922                   2                 5           4
#> 2923                   2                 5           4
#> 2924                   2                 5           4
#> 2925                   2                 5           4
#> 2926                   2                 5           4
#> 2927                   2                 5           4
#> 2928                   2                 5           4
#> 2929                   2                 5           4
#> 2930                   2                 5           4
#> 2931                   2                 5           4
#> 2932                   2                 5           4
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#> 2934                   1                 5           4
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#> 2938                   1                 5           4
#> 2939                   1                 5           4
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#> 2942                   1                 5           4
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#> 2944                   1                 5           4
#> 2945                   1                 5           4
#> 2946                   1                 5           4
#> 2947                   1                 5           4
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#> 2952                   1                 5           4
#> 2953                   1                 5           4
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#> 2957                   1                 5           4
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#> 2961                   1                 5           4
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#> 2975                   2                 5           4
#> 2976                   2                 5           4
#> 2977                   2                 5           4
#> 2978                   2                 5           4
#> 2979                   2                 5           4
#> 2980                   2                 5           4
#> 2981                   2                 5           4
#> 2982                   2                 5           4
#> 2983                   2                 5           4
#> 2984                   2                 5           4
#> 2985                   2                 5           4
#> 2986                   2                 5           4
#> 2987                   2                 5           4
#> 2988                   2                 5           4
#> 2989                   2                 5           4
#> 2990                   2                 5           4
#> 2991                   2                 5           4
#> 2992                   2                 5           4
#> 2993                   2                 5           4
#> 2994                   2                 5           4
#> 2995                   3                 1           4
#> 2996                   3                 1           4
#> 2997                   3                 1           4
#> 2998                   3                 1           4
#> 2999                   3                 1           4
#> 3000                   3                 1           4
#> 3001                   3                 1           4
#> 3002                   3                 1           4
#> 3003                   3                 1           4
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#> 3005                   1                 5           4
#> 3006                   1                 5           4
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#> 3010                   1                 5           4
#> 3011                   1                 5           4
#> 3012                   1                 5           4
#> 3013                   1                 5           4
#> 3014                   1                 5           4
#> 3015                   1                 5           4
#> 3016                   1                 5           4
#> 3017                   1                 5           4
#> 3018                   1                 5           4
#> 3019                   1                 5           4
#> 3020                   1                 5           4
#> 3021                   1                 5           4
#> 3022                   1                 5           4
#> 3023                   1                 5           4
#> 3024                   1                 5           4
#> 3025                   1                 1           4
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#> 3027                   1                 5           4
#> 3028                   1                 5           4
#> 3029                   1                 5           4
#> 3030                   1                 1           4
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#> 3033                   3                 1           4
#> 3034                   3                 1           4
#> 3035                   3                 1           4
#> 3036                   1                 3           2
#> 3037                   1                 3           2
#> 3038                   2                 3           2
#> 3039                   2                 3           2
#> 3040                   3                 1           2
#> 3041                   3                 1           2
#> 3042                   3                 1           2
#> 3043                   3                 1           2
#> 3044                   3                 1           2
#> 3045                   3                 1           2
#> 3046                   3                 1           2
#> 3047                   3                 1           2
#> 3048                   3                 1           2
#> 3049                   3                 1           2
#> 3050                   3                 1           2
#> 3051                   3                 1           2
#> 3052                   3                 1           2
#> 3053                   3                 1           2
#> 3054                   3                 1           2
#> 3055                   3                 1           2
#> 3056                   3                 1           2
#> 3057                   3                 1           2
#> 3058                   3                 1           2
#> 3059                   3                 1           2
#> 3060                   3                 1           2
#> 3061                   3                 1           2
#> 3062                   3                 1           2
#> 3063                   3                 1           2
#> 3064                   3                 1           2
#> 3065                   2                 5           4
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#> 3069                   1                 5           4
#> 3070                   1                 5           4
#> 3071                   1                 5           4
#> 3072                   1                 5           4
#> 3073                   1                 5           4
#> 3074                   1                 5           4
#> 3075                   1                 5           4
#> 3076                   1                 5           4
#> 3077                   1                 5           4
#> 3078                   1                 5           4
#> 3079                   1                 5           4
#> 3080                   1                 5           4
#> 3081                   1                 5           4
#> 3082                   1                 5           4
#> 3083                   1                 5           4
#> 3084                   1                 5           4
#> 3085                   1                 5           4
#> 3086                   1                 5           4
#> 3087                   1                 5           4
#> 3088                   1                 5           4
#> 3089                   1                 5           4
#> 3090                   1                 5           4
#> 3091                   1                 5           4
#> 3092                   1                 5           4
#> 3093                   1                 5           4
#> 3094                   1                 5           4
#> 3095                   1                 5           4
#> 3096                   1                 5           4
#> 3097                   1                 5           4
#> 3098                   1                 5           4
#> 3099                   1                 5           4
#> 3100                   1                 5           4
#> 3101                   1                 1           4
#> 3102                   1                 1           4
#> 3103                   1                 1           4
#> 3104                   1                 1           4
#> 3105                   1                 1           4
#> 3106                   1                 1           4
#> 3107                   1                 1           4
#> 3108                   1                 1           4
#> 3109                   1                 1           4
#> 3110                   1                 1           4
#> 3111                   1                 1           4
#> 3112                   1                 1           4
#> 3113                   1                 1           4
#> 3114                   1                 1           4
#> 3115                   1                 1           4
#> 3116                   1                 1           4
#> 3117                   1                 1           4
#> 3118                   1                 1           4
#> 3119                   1                 1           4
#> 3120                   1                 1           4
#> 3121                   1                 1           4
#> 3122                   1                 1           4
#> 3123                   1                 1           4
#> 3124                   1                 1           4
#> 3125                   1                 1           4
#> 3126                   1                 1           4
#> 3127                   1                 1           4
#> 3128                   1                 5           4
#> 3129                   1                 5           4
#> 3130                   1                 5           4
#> 3131                   1                 5           4
#> 3132                   1                 5           4
#> 3133                   1                 5           4
#> 3134                   1                 5           4
#> 3135                   1                 5           4
#> 3136                   1                 5           4
#> 3137                   1                 5           4
#> 3138                   1                 5           4
#> 3139                   1                 5           4
#> 3140                   1                 5           4
#> 3141                   1                 5           4
#> 3142                   1                 5           4
#> 3143                   1                 5           4
#> 3144                   1                 5           4
#> 3145                   1                 5           4
#> 3146                   1                 5           4
#> 3147                   1                 5           4
#> 3148                   1                 5           4
#> 3149                   1                 5           4
#> 3150                   1                 5           4
#> 3151                   1                 5           4
#> 3152                   1                 5           4
#> 3153                   1                 5           4
#> 3154                   1                 5           4
#> 3155                   1                 5           4
#> 3156                   1                 5           4
#> 3157                   1                 5           4
#> 3158                   1                 5           4
#> 3159                   1                 5           4
#> 3160                   1                 5           4
#> 3161                   1                 5           4
#> 3162                   1                 5           4
#> 3163                   1                 5           4
#> 3164                   1                 5           4
#> 3165                   1                 1           4
#> 3166                   1                 1           4
#> 3167                   1                 1           4
#> 3168                   1                 1           4
#> 3169                   1                 1           4
#> 3170                   1                 1           4
#> 3171                   1                 1           4
#> 3172                   1                 1           4
#> 3173                   1                 1           4
#> 3174                   1                 1           4
#> 3175                   1                 1           4
#> 3176                   3                 1           2
#> 3177                   3                 1           2
#> 3178                   3                 1           2
#> 3179                   3                 1           2
#> 3180                   3                 1           2
#> 3181                   3                 1           2
#> 3182                   3                 1           2
#> 3183                   3                 1           2
#> 3184                   2                 1           2
#> 3185                   2                 1           2
#> 3186                   2                 1           2
#> 3187                   2                 1           2
#> 3188                   1                 5           4
#> 3189                   1                 5           4
#> 3190                   1                 5           4
#> 3191                   1                 5           4
#> 3192                   1                 5           4
#> 3193                   1                 5           4
#> 3194                   1                 5           4
#> 3195                   3                 1           4
#> 3196                   3                 1           4
#> 3197                   1                 1           4
#> 3198                   1                 1           4
#> 3199                   1                 1           4
#> 3200                   1                 1           4
#> 3201                   1                 1           4
#> 3202                   1                 1           4
#> 3203                   1                 1           4
#> 3204                   1                 3           4
#> 3205                   1                 3           4
#> 3206                   1                 3           4
#> 3207                   1                 3           4
#> 3208                   1                 1           4
#> 3209                   1                 1           4
#> 3210                   1                 1           4
#> 3211                   1                 1           4
#> 3212                   1                 1           4
#> 3213                   1                 1           4
#> 3214                   1                 1           4
#> 3215                   1                 1           4
#> 3216                   1                 1           4
#> 3217                   1                 1           4
#> 3218                   1                 1           4
#> 3219                   1                 1           4
#> 3220                   1                 1           4
#> 3221                   1                 1           4
#> 3222                   1                 1           4
#> 3223                   1                 1           4
#> 3224                   1                 1           4
#> 3225                   1                 1           4
#> 3226                   1                 1           4
#> 3227                   1                 1           4
#> 3228                   1                 1           4
#> 3229                   1                 1           4
#> 3230                   1                 1           4
#> 3231                   1                 1           4
#> 3232                   1                 1           4
#> 3233                   1                 1           4
#> 3234                   1                 1           4
#> 3235                   1                 1           4
#> 3236                   1                 1           4
#> 3237                   1                 1           4
#> 3238                   1                 1           4
#> 3239                   1                 1           4
#> 3240                   1                 1           4
#> 3241                   2                 5           4
#> 3242                   2                 5           4
#> 3243                   2                 5           4
#> 3244                   2                 5           4
#> 3245                   2                 5           4
#> 3246                   2                 5           4
#> 3247                   2                 5           4
#> 3248                   2                 5           4
#> 3249                   2                 5           4
#> 3250                   2                 5           4
#> 3251                   2                 5           4
#> 3252                   2                 5           4
#> 3253                   2                 5           4
#> 3254                   2                 5           4
#> 3255                   2                 5           4
#> 3256                   2                 5           4
#> 3257                   2                 5           4
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#> 3312                   1                 1           4
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#> 3371                   2                 5           4
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#> 3460                   1                 1           4
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#> 3494                   1                 5           4
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#> 3513                   1                 1           4
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#> 3555                   1                 1           4
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#> 3562                   1                 1           4
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#> 3567                   1                 5           4
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#> 3583                   1                 1           4
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#> 3598                   2                 5           4
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#> 3669                   1                 1           4
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#> 3671                   1                 1           4
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#> 3689                   1                 1           4
#> 3690                   1                 1           4
#> 3691                   1                 1           4
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#> 3698                   1                 1           4
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#> 3702                   1                 1           4
#> 3703                   1                 5           4
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#> 3721                   1                 1           4
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#> 3744                   1                 1           4
#> 3745                   1                 1           4
#> 3746                   1                 1           4
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#> 3748                   1                 1           4
#> 3749                   3                 3           4
#> 3750                   3                 3           4
#> 3751                   3                 3           4
#> 3752                   3                 3           4
#> 3753                   3                 3           4
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#> 3755                   3                 3           4
#> 3756                   3                 3           4
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#> 3760                   3                 3           4
#> 3761                   3                 3           4
#> 3762                   3                 3           4
#> 3763                   3                 3           4
#> 3764                   3                 3           4
#> 3765                   3                 3           4
#> 3766                   1                 1           4
#> 3767                   1                 1           4
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#> 3770                   1                 1           4
#> 3771                   1                 3           4
#> 3772                   1                 3           4
#> 3773                   1                 3           4
#> 3774                   1                 3           4
#> 3775                   1                 2           5
#> 3776                   1                 2           5
#> 3777                   2                 3           2
#> 3778                   2                 3           2
#> 3779                   2                 3           2
#> 3780                   2                 3           2
#> 3781                   2                 3           2
#> 3782                   2                 3           2
#> 3783                   2                 3           2
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#> 3790                   2                 3           2
#> 3791                   2                 3           2
#> 3792                   2                 3           2
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#> 3795                   2                 3           2
#> 3796                   2                 3           2
#> 3797                   2                 3           2
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#> 3800                   2                 3           2
#> 3801                   2                 3           2
#> 3802                   2                 3           2
#> 3803                   2                 3           2
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#> 3807                   2                 3           2
#> 3808                   2                 3           2
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#> 3849                   2                 3           2
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#> 3851                   2                 3           2
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#> 3855                   2                 3           2
#> 3856                   5                 3           2
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#> 3874                   5                 3           2
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#> 3878                   2                 3           2
#> 3879                   2                 3           2
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#> 3881                   2                 3           2
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#> 3884                   2                 3           2
#> 3885                   2                 3           2
#> 3886                   2                 3           2
#> 3887                   2                 3           2
#> 3888                   2                 3           2
#> 3889                   2                 3           2
#> 3890                   2                 3           2
#> 3891                   2                 3           2
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#> 3896                   2                 3           2
#> 3897                   2                 3           2
#> 3898                   2                 3           2
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#> 3900                   2                 3           2
#> 3901                   2                 3           2
#> 3902                   2                 3           2
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#> 3906                   2                 3           2
#> 3907                   2                 3           2
#> 3908                   2                 3           2
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#> 3930                   2                 3           2
#> 3931                   2                 3           2
#> 3932                   2                 3           2
#> 3933                   2                 3           2
#> 3934                   1                 1           4
#> 3935                   1                 1           4
#> 3936                   1                 1           4
#> 3937                   1                 1           4
#> 3938                   1                 1           4
#> 3939                   1                 1           4
#> 3940                   1                 1           4
#> 3941                   2                 3           2
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#> 3992                   2                 3           2
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#> 3999                   2                 3           2
#> 4000                   2                 3           2
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#> 4096                   2                 3           2
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#> 4192                   2                 3           2
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#> 4194                   2                 3           2
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#> 4200                   2                 3           2
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#> 4214                   2                 3           2
#> 4215                   2                 3           2
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#> 4221                   2                 3           2
#> 4222                   2                 3           2
#> 4223                   2                 3           2
#> 4224                   2                 3           2
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#> 4226                   2                 3           2
#> 4227                   2                 3           2
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#> 4230                   2                 3           2
#> 4231                   2                 3           2
#> 4232                   2                 3           2
#> 4233                   2                 3           2
#> 4234                   2                 3           2
#> 4235                   2                 3           2
#> 4236                   2                 3           2
#> 4237                   2                 3           2
#> 4238                   2                 3           2
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#> 4240                   2                 3           2
#> 4241                   2                 3           2
#> 4242                   2                 3           2
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#> 4244                   2                 3           2
#> 4245                   2                 3           2
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#> 4248                   2                 3           2
#> 4249                   2                 3           2
#> 4250                   2                 3           2
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#> 4252                   2                 3           2
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#> 4254                   2                 3           2
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#> 4256                   2                 3           2
#> 4257                   2                 3           2
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#> 4260                   2                 3           2
#> 4261                   2                 3           2
#> 4262                   2                 3           2
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#> 4264                   2                 3           2
#> 4265                   2                 3           2
#> 4266                   2                 3           2
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#> 4270                   2                 3           2
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#> 4273                   2                 3           2
#> 4274                   2                 3           2
#> 4275                   2                 3           2
#> 4276                   2                 3           2
#> 4277                   2                 3           2
#> 4278                   2                 3           2
#> 4279                   2                 3           2
#> 4280                   2                 3           2
#> 4281                   2                 3           2
#> 4282                   2                 3           2
#> 4283                   2                 3           2
#> 4284                   2                 3           2
#> 4285                   2                 3           2
#> 4286                   2                 3           2
#> 4287                   2                 3           2
#> 4288                   2                 3           2
#> 4289                   2                 3           2
#> 4290                   2                 3           2
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#> 4292                   2                 3           2
#> 4293                   2                 3           2
#> 4294                   2                 3           2
#> 4295                   2                 3           2
#> 4296                   2                 3           2
#> 4297                   2                 3           2
#> 4298                   2                 3           2
#> 4299                   2                 3           2
#> 4300                   2                 3           2
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#> 4302                   2                 3           2
#> 4303                   2                 3           2
#> 4304                   2                 3           2
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#> 4306                   2                 3           2
#> 4307                   2                 3           2
#> 4308                   2                 3           2
#> 4309                   2                 3           2
#> 4310                   2                 3           2
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#> 4314                   2                 3           2
#> 4315                   2                 3           2
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#> 4318                   2                 3           2
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#> 4320                   2                 3           2
#> 4321                   2                 3           2
#> 4322                   2                 3           2
#> 4323                   2                 3           2
#> 4324                   2                 3           2
#> 4325                   2                 3           2
#> 4326                   2                 3           2
#> 4327                   2                 3           2
#> 4328                   2                 3           2
#> 4329                   2                 3           2
#> 4330                   2                 3           2
#> 4331                   1                 1           2
#> 4332                   1                 1           2
#> 4333                   1                 1           2
#> 4334                   1                 1           2
#> 4335                   1                 1           2
#> 4336                   1                 1           2
#> 4337                   1                 1           2
#> 4338                   1                 1           2
#> 4339                   2                 3           2
#> 4340                   2                 3           2
#> 4341                   2                 3           2
#> 4342                   2                 3           2
#> 4343                   2                 3           2
#> 4344                   2                 3           2
#> 4345                   2                 3           2
#> 4346                   2                 3           2
#> 4347                   2                 3           2
#> 4348                   2                 3           2
#> 4349                   2                 3           2
#> 4350                   2                 3           2
#> 4351                   2                 3           2
#> 4352                   2                 3           2
#> 4353                   2                 3           2
#> 4354                   2                 3           2
#> 4355                   2                 3           2
#> 4356                   2                 3           2
#> 4357                   2                 3           2
#> 4358                   2                 3           2
#> 4359                   2                 3           2
#> 4360                   2                 3           2
#> 4361                   2                 3           2
#> 4362                   2                 3           2
#> 4363                   2                 3           2
#> 4364                   2                 3           2
#> 4365                   2                 3           2
#> 4366                   2                 3           2
#> 4367                   2                 3           2
#> 4368                   2                 3           2
#> 4369                   2                 3           2
#> 4370                   2                 3           2
#> 4371                   2                 3           2
#> 4372                   2                 3           2
#> 4373                   2                 3           2
#> 4374                   2                 3           2
#> 4375                   2                 3           2
#> 4376                   2                 3           2
#> 4377                   2                 3           2
#> 4378                   2                 3           2
#> 4379                   2                 3           2
#> 4380                   2                 3           2
#> 4381                   2                 3           2
#> 4382                   2                 3           2
#> 4383                   2                 3           2
#> 4384                   2                 3           2
#> 4385                   2                 3           2
#> 4386                   2                 3           2
#> 4387                   2                 3           2
#> 4388                   2                 3           2
#> 4389                   2                 3           2
#> 4390                   2                 3           2
#> 4391                   2                 3           2
#> 4392                   2                 3           2
#> 4393                   2                 3           2
#> 4394                   2                 3           2
#> 4395                   2                 3           2
#> 4396                   2                 3           2
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#> 4398                   2                 3           2
#> 4399                   2                 3           2
#> 4400                   2                 3           2
#> 4401                   2                 3           2
#> 4402                   2                 3           2
#> 4403                   2                 3           2
#> 4404                   2                 3           2
#> 4405                   2                 3           2
#> 4406                   2                 3           2
#> 4407                   2                 3           2
#> 4408                   2                 3           2
#> 4409                   2                 3           2
#> 4410                   2                 3           2
#> 4411                   2                 3           2
#> 4412                   2                 3           2
#> 4413                   5                 1           2
#> 4414                   5                 1           2
#> 4415                   2                 3           2
#> 4416                   2                 3           2
#> 4417                   2                 3           2
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#> 4419                   2                 3           2
#> 4420                   2                 3           2
#> 4421                   2                 3           2
#> 4422                   2                 3           2
#> 4423                   2                 3           2
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#> 4425                   2                 3           2
#> 4426                   2                 3           2
#> 4427                   2                 3           2
#> 4428                   2                 3           2
#> 4429                   2                 3           2
#> 4430                   2                 3           2
#> 4431                   2                 3           2
#> 4432                   2                 3           2
#> 4433                   2                 3           2
#> 4434                   2                 3           2
#> 4435                   2                 3           2
#> 4436                   2                 3           2
#> 4437                   2                 3           2
#> 4438                   3                 1           2
#> 4439                   3                 1           2
#> 4440                   3                 1           2
#> 4441                   3                 1           2
#> 4442                   3                 1           2
#> 4443                   3                 1           2
#> 4444                   3                 1           2
#> 4445                   3                 1           2
#> 4446                   3                 1           2
#> 4447                   3                 1           2
#> 4448                   3                 1           2
#> 4449                   3                 1           2
#> 4450                   2                 3           2
#> 4451                   2                 3           2
#> 4452                   2                 3           2
#> 4453                   2                 3           2
#> 4454                   2                 3           2
#> 4455                   2                 3           2
#> 4456                   5                 3           2
#> 4457                   5                 3           2
#> 4458                   5                 3           2
#> 4459                   5                 3           2
#> 4460                   5                 3           2
#> 4461                   5                 3           2
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#> 4463                   5                 3           2
#> 4464                   5                 3           2
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#> 4470                   5                 3           2
#> 4471                   5                 3           2
#> 4472                   5                 3           2
#> 4473                   5                 3           2
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#> 4476                   5                 3           2
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#> 4478                   5                 3           2
#> 4479                   5                 3           2
#> 4480                   5                 3           2
#> 4481                   5                 3           2
#> 4482                   5                 3           2
#> 4483                   1                 3           2
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#> 4491                   1                 3           2
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#> 4496                   1                 3           2
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#> 4554                   1                 5           2
#> 4555                   1                 5           2
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#> 4616                   2                 5           2
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#> 4952                   2                 3           2
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#> 5106                   1                 3           2
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#>  [ reached 'max' / getOption("max.print") -- omitted 14344 rows ]
## Multicollinearity Check
model_for_vif <- lm(price ~ number_of_rooms + square_meters + canton + floor + year_category + Demographic_cluster + Political_cluster + Tax_cluster, data=properties_filtered)
vif_values <- vif(model_for_vif)
#show the result in the html
kable(vif_values, format = "html") %>%
  kable_styling(full_width = F)
GVIF Df GVIF^(1/(2*Df))
number_of_rooms 2.30 1 1.52
square_meters 2.21 1 1.49
canton 69.53 25 1.09
floor 1.60 2 1.12
year_category 1.33 10 1.01
Demographic_cluster 1.18 1 1.09
Political_cluster 4.09 1 2.02
Tax_cluster 14.29 1 3.78
  • No multicollinearity issues are observed for the predictors number_of_rooms and square_meters, with VIF values below 5. Despite their correlation, it is not strong enough to cause multicollinearity issues.

  • High VIF Values:

    • canton and Tax_cluster have VIF values much greater than 10, indicating serious multicollinearity issues. These predictors are highly correlated with other predictors in the model.
  • Moderate VIF Values:

    • Other predictors like number_of_rooms, square_meters, Political_cluster, etc., have VIF values below 5, indicating acceptable multicollinearity.

We removed the canton variable from the model due to its high VIF value, which could lead to unstable coefficient estimates and unreliable model predictions.

We keep the Tax_cluster variable in the model for now, as it may provide valuable information for predicting property prices.

5.1.3.3 Basic Model

5.1.3.3.1 Model Building and Evaluation

The data set was split into training and testing sets to validate the model’s performance. The linear regression model was then fitted using selected predictors:

Click to show code
# Model Building
## Split the Data
set.seed(123)  # for reproducibility
trainIndex <- createDataPartition(properties_filtered$price, p=0.8, list=FALSE)
trainData <- properties_filtered[trainIndex, ]
testData <- properties_filtered[-trainIndex, ]

## Fit the Model
lm_model_1 <- lm(price ~ number_of_rooms + square_meters + property_type + floor + year_category  + Demographic_cluster +Political_cluster + Tax_cluster , data=trainData)

summary(lm_model_1)
#> 
#> Call:
#> lm(formula = price ~ number_of_rooms + square_meters + property_type + 
#>     floor + year_category + Demographic_cluster + Political_cluster + 
#>     Tax_cluster, data = trainData)
#> 
#> Residuals:
#>       Min        1Q    Median        3Q       Max 
#> -11997855   -356161    -95362    203017  16366183 
#> 
#> Coefficients: (1 not defined because of singularities)
#>                               Estimate Std. Error t value Pr(>|t|)
#> (Intercept)                    -266176      50390   -5.28  1.3e-07
#> number_of_rooms                   3541       6266    0.57  0.57200
#> square_meters                     9148        108   84.69  < 2e-16
#> property_typeAttic flat         131957      40468    3.26  0.00111
#> property_typeBifamiliar house  -189373      38738   -4.89  1.0e-06
#> property_typeChalet             138465      48749    2.84  0.00451
#> property_typeDuplex            -116789      49811   -2.34  0.01906
#> property_typeFarm house        -521808     112488   -4.64  3.5e-06
#> property_typeLoft               -83702     240671   -0.35  0.72801
#> property_typeRoof flat          -94839      57761   -1.64  0.10063
#> property_typeRustic house       -79809     227696   -0.35  0.72596
#> property_typeSingle house      -164801      22963   -7.18  7.4e-13
#> property_typeTerrace flat       -42541      81387   -0.52  0.60119
#> property_typeVilla              140286      36540    3.84  0.00012
#> flooreg                          25247      23275    1.08  0.27806
#> floornoteg                          NA         NA      NA       NA
#> year_category1919-1945          242007      53973    4.48  7.4e-06
#> year_category1946-1960          298608      50874    5.87  4.5e-09
#> year_category1961-1970          259620      43029    6.03  1.6e-09
#> year_category1971-1980          307837      38130    8.07  7.3e-16
#> year_category1981-1990          293302      38604    7.60  3.2e-14
#> year_category1991-2000          349181      40050    8.72  < 2e-16
#> year_category2001-2005          470190      48743    9.65  < 2e-16
#> year_category2006-2010          566849      42624   13.30  < 2e-16
#> year_category2011-2015          590621      41391   14.27  < 2e-16
#> year_category2016-2024          456872      32611   14.01  < 2e-16
#> Demographic_cluster              77678       6811   11.41  < 2e-16
#> Political_cluster               -60392       5096  -11.85  < 2e-16
#> Tax_cluster                     -68401       7182   -9.52  < 2e-16
#>                                  
#> (Intercept)                   ***
#> number_of_rooms                  
#> square_meters                 ***
#> property_typeAttic flat       ** 
#> property_typeBifamiliar house ***
#> property_typeChalet           ** 
#> property_typeDuplex           *  
#> property_typeFarm house       ***
#> property_typeLoft                
#> property_typeRoof flat           
#> property_typeRustic house        
#> property_typeSingle house     ***
#> property_typeTerrace flat        
#> property_typeVilla            ***
#> flooreg                          
#> floornoteg                       
#> year_category1919-1945        ***
#> year_category1946-1960        ***
#> year_category1961-1970        ***
#> year_category1971-1980        ***
#> year_category1981-1990        ***
#> year_category1991-2000        ***
#> year_category2001-2005        ***
#> year_category2006-2010        ***
#> year_category2011-2015        ***
#> year_category2016-2024        ***
#> Demographic_cluster           ***
#> Political_cluster             ***
#> Tax_cluster                   ***
#> ---
#> Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#> 
#> Residual standard error: 960000 on 16448 degrees of freedom
#> Multiple R-squared:  0.493,  Adjusted R-squared:  0.492 
#> F-statistic:  591 on 27 and 16448 DF,  p-value: <2e-16

Diagnostic checks such as residual analysis and normality tests were conducted to validate model assumptions. Performance metrics including R-squared and RMSE were calculated to assess the model’s explanatory power and prediction accuracy.

Click to show code
#use gt summary to show the result
tbl_reg_1 <- gtsummary::tbl_regression(lm_model_1)
tbl_reg_1
Characteristic Beta 95% CI1 p-value
number_of_rooms 3,541 -8,741, 15,822 0.6
square_meters 9,149 8,937, 9,360 <0.001
property_type


    Apartment
    Attic flat 131,957 52,635, 211,279 0.001
    Bifamiliar house -189,373 -265,304, -113,443 <0.001
    Chalet 138,465 42,911, 234,018 0.005
    Duplex -116,789 -214,424, -19,154 0.019
    Farm house -521,808 -742,296, -301,320 <0.001
    Loft -83,702 -555,442, 388,039 0.7
    Roof flat -94,839 -208,057, 18,379 0.10
    Rustic house -79,809 -526,117, 366,499 0.7
    Single house -164,801 -209,811, -119,791 <0.001
    Terrace flat -42,541 -202,067, 116,986 0.6
    Villa 140,285 68,664, 211,907 <0.001
floor


    floor
    eg 25,247 -20,375, 70,869 0.3
    noteg


year_category


    0-1919
    1919-1945 242,007 136,214, 347,800 <0.001
    1946-1960 298,608 198,889, 398,326 <0.001
    1961-1970 259,620 175,279, 343,961 <0.001
    1971-1980 307,837 233,097, 382,577 <0.001
    1981-1990 293,302 217,634, 368,971 <0.001
    1991-2000 349,181 270,678, 427,684 <0.001
    2001-2005 470,190 374,648, 565,732 <0.001
    2006-2010 566,849 483,302, 650,396 <0.001
    2011-2015 590,621 509,490, 671,753 <0.001
    2016-2024 456,872 392,951, 520,793 <0.001
Demographic_cluster 77,678 64,328, 91,028 <0.001
Political_cluster -60,392 -70,381, -50,402 <0.001
Tax_cluster -68,401 -82,477, -54,324 <0.001
1 CI = Confidence Interval
  • Square Meters: The coefficient of 9,149 for square meters is highly significant (p < 0.001), underscoring its importance as a predictor of property price.
  • Property Type: Different property types show varied impacts on price, with some types (like Attic flats and Chalets) significantly increasing price, while others (such as Farm houses and Bifamiliar houses) significantly decreasing it. A large set of them have none significant p-values and high confidence intervals, indicating that they may not significantly influence property prices.
  • Year Category: The coefficients for the year categories are all significantly different from zero (p < 0.001), indicating that the age and era of construction are important factors in predicting property prices.
  • Demographic, Political, and Tax Clusters: These coefficients are significant, suggesting that demographic factors, political, and tax considerations within different clusters significantly affect property prices.
  • Floor : Seems none significant.
5.1.3.3.2 Assess Overfitting
Click to show code
# For the Linear Model
lm_train_pred <- predict(lm_model_1, newdata = trainData)
lm_test_pred <- predict(lm_model_1, newdata = testData)

# Calculate RMSE and R-squared for Training Data
lm_train_rmse <- sqrt(mean((trainData$price - lm_train_pred)^2))
lm_train_rsquared <- summary(lm(lm_train_pred ~ trainData$price))$r.squared

# Calculate RMSE and R-squared for Test Data
lm_test_rmse <- sqrt(mean((testData$price - lm_test_pred)^2))
lm_test_rsquared <- summary(lm(lm_test_pred ~ testData$price))$r.squared

# show the results in a table
results_table <- data.frame(
  Model = c("Linear Regression"),
  RMSE_Train = lm_train_rmse,
  RMSE_Test = lm_test_rmse,
  Rsquared_Train = lm_train_rsquared,
  Rsquared_Test = lm_test_rsquared
)

#show table in html
kable(results_table, format = "html") %>%
  kable_styling(position = "center", bootstrap_options = c("striped", "bordered", "hover", "condensed"))
Model RMSE_Train RMSE_Test Rsquared_Train Rsquared_Test
Linear Regression 959505 980302 0.493 0.48

No overfitting is observed as the RMSE and R-squared values are similar between the training and test sets, indicating that the model generalizes well to new data.

5.1.3.3.3 Metrics

Here are the performance metrics for the initial model:

Click to show code
# print R-squared and Adj R-squared and RMSE and MAE and AIC
r_sq <- summary(lm_model_1)$r.squared
adj_r_sq <- summary(lm_model_1)$adj.r.squared
rmse <- rmse(testData$price, predict(lm_model_1, newdata=testData))
mae <- mae(testData$price, predict(lm_model_1, newdata=testData))
aic <- AIC(lm_model_1)
# show those metrics in a html table
metrics_1 <- kable(data.frame(r_sq, adj_r_sq, rmse, mae, aic), format = "html", col.names = c("R-Squared", "Adjusted R-Squared", "RMSE", "MAE", "AIC")) %>%
  kable_styling(position = "center", bootstrap_options = c("striped", "bordered", "hover", "condensed"))  %>%
  add_header_above(c("Basic Model Performance Metrics" = 5)) 
metrics_1
Basic Model Performance Metrics
R-Squared Adjusted R-Squared RMSE MAE AIC
0.493 0.492 980302 491715 500701
  • The model has moderate explanatory power, with an R-Squared of 0.493 and an Adjusted R-Squared of 0.492.

  • Prediction accuracy, as indicated by RMSE (980’302) and MAE (491’715), shows that the model’s predictions are reasonably close to actual prices but could be improved.

  • The AIC value (500’701) provides a benchmark for comparing with other models

5.1.3.4 Hyperparameter Tuning

5.1.3.4.1 Stepwise Regression

Stepwise regression was performed to refine the model and improve its predictive performance. The resulting model was evaluated using the same diagnostic checks and performance metrics as the initial model:

Click to show code
# stepwise regression
lm_model_2 <- step(lm_model_1)
#> Start:  AIC=453943
#> price ~ number_of_rooms + square_meters + property_type + floor + 
#>     year_category + Demographic_cluster + Political_cluster + 
#>     Tax_cluster
#> 
#>                       Df Sum of Sq      RSS    AIC
#> - number_of_rooms      1  2.95e+11 1.52e+16 453941
#> - floor                1  1.09e+12 1.52e+16 453942
#> <none>                             1.52e+16 453943
#> - Tax_cluster          1  8.37e+13 1.53e+16 454031
#> - property_type       10  1.26e+14 1.53e+16 454059
#> - Demographic_cluster  1  1.20e+14 1.53e+16 454070
#> - Political_cluster    1  1.29e+14 1.53e+16 454081
#> - year_category       10  2.96e+14 1.55e+16 454241
#> - square_meters        1  6.61e+15 2.18e+16 459903
#> 
#> Step:  AIC=453941
#> price ~ square_meters + property_type + floor + year_category + 
#>     Demographic_cluster + Political_cluster + Tax_cluster
#> 
#>                       Df Sum of Sq      RSS    AIC
#> - floor                1  1.10e+12 1.52e+16 453940
#> <none>                             1.52e+16 453941
#> - Tax_cluster          1  8.34e+13 1.53e+16 454029
#> - property_type       10  1.26e+14 1.53e+16 454057
#> - Demographic_cluster  1  1.20e+14 1.53e+16 454068
#> - Political_cluster    1  1.32e+14 1.53e+16 454082
#> - year_category       10  2.98e+14 1.55e+16 454242
#> - square_meters        1  1.04e+16 2.55e+16 462515
#> 
#> Step:  AIC=453940
#> price ~ square_meters + property_type + year_category + Demographic_cluster + 
#>     Political_cluster + Tax_cluster
#> 
#>                       Df Sum of Sq      RSS    AIC
#> <none>                             1.52e+16 453940
#> - Tax_cluster          1  8.33e+13 1.53e+16 454028
#> - Demographic_cluster  1  1.20e+14 1.53e+16 454068
#> - Political_cluster    1  1.32e+14 1.53e+16 454081
#> - property_type       11  1.56e+14 1.53e+16 454087
#> - year_category       10  3.02e+14 1.55e+16 454245
#> - square_meters        1  1.04e+16 2.55e+16 462514

#use gt summary to show the result 
tbl_reg_2 <- gtsummary::tbl_regression(lm_model_2)
tbl_reg_1_and_2 <- tbl_merge(
  tbls= list(tbl_reg_1, tbl_reg_2),
  tab_spanner = c("**Basic Model**", "**Model Stepwise**")
  )
tbl_reg_1_and_2
Characteristic Basic Model Model Stepwise
Beta 95% CI1 p-value Beta 95% CI1 p-value
number_of_rooms 3,541 -8,741, 15,822 0.6


square_meters 9,149 8,937, 9,360 <0.001 9,185 9,015, 9,355 <0.001
property_type





    Apartment

    Attic flat 131,957 52,635, 211,279 0.001 126,900 48,286, 205,514 0.002
    Bifamiliar house -189,373 -265,304, -113,443 <0.001 -192,125 -266,479, -117,771 <0.001
    Chalet 138,465 42,911, 234,018 0.005 135,137 40,423, 229,851 0.005
    Duplex -116,789 -214,424, -19,154 0.019 -116,439 -214,021, -18,857 0.019
    Farm house -521,808 -742,296, -301,320 <0.001 -523,825 -743,840, -303,809 <0.001
    Loft -83,702 -555,442, 388,039 0.7 -87,675 -559,008, 383,658 0.7
    Roof flat -94,839 -208,057, 18,379 0.10 -100,924 -213,647, 11,799 0.079
    Rustic house -79,809 -526,117, 366,499 0.7 -83,576 -529,772, 362,620 0.7
    Single house -164,801 -209,811, -119,791 <0.001 -167,204 -209,940, -124,469 <0.001
    Terrace flat -42,541 -202,067, 116,986 0.6 -39,371 -198,815, 120,072 0.6
    Villa 140,285 68,664, 211,907 <0.001 137,172 66,729, 207,615 <0.001
floor





    floor



    eg 25,247 -20,375, 70,869 0.3


    noteg





year_category





    0-1919

    1919-1945 242,007 136,214, 347,800 <0.001 242,684 136,903, 348,465 <0.001
    1946-1960 298,608 198,889, 398,326 <0.001 298,433 198,717, 398,150 <0.001
    1961-1970 259,620 175,279, 343,961 <0.001 258,191 173,914, 342,468 <0.001
    1971-1980 307,837 233,097, 382,577 <0.001 306,262 231,575, 380,950 <0.001
    1981-1990 293,302 217,634, 368,971 <0.001 292,216 216,639, 367,792 <0.001
    1991-2000 349,181 270,678, 427,684 <0.001 348,169 269,772, 426,566 <0.001
    2001-2005 470,190 374,648, 565,732 <0.001 469,355 373,937, 564,773 <0.001
    2006-2010 566,849 483,302, 650,396 <0.001 565,664 482,322, 649,007 <0.001
    2011-2015 590,621 509,490, 671,753 <0.001 589,380 508,486, 670,273 <0.001
    2016-2024 456,872 392,951, 520,793 <0.001 457,019 393,561, 520,478 <0.001
Demographic_cluster 77,678 64,328, 91,028 <0.001 77,684 64,343, 91,025 <0.001
Political_cluster -60,392 -70,381, -50,402 <0.001 -60,731 -70,671, -50,790 <0.001
Tax_cluster -68,401 -82,477, -54,324 <0.001 -68,189 -82,253, -54,124 <0.001
1 CI = Confidence Interval

We observe :

  • Number of Rooms and Floor Dropped

    • Interestingly the stepwise model drops the number_of_rooms and floor variables, indicating that these predictors may not significantly influence property prices.
  • Consistency in Key Predictors

    • The primary significant predictors (e.g., square_meters, certain property types, and year categories) remain consistent across both models, indicating their robust influence on property prices.
  • Similar Effect Sizes

    • The effect sizes (β) and confidence intervals for significant predictors are similar in both models, reinforcing the reliability of these predictors.
5.1.3.4.2 Lasso and Ridge Regression

A Lasso and Ridge regression were also performed to compare the performance of the linear regression model with regularization techniques. We fit both models using cross-validation to determine the optimal lambda (penalty parameter).

Click to show code

# Convert data frames to matrices for glmnet
dat_tr_re_mat_x <- as.matrix(trainData[, c("number_of_rooms", "square_meters", "floor", "year_category", "Demographic_cluster", "Political_cluster", "Tax_cluster")])
dat_tr_re_mat_y <- trainData$price

dat_te_re_mat_x <- as.matrix(testData[, c("number_of_rooms", "square_meters", "floor", "year_category", "Demographic_cluster", "Political_cluster", "Tax_cluster")])
dat_te_re_mat_y <- testData$price

# Fit Lasso model using cross-validation
set.seed(123)  # For reproducibility

# Fit Lasso model
lasso_model <- cv.glmnet(dat_tr_re_mat_x, dat_tr_re_mat_y, alpha = 1) # Lasso

# Fit Ridge model
ridge_model <- cv.glmnet(dat_tr_re_mat_x, dat_tr_re_mat_y, alpha = 0) # Ridge

ridge_fit_best <- glmnet(x=dat_tr_re_mat_x, y = dat_tr_re_mat_y, 
                         lambda = ridge_model$lambda.min)

lasso_fit_best <- glmnet(x=dat_tr_re_mat_x, y=dat_tr_re_mat_y, 
                         lambda = lasso_model$lambda.min) #can also use lasso_fit$lambda.1se

# lasso & ridge performance on the training set
postResample(predict(ridge_fit_best, newx = dat_tr_re_mat_x), dat_tr_re_mat_y)
#>     RMSE Rsquared      MAE 
#> 9.89e+05 4.65e-01 5.06e+05
postResample(predict(lasso_fit_best, newx = dat_tr_re_mat_x), dat_tr_re_mat_y)
#>     RMSE Rsquared      MAE 
#> 9.78e+05 4.73e-01 4.99e+05
# lasso & ridge performance on the test set
postResample(predict(ridge_fit_best, newx = dat_te_re_mat_x), dat_te_re_mat_y)
#>     RMSE Rsquared      MAE 
#> 1.00e+06 4.64e-01 5.02e+05
postResample(predict(lasso_fit_best, newx = dat_te_re_mat_x), dat_te_re_mat_y)
#>     RMSE Rsquared      MAE 
#> 9.93e+05 4.67e-01 4.95e+05

# Step-wise lm performance on training and test sets
postResample(predict(lm_model_2,trainData), dat_tr_re_mat_y)
#>     RMSE Rsquared      MAE 
#> 9.60e+05 4.93e-01 4.96e+05
postResample(predict(lm_model_2,testData), dat_te_re_mat_y)
#>     RMSE Rsquared      MAE 
#> 9.81e+05 4.80e-01 4.92e+05

We then compared the performance of the Lasso and Ridge models with the stepwise linear regression model using RMSE and MAE:

Click to show code
# Calculate RMSE and MAE
get_metrics <- function(predictions, actuals) {
  RMSE <- sqrt(mean((predictions - actuals)^2))
  MAE <- mean(abs(predictions - actuals))
  Rsquared <- cor(predictions, actuals)^2

  
  return(c(RMSE = RMSE, MAE = MAE, Rsquared = Rsquared) )
}

# Capture the performance metrics
ridge_train_preds <- predict(ridge_fit_best, newx = dat_tr_re_mat_x)
#> Warning in cbind2(1, newx) %*% nbeta: NAs introduced by coercion
lasso_train_preds <- predict(lasso_fit_best, newx = dat_tr_re_mat_x)
#> Warning in cbind2(1, newx) %*% nbeta: NAs introduced by coercion
ridge_test_preds <- predict(ridge_fit_best, newx = dat_te_re_mat_x)
#> Warning in cbind2(1, newx) %*% nbeta: NAs introduced by coercion
lasso_test_preds <- predict(lasso_fit_best, newx = dat_te_re_mat_x)
#> Warning in cbind2(1, newx) %*% nbeta: NAs introduced by coercion
lm_train_preds <- predict(lm_model_2, trainData)
lm_test_preds <- predict(lm_model_2, testData)

ridge_train_metrics <- get_metrics(ridge_train_preds, dat_tr_re_mat_y)
lasso_train_metrics <- get_metrics(lasso_train_preds, dat_tr_re_mat_y)
ridge_test_metrics <- get_metrics(ridge_test_preds, dat_te_re_mat_y)
lasso_test_metrics <- get_metrics(lasso_test_preds, dat_te_re_mat_y)
lm_train_metrics <- get_metrics(lm_train_preds, dat_tr_re_mat_y)
lm_test_metrics <- get_metrics(lm_test_preds, dat_te_re_mat_y)

# Create a data frame with the performance metrics
performance_df <- data.frame(
  Model = c("Ridge (Training)", "Lasso (Training)", "Ridge (Test)", "Lasso (Test)", "Stepwise (Training)", "Stepwise (Test)"),
  RMSE = c(ridge_train_metrics["RMSE"], lasso_train_metrics["RMSE"], ridge_test_metrics["RMSE"], lasso_test_metrics["RMSE"], lm_train_metrics["RMSE"], lm_test_metrics["RMSE"]),
  MAE = c(ridge_train_metrics["MAE"], lasso_train_metrics["MAE"], ridge_test_metrics["MAE"], lasso_test_metrics["MAE"], lm_train_metrics["MAE"], lm_test_metrics["MAE"]),
  Rsquared = c(ridge_train_metrics["Rsquared"], lasso_train_metrics["Rsquared"], ridge_test_metrics["Rsquared"], lasso_test_metrics["Rsquared"], lm_train_metrics["Rsquared"], lm_test_metrics["Rsquared"])
)

# Create the kable extra table
performance_table_hyp_tune <- kable(performance_df, format = "html") %>%
  kable_styling(full_width = FALSE, position = "center", bootstrap_options = c("striped", "bordered", "hover", "condensed")) %>%
  add_header_above(c( "Performance Metrics (RMSE, MAE, R-sq)" = 4))

# Print the table
performance_table_hyp_tune
Performance Metrics (RMSE, MAE, R-sq)
Model RMSE MAE Rsquared
Ridge (Training) 989234 505694 0.465
Lasso (Training) 977821 498800 0.473
Ridge (Test) 1003230 502454 0.464
Lasso (Test) 993029 495376 0.467
Stepwise (Training) 959549 496015 0.493
Stepwise (Test) 980670 491579 0.480

The performance metrics of the Ridge, Lasso, and Stepwise regression models on both training and testing sets indicate moderate model effectiveness. RMSE values are relatively high across all models, suggesting that the models’ predictions are on average about 950,000 to 1,003,230 units away from the actual values, which may indicate limited predictive accuracy. The MAE values, being lower than the RMSE values, suggest fewer extreme errors in prediction. R-squared values, ranging from 0.464 to 0.493, show that the models explain approximately 46.4% to 49.3% of the variance in the dependent variable, which is moderate but indicates room for improvement in model fit or perhaps exploring more predictive features or different modeling techniques.

Among the Ridge, Lasso, and Stepwise regression models evaluated based on the provided metrics, the Stepwise regression model appears to be the preferred choice.

  • Lower RMSE and MAE: The Stepwise model shows the lowest RMSE and MAE values on both the training and testing sets compared to the Ridge and Lasso models, suggesting it has better accuracy and fewer prediction errors.
  • Higher R-squared: It also boasts the highest R-squared values in both training (0.493) and testing (0.480) scenarios, indicating it can explain a higher proportion of variance in the dependent variable than the other models.

We note however, that the Lasso model might also be considered as it shows slightly less overfitting than the others, although the difference in generalization between the training and testing sets is minimal.

5.1.3.4.3 Metrics

Here we compare the performance metrics of the initial model and the stepwise model. The metrics of our initial model :

Click to show code
metrics_1
Basic Model Performance Metrics
R-Squared Adjusted R-Squared RMSE MAE AIC
0.493 0.492 980302 491715 500701

Stepwise model:

Click to show code
# print R-squared and Adj R-squared and RMSE and MAE and AIC
r_sq <- summary(lm_model_2)$r.squared
adj_r_sq <- summary(lm_model_2)$adj.r.squared
rmse <- rmse(testData$price, predict(lm_model_2, newdata=testData))
mae <- mae(testData$price, predict(lm_model_2, newdata=testData))
aic <- AIC(lm_model_2)
# show those metrics in a html table
metrics_2 <- kable(data.frame(r_sq, adj_r_sq, rmse, mae, aic), format = "html", col.names = c("R-Squared", "Adjusted R-Squared", "RMSE", "MAE", "AIC")) %>%
  kable_styling(position = "center", bootstrap_options = c("striped", "bordered", "hover", "condensed"))  %>%
  add_header_above(c("Stepwise Model Performance Metrics" = 5)) 
metrics_2
Stepwise Model Performance Metrics
R-Squared Adjusted R-Squared RMSE MAE AIC
0.493 0.492 980670 491579 500699

The Stepwise model offers a slight improvement over the Basic model in terms of prediction accuracy (lower MAE) and model efficiency (lower AIC). Both models perform similarly in explaining the variance in property prices, with nearly identical R-Squared and Adjusted R-Squared values. Given the minimal differences, the choice between models may depend on the preference for model simplicity (Stepwise model) versus a more comprehensive approach (Basic model).

5.1.3.5 Cross-Validation

Cross-validation was used to assess the model’s robustness, typically to avoid overfitting and ensure that the model generalizes well to new data., using the caret package to manage this process efficiently. The CV results show metrics like RMSE and R-squared across folds, which indicate the model’s performance stability across different subsets of the data.

10-fold cross-validation Metrics:

Click to show code
#add + Demographic_cluster +Political_cluster + Tax_cluster after dealing with NAN
## Cross-Validation
cv_results <- train(price ~ number_of_rooms + square_meters + year_category + property_type + Demographic_cluster +Political_cluster + Tax_cluster , data=trainData, method="lm", trControl=trainControl(method="cv", number=10))
summary(cv_results)
#> 
#> Call:
#> lm(formula = .outcome ~ ., data = dat)
#> 
#> Residuals:
#>       Min        1Q    Median        3Q       Max 
#> -11999144   -356701    -95512    203170  16367279 
#> 
#> Coefficients:
#>                                 Estimate Std. Error t value Pr(>|t|)
#> (Intercept)                      -261608      50214   -5.21  1.9e-07
#> number_of_rooms                     3603       6266    0.58   0.5653
#> square_meters                       9148        108   84.68  < 2e-16
#> `year_category1919-1945`          242285      53973    4.49  7.2e-06
#> `year_category1946-1960`          298523      50874    5.87  4.5e-09
#> `year_category1961-1970`          259107      43026    6.02  1.8e-09
#> `year_category1971-1980`          306911      38121    8.05  8.8e-16
#> `year_category1981-1990`          293304      38604    7.60  3.2e-14
#> `year_category1991-2000`          349355      40050    8.72  < 2e-16
#> `year_category2001-2005`          470743      48741    9.66  < 2e-16
#> `year_category2006-2010`          567352      42621   13.31  < 2e-16
#> `year_category2011-2015`          591174      41388   14.28  < 2e-16
#> `year_category2016-2024`          458973      32554   14.10  < 2e-16
#> `property_typeAttic flat`         126243      40124    3.15   0.0017
#> `property_typeBifamiliar house`  -195344      38345   -5.09  3.5e-07
#> property_typeChalet               132898      48478    2.74   0.0061
#> property_typeDuplex              -117325      49809   -2.36   0.0185
#> `property_typeFarm house`        -527017     112386   -4.69  2.8e-06
#> property_typeLoft                 -82041     240667   -0.34   0.7332
#> `property_typeRoof flat`         -100660      57512   -1.75   0.0801
#> `property_typeRustic house`       -84729     227652   -0.37   0.7098
#> `property_typeSingle house`      -170201      22417   -7.59  3.3e-14
#> `property_typeTerrace flat`       -40201      81359   -0.49   0.6212
#> property_typeVilla                134761      36183    3.72   0.0002
#> Demographic_cluster                77807       6810   11.43  < 2e-16
#> Political_cluster                 -60442       5096  -11.86  < 2e-16
#> Tax_cluster                       -68358       7182   -9.52  < 2e-16
#>                                    
#> (Intercept)                     ***
#> number_of_rooms                    
#> square_meters                   ***
#> `year_category1919-1945`        ***
#> `year_category1946-1960`        ***
#> `year_category1961-1970`        ***
#> `year_category1971-1980`        ***
#> `year_category1981-1990`        ***
#> `year_category1991-2000`        ***
#> `year_category2001-2005`        ***
#> `year_category2006-2010`        ***
#> `year_category2011-2015`        ***
#> `year_category2016-2024`        ***
#> `property_typeAttic flat`       ** 
#> `property_typeBifamiliar house` ***
#> property_typeChalet             ** 
#> property_typeDuplex             *  
#> `property_typeFarm house`       ***
#> property_typeLoft                  
#> `property_typeRoof flat`        .  
#> `property_typeRustic house`        
#> `property_typeSingle house`     ***
#> `property_typeTerrace flat`        
#> property_typeVilla              ***
#> Demographic_cluster             ***
#> Political_cluster               ***
#> Tax_cluster                     ***
#> ---
#> Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#> 
#> Residual standard error: 960000 on 16449 degrees of freedom
#> Multiple R-squared:  0.493,  Adjusted R-squared:  0.492 
#> F-statistic:  614 on 26 and 16449 DF,  p-value: <2e-16


#show the CV result in the html
metrics_cv_1 <- kable(cv_results$results, format = "html") %>%
  kable_styling(position = "center", bootstrap_options = c("striped", "bordered", "hover", "condensed"))  %>%
  add_header_above(c("10 Fold Cross Validation Metrics" = 7))
metrics_cv_1
10 Fold Cross Validation Metrics
intercept RMSE Rsquared MAE RMSESD RsquaredSD MAESD
TRUE 955116 0.496 497284 125443 0.054 24808

Here are the performance metrics for the stepwise model:

Click to show code
metrics_2
Stepwise Model Performance Metrics
R-Squared Adjusted R-Squared RMSE MAE AIC
0.493 0.492 980670 491579 500699

The 10-fold cross-validation results indicate improved prediction accuracy with a lower RMSE of 955,116 compared to the Stepwise model’s RMSE of 980,670. However, the explanatory power is slightly reduced, as shown by a marginally lower R-squared of 0.496 in the cross-validated assessments versus 0.493 in the Stepwise model. These findings suggest that while the model exhibits a stable generalization to new data, it does so with a slight compromise in explaining the variance across different data subsets. But the difference is minimal.

5.1.3.6 Model testing

We chose the stepwise model as the best model for the linear regresion due to its balance of accuracy and simplicity.

The final model was tested using the unseen test dataset to evaluate its predictive accuracy. Residual plots and actual vs. predicted price plots were created to visually assess model performance:

5.1.3.6.1 Residual vs Predicted Prices

This plot shows residuals (differences between observed and predicted prices) against predicted prices. Ideally, residuals should randomly scatter around the horizontal line at zero, indicating that the model doesn’t systematically overestimate or underestimate prices.

Click to show code
# Model Testing 
## Test the Model
predicted_prices <- predict(lm_model_2, newdata=testData)
testData$predicted_prices <- predicted_prices  # Add to testData to ensure alignment
# Calculate residuals
testData$test_residuals <- testData$price - predicted_prices  # Manually compute residuals

# Residual Analysis
gg <- ggplot(data = testData, aes(x = predicted_prices, y = test_residuals)) +
  geom_point() +
  geom_smooth(method = "lm", color = "blue") +
  labs(title = "Residuals vs Predicted Prices", x = "Predicted Prices", y = "Residuals")

gg

The residual plot for all cantons shows a pronounced trend of increasing residuals with higher predicted prices, along with more extreme outliers. This indicates potential model misfit or heteroscedasticity issues when considering all cantons.

5.1.3.6.2 Actual vs Predicted Prices

This plot should ideally show points along the diagonal line, where actual prices equal predicted prices. The data clustering along the line suggests a generally good model fit, but here we can observe the spread which indicates variance in predictions, especially at higher price points.

Click to show code
## Visualization
gg <- ggplot(data=testData, aes(x=predicted_prices, y=price)) +
    geom_point() +
    geom_smooth(method="lm", col="blue") +
    labs(title="Actual vs Predicted Prices", x="Predicted Prices", y="Actual Prices")

gg

5.1.4 Linear Regression - Reducing Complexity

To solve this issue of variance at higher price points, we can filter the data to focus on a more specific range of canton. Specifically cantons Valais, Tessin, Vaud, Berne, Fribourg to see if the model performs better within this range.

Indeed, as seen in the EDA section, these cantons have more properties and show similar price distributions.

Also, as seen in the previous linear regression model, we consider removing variables that show a high p-value and a wide confidence interval (CI) indicating less statistical significance and reliability.

Thus number_of_rooms can be removed as it has a p-value of 0.6, as ‘floor’ with a p-value of 0.3 indicating they are not statistically significant. Loft, Rustic house, and Terrace flat also show high p-values (0.7 for Loft and Rustic house, 0.6 for Terrace flat) and wide confidence intervals, suggesting that they do not significantly impact the model and their removal would simplify the model without losing predictive power. Roof flat with a p-value hovering around 0.10 (0.079 in the stepwise model) could be considered for removal if further simplification is needed, though its influence is closer to being significant compared to the others. Roof flat and Attic flat will also be removed purely based on the eda where we saw that they have very few properties in the dataset.

Click to show code
#select only 'Apartment', 'Single house', 'Villa', 'Attic flat', 'Farm house', 'Roof flat', 'Chalet', 'Duplex', 'Bifamiliar house' in property_type col
properties_filtered_2 <- properties_filtered %>% filter(property_type %in% c("Apartment", "Single house", "Villa", "Farm house", "Chalet", "Duplex", "Bifamiliar house"))
#select properties_filtered based on the canton valais, tessin, vaud, Berne, Fribourg
properties_filtered_2 <- properties_filtered_2 %>% filter(canton %in% c("Valais", "Ticino", "Vaud", "Bern", "Fribourg"))

5.1.4.1 Model Building and Evaluation

We then repeat the model building and evaluation process for this filtered dataset to compare the performance with the initial (best) model:

Click to show code
# Model Building
## Split the Data
set.seed(123)  # for reproducibility
trainIndex <- createDataPartition(properties_filtered_2$price, p=0.8, list=FALSE)
trainData2 <- properties_filtered_2[trainIndex, ]
testData2 <- properties_filtered_2[-trainIndex, ]


## Fit the Model
lm_model_1.1 <- lm(price ~ square_meters + property_type +  year_category  + Political_cluster + Tax_cluster + Demographic_cluster, data=trainData2)

summary(lm_model_1.1)
#> 
#> Call:
#> lm(formula = price ~ square_meters + property_type + year_category + 
#>     Political_cluster + Tax_cluster + Demographic_cluster, data = trainData2)
#> 
#> Residuals:
#>       Min        1Q    Median        3Q       Max 
#> -11150981   -354293    -90631    196217  14081213 
#> 
#> Coefficients:
#>                               Estimate Std. Error t value Pr(>|t|)
#> (Intercept)                     174480      70242    2.48  0.01301
#> square_meters                     8359        102   81.72  < 2e-16
#> property_typeBifamiliar house  -184432      52564   -3.51  0.00045
#> property_typeChalet             225431      50322    4.48  7.6e-06
#> property_typeDuplex            -136028      71426   -1.90  0.05688
#> property_typeFarm house        -414805     148298   -2.80  0.00517
#> property_typeSingle house      -144817      29320   -4.94  8.0e-07
#> property_typeVilla              216468      39995    5.41  6.4e-08
#> year_category1919-1945          119449      78496    1.52  0.12811
#> year_category1946-1960          323189      68431    4.72  2.4e-06
#> year_category1961-1970          258811      55806    4.64  3.6e-06
#> year_category1971-1980          288846      51056    5.66  1.6e-08
#> year_category1981-1990          254742      51230    4.97  6.7e-07
#> year_category1991-2000          422293      56001    7.54  5.1e-14
#> year_category2001-2005          458613      66460    6.90  5.5e-12
#> year_category2006-2010          506850      55604    9.12  < 2e-16
#> year_category2011-2015          543484      55010    9.88  < 2e-16
#> year_category2016-2024          442274      43168   10.25  < 2e-16
#> Political_cluster               -87469       8801   -9.94  < 2e-16
#> Tax_cluster                    -143227      11649  -12.30  < 2e-16
#> Demographic_cluster              66726       8592    7.77  8.9e-15
#>                                  
#> (Intercept)                   *  
#> square_meters                 ***
#> property_typeBifamiliar house ***
#> property_typeChalet           ***
#> property_typeDuplex           .  
#> property_typeFarm house       ** 
#> property_typeSingle house     ***
#> property_typeVilla            ***
#> year_category1919-1945           
#> year_category1946-1960        ***
#> year_category1961-1970        ***
#> year_category1971-1980        ***
#> year_category1981-1990        ***
#> year_category1991-2000        ***
#> year_category2001-2005        ***
#> year_category2006-2010        ***
#> year_category2011-2015        ***
#> year_category2016-2024        ***
#> Political_cluster             ***
#> Tax_cluster                   ***
#> Demographic_cluster           ***
#> ---
#> Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#> 
#> Residual standard error: 985000 on 9760 degrees of freedom
#> Multiple R-squared:  0.509,  Adjusted R-squared:  0.508 
#> F-statistic:  505 on 20 and 9760 DF,  p-value: <2e-16

# Model Evaluation
## Diagnostic Checks
#plot(lm_model)
#ad.test(residuals(lm_model))

#use gt summary to show the result
tbl_reg_1.1 <- gtsummary::tbl_regression(lm_model_1.1)

tbl_reg_1_vs_1.1 <- tbl_merge(
  tbls= list(tbl_reg_2, tbl_reg_1.1),
  tab_spanner = c("**Stepwise Model (All Prices)**", "**Basic Model (reduce complexity)**")
  )
tbl_reg_1_vs_1.1
Characteristic Stepwise Model (All Prices) Basic Model (reduce complexity)
Beta 95% CI1 p-value Beta 95% CI1 p-value
square_meters 9,185 9,015, 9,355 <0.001 8,359 8,158, 8,559 <0.001
property_type





    Apartment

    Attic flat 126,900 48,286, 205,514 0.002


    Bifamiliar house -192,125 -266,479, -117,771 <0.001 -184,432 -287,467, -81,396 <0.001
    Chalet 135,137 40,423, 229,851 0.005 225,431 126,789, 324,072 <0.001
    Duplex -116,439 -214,021, -18,857 0.019 -136,028 -276,038, 3,982 0.057
    Farm house -523,825 -743,840, -303,809 <0.001 -414,805 -705,500, -124,110 0.005
    Loft -87,675 -559,008, 383,658 0.7


    Roof flat -100,924 -213,647, 11,799 0.079


    Rustic house -83,576 -529,772, 362,620 0.7


    Single house -167,204 -209,940, -124,469 <0.001 -144,817 -202,290, -87,345 <0.001
    Terrace flat -39,371 -198,815, 120,072 0.6


    Villa 137,172 66,729, 207,615 <0.001 216,468 138,068, 294,867 <0.001
year_category





    0-1919

    1919-1945 242,684 136,903, 348,465 <0.001 119,449 -34,419, 273,317 0.13
    1946-1960 298,433 198,717, 398,150 <0.001 323,189 189,049, 457,329 <0.001
    1961-1970 258,191 173,914, 342,468 <0.001 258,811 149,421, 368,202 <0.001
    1971-1980 306,262 231,575, 380,950 <0.001 288,846 188,766, 388,926 <0.001
    1981-1990 292,216 216,639, 367,792 <0.001 254,742 154,321, 355,164 <0.001
    1991-2000 348,169 269,772, 426,566 <0.001 422,293 312,519, 532,066 <0.001
    2001-2005 469,355 373,937, 564,773 <0.001 458,613 328,337, 588,888 <0.001
    2006-2010 565,664 482,322, 649,007 <0.001 506,850 397,854, 615,846 <0.001
    2011-2015 589,380 508,486, 670,273 <0.001 543,484 435,653, 651,315 <0.001
    2016-2024 457,019 393,561, 520,478 <0.001 442,274 357,655, 526,892 <0.001
Demographic_cluster 77,684 64,343, 91,025 <0.001 66,726 49,883, 83,568 <0.001
Political_cluster -60,731 -70,671, -50,790 <0.001 -87,469 -104,721, -70,218 <0.001
Tax_cluster -68,189 -82,253, -54,124 <0.001 -143,227 -166,061, -120,392 <0.001
1 CI = Confidence Interval
  • Consistency and Impact:

    • Most variables retain their significance and exhibit similar or enhanced predictive power across both models, affirming their robustness as predictors. Like square_meters,
  • Property Types:

    • The impact of specific property types like Chalet and Villa has increased significantly in the reduced complexity model,but the confidence intervals are still wide, indicating some uncertainty in their effects even though less than in the previous model.
  • Shifts in Significance:

    • Reducing model complexity has led to significant changes in the predictive impact and statistical significance of some variables like Duplex and the 1919-1945 (two world war period might explain that) year category, suggesting a potential overestimation or uncertainty in their effects when fewer variables are included

5.1.4.2 Assess Overfitting

Click to show code
# For the Linear Model
lm_train_pred <- predict(lm_model_1.1, newdata = trainData2)
lm_test_pred <- predict(lm_model_1.1, newdata = testData2)

# Calculate RMSE and R-squared for Training Data
lm_train_rmse <- sqrt(mean((trainData2$price - lm_train_pred)^2))
lm_train_rsquared <- summary(lm(lm_train_pred ~ trainData2$price))$r.squared

# Calculate RMSE and R-squared for Test Data
lm_test_rmse <- sqrt(mean((testData2$price - lm_test_pred)^2))
lm_test_rsquared <- summary(lm(lm_test_pred ~ testData2$price))$r.squared

# show the results in a table
results_table <- data.frame(
  Model = c("Linear Regression"),
  RMSE_Train = lm_train_rmse,
  RMSE_Test = lm_test_rmse,
  Rsquared_Train = lm_train_rsquared,
  Rsquared_Test = lm_test_rsquared
)

#show table in html
kable(results_table, format = "html") %>%
  kable_styling(position = "center", bootstrap_options = c("striped", "bordered", "hover", "condensed"))
Model RMSE_Train RMSE_Test Rsquared_Train Rsquared_Test
Linear Regression 984384 995917 0.509 0.548
  • Consistent Generalization:

    • We observe a slight increase in RMSE from training to testing. This minor variation suggests consistent performance across both training and testing datasets, despite a minimal loss in prediction accuracy on new data.
  • Unusual Predictive Performance:

    • Interestingly, the model’s R-squared is higher on the test set than on the training set, which is atypical as models generally perform better on training data. This anomaly might indicate that the test data contains features that align well with the model’s parameters, or it may suggest a robustness in the model’s ability to handle and explain variability in unseen data more effectively than in the training data.
5.1.4.2.1 Metrics

Here are the performance metrics for the filtered:

Click to show code
# print R-squared and Adj R-squared and RMSE and MAE and AIC
r_sq <- summary(lm_model_1.1)$r.squared
adj_r_sq <- summary(lm_model_1.1)$adj.r.squared
rmse <- rmse(testData2$price, predict(lm_model_1.1))
#> Warning in actual - predicted: longer object length is not a
#> multiple of shorter object length
mae <- mae(testData2$price, predict(lm_model_1.1, newdata=testData2))
aic <- AIC(lm_model_1.1)
# show those metrics in a html table
metrics_1.1 <- kable(data.frame(r_sq, adj_r_sq, rmse, mae, aic), format = "html", col.names = c("R-Squared", "Adjusted R-Squared", "RMSE", "MAE", "AIC")) %>%
  kable_styling(position = "center", bootstrap_options = c("striped", "bordered", "hover", "condensed")) %>%
  add_header_above(c("Basic Model Performance Metrics (less complex)" = 5))  
metrics_1.1
Basic Model Performance Metrics (less complex)
R-Squared Adjusted R-Squared RMSE MAE AIC
0.509 0.508 1786070 491253 297752

Here was the previous metrics of our first Basic model (more complex)

Click to show code
metrics_2
Stepwise Model Performance Metrics
R-Squared Adjusted R-Squared RMSE MAE AIC
0.493 0.492 980670 491579 500699

We observe a very slight increase in r-squared, a large drop in RMSE, and another drop in AIC, indicating that the model may perform better in predicting property prices within this specific canton range.

5.1.4.3 Variable Selection

Click to show code
# stepwise regression
lm_model_2.1 <- step(lm_model_1.1)
#> Start:  AIC=269993
#> price ~ square_meters + property_type + year_category + Political_cluster + 
#>     Tax_cluster + Demographic_cluster
#> 
#>                       Df Sum of Sq      RSS    AIC
#> <none>                             9.48e+15 269993
#> - Demographic_cluster  1  5.86e+13 9.54e+15 270051
#> - Political_cluster    1  9.59e+13 9.57e+15 270090
#> - property_type        6  1.25e+14 9.60e+15 270109
#> - Tax_cluster          1  1.47e+14 9.62e+15 270141
#> - year_category       10  1.69e+14 9.65e+15 270146
#> - square_meters        1  6.49e+15 1.60e+16 275090
# plot(lm_model2)
# ad.test(residuals(lm_model2))

lm_model_2.1
#> 
#> Call:
#> lm(formula = price ~ square_meters + property_type + year_category + 
#>     Political_cluster + Tax_cluster + Demographic_cluster, data = trainData2)
#> 
#> Coefficients:
#>                   (Intercept)                  square_meters  
#>                        174480                           8359  
#> property_typeBifamiliar house            property_typeChalet  
#>                       -184432                         225431  
#>           property_typeDuplex        property_typeFarm house  
#>                       -136028                        -414805  
#>     property_typeSingle house             property_typeVilla  
#>                       -144817                         216468  
#>        year_category1919-1945         year_category1946-1960  
#>                        119449                         323189  
#>        year_category1961-1970         year_category1971-1980  
#>                        258811                         288846  
#>        year_category1981-1990         year_category1991-2000  
#>                        254742                         422293  
#>        year_category2001-2005         year_category2006-2010  
#>                        458613                         506850  
#>        year_category2011-2015         year_category2016-2024  
#>                        543484                         442274  
#>             Political_cluster                    Tax_cluster  
#>                        -87469                        -143227  
#>           Demographic_cluster  
#>                         66726

#use gt summary to show the result 
tbl_reg_2.1 <- gtsummary::tbl_regression(lm_model_2.1)
tbl_reg_1.1_vs_2.1 <- tbl_merge(
  tbls= list(tbl_reg_1.1, tbl_reg_2.1),
  tab_spanner = c("**Basic Model**", "**Stepwise Model**")
  )
tbl_reg_1.1_vs_2.1
Characteristic Basic Model Stepwise Model
Beta 95% CI1 p-value Beta 95% CI1 p-value
square_meters 8,359 8,158, 8,559 <0.001 8,359 8,158, 8,559 <0.001
property_type





    Apartment

    Bifamiliar house -184,432 -287,467, -81,396 <0.001 -184,432 -287,467, -81,396 <0.001
    Chalet 225,431 126,789, 324,072 <0.001 225,431 126,789, 324,072 <0.001
    Duplex -136,028 -276,038, 3,982 0.057 -136,028 -276,038, 3,982 0.057
    Farm house -414,805 -705,500, -124,110 0.005 -414,805 -705,500, -124,110 0.005
    Single house -144,817 -202,290, -87,345 <0.001 -144,817 -202,290, -87,345 <0.001
    Villa 216,468 138,068, 294,867 <0.001 216,468 138,068, 294,867 <0.001
year_category





    0-1919

    1919-1945 119,449 -34,419, 273,317 0.13 119,449 -34,419, 273,317 0.13
    1946-1960 323,189 189,049, 457,329 <0.001 323,189 189,049, 457,329 <0.001
    1961-1970 258,811 149,421, 368,202 <0.001 258,811 149,421, 368,202 <0.001
    1971-1980 288,846 188,766, 388,926 <0.001 288,846 188,766, 388,926 <0.001
    1981-1990 254,742 154,321, 355,164 <0.001 254,742 154,321, 355,164 <0.001
    1991-2000 422,293 312,519, 532,066 <0.001 422,293 312,519, 532,066 <0.001
    2001-2005 458,613 328,337, 588,888 <0.001 458,613 328,337, 588,888 <0.001
    2006-2010 506,850 397,854, 615,846 <0.001 506,850 397,854, 615,846 <0.001
    2011-2015 543,484 435,653, 651,315 <0.001 543,484 435,653, 651,315 <0.001
    2016-2024 442,274 357,655, 526,892 <0.001 442,274 357,655, 526,892 <0.001
Political_cluster -87,469 -104,721, -70,218 <0.001 -87,469 -104,721, -70,218 <0.001
Tax_cluster -143,227 -166,061, -120,392 <0.001 -143,227 -166,061, -120,392 <0.001
Demographic_cluster 66,726 49,883, 83,568 <0.001 66,726 49,883, 83,568 <0.001
1 CI = Confidence Interval

We observe no change. The stepwise model retains the same predictors as the initial model, indicating that the selected variables are the most relevant for predicting property prices within this specific canton range.

5.1.4.3.1 Metrics

Here are the performance metrics for the stepwise model with prices between the 10th and 90th percentiles as well as the comparison with the initial model:

Click to show code
## Performance Metrics
r_sq <- summary(lm_model_2.1)$r.squared
adj_r_sq <- summary(lm_model_2.1)$adj.r.squared
rmse <- rmse(testData2$price, predict(lm_model_2.1))
#> Warning in actual - predicted: longer object length is not a
#> multiple of shorter object length
mae <- mae(testData2$price, predict(lm_model_2.1, newdata=testData2))
aic <- AIC(lm_model_2.1)
# show those metrics in a html table
metrics_2.1 <- kable(data.frame(r_sq, adj_r_sq, rmse, mae, aic), format = "html", col.names = c("R-Squared", "Adjusted R-Squared", "RMSE", "MAE", "AIC")) %>%
  kable_styling(position = "center", bootstrap_options = c("striped", "bordered", "hover", "condensed")) %>%
  add_header_above(c("Stepwise Model Performance Metrics (Less Complex)" = 5))
metrics_2.1
Stepwise Model Performance Metrics (Less Complex)
R-Squared Adjusted R-Squared RMSE MAE AIC
0.509 0.508 1786070 491253 297752

Here was the previous metrics of our Basic Model (without selecting variables)

Click to show code
metrics_1.1
Basic Model Performance Metrics (less complex)
R-Squared Adjusted R-Squared RMSE MAE AIC
0.509 0.508 1786070 491253 297752

As indicated before, the predictors remain consistent across both models, so the metrics are similar.

5.1.4.4 Cross-Validation

Click to show code
## Cross-Validation
cv_results2 <- train(price ~ square_meters + year_category + property_type + Demographic_cluster +Political_cluster + Tax_cluster, data=trainData2, method="lm", trControl=trainControl(method="cv", number=10))
summary(cv_results2)
#> 
#> Call:
#> lm(formula = .outcome ~ ., data = dat)
#> 
#> Residuals:
#>       Min        1Q    Median        3Q       Max 
#> -11150981   -354293    -90631    196217  14081213 
#> 
#> Coefficients:
#>                                 Estimate Std. Error t value Pr(>|t|)
#> (Intercept)                       174480      70242    2.48  0.01301
#> square_meters                       8359        102   81.72  < 2e-16
#> `year_category1919-1945`          119449      78496    1.52  0.12811
#> `year_category1946-1960`          323189      68431    4.72  2.4e-06
#> `year_category1961-1970`          258811      55806    4.64  3.6e-06
#> `year_category1971-1980`          288846      51056    5.66  1.6e-08
#> `year_category1981-1990`          254742      51230    4.97  6.7e-07
#> `year_category1991-2000`          422293      56001    7.54  5.1e-14
#> `year_category2001-2005`          458613      66460    6.90  5.5e-12
#> `year_category2006-2010`          506850      55604    9.12  < 2e-16
#> `year_category2011-2015`          543484      55010    9.88  < 2e-16
#> `year_category2016-2024`          442274      43168   10.25  < 2e-16
#> `property_typeBifamiliar house`  -184432      52564   -3.51  0.00045
#> property_typeChalet               225431      50322    4.48  7.6e-06
#> property_typeDuplex              -136028      71426   -1.90  0.05688
#> `property_typeFarm house`        -414805     148298   -2.80  0.00517
#> `property_typeSingle house`      -144817      29320   -4.94  8.0e-07
#> property_typeVilla                216468      39995    5.41  6.4e-08
#> Demographic_cluster                66726       8592    7.77  8.9e-15
#> Political_cluster                 -87469       8801   -9.94  < 2e-16
#> Tax_cluster                      -143227      11649  -12.30  < 2e-16
#>                                    
#> (Intercept)                     *  
#> square_meters                   ***
#> `year_category1919-1945`           
#> `year_category1946-1960`        ***
#> `year_category1961-1970`        ***
#> `year_category1971-1980`        ***
#> `year_category1981-1990`        ***
#> `year_category1991-2000`        ***
#> `year_category2001-2005`        ***
#> `year_category2006-2010`        ***
#> `year_category2011-2015`        ***
#> `year_category2016-2024`        ***
#> `property_typeBifamiliar house` ***
#> property_typeChalet             ***
#> property_typeDuplex             .  
#> `property_typeFarm house`       ** 
#> `property_typeSingle house`     ***
#> property_typeVilla              ***
#> Demographic_cluster             ***
#> Political_cluster               ***
#> Tax_cluster                     ***
#> ---
#> Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#> 
#> Residual standard error: 985000 on 9760 degrees of freedom
#> Multiple R-squared:  0.509,  Adjusted R-squared:  0.508 
#> F-statistic:  505 on 20 and 9760 DF,  p-value: <2e-16

#show the CV result in the html
metrics_cv2 <- kable(cv_results2$results, format = "html") %>%
  
  kable_styling(position = "center", bootstrap_options = c("striped", "bordered", "hover", "condensed"))  %>%
  add_header_above(c("10 Fold Cross Validation Metrics (less complex)" = 7))
metrics_cv2
10 Fold Cross Validation Metrics (less complex)
intercept RMSE Rsquared MAE RMSESD RsquaredSD MAESD
TRUE 985860 0.521 499323 108655 0.041 20475

Here was the previous metrics of our first Basic Model (without selecting variables) :

Click to show code
metrics_cv_1
10 Fold Cross Validation Metrics
intercept RMSE Rsquared MAE RMSESD RsquaredSD MAESD
TRUE 955116 0.496 497284 125443 0.054 24808
  • Consistency and Predictive Stability:

    • The less complex model shows more consistent performance across different data subsets, shown by lower variability in both RMSE and R-squared during cross-validation. It might offer more stable and reliable predictions compared to the more complex model.
  • Explanatory Power and Accuracy:

    • While the more complex model might score slightly better on average in predicting exact values, it is less consistent. This means in some cases it might not perform as expected. On the other hand, the less complex model, although not always as sharp, explains the variations in the data more steadily across different tests.

5.1.4.5 Model testing

5.1.4.5.1 Residual vs Predicted Prices
Click to show code
# Model Testing 
## Test the Model
predicted_prices <- predict(lm_model_2.1, newdata=testData2)
testData2$predicted_prices <- predicted_prices  # Add to testData to ensure alignment
# Calculate residuals
testData2$test_residuals <- testData2$price - predicted_prices  # Manually compute residuals

# Residual Analysis
gg <- ggplot(data = testData2, aes(x = predicted_prices, y = test_residuals)) +
  geom_point() +
  geom_smooth(method = "lm", color = "blue") +
  labs(title = "Residuals vs Predicted Prices", x = "Predicted Prices", y = "Residuals")

gg

The residual plot for the less complex model displays a similar pattern where a clustering of residuals around the zero line and some extreme outliers.

5.1.4.5.2 Actual vs Predicted Prices
Click to show code
## Visualization
gg <- ggplot(data=testData, aes(x=predicted_prices, y=price)) +
    geom_point() +
    geom_smooth(method="lm", col="blue") +
    labs(title="Actual vs Predicted Prices", x="Predicted Prices", y="Actual Prices")

gg

The same trend is observed in the actual vs. predicted prices plot, with a wider spread of points at higher price points, indicating that the model may not perform as well in predicting prices for more expensive properties.

5.1.5 Conclusion

For our first model, we used a linear regression model to predict property prices based on various features. We evaluated the model using performance metrics such as R-squared, RMSE, and MAE to assess its predictive accuracy and explanatory power. Even when the complexity is reduced, especially at higher price points. Especially at higher price points. We have tried to limit the price range to only include prices lower than 3.3 Million (as per the EDA) but the model was even worse.

Thus we have to consider other models to predict the property prices.

5.2 Model 2

This section explores another model to try to obtain a better performance.

5.2.1 Tools

The Random Forest model was implemented using R with the randomForest package, which facilitated the model fitting and evaluation. Data partitioning was managed by caret, ensuring robust training and testing sets. Performance metrics were derived using base R functions and visualizations of variable importance were generated using varImpPlot from the randomForest package. Hyperparameter tuning was conducted to optimize the model, enhancing its predictive accuracy and generalizability.

5.2.2 Random Forest

As an alternative, the Random Forest model addressed non-linear relationships using multiple decision trees, enhancing prediction accuracy and robustness. After data splitting and hyperparameter tuning, predictor importance was assessed, and model stability confirmed with performance metrics like R-squared, RMSE, and MAE through cross-validation.

5.2.2.1 Model Building and Evaluation

We split the data into training and testing sets, fit the Random Forest model and then evaluated the model using performance metrics such as R-squared, RMSE, and MAE to assess its predictive accuracy and explanatory power.

Click to show code
#split the data in training and test set 0.8/0.2
set.seed(123)  # for reproducibility
#trainIndex <- createDataPartition(properties_filtered$price, p=0.8, list=FALSE)
#trainData <- properties_filtered[trainIndex, ]
#testData <- properties_filtered[-trainIndex, ]


#apply the RF model as a regression
rf_model <- randomForest(price ~., data=trainData, ntree=500, importance=TRUE)
rf_model.pred_rf <- predict(rf_model, newdata=testData)


rmse_rf <- sqrt(mean((testData$price - rf_model.pred_rf)^2))
mae_rf <- mean(abs(testData$price - rf_model.pred_rf))
r_sq_rf <- cor(testData$price, rf_model.pred_rf)^2

# show those metrics in a html table
metrics_rf <- kable(data.frame(r_sq_rf, rmse_rf, mae_rf), format = "html", col.names = c("R-Squared", "RMSE", "MAE")) %>%
  kable_styling(position = "center", bootstrap_options = c("striped", "bordered", "hover", "condensed")) %>%
  add_header_above(c("Random Forest Model Performance Metrics" = 3))
# metrics_rf

# Predictions on Training Data
rf_train_pred <- predict(rf_model, newdata=trainData)

# Calculate performance metrics for Training Data
rmse_train <- sqrt(mean((trainData$price - rf_train_pred)^2))
mae_train <- mean(abs(trainData$price - rf_train_pred))
r_sq_train <- cor(trainData$price, rf_train_pred)^2

# Existing metrics for Test Data
# These were already calculated: rmse_rf, mae_rf, r_sq_rf using rf_model.pred_rf

# Create a data frame for displaying metrics comparison
performance_metrics <- data.frame(
  DataSet = c("Training", "Testing"),
  RMSE = c(rmse_train, rmse_rf),
  MAE = c(mae_train, mae_rf),
  R_Squared = c(r_sq_train, r_sq_rf)
)

# Generate HTML table using kable and apply styling
kable(performance_metrics, format = "html", col.names = c("Data Set", "RMSE", "MAE", "R-Squared")) %>%
  kable_styling(position = "center", bootstrap_options = c("striped", "bordered", "hover", "condensed")) %>%
  add_header_above(c("Random Forest Model Performance Metrics" = 4))
Random Forest Model Performance Metrics
Data Set RMSE MAE R-Squared
Training 305400 129948 0.957
Testing 679129 323468 0.760

The discrepancy between the training and testing performance metrics in the Random Forest model highlights several key points:

The model’s R-squared value on the training set is 0.958, indicating an excellent fit, as it explains 95.8% of the variance in the training data. The training RMSE and MAE values are relatively low at 301,114 and 129,571, respectively, suggesting the model predicts the training data accurately.

On the test set, the model’s R-squared value drops significantly to 0.770, explaining only 77.0% of the variance in the test data. Additionally, the RMSE and MAE values increase to 666,553 and 322,086, respectively, indicating a substantial drop in prediction accuracy.

This substantial difference in performance metrics between the training and test sets suggests that the model is severly overfitting. Overfitting occurs when a model learns the training data too well, including its noise and outliers, but fails to generalize to new, unseen data. The Random Forest model captures the complexity of the training data, but this complexity does not transfer well to the test data, leading to poorer performance.

5.2.2.1.1 Evaluation Metrics and Comparison
Click to show code
# metrics_2

plot(testData$price ~rf_model.pred_rf, col = 'black',
     xlab = 'Actual Price', ylab = 'Predicted Price',
     main = 'Actual vs Predicted Price')

abline(0,1, col = 'blue')

As seen in the linear regression, this plot demonstrates a similar pattern where the model accurately predicts lower-priced properties, but it’s predictions for higher-priced properties are less accurate, indicating a need for further model refinement.

5.2.3 Random Forest 2 - less complex

To reduce the overfitting issue, we tested various model as per the linear regression (less complex) one which still did not solve the issue. We then choose to train our model on a single canton (Vaud), for properties built between 2016 and 2024, and for prices between CHF 0 and CHF 3.3 Million. The goal is to assess the prediction power of the new model with a more homogeneous subset of data.

Click to show code
#filter price on less than 3.3M and year 2016-2024 and by canton
properties_filtered_3 <- properties_filtered_2 %>% filter(price < 3300000 & year_category =="2016-2024" & canton == "Vaud")
# Model Building
## Split the Data and randomize it
set.seed(123)  # for reproducibility

trainIndex <- createDataPartition(properties_filtered_3$price, p=0.8, list=FALSE)
trainData3 <- properties_filtered_3[trainIndex, ]
testData3 <- properties_filtered_3[-trainIndex, ]

#remove canton and demographic clusters

#apply the RF model as a regression
rf_model <- randomForest(price ~ square_meters + number_of_rooms + property_type  + Political_cluster +Tax_cluster, data=testData3, ntree=500, importance=TRUE)
rf_model.pred_rf <- predict(rf_model, newdata=testData3)


rmse_rf <- sqrt(mean((testData3$price - rf_model.pred_rf)^2))
mae_rf <- mean(abs(testData2$price - rf_model.pred_rf))
#> Warning in testData2$price - rf_model.pred_rf: longer object length
#> is not a multiple of shorter object length
r_sq_rf <- cor(testData3$price, rf_model.pred_rf)^2

# show those metrics in a html table
metrics_rf_2 <- kable(data.frame(r_sq_rf, rmse_rf, mae_rf), format = "html", col.names = c("R-Squared", "RMSE", "MAE")) %>%
  kable_styling(position = "center", bootstrap_options = c("striped", "bordered", "hover", "condensed")) %>%
  add_header_above(c("Random Forest Model Metrics (less complex)" = 3))
metrics_rf_2
Random Forest Model Metrics (less complex)
R-Squared RMSE MAE
0.66 352086 771231

5.2.3.1 Assess Overfitting

Click to show code
#assess overfitting
# For the Random Forest Model
rf_train_pred <- predict(rf_model, newdata = trainData3)
rf_test_pred <- predict(rf_model, newdata = testData3)

# Calculate RMSE and R-squared and Mae for Training Data
rf_train_rmse <- sqrt(mean((trainData3$price - rf_train_pred)^2))
rf_train_rsquared <- cor(trainData3$price, rf_train_pred)^2
rf_train_mae <- mean(abs(trainData3$price - rf_train_pred))

# Calculate RMSE and R-squared for Test Data
rf_test_rmse <- sqrt(mean((testData3$price - rf_test_pred)^2))
rf_test_rsquared <- cor(testData3$price, rf_test_pred)^2
rf_test_mae <- mean(abs(testData3$price - rf_test_pred))


# Create a data frame for displaying metrics comparison
performance_metrics <- data.frame(
  Model = c("Random Forest"),
  RMSE_Train = rf_train_rmse,
  RMSE_Test = rf_test_rmse,
  Rsquared_Train = rf_train_rsquared,
  Rsquared_Test = rf_test_rsquared,
  MAE_Train = rf_train_mae,
  MAE_Test = rf_test_mae
)
# Generate HTML table using kable and apply styling
kable(performance_metrics, format = "html", col.names = c("Model", "RMSE Train", "RMSE Test", "R-Squared Train", "R-Squared Test", "MAE Train", "MAE Test")) %>%
  kable_styling(position = "center", bootstrap_options = c("striped", "bordered", "hover", "condensed"))
Model RMSE Train RMSE Test R-Squared Train R-Squared Test MAE Train MAE Test
Random Forest 416285 352086 0.619 0.66 307292 271968

The performance metrics for the Random Forest model indicate its predictive capability on both the training and test data sets. The model achieves a Root Mean Squared Error (RMSE) of 416’285 on the training set and 352’086 on the test set. The R-squared values are 0.619 for the training set and 0.66 for the test set, suggesting the model explains 61.9% of the variance in the training data and 66% in the test data. The Mean Absolute Error (MAE) is 307’292 for the training set and 271,968 for the test set. These results show that the model performs slightly better on the test data, with lower RMSE and MAE values and a higher R-squared value, indicating good generalization but also potential underlying issues within our model.

Click to show code
plot(testData3$price ~rf_model.pred_rf, col = 'black',
     xlab = 'Actual Price', ylab = 'Predicted Price',
     main = 'Actual vs Predicted Price')

abline(0,1, col = 'blue')

The data points are more concentrated around the dark red line compared to the previous graph, suggesting a closer alignment between actual and predicted prices in this range. However, the scatter around the line indicates the presence of some remaining discrepancies.

This graph indicates that while the model has a reasonable predictive power, there is room for improvement, especially in reducing overestimation for higher-priced items and addressing the underestimation in the lower price range. It is however a large improvment compared to our more complex model.

5.2.3.2 Cross-Validation

Click to show code
## Cross-Validation
cv_results3 <- train(price ~ square_meters + property_type +Political_cluster + Tax_cluster, data=trainData3, method="lm", trControl=trainControl(method="cv", number=10))
summary(cv_results3)
#> 
#> Call:
#> lm(formula = .outcome ~ ., data = dat)
#> 
#> Residuals:
#>      Min       1Q   Median       3Q      Max 
#> -3237351  -288949   -46955   193163  3237351 
#> 
#> Coefficients:
#>                                 Estimate Std. Error t value Pr(>|t|)
#> (Intercept)                        97219     144220    0.67  0.50046
#> square_meters                       5982        340   17.61  < 2e-16
#> `property_typeBifamiliar house`   182612      53737    3.40  0.00072
#> property_typeChalet               123041     146691    0.84  0.40188
#> property_typeDuplex                23405      97746    0.24  0.81083
#> `property_typeFarm house`       -5160080     389624  -13.24  < 2e-16
#> `property_typeSingle house`       453291      68136    6.65  5.8e-11
#> property_typeVilla                292563      83521    3.50  0.00049
#> Political_cluster                 181235      22660    8.00  5.2e-15
#> Tax_cluster                      -101214      51679   -1.96  0.05056
#>                                    
#> (Intercept)                        
#> square_meters                   ***
#> `property_typeBifamiliar house` ***
#> property_typeChalet                
#> property_typeDuplex                
#> `property_typeFarm house`       ***
#> `property_typeSingle house`     ***
#> property_typeVilla              ***
#> Political_cluster               ***
#> Tax_cluster                     .  
#> ---
#> Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#> 
#> Residual standard error: 413000 on 708 degrees of freedom
#> Multiple R-squared:  0.545,  Adjusted R-squared:  0.539 
#> F-statistic: 94.2 on 9 and 708 DF,  p-value: <2e-16

#show the CV result in the html
metrics_cv3 <- kable(cv_results3$results, format = "html") %>%
  
  kable_styling(position = "center", bootstrap_options = c("striped", "bordered", "hover", "condensed"))  %>%
  add_header_above(c("10 Fold Cross Validation Metrics (less complex)" = 7))
metrics_cv3
10 Fold Cross Validation Metrics (less complex)
intercept RMSE Rsquared MAE RMSESD RsquaredSD MAESD
TRUE 558770 0.525 320632 377867 0.229 52447

The model explains about 52.5% of the variance in the outcome variable, as indicated by the R-squared value from cross-validation. The RMSE of 558’770 and MAE of 320’632 suggest that while the model has a reasonable fit, there is still a significant amount of unexplained variance. The high standard deviations for RMSE and R-squared indicate variability in model performance across different folds, highlighting potential instability.

In summary, the model identifies several significant predictors of the outcome variable, with square_meters, property_type, Farm house, property_type,Single house, property_type, Villa, and Political_cluster being the most influential.

5.2.3.3 Hyperparameter Tuning

5.2.3.3.1 Tuning Hyperparameters (mtry, ntree)
Click to show code
tuneGrid <- expand.grid(mtry = seq(2, sqrt(ncol(trainData3)), by = 1))  # Tune over a range of mtry values

# Train the model with tuning
rf_tuned <- train(price ~ square_meters + number_of_rooms + property_type  + Political_cluster +Tax_cluster, 
                  data = trainData3, method = "rf", 
                  trControl = trainControl(method = "cv", number = 5, search = "grid"), 
                  tuneGrid = tuneGrid, 
                  ntree = 500)

# Plotting the tuning effect
plot(rf_tuned)

The graph displays the RMSE of a less complex random forest model decreasing as the number of randomly selected predictors increases from 2 to 4, during cross-validation. The steepest drop in RMSE occurs between 2 and 3 predictors, suggesting a significant improvement in model accuracy with the addition of the third predictor. After this point, gains in accuracy diminish, indicating that three predictors might provide an optimal balance between model complexity and predictive accuracy, while additional predictors offer minimal further benefits. This trend can guide the tuning of model complexity to enhance generalization without overfitting.

Click to show code

# Now, evaluate the tuned model
rf_model_pred <- predict(rf_tuned, newdata = testData3)
# Calculate performance metrics
rmse_rf <- sqrt(mean((testData3$price - rf_model_pred)^2))
mae_rf <- mean(abs(testData3$price - rf_model_pred))
r_sq_rf <- cor(testData3$price, rf_model_pred)^2
# Show metrics
metrics_rf <- kable(data.frame(R_Squared = r_sq_rf, RMSE = rmse_rf, MAE = mae_rf),
                    format = "html", col.names = c("R-Squared", "RMSE", "MAE")) %>%
              kable_styling(position = "center", bootstrap_options = c("striped", "bordered", "hover", "condensed")) %>%
              add_header_above(c("Tuned Random Forest Model Performance Metrics" = 3))
metrics_rf
Tuned Random Forest Model Performance Metrics
R-Squared RMSE MAE
0.603 359716 272052

The hyperparameter tuning further refined the model, achieving a post-tuning R-squared of 0.603, which, while slightly lower than the test set performance pre-tuning, still shows a solid understanding of the underlying data dynamics. The RMSE and particularly the MAE improved significantly post-tuning, highlighting the effectiveness of adjusting the model parameters.

5.2.3.3.2 Importance of Predictors

VI plots are a useful tool to understand the relative importance of predictors in the Random Forest model. This plot shows the importance of each predictor in the model, helping to identify key features that drive price predictions.0

Click to show code
var_imp <- varImp(rf_tuned)
plot(var_imp)

We see that square_meters is the most important predictor, followed by number_of_rooms. It is interesting to note that, in our simplified model, our Political clusters carry more weight than some of our native variables.

6 Conclusion

Click to show code
rm(list = ls())

This project used data science and machine learning techniques to predict Swiss real estate prices, focusing on data scrapped from ImmoScout24. Through data analysis and model evaluation, several insights and conclusions were drawn:

6.1 Results

6.1.1 Linear Regression Model:

  • Initially employed, the linear regression model provided moderate explanatory power with an R-squared of 0.493 and an RMSE of 980’302.
  • Attempts to refine the model through stepwise regression slightly enhanced its performance. However, challenges persisted with higher price points and multicollinearity.
  • Simplifying the model by focusing on specific cantons and removing less significant variables improved stability and predictive power, though challenges remained with higher property prices. Furthermore, problems with test data metrics being higher than training data metrics were observed, indicating peculiarities in generalization across different data subsets.

6.1.2 Random Forest Model:

  • The Random Forest model addressed the limitations of linear regression by capturing non-linear relationships, achieving higher accuracy.
  • Performance metrics (higher R-squared and lower RMSE and MAE) indicated better predictive accuracy compared to linear regression but tend to overfit if we are not careful with the data taken
  • After varied tests, reducing the model complexity by focusing on specific cantons and year categories improved the performance and reduced overfitting
  • The hyperparameter-tuned model stands out as the superior option, primarily due to the strategic adjustment of the number of variables considered for splitting at each leaf node (mtry), which significantly enhances the model’s generalization capabilities from training to unseen test data, thereby optimizing performance metrics like RMSE, MAE, and R-squared.
  • Variable importance analysis highlighted square_meters as the most influential predictor, validating its significant impact on property prices.

6.1.3 Model Optimization:

  • Both linear regression and Random Forest models were refined through hyperparameter tuning and cross-validation, ensuring robust predictions.
  • Focused analysis on specific cantons and filtering data to a realistic price range further enhanced model performance and reduced overfitting.

6.2 Recommendation and Discussion

  • Observations : For accurate property price predictions, a model tailored to specific cantons, year-categories, and price ranges is more effective. Constraints prevented us from detailing all 26 cantons and combined with all 11 year category, as it would prove to be too computationally heavy.
  • Business Implications : Tailored models are recommended to accurately predict property prices, offering crucial insights for real estate investors and policymakers.
  • Limitations and Future Directions: While effective, the models require continuous refinement and expansion of the dataset to include a wider range of variables. Further research could explore the integration of economic indicators, a time-series analyiss, and extend the analysis to other regions or sectors. Future research could explore incorporating additional variables, other models, and employing newer analytical methods, such as Deep Learning Techniques or Geospatial Analysis, to enhance the models accuracy and applicability.

6.3 Final Thoughts

We specified in the intro that interest rates or any other time economic indicator influence housing price. This is indeed true. However, our project specifically focuses on a snapshot of the current market, without employing time series analysis. This means that while such factors are crucial in a broader economic context, they do not directly influence the outcomes of our study. Indeed, our analysis is rooted in the conditions and data of a specific moment when our data was scraped, making temporal variables like interest rate outside the scope of our predictive modeling. Consequently, the implications of our findings are best applied to immediate decision-making rather than long-term forecasting.

Ultimately, the broad potential of machine learning in real estate valuation offers significant opportunities for insightful decision-making in this sector.