Exploratory Analysis
Load data frame
library(dplyr)
library(scales)
library(ggplot2)
df <- read.csv("data/train.csv", stringsAsFactors = F) %>% inner_join(read.csv("data/macro.csv", stringsAsFactors = F))Dimensions
The data frame has 30,471 rows and 391 columns
Missing Values
Total number of missing values is 504,537 from 11,914,161 which is 4.23%
Missing values (Columns)
cloumns.with.missing.nas <- sapply(df, FUN = function(x){sum(is.na(x))})
missing.na.df <- data.frame(column = cloumns.with.missing.nas %>% names(),
num_NAs = as.integer(cloumns.with.missing.nas),
ratio = as.integer(cloumns.with.missing.nas) / df %>% nrow(),
ratio_percent = (as.integer(cloumns.with.missing.nas) / df %>% nrow()) %>% percent()) %>%
filter(num_NAs > 0) %>%
arrange(-num_NAs)
missing.na.df %>% head()## column num_NAs ratio ratio_percent
## 1 provision_retail_space_modern_sqm 29718 0.9752880 97.5%
## 2 provision_retail_space_sqm 24879 0.8164812 81.6%
## 3 load_of_teachers_preschool_per_teacher 16901 0.5546585 55.5%
## 4 theaters_viewers_per_1000_cap 16901 0.5546585 55.5%
## 5 museum_visitis_per_100_cap 16901 0.5546585 55.5%
## 6 students_reg_sports_share 16901 0.5546585 55.5%if (nrow(missing.na.df) > 0)
{
h <- ggplot(missing.na.df, aes(x = ratio, color = ratio))
h <- h + geom_histogram(fill = "DarkGoldenrod", color = "black", binwidth = 0.01)
h <- h + geom_rug(size = 1.2) + geom_density()
h <- h + scale_color_gradient("Legend",low = "blue", high = "red")
h <- h + theme(legend.position = "none",
strip.text.x = element_text(family = "sans", face = "bold"),
plot.background = element_rect(fill = "Gainsboro"),
panel.background = element_rect(fill="White", color = "black"),
panel.border = element_rect(fill=NA, color = "black"),
panel.grid.major = element_blank(),
axis.text.y = element_text(family = "sans", colour = "black", size = 15),
axis.text.x = element_text(family = "sans", face = "bold", colour = "black", size = 15, color = "DarkGreen"),
axis.ticks = element_blank())
h <- h + scale_x_continuous(labels = percent)
h <- h + scale_y_continuous(labels = comma)
h <- h + scale_size(range=c(1,3))
h <- h + xlab("Percent with Missing values") + ylab("Number columns")
h <- h + ggtitle("Distribution of columns with missing values")
plot(h)
}
Missing values (Rows)
rows.with.missing.nas <- apply(df, 1, function(x) sum(is.na(x)))
missing.na.rows.df <- data.frame(
num_NAs = rows.with.missing.nas,
ratio = rows.with.missing.nas/ df %>% ncol(),
ratio_percent = (rows.with.missing.nas / df %>% ncol()) %>% percent()) %>%
filter(num_NAs > 0) %>%
arrange(-num_NAs)
missing.na.rows.df %>% head()## num_NAs ratio ratio_percent
## 1 81 0.2071611 20.7%
## 2 81 0.2071611 20.7%
## 3 81 0.2071611 20.7%
## 4 81 0.2071611 20.7%
## 5 81 0.2071611 20.7%
## 6 81 0.2071611 20.7%if (nrow(missing.na.rows.df) > 0)
{
h <- ggplot(missing.na.rows.df, aes(x = ratio, color = ratio))
h <- h + geom_histogram(fill = "DarkGoldenrod", color = "black", binwidth = 0.01)
h <- h + geom_rug(size = 1.2) + geom_density()
h <- h + scale_color_gradient("Legend",low = "blue", high = "red")
h <- h + theme(legend.position = "none",
strip.text.x = element_text(family = "sans", face = "bold"),
plot.background = element_rect(fill = "Gainsboro"),
panel.background = element_rect(fill="White", color = "black"),
panel.border = element_rect(fill=NA, color = "black"),
panel.grid.major = element_blank(),
axis.text.y = element_text(family = "sans", colour = "black", size = 15),
axis.text.x = element_text(family = "sans", face = "bold", colour = "black", size = 15, color = "DarkGreen"),
axis.ticks = element_blank())
h <- h + scale_x_continuous(labels = percent)
h <- h + scale_y_continuous(labels = comma)
h <- h + scale_size(range=c(1,3))
h <- h + xlab("Percent with Missing values") + ylab("Number rows")
h <- h + ggtitle("Distribution of rows with missing values")
plot(h)
}
Names
df %>% names()## [1] "id"
## [2] "timestamp"
## [3] "full_sq"
## [4] "life_sq"
## [5] "floor"
## [6] "max_floor"
## [7] "material"
## [8] "build_year"
## [9] "num_room"
## [10] "kitch_sq"
## [11] "state"
## [12] "product_type"
## [13] "sub_area"
## [14] "area_m"
## [15] "raion_popul"
## [16] "green_zone_part"
## [17] "indust_part"
## [18] "children_preschool"
## [19] "preschool_quota"
## [20] "preschool_education_centers_raion"
## [21] "children_school"
## [22] "school_quota"
## [23] "school_education_centers_raion"
## [24] "school_education_centers_top_20_raion"
## [25] "hospital_beds_raion"
## [26] "healthcare_centers_raion"
## [27] "university_top_20_raion"
## [28] "sport_objects_raion"
## [29] "additional_education_raion"
## [30] "culture_objects_top_25"
## [31] "culture_objects_top_25_raion"
## [32] "shopping_centers_raion"
## [33] "office_raion"
## [34] "thermal_power_plant_raion"
## [35] "incineration_raion"
## [36] "oil_chemistry_raion"
## [37] "radiation_raion"
## [38] "railroad_terminal_raion"
## [39] "big_market_raion"
## [40] "nuclear_reactor_raion"
## [41] "detention_facility_raion"
## [42] "full_all"
## [43] "male_f"
## [44] "female_f"
## [45] "young_all"
## [46] "young_male"
## [47] "young_female"
## [48] "work_all"
## [49] "work_male"
## [50] "work_female"
## [51] "ekder_all"
## [52] "ekder_male"
## [53] "ekder_female"
## [54] "X0_6_all"
## [55] "X0_6_male"
## [56] "X0_6_female"
## [57] "X7_14_all"
## [58] "X7_14_male"
## [59] "X7_14_female"
## [60] "X0_17_all"
## [61] "X0_17_male"
## [62] "X0_17_female"
## [63] "X16_29_all"
## [64] "X16_29_male"
## [65] "X16_29_female"
## [66] "X0_13_all"
## [67] "X0_13_male"
## [68] "X0_13_female"
## [69] "raion_build_count_with_material_info"
## [70] "build_count_block"
## [71] "build_count_wood"
## [72] "build_count_frame"
## [73] "build_count_brick"
## [74] "build_count_monolith"
## [75] "build_count_panel"
## [76] "build_count_foam"
## [77] "build_count_slag"
## [78] "build_count_mix"
## [79] "raion_build_count_with_builddate_info"
## [80] "build_count_before_1920"
## [81] "build_count_1921.1945"
## [82] "build_count_1946.1970"
## [83] "build_count_1971.1995"
## [84] "build_count_after_1995"
## [85] "ID_metro"
## [86] "metro_min_avto"
## [87] "metro_km_avto"
## [88] "metro_min_walk"
## [89] "metro_km_walk"
## [90] "kindergarten_km"
## [91] "school_km"
## [92] "park_km"
## [93] "green_zone_km"
## [94] "industrial_km"
## [95] "water_treatment_km"
## [96] "cemetery_km"
## [97] "incineration_km"
## [98] "railroad_station_walk_km"
## [99] "railroad_station_walk_min"
## [100] "ID_railroad_station_walk"
## [101] "railroad_station_avto_km"
## [102] "railroad_station_avto_min"
## [103] "ID_railroad_station_avto"
## [104] "public_transport_station_km"
## [105] "public_transport_station_min_walk"
## [106] "water_km"
## [107] "water_1line"
## [108] "mkad_km"
## [109] "ttk_km"
## [110] "sadovoe_km"
## [111] "bulvar_ring_km"
## [112] "kremlin_km"
## [113] "big_road1_km"
## [114] "ID_big_road1"
## [115] "big_road1_1line"
## [116] "big_road2_km"
## [117] "ID_big_road2"
## [118] "railroad_km"
## [119] "railroad_1line"
## [120] "zd_vokzaly_avto_km"
## [121] "ID_railroad_terminal"
## [122] "bus_terminal_avto_km"
## [123] "ID_bus_terminal"
## [124] "oil_chemistry_km"
## [125] "nuclear_reactor_km"
## [126] "radiation_km"
## [127] "power_transmission_line_km"
## [128] "thermal_power_plant_km"
## [129] "ts_km"
## [130] "big_market_km"
## [131] "market_shop_km"
## [132] "fitness_km"
## [133] "swim_pool_km"
## [134] "ice_rink_km"
## [135] "stadium_km"
## [136] "basketball_km"
## [137] "hospice_morgue_km"
## [138] "detention_facility_km"
## [139] "public_healthcare_km"
## [140] "university_km"
## [141] "workplaces_km"
## [142] "shopping_centers_km"
## [143] "office_km"
## [144] "additional_education_km"
## [145] "preschool_km"
## [146] "big_church_km"
## [147] "church_synagogue_km"
## [148] "mosque_km"
## [149] "theater_km"
## [150] "museum_km"
## [151] "exhibition_km"
## [152] "catering_km"
## [153] "ecology"
## [154] "green_part_500"
## [155] "prom_part_500"
## [156] "office_count_500"
## [157] "office_sqm_500"
## [158] "trc_count_500"
## [159] "trc_sqm_500"
## [160] "cafe_count_500"
## [161] "cafe_sum_500_min_price_avg"
## [162] "cafe_sum_500_max_price_avg"
## [163] "cafe_avg_price_500"
## [164] "cafe_count_500_na_price"
## [165] "cafe_count_500_price_500"
## [166] "cafe_count_500_price_1000"
## [167] "cafe_count_500_price_1500"
## [168] "cafe_count_500_price_2500"
## [169] "cafe_count_500_price_4000"
## [170] "cafe_count_500_price_high"
## [171] "big_church_count_500"
## [172] "church_count_500"
## [173] "mosque_count_500"
## [174] "leisure_count_500"
## [175] "sport_count_500"
## [176] "market_count_500"
## [177] "green_part_1000"
## [178] "prom_part_1000"
## [179] "office_count_1000"
## [180] "office_sqm_1000"
## [181] "trc_count_1000"
## [182] "trc_sqm_1000"
## [183] "cafe_count_1000"
## [184] "cafe_sum_1000_min_price_avg"
## [185] "cafe_sum_1000_max_price_avg"
## [186] "cafe_avg_price_1000"
## [187] "cafe_count_1000_na_price"
## [188] "cafe_count_1000_price_500"
## [189] "cafe_count_1000_price_1000"
## [190] "cafe_count_1000_price_1500"
## [191] "cafe_count_1000_price_2500"
## [192] "cafe_count_1000_price_4000"
## [193] "cafe_count_1000_price_high"
## [194] "big_church_count_1000"
## [195] "church_count_1000"
## [196] "mosque_count_1000"
## [197] "leisure_count_1000"
## [198] "sport_count_1000"
## [199] "market_count_1000"
## [200] "green_part_1500"
## [201] "prom_part_1500"
## [202] "office_count_1500"
## [203] "office_sqm_1500"
## [204] "trc_count_1500"
## [205] "trc_sqm_1500"
## [206] "cafe_count_1500"
## [207] "cafe_sum_1500_min_price_avg"
## [208] "cafe_sum_1500_max_price_avg"
## [209] "cafe_avg_price_1500"
## [210] "cafe_count_1500_na_price"
## [211] "cafe_count_1500_price_500"
## [212] "cafe_count_1500_price_1000"
## [213] "cafe_count_1500_price_1500"
## [214] "cafe_count_1500_price_2500"
## [215] "cafe_count_1500_price_4000"
## [216] "cafe_count_1500_price_high"
## [217] "big_church_count_1500"
## [218] "church_count_1500"
## [219] "mosque_count_1500"
## [220] "leisure_count_1500"
## [221] "sport_count_1500"
## [222] "market_count_1500"
## [223] "green_part_2000"
## [224] "prom_part_2000"
## [225] "office_count_2000"
## [226] "office_sqm_2000"
## [227] "trc_count_2000"
## [228] "trc_sqm_2000"
## [229] "cafe_count_2000"
## [230] "cafe_sum_2000_min_price_avg"
## [231] "cafe_sum_2000_max_price_avg"
## [232] "cafe_avg_price_2000"
## [233] "cafe_count_2000_na_price"
## [234] "cafe_count_2000_price_500"
## [235] "cafe_count_2000_price_1000"
## [236] "cafe_count_2000_price_1500"
## [237] "cafe_count_2000_price_2500"
## [238] "cafe_count_2000_price_4000"
## [239] "cafe_count_2000_price_high"
## [240] "big_church_count_2000"
## [241] "church_count_2000"
## [242] "mosque_count_2000"
## [243] "leisure_count_2000"
## [244] "sport_count_2000"
## [245] "market_count_2000"
## [246] "green_part_3000"
## [247] "prom_part_3000"
## [248] "office_count_3000"
## [249] "office_sqm_3000"
## [250] "trc_count_3000"
## [251] "trc_sqm_3000"
## [252] "cafe_count_3000"
## [253] "cafe_sum_3000_min_price_avg"
## [254] "cafe_sum_3000_max_price_avg"
## [255] "cafe_avg_price_3000"
## [256] "cafe_count_3000_na_price"
## [257] "cafe_count_3000_price_500"
## [258] "cafe_count_3000_price_1000"
## [259] "cafe_count_3000_price_1500"
## [260] "cafe_count_3000_price_2500"
## [261] "cafe_count_3000_price_4000"
## [262] "cafe_count_3000_price_high"
## [263] "big_church_count_3000"
## [264] "church_count_3000"
## [265] "mosque_count_3000"
## [266] "leisure_count_3000"
## [267] "sport_count_3000"
## [268] "market_count_3000"
## [269] "green_part_5000"
## [270] "prom_part_5000"
## [271] "office_count_5000"
## [272] "office_sqm_5000"
## [273] "trc_count_5000"
## [274] "trc_sqm_5000"
## [275] "cafe_count_5000"
## [276] "cafe_sum_5000_min_price_avg"
## [277] "cafe_sum_5000_max_price_avg"
## [278] "cafe_avg_price_5000"
## [279] "cafe_count_5000_na_price"
## [280] "cafe_count_5000_price_500"
## [281] "cafe_count_5000_price_1000"
## [282] "cafe_count_5000_price_1500"
## [283] "cafe_count_5000_price_2500"
## [284] "cafe_count_5000_price_4000"
## [285] "cafe_count_5000_price_high"
## [286] "big_church_count_5000"
## [287] "church_count_5000"
## [288] "mosque_count_5000"
## [289] "leisure_count_5000"
## [290] "sport_count_5000"
## [291] "market_count_5000"
## [292] "price_doc"
## [293] "oil_urals"
## [294] "gdp_quart"
## [295] "gdp_quart_growth"
## [296] "cpi"
## [297] "ppi"
## [298] "gdp_deflator"
## [299] "balance_trade"
## [300] "balance_trade_growth"
## [301] "usdrub"
## [302] "eurrub"
## [303] "brent"
## [304] "net_capital_export"
## [305] "gdp_annual"
## [306] "gdp_annual_growth"
## [307] "average_provision_of_build_contract"
## [308] "average_provision_of_build_contract_moscow"
## [309] "rts"
## [310] "micex"
## [311] "micex_rgbi_tr"
## [312] "micex_cbi_tr"
## [313] "deposits_value"
## [314] "deposits_growth"
## [315] "deposits_rate"
## [316] "mortgage_value"
## [317] "mortgage_growth"
## [318] "mortgage_rate"
## [319] "grp"
## [320] "grp_growth"
## [321] "income_per_cap"
## [322] "real_dispos_income_per_cap_growth"
## [323] "salary"
## [324] "salary_growth"
## [325] "fixed_basket"
## [326] "retail_trade_turnover"
## [327] "retail_trade_turnover_per_cap"
## [328] "retail_trade_turnover_growth"
## [329] "labor_force"
## [330] "unemployment"
## [331] "employment"
## [332] "invest_fixed_capital_per_cap"
## [333] "invest_fixed_assets"
## [334] "profitable_enterpr_share"
## [335] "unprofitable_enterpr_share"
## [336] "share_own_revenues"
## [337] "overdue_wages_per_cap"
## [338] "fin_res_per_cap"
## [339] "marriages_per_1000_cap"
## [340] "divorce_rate"
## [341] "construction_value"
## [342] "invest_fixed_assets_phys"
## [343] "pop_natural_increase"
## [344] "pop_migration"
## [345] "pop_total_inc"
## [346] "childbirth"
## [347] "mortality"
## [348] "housing_fund_sqm"
## [349] "lodging_sqm_per_cap"
## [350] "water_pipes_share"
## [351] "baths_share"
## [352] "sewerage_share"
## [353] "gas_share"
## [354] "hot_water_share"
## [355] "electric_stove_share"
## [356] "heating_share"
## [357] "old_house_share"
## [358] "average_life_exp"
## [359] "infant_mortarity_per_1000_cap"
## [360] "perinatal_mort_per_1000_cap"
## [361] "incidence_population"
## [362] "rent_price_4.room_bus"
## [363] "rent_price_3room_bus"
## [364] "rent_price_2room_bus"
## [365] "rent_price_1room_bus"
## [366] "rent_price_3room_eco"
## [367] "rent_price_2room_eco"
## [368] "rent_price_1room_eco"
## [369] "load_of_teachers_preschool_per_teacher"
## [370] "child_on_acc_pre_school"
## [371] "load_of_teachers_school_per_teacher"
## [372] "students_state_oneshift"
## [373] "modern_education_share"
## [374] "old_education_build_share"
## [375] "provision_doctors"
## [376] "provision_nurse"
## [377] "load_on_doctors"
## [378] "power_clinics"
## [379] "hospital_beds_available_per_cap"
## [380] "hospital_bed_occupancy_per_year"
## [381] "provision_retail_space_sqm"
## [382] "provision_retail_space_modern_sqm"
## [383] "turnover_catering_per_cap"
## [384] "theaters_viewers_per_1000_cap"
## [385] "seats_theather_rfmin_per_100000_cap"
## [386] "museum_visitis_per_100_cap"
## [387] "bandwidth_sports"
## [388] "population_reg_sports_share"
## [389] "students_reg_sports_share"
## [390] "apartment_build"
## [391] "apartment_fund_sqm"Head
df %>% head()## id timestamp full_sq life_sq floor max_floor material build_year
## 1 1 2011-08-20 43 27 4 NA NA NA
## 2 2 2011-08-23 34 19 3 NA NA NA
## 3 3 2011-08-27 43 29 2 NA NA NA
## 4 4 2011-09-01 89 50 9 NA NA NA
## 5 5 2011-09-05 77 77 4 NA NA NA
## 6 6 2011-09-06 67 46 14 NA NA NA
## num_room kitch_sq state product_type sub_area area_m
## 1 NA NA NA Investment Bibirevo 6407578
## 2 NA NA NA Investment Nagatinskij Zaton 9589337
## 3 NA NA NA Investment Tekstil'shhiki 4808270
## 4 NA NA NA Investment Mitino 12583536
## 5 NA NA NA Investment Basmannoe 8398461
## 6 NA NA NA Investment Nizhegorodskoe 7506452
## raion_popul green_zone_part indust_part children_preschool
## 1 155572 0.189727117 0.0000699893 9576
## 2 115352 0.372602044 0.0496372570 6880
## 3 101708 0.112559644 0.1185373850 5879
## 4 178473 0.194702869 0.0697533610 13087
## 5 108171 0.015233744 0.0373164520 5706
## 6 43795 0.007670134 0.4862456210 2418
## preschool_quota preschool_education_centers_raion children_school
## 1 5001 5 10309
## 2 3119 5 7759
## 3 1463 4 6207
## 4 6839 9 13670
## 5 3240 7 6748
## 6 852 2 2514
## school_quota school_education_centers_raion
## 1 11065 5
## 2 6237 8
## 3 5580 7
## 4 17063 10
## 5 7770 9
## 6 2012 3
## school_education_centers_top_20_raion hospital_beds_raion
## 1 0 240
## 2 0 229
## 3 0 1183
## 4 0 NA
## 5 0 562
## 6 0 NA
## healthcare_centers_raion university_top_20_raion sport_objects_raion
## 1 1 0 7
## 2 1 0 6
## 3 1 0 5
## 4 1 0 17
## 5 4 2 25
## 6 0 0 7
## additional_education_raion culture_objects_top_25
## 1 3 no
## 2 1 yes
## 3 1 no
## 4 6 no
## 5 2 no
## 6 0 no
## culture_objects_top_25_raion shopping_centers_raion office_raion
## 1 0 16 1
## 2 1 3 0
## 3 0 0 1
## 4 0 11 4
## 5 0 10 93
## 6 0 6 19
## thermal_power_plant_raion incineration_raion oil_chemistry_raion
## 1 no no no
## 2 no no no
## 3 no no no
## 4 no no no
## 5 no no no
## 6 yes no no
## radiation_raion railroad_terminal_raion big_market_raion
## 1 no no no
## 2 no no no
## 3 yes no no
## 4 no no no
## 5 yes yes no
## 6 yes no no
## nuclear_reactor_raion detention_facility_raion full_all male_f female_f
## 1 no no 86206 40477 45729
## 2 no no 76284 34200 42084
## 3 no no 101982 46076 55906
## 4 no no 21155 9828 11327
## 5 no no 28179 13522 14657
## 6 no no 19940 9400 10540
## young_all young_male young_female work_all work_male work_female
## 1 21154 11007 10147 98207 52277 45930
## 2 15727 7925 7802 70194 35622 34572
## 3 13028 6835 6193 63388 31813 31575
## 4 28563 14680 13883 120381 60040 60341
## 5 13368 7159 6209 68043 34236 33807
## 6 5291 2744 2547 29660 15793 13867
## ekder_all ekder_male ekder_female X0_6_all X0_6_male X0_6_female
## 1 36211 10580 25631 9576 4899 4677
## 2 29431 9266 20165 6880 3466 3414
## 3 25292 7609 17683 5879 3095 2784
## 4 29529 9083 20446 13087 6645 6442
## 5 26760 8563 18197 5706 2982 2724
## 6 8844 2608 6236 2418 1224 1194
## X7_14_all X7_14_male X7_14_female X0_17_all X0_17_male X0_17_female
## 1 10309 5463 4846 23603 12286 11317
## 2 7759 3909 3850 17700 8998 8702
## 3 6207 3269 2938 14884 7821 7063
## 4 13670 7126 6544 32063 16513 15550
## 5 6748 3664 3084 15237 8113 7124
## 6 2514 1328 1186 5866 3035 2831
## X16_29_all X16_29_male X16_29_female X0_13_all X0_13_male X0_13_female
## 1 17508 9425 8083 18654 9709 8945
## 2 15164 7571 7593 13729 6929 6800
## 3 19401 9045 10356 11252 5916 5336
## 4 3292 1450 1842 24934 12782 12152
## 5 5164 2583 2581 11631 6223 5408
## 6 4851 2329 2522 4632 2399 2233
## raion_build_count_with_material_info build_count_block build_count_wood
## 1 211 25 0
## 2 245 83 1
## 3 330 59 0
## 4 458 9 51
## 5 746 48 0
## 6 188 24 0
## build_count_frame build_count_brick build_count_monolith
## 1 0 0 2
## 2 0 67 4
## 3 0 206 4
## 4 12 124 50
## 5 0 643 16
## 6 0 147 2
## build_count_panel build_count_foam build_count_slag build_count_mix
## 1 184 0 0 0
## 2 90 0 0 0
## 3 60 0 1 0
## 4 201 0 9 2
## 5 35 0 3 1
## 6 15 0 0 0
## raion_build_count_with_builddate_info build_count_before_1920
## 1 211 0
## 2 244 1
## 3 330 1
## 4 459 13
## 5 746 371
## 6 188 0
## build_count_1921.1945 build_count_1946.1970 build_count_1971.1995
## 1 0 0 206
## 2 1 143 84
## 3 0 246 63
## 4 24 40 130
## 5 114 146 62
## 6 5 152 25
## build_count_after_1995 ID_metro metro_min_avto metro_km_avto
## 1 5 1 2.5902411 1.1312599
## 2 15 2 0.9366997 0.6473368
## 3 20 3 2.1209989 1.6379963
## 4 252 4 1.4890492 0.9845366
## 5 53 5 1.2571865 0.8766202
## 6 6 6 2.7358839 1.5932465
## metro_min_walk metro_km_walk kindergarten_km school_km park_km
## 1 13.575119 1.1312599 0.14569955 0.1779754 2.15858707
## 2 7.620630 0.6350525 0.14775427 0.2733453 0.55068974
## 3 17.351515 1.4459596 0.04910154 0.1580719 0.37484775
## 4 11.565624 0.9638020 0.17944096 0.2364550 0.07809029
## 5 8.266305 0.6888588 0.24790121 0.3768381 0.25828877
## 6 18.378170 1.5315141 0.14595482 0.1134662 1.07349543
## green_zone_km industrial_km water_treatment_km cemetery_km
## 1 0.60097310 1.0809343 23.683460 1.804127
## 2 0.06532116 0.9664791 1.317476 4.655004
## 3 0.45317241 0.9392751 4.912660 3.381083
## 4 0.10612451 0.4511733 15.623710 2.017080
## 5 0.23621405 0.3928710 10.683540 2.936581
## 6 1.49790264 0.2564875 7.186740 0.780330
## incineration_km railroad_station_walk_km railroad_station_walk_min
## 1 3.633334 5.4198930 65.03872
## 2 8.648587 3.4119931 40.94392
## 3 11.996480 1.2776580 15.33190
## 4 14.317640 4.2914325 51.49719
## 5 11.903910 0.8539601 10.24752
## 6 14.075140 0.3753117 4.50374
## ID_railroad_station_walk railroad_station_avto_km
## 1 1 5.4198930
## 2 2 3.6417726
## 3 3 1.2776580
## 4 4 3.8160446
## 5 5 1.5958982
## 6 6 0.3753117
## railroad_station_avto_min ID_railroad_station_avto
## 1 6.905893 1
## 2 4.679745 2
## 3 1.701420 3
## 4 5.271136 4
## 5 2.156284 113
## 6 1.407419 6
## public_transport_station_km public_transport_station_min_walk water_km
## 1 0.27498514 3.2998217 0.9926311
## 2 0.06526334 0.7831601 0.6980813
## 3 0.32875604 3.9450725 0.4682646
## 4 0.13159696 1.5791635 1.2003365
## 5 0.07148032 0.8577639 0.8202943
## 6 0.18922715 2.2707258 0.6124473
## water_1line mkad_km ttk_km sadovoe_km bulvar_ring_km kremlin_km
## 1 no 1.422391 10.9185867 13.10061764 13.6756570 15.156211
## 2 no 9.503405 3.1039960 6.44433347 8.1326401 8.698054
## 3 no 5.604800 2.9274871 6.96340300 8.0542523 9.067885
## 4 no 2.677824 14.6065008 17.45719794 18.3094331 19.487005
## 5 no 11.616653 1.7218337 0.04680957 0.7875933 2.578671
## 6 no 8.296087 0.2848681 3.51938898 4.3950575 5.645796
## big_road1_km ID_big_road1 big_road1_1line big_road2_km ID_big_road2
## 1 1.4223914 1 no 3.830951 5
## 2 2.8873766 2 no 3.103996 4
## 3 0.6472498 3 no 2.927487 4
## 4 2.6778243 1 no 2.780449 17
## 5 1.7218337 4 no 3.133531 10
## 6 0.2848681 4 no 1.478529 3
## railroad_km railroad_1line zd_vokzaly_avto_km ID_railroad_terminal
## 1 1.30515949 no 14.231961 101
## 2 0.69453573 no 9.242586 32
## 3 0.70069112 no 9.540544 5
## 4 1.99926542 no 17.478380 83
## 5 0.08411254 yes 1.595898 113
## 6 0.24467041 no 5.070197 5
## bus_terminal_avto_km ID_bus_terminal oil_chemistry_km nuclear_reactor_km
## 1 24.292406 1 18.152338 5.718519
## 2 5.706113 2 9.034642 3.489954
## 3 6.710302 3 5.777394 7.506612
## 4 6.734618 1 27.667863 9.522538
## 5 1.423428 4 6.515857 8.671016
## 6 6.682089 4 3.959509 8.757686
## radiation_km power_transmission_line_km thermal_power_plant_km ts_km
## 1 1.2100274 1.062513 5.814135 4.3081270
## 2 2.7242954 1.246149 3.419574 0.7255604
## 3 0.7722161 1.602183 3.682455 3.5621877
## 4 6.3487163 1.767612 11.178333 0.5830250
## 5 1.6383181 3.632640 4.587917 2.6094196
## 6 0.1931270 2.341562 1.272894 1.4380034
## big_market_km market_shop_km fitness_km swim_pool_km ice_rink_km
## 1 10.814172 1.6762583 0.4858414 3.065047 1.107594
## 2 6.910568 3.4247161 0.6683637 2.000154 8.972823
## 3 5.752368 1.3754428 0.7331011 1.239304 1.978517
## 4 27.892717 0.8112753 0.6234843 1.950317 6.483172
## 5 9.155057 1.9697377 0.2202877 2.544696 3.975401
## 6 5.374564 3.4478636 0.8104131 1.911843 2.108923
## stadium_km basketball_km hospice_morgue_km detention_facility_km
## 1 8.1485908 3.5165129 2.392353 4.248036
## 2 6.1270728 1.1615790 2.543747 12.649879
## 3 0.7675688 1.9527706 0.621357 7.682303
## 4 7.3855207 4.9238432 3.549558 8.789894
## 5 3.6107538 0.3079154 1.864637 3.779781
## 6 4.2330947 1.4509749 3.391117 4.356122
## public_healthcare_km university_km workplaces_km shopping_centers_km
## 1 0.97474284 6.7150258 0.8843500 0.6484876
## 2 1.47772267 1.8525602 0.6862517 0.5193113
## 3 0.09714353 0.8412541 1.5100889 1.4865330
## 4 2.16373516 10.9031613 0.6222716 0.5999136
## 5 1.12170284 0.9916826 0.8926675 0.4290521
## 6 1.69872358 3.8300213 1.0422618 0.4407073
## office_km additional_education_km preschool_km big_church_km
## 1 0.63718883 0.9479617 0.1779754 0.6257834
## 2 0.68879632 1.0723151 0.2733453 0.9678206
## 3 1.54304884 0.3919574 0.1580719 3.1787515
## 4 0.93427350 0.8926743 0.2364550 1.0317768
## 5 0.07790096 0.8108015 0.3768381 0.3787558
## 6 0.42235787 3.0662852 0.1134662 0.6869317
## church_synagogue_km mosque_km theater_km museum_km exhibition_km
## 1 0.6281865 3.932040 14.053047 7.389498 7.023705
## 2 0.4714465 4.841544 6.829889 0.709260 2.358840
## 3 0.7559460 7.922152 4.273200 3.156423 4.958214
## 4 1.5615048 15.300449 16.990677 16.041521 5.029696
## 5 0.1216806 2.584370 1.112486 1.800125 1.339652
## 6 0.8704465 4.787706 3.388810 3.713557 2.553424
## catering_km ecology green_part_500 prom_part_500 office_count_500
## 1 0.516838085 good 0.00 0.00 0
## 2 0.230286910 excellent 25.14 0.00 0
## 3 0.190461977 poor 1.67 0.00 0
## 4 0.465820158 good 17.36 0.57 0
## 5 0.026102416 excellent 3.56 4.44 15
## 6 0.004469307 poor 0.00 19.42 5
## office_sqm_500 trc_count_500 trc_sqm_500 cafe_count_500
## 1 0 0 0 0
## 2 0 0 0 5
## 3 0 0 0 3
## 4 0 0 0 2
## 5 293699 1 45000 48
## 6 227705 3 102000 7
## cafe_sum_500_min_price_avg cafe_sum_500_max_price_avg cafe_avg_price_500
## 1 NA NA NA
## 2 860.00 1500.00 1180.00
## 3 666.67 1166.67 916.67
## 4 1000.00 1500.00 1250.00
## 5 702.22 1166.67 934.44
## 6 1000.00 1625.00 1312.50
## cafe_count_500_na_price cafe_count_500_price_500
## 1 0 0
## 2 0 1
## 3 0 0
## 4 0 0
## 5 3 17
## 6 3 0
## cafe_count_500_price_1000 cafe_count_500_price_1500
## 1 0 0
## 2 3 0
## 3 2 1
## 4 0 2
## 5 10 11
## 6 1 2
## cafe_count_500_price_2500 cafe_count_500_price_4000
## 1 0 0
## 2 0 1
## 3 0 0
## 4 0 0
## 5 7 0
## 6 1 0
## cafe_count_500_price_high big_church_count_500 church_count_500
## 1 0 0 0
## 2 0 0 1
## 3 0 0 0
## 4 0 0 0
## 5 0 1 4
## 6 0 0 0
## mosque_count_500 leisure_count_500 sport_count_500 market_count_500
## 1 0 0 1 0
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 2 3 0
## 6 0 0 0 0
## green_part_1000 prom_part_1000 office_count_1000 office_sqm_1000
## 1 7.36 0.00 1 30500
## 2 26.66 0.07 2 86600
## 3 4.99 0.29 0 0
## 4 19.25 10.35 1 11000
## 5 3.34 8.29 46 420952
## 6 0.00 40.27 10 275135
## trc_count_1000 trc_sqm_1000 cafe_count_1000 cafe_sum_1000_min_price_avg
## 1 3 55600 19 527.78
## 2 5 94065 13 615.38
## 3 0 0 9 642.86
## 4 6 80780 12 658.33
## 5 3 158200 153 763.45
## 6 5 164000 9 883.33
## cafe_sum_1000_max_price_avg cafe_avg_price_1000 cafe_count_1000_na_price
## 1 888.89 708.33 1
## 2 1076.92 846.15 0
## 3 1142.86 892.86 2
## 4 1083.33 870.83 0
## 5 1272.41 1017.93 8
## 6 1416.67 1150.00 3
## cafe_count_1000_price_500 cafe_count_1000_price_1000
## 1 10 4
## 2 5 6
## 3 0 5
## 4 3 4
## 5 39 45
## 6 1 1
## cafe_count_1000_price_1500 cafe_count_1000_price_2500
## 1 3 1
## 2 1 0
## 3 2 0
## 4 5 0
## 5 39 19
## 6 3 1
## cafe_count_1000_price_4000 cafe_count_1000_price_high
## 1 0 0
## 2 1 0
## 3 0 0
## 4 0 0
## 5 2 1
## 6 0 0
## big_church_count_1000 church_count_1000 mosque_count_1000
## 1 1 2 0
## 2 1 2 0
## 3 0 1 0
## 4 0 0 0
## 5 7 12 0
## 6 3 1 0
## leisure_count_1000 sport_count_1000 market_count_1000 green_part_1500
## 1 0 6 1 14.27
## 2 4 2 0 21.53
## 3 0 5 3 9.92
## 4 0 3 1 28.38
## 5 6 7 0 4.12
## 6 0 1 0 0.00
## prom_part_1500 office_count_1500 office_sqm_1500 trc_count_1500
## 1 6.92 3 39554 9
## 2 7.71 3 102910 7
## 3 6.73 0 0 1
## 4 6.57 2 11000 7
## 5 4.83 93 1195735 9
## 6 50.64 18 431090 6
## trc_sqm_1500 cafe_count_1500 cafe_sum_1500_min_price_avg
## 1 171420 34 566.67
## 2 127065 17 694.12
## 3 2600 14 516.67
## 4 89492 23 673.91
## 5 445900 272 766.80
## 6 186400 14 718.18
## cafe_sum_1500_max_price_avg cafe_avg_price_1500 cafe_count_1500_na_price
## 1 969.70 768.18 1
## 2 1205.88 950.00 0
## 3 916.67 716.67 2
## 4 1130.43 902.17 0
## 5 1272.73 1019.76 19
## 6 1181.82 950.00 3
## cafe_count_1500_price_500 cafe_count_1500_price_1000
## 1 14 11
## 2 6 7
## 3 4 6
## 4 5 9
## 5 70 74
## 6 3 3
## cafe_count_1500_price_1500 cafe_count_1500_price_2500
## 1 6 2
## 2 1 2
## 3 2 0
## 4 8 1
## 5 72 30
## 6 4 1
## cafe_count_1500_price_4000 cafe_count_1500_price_high
## 1 0 0
## 2 1 0
## 3 0 0
## 4 0 0
## 5 6 1
## 6 0 0
## big_church_count_1500 church_count_1500 mosque_count_1500
## 1 1 2 0
## 2 1 5 0
## 3 0 4 0
## 4 1 0 0
## 5 18 30 0
## 6 4 2 0
## leisure_count_1500 sport_count_1500 market_count_1500 green_part_2000
## 1 0 7 1 11.77
## 2 4 9 0 22.37
## 3 0 6 5 12.99
## 4 0 9 2 32.29
## 5 10 14 2 4.53
## 6 0 11 0 0.38
## prom_part_2000 office_count_2000 office_sqm_2000 trc_count_2000
## 1 15.97 9 188854 19
## 2 19.25 4 165510 8
## 3 12.75 4 100200 7
## 4 5.73 2 11000 7
## 5 5.02 149 1625130 17
## 6 51.58 21 471290 14
## trc_sqm_2000 cafe_count_2000 cafe_sum_2000_min_price_avg
## 1 1244891 36 614.29
## 2 179065 21 695.24
## 3 52550 24 563.64
## 4 89492 25 660.00
## 5 564843 483 765.93
## 6 683945 33 741.38
## cafe_sum_2000_max_price_avg cafe_avg_price_2000 cafe_count_2000_na_price
## 1 1042.86 828.57 1
## 2 1190.48 942.86 0
## 3 977.27 770.45 2
## 4 1120.00 890.00 0
## 5 1269.23 1017.58 28
## 6 1258.62 1000.00 4
## cafe_count_2000_price_500 cafe_count_2000_price_1000
## 1 15 11
## 2 7 8
## 3 8 9
## 4 5 11
## 5 130 129
## 6 5 13
## cafe_count_2000_price_1500 cafe_count_2000_price_2500
## 1 6 2
## 2 3 2
## 3 4 1
## 4 8 1
## 5 131 50
## 6 8 2
## cafe_count_2000_price_4000 cafe_count_2000_price_high
## 1 1 0
## 2 1 0
## 3 0 0
## 4 0 0
## 5 14 1
## 6 1 0
## big_church_count_2000 church_count_2000 mosque_count_2000
## 1 1 2 0
## 2 1 5 0
## 3 0 4 0
## 4 1 1 0
## 5 35 61 0
## 6 6 5 0
## leisure_count_2000 sport_count_2000 market_count_2000 green_part_3000
## 1 0 10 1 11.98
## 2 4 11 0 18.07
## 3 0 8 5 12.14
## 4 0 13 2 20.79
## 5 17 21 3 5.06
## 6 0 21 1 1.82
## prom_part_3000 office_count_3000 office_sqm_3000 trc_count_3000
## 1 13.55 12 251554 23
## 2 27.32 12 821986 14
## 3 26.46 8 110856 7
## 4 3.57 4 167000 12
## 5 8.62 305 3420907 60
## 6 39.99 54 1181009 29
## trc_sqm_3000 cafe_count_3000 cafe_sum_3000_min_price_avg
## 1 1419204 68 639.68
## 2 491565 30 631.03
## 3 52550 41 697.44
## 4 205756 32 718.75
## 5 2296870 1068 853.03
## 6 1059171 120 737.96
## cafe_sum_3000_max_price_avg cafe_avg_price_3000 cafe_count_3000_na_price
## 1 1079.37 859.52 5
## 2 1086.21 858.62 1
## 3 1192.31 944.87 2
## 4 1218.75 968.75 0
## 5 1410.45 1131.74 63
## 6 1231.48 984.72 12
## cafe_count_3000_price_500 cafe_count_3000_price_1000
## 1 21 22
## 2 11 11
## 3 9 17
## 4 5 14
## 5 266 267
## 6 24 37
## cafe_count_3000_price_1500 cafe_count_3000_price_2500
## 1 16 3
## 2 4 2
## 3 9 3
## 4 10 3
## 5 262 149
## 6 35 11
## cafe_count_3000_price_4000 cafe_count_3000_price_high
## 1 1 0
## 2 1 0
## 3 1 0
## 4 0 0
## 5 57 4
## 6 1 0
## big_church_count_3000 church_count_3000 mosque_count_3000
## 1 2 4 0
## 2 1 7 0
## 3 0 11 0
## 4 1 2 0
## 5 70 121 1
## 6 12 12 0
## leisure_count_3000 sport_count_3000 market_count_3000 green_part_5000
## 1 0 21 1 13.09
## 2 6 19 1 10.26
## 3 0 20 6 13.69
## 4 0 18 3 14.18
## 5 40 77 5 8.38
## 6 2 31 7 5.92
## prom_part_5000 office_count_5000 office_sqm_5000 trc_count_5000
## 1 13.31 29 807385 52
## 2 27.47 66 2690465 40
## 3 21.58 43 1478160 35
## 4 3.89 8 244166 22
## 5 10.92 689 8404624 114
## 6 25.79 253 4274339 63
## trc_sqm_5000 cafe_count_5000 cafe_sum_5000_min_price_avg
## 1 4036616 152 708.57
## 2 2034942 177 673.81
## 3 1572990 122 702.68
## 4 942180 61 931.58
## 5 3503058 2283 853.88
## 6 2010320 567 769.92
## cafe_sum_5000_max_price_avg cafe_avg_price_5000 cafe_count_5000_na_price
## 1 1185.71 947.14 12
## 2 1148.81 911.31 9
## 3 1196.43 949.55 10
## 4 1552.63 1242.11 4
## 5 1411.45 1132.66 143
## 6 1280.08 1025.00 35
## cafe_count_5000_price_500 cafe_count_5000_price_1000
## 1 39 48
## 2 49 65
## 3 29 45
## 4 7 21
## 5 566 578
## 6 137 163
## cafe_count_5000_price_1500 cafe_count_5000_price_2500
## 1 40 9
## 2 36 15
## 3 25 10
## 4 15 11
## 5 552 319
## 6 155 62
## cafe_count_5000_price_4000 cafe_count_5000_price_high
## 1 4 0
## 2 3 0
## 3 3 0
## 4 2 1
## 5 108 17
## 6 14 1
## big_church_count_5000 church_count_5000 mosque_count_5000
## 1 13 22 1
## 2 15 29 1
## 3 11 27 0
## 4 4 4 0
## 5 135 236 2
## 6 53 78 1
## leisure_count_5000 sport_count_5000 market_count_5000 price_doc
## 1 0 52 4 5850000
## 2 10 66 14 6000000
## 3 4 67 10 5700000
## 4 0 26 3 13100000
## 5 91 195 14 16331452
## 6 20 113 17 9100000
## oil_urals gdp_quart gdp_quart_growth cpi ppi gdp_deflator
## 1 109.31 14313.7 3.3 354.0 420.7 86.721
## 2 109.31 14313.7 3.3 354.0 420.7 86.721
## 3 109.31 14313.7 3.3 354.0 420.7 86.721
## 4 111.29 14313.7 3.3 353.2 434.4 86.721
## 5 111.29 14313.7 3.3 353.2 434.4 86.721
## 6 111.29 14313.7 3.3 353.2 434.4 86.721
## balance_trade balance_trade_growth usdrub eurrub brent
## 1 15.459 10.1 29.0048 41.7681 108.62
## 2 15.459 10.1 28.9525 41.7537 109.31
## 3 15.459 10.1 28.8082 41.7114 111.36
## 4 15.386 10.1 28.9655 41.4014 114.29
## 5 15.386 10.1 29.4625 41.5902 110.08
## 6 15.386 10.1 29.6676 41.5031 112.89
## net_capital_export gdp_annual gdp_annual_growth
## 1 0.3018105 46308.5 0.04503714
## 2 0.3018105 46308.5 0.04503714
## 3 0.3018105 46308.5 0.04503714
## 4 0.5997089 46308.5 0.04503714
## 5 0.5997089 46308.5 0.04503714
## 6 0.5997089 46308.5 0.04503714
## average_provision_of_build_contract
## 1 5.76
## 2 5.76
## 3 5.76
## 4 5.76
## 5 5.76
## 6 5.76
## average_provision_of_build_contract_moscow rts micex micex_rgbi_tr
## 1 6.74 1575.33 1438.74 131.16
## 2 6.74 1578.91 1444.11 131.45
## 3 6.74 1596.17 1458.84 131.08
## 4 6.74 1703.86 1551.58 131.45
## 5 6.74 1617.01 1492.83 131.19
## 6 6.74 1618.63 1499.70 131.24
## micex_cbi_tr deposits_value deposits_growth deposits_rate mortgage_value
## 1 204.78 10618898 0.009740346 4.1 323275
## 2 204.92 10618898 0.009740346 4.1 323275
## 3 204.84 10618898 0.009740346 4.1 323275
## 4 205.42 10720911 0.009606741 4.0 386388
## 5 198.24 10920215 0.018590211 4.0 386388
## 6 203.16 10920215 0.018590211 4.0 386388
## mortgage_growth mortgage_rate grp grp_growth income_per_cap
## 1 1.051914 11.84 9948.773 0.1877907 42688.6
## 2 1.051914 11.84 9948.773 0.1877907 42688.6
## 3 1.051914 11.84 9948.773 0.1877907 42688.6
## 4 1.049543 11.92 9948.773 0.1877907 40311.3
## 5 1.049543 11.92 9948.773 0.1877907 40311.3
## 6 1.049543 11.92 9948.773 0.1877907 40311.3
## real_dispos_income_per_cap_growth salary salary_growth fixed_basket
## 1 -0.005 44898.7 0.1689174 12838.36
## 2 -0.005 44898.7 0.1689174 12838.36
## 3 -0.005 44898.7 0.1689174 12838.36
## 4 -0.005 44898.7 0.1689174 12856.97
## 5 -0.005 44898.7 0.1689174 12856.97
## 6 -0.005 44898.7 0.1689174 12856.97
## retail_trade_turnover retail_trade_turnover_per_cap
## 1 3322.047 286.952
## 2 3322.047 286.952
## 3 3322.047 286.952
## 4 3322.047 286.952
## 5 3322.047 286.952
## 6 3322.047 286.952
## retail_trade_turnover_growth labor_force unemployment employment
## 1 106.6 6643.626 0.014 0.708
## 2 106.6 6643.626 0.014 0.708
## 3 106.6 6643.626 0.014 0.708
## 4 106.6 6643.626 0.014 0.708
## 5 106.6 6643.626 0.014 0.708
## 6 106.6 6643.626 0.014 0.708
## invest_fixed_capital_per_cap invest_fixed_assets
## 1 73976.2 856.4241
## 2 73976.2 856.4241
## 3 73976.2 856.4241
## 4 73976.2 856.4241
## 5 73976.2 856.4241
## 6 73976.2 856.4241
## profitable_enterpr_share unprofitable_enterpr_share share_own_revenues
## 1 0.708 0.292 0.8914777
## 2 0.708 0.292 0.8914777
## 3 0.708 0.292 0.8914777
## 4 0.708 0.292 0.8914777
## 5 0.708 0.292 0.8914777
## 6 0.708 0.292 0.8914777
## overdue_wages_per_cap fin_res_per_cap marriages_per_1000_cap
## 1 53636 226.2142 8.5
## 2 53636 226.2142 8.5
## 3 53636 226.2142 8.5
## 4 53636 226.2142 8.5
## 5 53636 226.2142 8.5
## 6 53636 226.2142 8.5
## divorce_rate construction_value invest_fixed_assets_phys
## 1 3.8 549075.8 106.6
## 2 3.8 549075.8 106.6
## 3 3.8 549075.8 106.6
## 4 3.8 549075.8 106.6
## 5 3.8 549075.8 106.6
## 6 3.8 549075.8 106.6
## pop_natural_increase pop_migration pop_total_inc childbirth mortality
## 1 1.1 5.1 6.2 10.8 9.7
## 2 1.1 5.1 6.2 10.8 9.7
## 3 1.1 5.1 6.2 10.8 9.7
## 4 1.1 5.1 6.2 10.8 9.7
## 5 1.1 5.1 6.2 10.8 9.7
## 6 1.1 5.1 6.2 10.8 9.7
## housing_fund_sqm lodging_sqm_per_cap water_pipes_share baths_share
## 1 218 18.77207 99.9 99.8
## 2 218 18.77207 99.9 99.8
## 3 218 18.77207 99.9 99.8
## 4 218 18.77207 99.9 99.8
## 5 218 18.77207 99.9 99.8
## 6 218 18.77207 99.9 99.8
## sewerage_share gas_share hot_water_share electric_stove_share
## 1 99.5 43.9 95.7 55.3
## 2 99.5 43.9 95.7 55.3
## 3 99.5 43.9 95.7 55.3
## 4 99.5 43.9 95.7 55.3
## 5 99.5 43.9 95.7 55.3
## 6 99.5 43.9 95.7 55.3
## heating_share old_house_share average_life_exp
## 1 99.9 0.3 75.79
## 2 99.9 0.3 75.79
## 3 99.9 0.3 75.79
## 4 99.9 0.3 75.79
## 5 99.9 0.3 75.79
## 6 99.9 0.3 75.79
## infant_mortarity_per_1000_cap perinatal_mort_per_1000_cap
## 1 6.2 5.53
## 2 6.2 5.53
## 3 6.2 5.53
## 4 6.2 5.53
## 5 6.2 5.53
## 6 6.2 5.53
## incidence_population rent_price_4.room_bus rent_price_3room_bus
## 1 715.1 136.11 77.93
## 2 715.1 136.11 77.93
## 3 715.1 136.11 77.93
## 4 715.1 155.22 94.02
## 5 715.1 155.22 94.02
## 6 715.1 155.22 94.02
## rent_price_2room_bus rent_price_1room_bus rent_price_3room_eco
## 1 62.89 47.85 41.80
## 2 62.89 47.85 41.80
## 3 62.89 47.85 41.80
## 4 66.28 51.15 44.25
## 5 66.28 51.15 44.25
## 6 66.28 51.15 44.25
## rent_price_2room_eco rent_price_1room_eco
## 1 36.77 29.07
## 2 36.77 29.07
## 3 36.77 29.07
## 4 37.73 30.63
## 5 37.73 30.63
## 6 37.73 30.63
## load_of_teachers_preschool_per_teacher child_on_acc_pre_school
## 1 793.3196 #!
## 2 793.3196 #!
## 3 793.3196 #!
## 4 793.3196 #!
## 5 793.3196 #!
## 6 793.3196 #!
## load_of_teachers_school_per_teacher students_state_oneshift
## 1 1391.711 89.0495
## 2 1391.711 89.0495
## 3 1391.711 89.0495
## 4 1391.711 89.0495
## 5 1391.711 89.0495
## 6 1391.711 89.0495
## modern_education_share old_education_build_share provision_doctors
## 1 <NA> <NA> 65.9
## 2 <NA> <NA> 65.9
## 3 <NA> <NA> 65.9
## 4 <NA> <NA> 65.9
## 5 <NA> <NA> 65.9
## 6 <NA> <NA> 65.9
## provision_nurse load_on_doctors power_clinics
## 1 99.6 8180.755 375.8
## 2 99.6 8180.755 375.8
## 3 99.6 8180.755 375.8
## 4 99.6 8180.755 375.8
## 5 99.6 8180.755 375.8
## 6 99.6 8180.755 375.8
## hospital_beds_available_per_cap hospital_bed_occupancy_per_year
## 1 846 302
## 2 846 302
## 3 846 302
## 4 846 302
## 5 846 302
## 6 846 302
## provision_retail_space_sqm provision_retail_space_modern_sqm
## 1 741 271
## 2 741 271
## 3 741 271
## 4 741 271
## 5 741 271
## 6 741 271
## turnover_catering_per_cap theaters_viewers_per_1000_cap
## 1 6943 565
## 2 6943 565
## 3 6943 565
## 4 6943 565
## 5 6943 565
## 6 6943 565
## seats_theather_rfmin_per_100000_cap museum_visitis_per_100_cap
## 1 0.45356 1240
## 2 0.45356 1240
## 3 0.45356 1240
## 4 0.45356 1240
## 5 0.45356 1240
## 6 0.45356 1240
## bandwidth_sports population_reg_sports_share students_reg_sports_share
## 1 269768 22.37 64.12
## 2 269768 22.37 64.12
## 3 269768 22.37 64.12
## 4 269768 22.37 64.12
## 5 269768 22.37 64.12
## 6 269768 22.37 64.12
## apartment_build apartment_fund_sqm
## 1 23587 230310
## 2 23587 230310
## 3 23587 230310
## 4 23587 230310
## 5 23587 230310
## 6 23587 230310Tail
df %>% tail()## id timestamp full_sq life_sq floor max_floor material build_year
## 30466 30468 2015-06-30 52 NA 13 17 1 NA
## 30467 30469 2015-06-30 44 27 7 9 1 1975
## 30468 30470 2015-06-30 86 59 3 9 2 1935
## 30469 30471 2015-06-30 45 NA 10 20 1 NA
## 30470 30472 2015-06-30 64 32 5 15 1 2003
## 30471 30473 2015-06-30 43 28 1 9 1 1968
## num_room kitch_sq state product_type sub_area area_m
## 30466 2 1 1 OwnerOccupier Tverskoe 7307411
## 30467 2 6 3 Investment Otradnoe 10053052
## 30468 4 10 3 Investment Tverskoe 7307411
## 30469 1 1 1 OwnerOccupier Poselenie Vnukovskoe 25536297
## 30470 2 11 2 Investment Obruchevskoe 6050065
## 30471 2 6 2 Investment Novogireevo 4395333
## raion_popul green_zone_part indust_part children_preschool
## 30466 75377 0.06544431 0.0000781528 4237
## 30467 175518 0.09627020 0.3003225180 9753
## 30468 75377 0.06544431 0.0000781528 4237
## 30469 4001 0.49631528 0.0071223170 275
## 30470 78616 0.16752567 0.0934425640 4215
## 30471 94561 0.06375521 0.0386929870 6120
## preschool_quota preschool_education_centers_raion children_school
## 30466 1874 4 6398
## 30467 5088 4 10311
## 30468 1874 4 6398
## 30469 NA 0 264
## 30470 2372 6 4635
## 30471 2215 4 6533
## school_quota school_education_centers_raion
## 30466 6772 4
## 30467 12721 4
## 30468 6772 4
## 30469 NA 0
## 30470 6083 8
## 30471 5824 4
## school_education_centers_top_20_raion hospital_beds_raion
## 30466 1 1046
## 30467 0 NA
## 30468 1 1046
## 30469 0 NA
## 30470 0 3300
## 30471 0 1015
## healthcare_centers_raion university_top_20_raion sport_objects_raion
## 30466 3 2 29
## 30467 1 0 10
## 30468 3 2 29
## 30469 0 0 0
## 30470 2 1 11
## 30471 2 0 7
## additional_education_raion culture_objects_top_25
## 30466 16 yes
## 30467 3 no
## 30468 16 yes
## 30469 0 no
## 30470 1 no
## 30471 1 no
## culture_objects_top_25_raion shopping_centers_raion office_raion
## 30466 10 23 141
## 30467 0 9 6
## 30468 10 23 141
## 30469 0 1 0
## 30470 0 4 5
## 30471 0 5 1
## thermal_power_plant_raion incineration_raion oil_chemistry_raion
## 30466 no no no
## 30467 no yes no
## 30468 no no no
## 30469 no no no
## 30470 no no no
## 30471 no no no
## radiation_raion railroad_terminal_raion big_market_raion
## 30466 yes yes no
## 30467 yes no no
## 30468 yes yes no
## 30469 no no no
## 30470 yes no no
## 30471 yes no no
## nuclear_reactor_raion detention_facility_raion full_all male_f
## 30466 no yes 116742 52836
## 30467 no no 61396 27916
## 30468 no yes 116742 52836
## 30469 no no 17790 8350
## 30470 no no 83844 36656
## 30471 no no 72131 34296
## female_f young_all young_male young_female work_all work_male
## 30466 63906 11272 5470 5802 43921 21901
## 30467 33480 21400 11094 10306 112133 59089
## 30468 63906 11272 5470 5802 43921 21901
## 30469 9443 574 297 277 2566 1356
## 30470 47188 9414 4815 4599 51445 25003
## 30471 37835 13523 6724 6799 56908 27219
## work_female ekder_all ekder_male ekder_female X0_6_all X0_6_male
## 30466 22020 20184 6644 13540 4237 2079
## 30467 53044 41985 12703 29282 9753 5044
## 30468 22020 20184 6644 13540 4237 2079
## 30469 1211 861 244 617 275 143
## 30470 26442 17757 5579 12178 4215 2161
## 30471 29689 24130 7105 17025 6120 3096
## X0_6_female X7_14_all X7_14_male X7_14_female X0_17_all X0_17_male
## 30466 2158 6398 3094 3304 12508 6065
## 30467 4709 10311 5335 4976 23849 12412
## 30468 2158 6398 3094 3304 12508 6065
## 30469 133 264 136 128 646 336
## 30470 2054 4635 2364 2271 10896 5572
## 30471 3024 6533 3192 3341 14994 7422
## X0_17_female X16_29_all X16_29_male X16_29_female X0_13_all
## 30466 6443 23480 11491 11989 9955
## 30467 11437 11588 5359 6229 18732
## 30468 6443 23480 11491 11989 9955
## 30469 311 3796 2035 1762 506
## 30470 5324 15835 7398 8437 8301
## 30471 7572 17070 7717 9353 11903
## X0_13_male X0_13_female raion_build_count_with_material_info
## 30466 4835 5120 651
## 30467 9663 9069 282
## 30468 4835 5120 651
## 30469 261 245 NA
## 30470 4219 4082 185
## 30471 5928 5975 304
## build_count_block build_count_wood build_count_frame
## 30466 19 27 4
## 30467 35 0 0
## 30468 19 27 4
## 30469 NA NA NA
## 30470 38 0 0
## 30471 108 2 0
## build_count_brick build_count_monolith build_count_panel
## 30466 529 25 41
## 30467 20 5 222
## 30468 529 25 41
## 30469 NA NA NA
## 30470 4 9 134
## 30471 105 4 85
## build_count_foam build_count_slag build_count_mix
## 30466 0 5 1
## 30467 0 0 0
## 30468 0 5 1
## 30469 NA NA NA
## 30470 0 0 0
## 30471 0 0 0
## raion_build_count_with_builddate_info build_count_before_1920
## 30466 650 263
## 30467 282 0
## 30468 650 263
## 30469 NA NA
## 30470 186 0
## 30471 303 1
## build_count_1921.1945 build_count_1946.1970 build_count_1971.1995
## 30466 105 154 71
## 30467 0 14 246
## 30468 105 154 71
## 30469 NA NA NA
## 30470 0 84 36
## 30471 2 220 66
## build_count_after_1995 ID_metro metro_min_avto metro_km_avto
## 30466 57 120 1.482746 1.0365678
## 30467 22 24 1.384021 0.6590019
## 30468 57 187 1.060577 0.7812174
## 30469 NA 21 2.152792 1.7222333
## 30470 66 65 3.377814 2.0473123
## 30471 14 49 0.584636 0.4546496
## metro_min_walk metro_km_walk kindergarten_km school_km park_km
## 30466 13.459068 1.1215890 1.04896162 0.2697164 0.2842998
## 30467 8.158093 0.6798411 0.13264522 0.3498993 1.9725272
## 30468 9.374609 0.7812174 0.27625601 0.3626805 1.0364520
## 30469 20.666800 1.7222333 0.89788857 1.2342345 4.5665955
## 30470 24.567748 2.0473123 0.20301993 0.1306671 1.7725056
## 30471 5.455795 0.4546496 0.09361918 0.3789499 0.8487662
## green_zone_km industrial_km water_treatment_km cemetery_km
## 30466 0.1890892 2.6408029 10.37804 4.242627
## 30467 0.1398135 0.7028530 22.74632 1.933090
## 30468 0.2718610 0.4730195 13.86782 1.336968
## 30469 0.4272477 0.3536418 16.78463 2.250137
## 30470 0.2275471 2.3977227 11.39752 3.216746
## 30471 0.5596988 0.4551937 10.45101 1.791075
## incineration_km railroad_station_walk_km railroad_station_walk_min
## 30466 12.180740 3.3787169 40.54460
## 30467 1.870053 3.1471611 37.76593
## 30468 8.928301 0.9022267 10.82672
## 30469 19.149190 3.7356657 44.82799
## 30470 9.815678 6.8958617 82.75034
## 30471 8.334879 2.0377545 24.45305
## ID_railroad_station_walk railroad_station_avto_km
## 30466 5 4.060430
## 30467 1 3.217988
## 30468 83 1.726532
## 30469 24 3.735666
## 30470 33 8.059414
## 30471 31 2.037754
## railroad_station_avto_min ID_railroad_station_avto
## 30466 5.143798 32
## 30467 5.300256 1
## 30468 2.242220 83
## 30469 4.782323 24
## 30470 9.128624 105
## 30471 3.604917 31
## public_transport_station_km public_transport_station_min_walk
## 30466 0.32603485 3.912418
## 30467 0.09325843 1.119101
## 30468 0.09071199 1.088544
## 30469 0.63001355 7.560163
## 30470 0.26152751 3.138330
## 30471 0.25015115 3.001814
## water_km water_1line mkad_km ttk_km sadovoe_km bulvar_ring_km
## 30466 0.5248394 no 13.917815 4.081283 2.185333 0.5069192
## 30467 0.9792182 no 3.762408 8.361875 10.543724 11.1185771
## 30468 1.0635331 no 13.100989 1.238732 1.203215 1.8748682
## 30469 0.3944222 no 7.123215 17.148737 19.868997 21.0385612
## 30470 0.7385393 no 2.327138 8.940313 11.752036 12.8725353
## 30471 0.5185095 no 1.920884 6.809408 9.675169 10.2286342
## kremlin_km big_road1_km ID_big_road1 big_road1_1line big_road2_km
## 30466 0.07289655 4.0812826 4 no 4.273395
## 30467 12.59929249 3.0960572 5 no 3.762408
## 30468 3.26928433 1.2387316 4 no 1.245704
## 30469 21.90579236 2.8080767 13 no 3.688405
## 30470 13.62256910 0.9606083 16 no 2.174001
## 30471 11.81261352 1.9208845 1 no 2.089230
## ID_big_road2 railroad_km railroad_1line zd_vokzaly_avto_km
## 30466 34 2.5660444 no 4.060430
## 30467 1 1.1376027 no 11.396447
## 30468 34 0.3773679 no 1.010437
## 30469 27 1.7272233 no 25.699461
## 30470 51 4.8980472 no 15.303338
## 30471 10 0.7349489 no 12.243439
## ID_railroad_terminal bus_terminal_avto_km ID_bus_terminal
## 30466 32 3.983721 13
## 30467 101 15.454302 4
## 30468 83 4.173555 5
## 30469 50 17.366661 8
## 30470 32 5.458660 8
## 30471 5 5.645123 3
## oil_chemistry_km nuclear_reactor_km radiation_km
## 30466 8.750185 6.663317 0.8900007
## 30467 15.994941 4.993393 2.3711484
## 30468 10.988510 7.537125 1.7112710
## 30469 29.968660 17.397666 9.0369422
## 30470 19.591574 8.011139 0.7186794
## 30471 3.261652 14.359141 0.9993654
## power_transmission_line_km thermal_power_plant_km ts_km
## 30466 5.444976 4.308531 3.757130
## 30467 2.046756 6.668360 1.833401
## 30468 3.295494 5.408912 3.215552
## 30469 5.506770 10.102328 3.729416
## 30470 1.971656 6.417997 3.781523
## 30471 1.832979 5.239948 1.415294
## big_market_km market_shop_km fitness_km swim_pool_km ice_rink_km
## 30466 7.836658 1.0928965 0.26971642 1.4210995 0.5018559
## 30467 8.820934 0.8122535 0.06343179 2.1902167 0.7207362
## 30468 12.102735 1.8256425 0.39883095 1.1339049 2.8962801
## 30469 15.546028 6.4337938 1.51955304 2.5216906 2.7158502
## 30470 2.515959 2.7111990 0.41281268 0.6312799 2.6306737
## 30471 14.028112 1.9024314 0.81900120 2.3707894 1.6847642
## stadium_km basketball_km hospice_morgue_km detention_facility_km
## 30466 4.018205 1.1715061 0.6156576 3.939382
## 30467 6.769773 3.4702805 3.8179879 4.589571
## 30468 2.965732 1.9128733 0.9517540 0.416625
## 30469 13.898607 8.3552851 7.4014232 25.084813
## 30470 2.374106 2.2105005 1.6250639 24.788893
## 30471 3.641656 0.8125113 0.6339015 8.868202
## public_healthcare_km university_km workplaces_km shopping_centers_km
## 30466 2.6081621 2.180440 1.0915065 0.1073595
## 30467 1.7867634 2.236806 1.4425761 0.3258852
## 30468 1.6630185 0.672662 0.7968508 0.5400028
## 30469 2.0529083 12.893684 9.4790926 1.8065703
## 30470 2.3280961 1.982450 2.3404295 1.1086716
## 30471 0.9648284 2.731394 3.0651006 0.2246014
## office_km additional_education_km preschool_km big_church_km
## 30466 0.18219427 0.00000000 0.2697164 0.1818966
## 30467 1.10357927 0.16771803 0.3498993 1.2350657
## 30468 0.06998575 0.08655219 0.3626805 0.8503850
## 30469 4.33845327 1.33907848 1.2342345 1.1925432
## 30470 1.20479846 1.34001729 0.1306671 1.6440526
## 30471 2.10826505 0.82581115 0.3789499 0.4805308
## church_synagogue_km mosque_km theater_km museum_km exhibition_km
## 30466 0.1846815 1.827838 2.3703848 0.6952508 1.184340
## 30467 0.6123595 1.558875 7.4821653 4.8367869 4.877876
## 30468 0.3100206 2.226056 0.7784276 1.4501079 3.543784
## 30469 1.1866213 12.652956 13.4595933 9.8907578 4.555385
## 30470 0.4760209 2.748055 2.0881925 4.1197064 1.800186
## 30471 0.8673318 8.987913 0.6887065 0.1278673 2.477068
## catering_km ecology green_part_500 prom_part_500
## 30466 0.10775908 excellent 12.24 0.00
## 30467 0.05537671 good 3.38 0.00
## 30468 0.00747553 poor 5.64 0.80
## 30469 0.06650271 no data 3.33 3.70
## 30470 0.13456589 satisfactory 14.85 0.00
## 30471 0.18283134 poor 0.00 1.26
## office_count_500 office_sqm_500 trc_count_500 trc_sqm_500
## 30466 10 131844 6 467600
## 30467 0 0 2 41970
## 30468 14 392972 0 0
## 30469 0 0 0 0
## 30470 0 0 0 0
## 30471 0 0 3 6906
## cafe_count_500 cafe_sum_500_min_price_avg cafe_sum_500_max_price_avg
## 30466 71 954.84 1564.52
## 30467 8 614.29 1071.43
## 30468 34 777.42 1322.58
## 30469 2 1000.00 1750.00
## 30470 3 1000.00 1500.00
## 30471 4 400.00 750.00
## cafe_avg_price_500 cafe_count_500_na_price cafe_count_500_price_500
## 30466 1259.68 9 19
## 30467 842.86 1 1
## 30468 1050.00 3 7
## 30469 1375.00 0 0
## 30470 1250.00 0 0
## 30471 575.00 0 2
## cafe_count_500_price_1000 cafe_count_500_price_1500
## 30466 11 13
## 30467 4 2
## 30468 11 6
## 30469 1 0
## 30470 0 3
## 30471 2 0
## cafe_count_500_price_2500 cafe_count_500_price_4000
## 30466 14 4
## 30467 0 0
## 30468 7 0
## 30469 1 0
## 30470 0 0
## 30471 0 0
## cafe_count_500_price_high big_church_count_500 church_count_500
## 30466 1 8 15
## 30467 0 0 0
## 30468 0 0 1
## 30469 0 0 0
## 30470 0 0 1
## 30471 0 1 0
## mosque_count_500 leisure_count_500 sport_count_500 market_count_500
## 30466 0 0 9 1
## 30467 0 0 1 0
## 30468 0 1 1 0
## 30469 0 0 0 0
## 30470 0 0 3 0
## 30471 0 4 0 0
## green_part_1000 prom_part_1000 office_count_1000 office_sqm_1000
## 30466 7.51 0.00 47 649057
## 30467 10.51 7.72 0 0
## 30468 1.84 11.58 56 1143488
## 30469 36.66 2.92 0 0
## 30470 23.65 0.00 0 0
## 30471 3.46 5.41 0 0
## trc_count_1000 trc_sqm_1000 cafe_count_1000
## 30466 20 842476 316
## 30467 3 79970 20
## 30468 5 89090 160
## 30469 0 0 2
## 30470 0 0 13
## 30471 4 25106 11
## cafe_sum_1000_min_price_avg cafe_sum_1000_max_price_avg
## 30466 914.53 1500.00
## 30467 666.67 1138.89
## 30468 699.35 1183.01
## 30469 1000.00 1750.00
## 30470 753.85 1269.23
## 30471 581.82 1045.45
## cafe_avg_price_1000 cafe_count_1000_na_price
## 30466 1207.26 20
## 30467 902.78 2
## 30468 941.18 7
## 30469 1375.00 0
## 30470 1011.54 0
## 30471 813.64 0
## cafe_count_1000_price_500 cafe_count_1000_price_1000
## 30466 94 56
## 30467 5 7
## 30468 50 51
## 30469 0 1
## 30470 1 6
## 30471 3 6
## cafe_count_1000_price_1500 cafe_count_1000_price_2500
## 30466 68 50
## 30467 4 2
## 30468 30 20
## 30469 0 1
## 30470 5 1
## 30471 1 1
## cafe_count_1000_price_4000 cafe_count_1000_price_high
## 30466 27 1
## 30467 0 0
## 30468 1 1
## 30469 0 0
## 30470 0 0
## 30471 0 0
## big_church_count_1000 church_count_1000 mosque_count_1000
## 30466 16 35 0
## 30467 0 1 0
## 30468 2 8 0
## 30469 0 0 0
## 30470 0 5 0
## 30471 2 1 0
## leisure_count_1000 sport_count_1000 market_count_1000
## 30466 11 16 1
## 30467 0 3 1
## 30468 1 8 0
## 30469 0 0 0
## 30470 0 10 0
## 30471 4 3 0
## green_part_1500 prom_part_1500 office_count_1500 office_sqm_1500
## 30466 5.70 0.00 120 1259653
## 30467 8.81 10.02 5 217042
## 30468 2.55 8.69 105 1815698
## 30469 43.85 1.55 0 0
## 30470 32.98 0.00 1 37800
## 30471 19.95 2.41 0 0
## trc_count_1500 trc_sqm_1500 cafe_count_1500
## 30466 25 1075476 643
## 30467 6 109230 28
## 30468 7 121090 292
## 30469 0 0 3
## 30470 1 28800 42
## 30471 5 39106 17
## cafe_sum_1500_min_price_avg cafe_sum_1500_max_price_avg
## 30466 899.17 1476.03
## 30467 646.15 1115.38
## 30468 762.18 1269.09
## 30469 833.33 1500.00
## 30470 646.34 1097.56
## 30471 600.00 1058.82
## cafe_avg_price_1500 cafe_count_1500_na_price
## 30466 1187.60 38
## 30467 880.77 2
## 30468 1015.64 17
## 30469 1166.67 0
## 30470 871.95 1
## 30471 829.41 0
## cafe_count_1500_price_500 cafe_count_1500_price_1000
## 30466 165 143
## 30467 6 12
## 30468 87 77
## 30469 0 2
## 30470 15 13
## 30471 4 9
## cafe_count_1500_price_1500 cafe_count_1500_price_2500
## 30466 160 87
## 30467 6 2
## 30468 65 38
## 30469 0 1
## 30470 8 5
## 30471 3 1
## cafe_count_1500_price_4000 cafe_count_1500_price_high
## 30466 45 5
## 30467 0 0
## 30468 6 2
## 30469 0 0
## 30470 0 0
## 30471 0 0
## big_church_count_1500 church_count_1500 mosque_count_1500
## 30466 44 66 0
## 30467 2 2 0
## 30468 2 13 0
## 30469 1 1 0
## 30470 0 6 0
## 30471 2 1 0
## leisure_count_1500 sport_count_1500 market_count_1500
## 30466 20 25 2
## 30467 0 11 2
## 30468 6 16 1
## 30469 0 0 0
## 30470 0 15 0
## 30471 4 6 1
## green_part_2000 prom_part_2000 office_count_2000 office_sqm_2000
## 30466 6.05 0.00 232 2210580
## 30467 9.93 18.89 6 224342
## 30468 5.95 7.80 152 2186592
## 30469 38.61 3.12 0 0
## 30470 32.00 0.00 2 107800
## 30471 23.49 1.35 0 0
## trc_count_2000 trc_sqm_2000 cafe_count_2000
## 30466 34 1240332 1058
## 30467 14 357757 43
## 30468 10 145077 444
## 30469 2 22000 7
## 30470 10 136296 67
## 30471 5 39106 26
## cafe_sum_2000_min_price_avg cafe_sum_2000_max_price_avg
## 30466 891.63 1468.75
## 30467 635.90 1102.56
## 30468 796.39 1321.69
## 30469 757.14 1285.71
## 30470 704.69 1195.31
## 30471 538.46 942.31
## cafe_avg_price_2000 cafe_count_2000_na_price
## 30466 1180.19 66
## 30467 869.23 4
## 30468 1059.04 29
## 30469 1021.43 0
## 30470 950.00 3
## 30471 740.38 0
## cafe_count_2000_price_500 cafe_count_2000_price_1000
## 30466 255 257
## 30467 11 18
## 30468 125 115
## 30469 1 3
## 30470 17 23
## 30471 10 11
## cafe_count_2000_price_1500 cafe_count_2000_price_2500
## 30466 257 150
## 30467 7 2
## 30468 100 58
## 30469 2 1
## 30470 15 9
## 30471 4 1
## cafe_count_2000_price_4000 cafe_count_2000_price_high
## 30466 63 10
## 30467 1 0
## 30468 13 4
## 30469 0 0
## 30470 0 0
## 30471 0 0
## big_church_count_2000 church_count_2000 mosque_count_2000
## 30466 67 104 1
## 30467 2 5 1
## 30468 9 28 0
## 30469 1 2 0
## 30470 1 12 0
## 30471 2 3 0
## leisure_count_2000 sport_count_2000 market_count_2000
## 30466 47 42 2
## 30467 0 15 3
## 30468 17 36 2
## 30469 0 3 0
## 30470 2 18 2
## 30471 5 12 2
## green_part_3000 prom_part_3000 office_count_3000 office_sqm_3000
## 30466 6.96 0.99 486 5082992
## 30467 13.14 21.25 17 410183
## 30468 6.52 11.35 299 4208928
## 30469 41.64 2.11 0 0
## 30470 30.31 1.47 15 473168
## 30471 28.52 3.87 6 155237
## trc_count_3000 trc_sqm_3000 cafe_count_3000
## 30466 54 1702619 1815
## 30467 22 745130 79
## 30468 28 845372 1039
## 30469 2 22000 9
## 30470 25 481350 115
## 30471 13 545023 47
## cafe_sum_3000_min_price_avg cafe_sum_3000_max_price_avg
## 30466 882.31 1453.00
## 30467 647.89 1112.68
## 30468 895.84 1476.65
## 30469 700.00 1222.22
## 30470 681.48 1152.78
## 30471 595.65 1054.35
## cafe_avg_price_3000 cafe_count_3000_na_price
## 30466 1167.66 113
## 30467 880.28 8
## 30468 1186.24 54
## 30469 961.11 0
## 30470 917.13 7
## 30471 825.00 1
## cafe_count_3000_price_500 cafe_count_3000_price_1000
## 30466 449 432
## 30467 20 30
## 30468 268 258
## 30469 1 5
## 30470 32 37
## 30471 13 24
## cafe_count_3000_price_1500 cafe_count_3000_price_2500
## 30466 446 255
## 30467 15 5
## 30468 230 155
## 30469 2 1
## 30470 26 13
## 30471 6 2
## cafe_count_3000_price_4000 cafe_count_3000_price_high
## 30466 105 15
## 30467 1 0
## 30468 57 17
## 30469 0 0
## 30470 0 0
## 30471 1 0
## big_church_count_3000 church_count_3000 mosque_count_3000
## 30466 94 162 2
## 30467 5 12 1
## 30468 35 62 1
## 30469 1 4 0
## 30470 2 17 1
## 30471 3 7 0
## leisure_count_3000 sport_count_3000 market_count_3000
## 30466 85 88 6
## 30467 0 29 3
## 30468 48 80 4
## 30469 0 6 0
## 30470 2 33 4
## 30471 7 26 4
## green_part_5000 prom_part_5000 office_count_5000 office_sqm_5000
## 30466 6.80 5.73 774 9997846
## 30467 15.52 17.24 44 838601
## 30468 8.29 12.85 617 9949843
## 30469 35.62 6.96 1 117300
## 30470 30.36 9.33 39 1225712
## 30471 25.10 10.16 15 351244
## trc_count_5000 trc_sqm_5000 cafe_count_5000
## 30466 101 3346565 2625
## 30467 53 2548292 207
## 30468 90 4345915 2197
## 30469 4 201300 20
## 30470 45 1464521 230
## 30471 22 646575 93
## cafe_sum_5000_min_price_avg cafe_sum_5000_max_price_avg
## 30466 880.53 1451.32
## 30467 689.95 1156.08
## 30468 887.43 1462.88
## 30469 747.37 1263.16
## 30470 703.20 1182.65
## 30471 664.44 1127.78
## cafe_avg_price_5000 cafe_count_5000_na_price
## 30466 1165.93 170
## 30467 923.02 18
## 30468 1175.16 136
## 30469 1005.26 1
## 30470 942.92 11
## 30471 896.11 3
## cafe_count_5000_price_500 cafe_count_5000_price_1000
## 30466 639 642
## 30467 63 59
## 30468 550 535
## 30469 4 8
## 30470 60 77
## 30471 26 35
## cafe_count_5000_price_1500 cafe_count_5000_price_2500
## 30466 636 371
## 30467 47 15
## 30468 511 313
## 30469 5 1
## 30470 58 22
## 30471 22 5
## cafe_count_5000_price_4000 cafe_count_5000_price_high
## 30466 141 26
## 30467 5 0
## 30468 128 24
## 30469 1 0
## 30470 1 1
## 30471 2 0
## big_church_count_5000 church_count_5000 mosque_count_5000
## 30466 150 249 2
## 30467 15 26 1
## 30468 98 182 1
## 30469 2 12 0
## 30470 6 31 1
## 30471 7 16 0
## leisure_count_5000 sport_count_5000 market_count_5000 price_doc
## 30466 105 203 13 6750554
## 30467 2 84 6 7400000
## 30468 82 171 15 25000000
## 30469 1 11 1 6970959
## 30470 4 65 7 13500000
## 30471 9 54 10 5600000
## oil_urals gdp_quart gdp_quart_growth cpi ppi gdp_deflator
## 30466 61.4105 18209.7 -2.8 489.5 568.9 123.661
## 30467 61.4105 18209.7 -2.8 489.5 568.9 123.661
## 30468 61.4105 18209.7 -2.8 489.5 568.9 123.661
## 30469 61.4105 18209.7 -2.8 489.5 568.9 123.661
## 30470 61.4105 18209.7 -2.8 489.5 568.9 123.661
## 30471 61.4105 18209.7 -2.8 489.5 568.9 123.661
## balance_trade balance_trade_growth usdrub eurrub brent
## 30466 16.416 32.9 55.2655 61.6334 63.59
## 30467 16.416 32.9 55.2655 61.6334 63.59
## 30468 16.416 32.9 55.2655 61.6334 63.59
## 30469 16.416 32.9 55.2655 61.6334 63.59
## 30470 16.416 32.9 55.2655 61.6334 63.59
## 30471 16.416 32.9 55.2655 61.6334 63.59
## net_capital_export gdp_annual gdp_annual_growth
## 30466 -0.1782961 77945.1 0.007065151
## 30467 -0.1782961 77945.1 0.007065151
## 30468 -0.1782961 77945.1 0.007065151
## 30469 -0.1782961 77945.1 0.007065151
## 30470 -0.1782961 77945.1 0.007065151
## 30471 -0.1782961 77945.1 0.007065151
## average_provision_of_build_contract
## 30466 5.99
## 30467 5.99
## 30468 5.99
## 30469 5.99
## 30470 5.99
## 30471 5.99
## average_provision_of_build_contract_moscow rts micex
## 30466 7.13 939.93 1654.55
## 30467 7.13 939.93 1654.55
## 30468 7.13 939.93 1654.55
## 30469 7.13 939.93 1654.55
## 30470 7.13 939.93 1654.55
## 30471 7.13 939.93 1654.55
## micex_rgbi_tr micex_cbi_tr deposits_value deposits_growth
## 30466 118.48 267.7 19383170 0.0130849
## 30467 118.48 267.7 19383170 0.0130849
## 30468 118.48 267.7 19383170 0.0130849
## 30469 118.48 267.7 19383170 0.0130849
## 30470 118.48 267.7 19383170 0.0130849
## 30471 118.48 267.7 19383170 0.0130849
## deposits_rate mortgage_value mortgage_growth mortgage_rate grp
## 30466 9.39 371332 -0.4088604 13.46 NA
## 30467 9.39 371332 -0.4088604 13.46 NA
## 30468 9.39 371332 -0.4088604 13.46 NA
## 30469 9.39 371332 -0.4088604 13.46 NA
## 30470 9.39 371332 -0.4088604 13.46 NA
## 30471 9.39 371332 -0.4088604 13.46 NA
## grp_growth income_per_cap real_dispos_income_per_cap_growth salary
## 30466 NA 60050 NA 64310
## 30467 NA 60050 NA 64310
## 30468 NA 60050 NA 64310
## 30469 NA 60050 NA 64310
## 30470 NA 60050 NA 64310
## 30471 NA 60050 NA 64310
## salary_growth fixed_basket retail_trade_turnover
## 30466 0.05067965 18720.65 4310.107
## 30467 0.05067965 18720.65 4310.107
## 30468 0.05067965 18720.65 4310.107
## 30469 0.05067965 18720.65 4310.107
## 30470 0.05067965 18720.65 4310.107
## 30471 0.05067965 18720.65 4310.107
## retail_trade_turnover_per_cap retail_trade_turnover_growth
## 30466 351.4478 82.8
## 30467 351.4478 82.8
## 30468 351.4478 82.8
## 30469 351.4478 82.8
## 30470 351.4478 82.8
## 30471 351.4478 82.8
## labor_force unemployment employment invest_fixed_capital_per_cap
## 30466 7067.47 0.01770829 0.7335983 131403
## 30467 7067.47 0.01770829 0.7335983 131403
## 30468 7067.47 0.01770829 0.7335983 131403
## 30469 7067.47 0.01770829 0.7335983 131403
## 30470 7067.47 0.01770829 0.7335983 131403
## 30471 7067.47 0.01770829 0.7335983 131403
## invest_fixed_assets profitable_enterpr_share
## 30466 1611.512 NA
## 30467 1611.512 NA
## 30468 1611.512 NA
## 30469 1611.512 NA
## 30470 1611.512 NA
## 30471 1611.512 NA
## unprofitable_enterpr_share share_own_revenues overdue_wages_per_cap
## 30466 NA NA NA
## 30467 NA NA NA
## 30468 NA NA NA
## 30469 NA NA NA
## 30470 NA NA NA
## 30471 NA NA NA
## fin_res_per_cap marriages_per_1000_cap divorce_rate
## 30466 NA NA NA
## 30467 NA NA NA
## 30468 NA NA NA
## 30469 NA NA NA
## 30470 NA NA NA
## 30471 NA NA NA
## construction_value invest_fixed_assets_phys pop_natural_increase
## 30466 NA NA 1.66
## 30467 NA NA 1.66
## 30468 NA NA 1.66
## 30469 NA NA 1.66
## 30470 NA NA 1.66
## 30471 NA NA 1.66
## pop_migration pop_total_inc childbirth mortality housing_fund_sqm
## 30466 NA NA 11.55 9.89 NA
## 30467 NA NA 11.55 9.89 NA
## 30468 NA NA 11.55 9.89 NA
## 30469 NA NA 11.55 9.89 NA
## 30470 NA NA 11.55 9.89 NA
## 30471 NA NA 11.55 9.89 NA
## lodging_sqm_per_cap water_pipes_share baths_share sewerage_share
## 30466 NA NA NA NA
## 30467 NA NA NA NA
## 30468 NA NA NA NA
## 30469 NA NA NA NA
## 30470 NA NA NA NA
## 30471 NA NA NA NA
## gas_share hot_water_share electric_stove_share heating_share
## 30466 NA NA NA NA
## 30467 NA NA NA NA
## 30468 NA NA NA NA
## 30469 NA NA NA NA
## 30470 NA NA NA NA
## 30471 NA NA NA NA
## old_house_share average_life_exp infant_mortarity_per_1000_cap
## 30466 NA 76.77 NA
## 30467 NA 76.77 NA
## 30468 NA 76.77 NA
## 30469 NA 76.77 NA
## 30470 NA 76.77 NA
## 30471 NA 76.77 NA
## perinatal_mort_per_1000_cap incidence_population
## 30466 NA NA
## 30467 NA NA
## 30468 NA NA
## 30469 NA NA
## 30470 NA NA
## 30471 NA NA
## rent_price_4.room_bus rent_price_3room_bus rent_price_2room_bus
## 30466 167.37 138.14 72.24
## 30467 167.37 138.14 72.24
## 30468 167.37 138.14 72.24
## 30469 167.37 138.14 72.24
## 30470 167.37 138.14 72.24
## 30471 167.37 138.14 72.24
## rent_price_1room_bus rent_price_3room_eco rent_price_2room_eco
## 30466 50.93 49.01 38.91
## 30467 50.93 49.01 38.91
## 30468 50.93 49.01 38.91
## 30469 50.93 49.01 38.91
## 30470 50.93 49.01 38.91
## 30471 50.93 49.01 38.91
## rent_price_1room_eco load_of_teachers_preschool_per_teacher
## 30466 30.29 NA
## 30467 30.29 NA
## 30468 30.29 NA
## 30469 30.29 NA
## 30470 30.29 NA
## 30471 30.29 NA
## child_on_acc_pre_school load_of_teachers_school_per_teacher
## 30466 <NA> 1573.651
## 30467 <NA> 1573.651
## 30468 <NA> 1573.651
## 30469 <NA> 1573.651
## 30470 <NA> 1573.651
## 30471 <NA> 1573.651
## students_state_oneshift modern_education_share
## 30466 97.8484 95,4918
## 30467 97.8484 95,4918
## 30468 97.8484 95,4918
## 30469 97.8484 95,4918
## 30470 97.8484 95,4918
## 30471 97.8484 95,4918
## old_education_build_share provision_doctors provision_nurse
## 30466 8,2517 NA 90.8
## 30467 8,2517 NA 90.8
## 30468 8,2517 NA 90.8
## 30469 8,2517 NA 90.8
## 30470 8,2517 NA 90.8
## 30471 8,2517 NA 90.8
## load_on_doctors power_clinics hospital_beds_available_per_cap
## 30466 6899.93 NA NA
## 30467 6899.93 NA NA
## 30468 6899.93 NA NA
## 30469 6899.93 NA NA
## 30470 6899.93 NA NA
## 30471 6899.93 NA NA
## hospital_bed_occupancy_per_year provision_retail_space_sqm
## 30466 NA NA
## 30467 NA NA
## 30468 NA NA
## 30469 NA NA
## 30470 NA NA
## 30471 NA NA
## provision_retail_space_modern_sqm turnover_catering_per_cap
## 30466 NA 10805
## 30467 NA 10805
## 30468 NA 10805
## 30469 NA 10805
## 30470 NA 10805
## 30471 NA 10805
## theaters_viewers_per_1000_cap seats_theather_rfmin_per_100000_cap
## 30466 NA 0.45888
## 30467 NA 0.45888
## 30468 NA 0.45888
## 30469 NA 0.45888
## 30470 NA 0.45888
## 30471 NA 0.45888
## museum_visitis_per_100_cap bandwidth_sports
## 30466 NA 463938
## 30467 NA 463938
## 30468 NA 463938
## 30469 NA 463938
## 30470 NA 463938
## 30471 NA 463938
## population_reg_sports_share students_reg_sports_share
## 30466 NA NA
## 30467 NA NA
## 30468 NA NA
## 30469 NA NA
## 30470 NA NA
## 30471 NA NA
## apartment_build apartment_fund_sqm
## 30466 NA 234576.9
## 30467 NA 234576.9
## 30468 NA 234576.9
## 30469 NA 234576.9
## 30470 NA 234576.9
## 30471 NA 234576.9Structure
df %>% str()## 'data.frame': 30471 obs. of 391 variables:
## $ id : int 1 2 3 4 5 6 7 8 9 10 ...
## $ timestamp : chr "2011-08-20" "2011-08-23" "2011-08-27" "2011-09-01" ...
## $ full_sq : int 43 34 43 89 77 67 25 44 42 36 ...
## $ life_sq : int 27 19 29 50 77 46 14 44 27 21 ...
## $ floor : int 4 3 2 9 4 14 10 5 5 9 ...
## $ max_floor : int NA NA NA NA NA NA NA NA NA NA ...
## $ material : int NA NA NA NA NA NA NA NA NA NA ...
## $ build_year : int NA NA NA NA NA NA NA NA NA NA ...
## $ num_room : int NA NA NA NA NA NA NA NA NA NA ...
## $ kitch_sq : int NA NA NA NA NA NA NA NA NA NA ...
## $ state : int NA NA NA NA NA NA NA NA NA NA ...
## $ product_type : chr "Investment" "Investment" "Investment" "Investment" ...
## $ sub_area : chr "Bibirevo" "Nagatinskij Zaton" "Tekstil'shhiki" "Mitino" ...
## $ area_m : num 6407578 9589337 4808270 12583536 8398461 ...
## $ raion_popul : int 155572 115352 101708 178473 108171 43795 57405 155572 96959 142462 ...
## $ green_zone_part : num 0.1897 0.3726 0.1126 0.1947 0.0152 ...
## $ indust_part : num 0.00007 0.04964 0.11854 0.06975 0.03732 ...
## $ children_preschool : int 9576 6880 5879 13087 5706 2418 2459 9576 6507 9347 ...
## $ preschool_quota : int 5001 3119 1463 6839 3240 852 933 5001 3272 4050 ...
## $ preschool_education_centers_raion : int 5 5 4 9 7 2 5 5 4 7 ...
## $ children_school : int 10309 7759 6207 13670 6748 2514 2810 10309 6566 9292 ...
## $ school_quota : int 11065 6237 5580 17063 7770 2012 5050 11065 8751 11234 ...
## $ school_education_centers_raion : int 5 8 7 10 9 3 5 5 6 8 ...
## $ school_education_centers_top_20_raion : int 0 0 0 0 0 0 0 0 0 0 ...
## $ hospital_beds_raion : int 240 229 1183 NA 562 NA 4849 240 1894 2620 ...
## $ healthcare_centers_raion : int 1 1 1 1 4 0 3 1 4 0 ...
## $ university_top_20_raion : int 0 0 0 0 2 0 0 0 0 0 ...
## $ sport_objects_raion : int 7 6 5 17 25 7 17 7 7 5 ...
## $ additional_education_raion : int 3 1 1 6 2 0 6 3 6 2 ...
## $ culture_objects_top_25 : chr "no" "yes" "no" "no" ...
## $ culture_objects_top_25_raion : int 0 1 0 0 0 0 0 0 0 0 ...
## $ shopping_centers_raion : int 16 3 0 11 10 6 6 16 0 3 ...
## $ office_raion : int 1 0 1 4 93 19 9 1 7 3 ...
## $ thermal_power_plant_raion : chr "no" "no" "no" "no" ...
## $ incineration_raion : chr "no" "no" "no" "no" ...
## $ oil_chemistry_raion : chr "no" "no" "no" "no" ...
## $ radiation_raion : chr "no" "no" "yes" "no" ...
## $ railroad_terminal_raion : chr "no" "no" "no" "no" ...
## $ big_market_raion : chr "no" "no" "no" "no" ...
## $ nuclear_reactor_raion : chr "no" "no" "no" "no" ...
## $ detention_facility_raion : chr "no" "no" "no" "no" ...
## $ full_all : int 86206 76284 101982 21155 28179 19940 85956 86206 78810 78507 ...
## $ male_f : int 40477 34200 46076 9828 13522 9400 40724 40477 36091 37052 ...
## $ female_f : int 45729 42084 55906 11327 14657 10540 45232 45729 42719 41455 ...
## $ young_all : int 21154 15727 13028 28563 13368 5291 5682 21154 13901 19784 ...
## $ young_male : int 11007 7925 6835 14680 7159 2744 2925 11007 7344 10339 ...
## $ young_female : int 10147 7802 6193 13883 6209 2547 2757 10147 6557 9445 ...
## $ work_all : int 98207 70194 63388 120381 68043 29660 35003 98207 59120 85551 ...
## $ work_male : int 52277 35622 31813 60040 34236 15793 17490 52277 29664 43352 ...
## $ work_female : int 45930 34572 31575 60341 33807 13867 17513 45930 29456 42199 ...
## $ ekder_all : int 36211 29431 25292 29529 26760 8844 16720 36211 23938 37127 ...
## $ ekder_male : int 10580 9266 7609 9083 8563 2608 5351 10580 6980 11024 ...
## $ ekder_female : int 25631 20165 17683 20446 18197 6236 11369 25631 16958 26103 ...
## $ X0_6_all : int 9576 6880 5879 13087 5706 2418 2459 9576 6507 9347 ...
## $ X0_6_male : int 4899 3466 3095 6645 2982 1224 1241 4899 3456 4806 ...
## $ X0_6_female : int 4677 3414 2784 6442 2724 1194 1218 4677 3051 4541 ...
## $ X7_14_all : int 10309 7759 6207 13670 6748 2514 2810 10309 6566 9292 ...
## $ X7_14_male : int 5463 3909 3269 7126 3664 1328 1472 5463 3453 4919 ...
## $ X7_14_female : int 4846 3850 2938 6544 3084 1186 1338 4846 3113 4373 ...
## $ X0_17_all : int 23603 17700 14884 32063 15237 5866 6510 23603 15510 22071 ...
## $ X0_17_male : int 12286 8998 7821 16513 8113 3035 3345 12286 8201 11484 ...
## $ X0_17_female : int 11317 8702 7063 15550 7124 2831 3165 11317 7309 10587 ...
## $ X16_29_all : int 17508 15164 19401 3292 5164 4851 19445 17508 17662 15929 ...
## $ X16_29_male : int 9425 7571 9045 1450 2583 2329 10085 9425 8488 8541 ...
## $ X16_29_female : int 8083 7593 10356 1842 2581 2522 9360 8083 9174 7388 ...
## $ X0_13_all : int 18654 13729 11252 24934 11631 4632 4884 18654 12269 17469 ...
## $ X0_13_male : int 9709 6929 5916 12782 6223 2399 2507 9709 6487 9082 ...
## $ X0_13_female : int 8945 6800 5336 12152 5408 2233 2377 8945 5782 8387 ...
## $ raion_build_count_with_material_info : int 211 245 330 458 746 188 217 211 390 737 ...
## $ build_count_block : int 25 83 59 9 48 24 23 25 101 68 ...
## $ build_count_wood : int 0 1 0 51 0 0 1 0 2 204 ...
## $ build_count_frame : int 0 0 0 12 0 0 0 0 0 14 ...
## $ build_count_brick : int 0 67 206 124 643 147 139 0 216 237 ...
## $ build_count_monolith : int 2 4 4 50 16 2 12 2 11 21 ...
## $ build_count_panel : int 184 90 60 201 35 15 41 184 60 180 ...
## $ build_count_foam : int 0 0 0 0 0 0 0 0 0 2 ...
## $ build_count_slag : int 0 0 1 9 3 0 0 0 0 10 ...
## $ build_count_mix : int 0 0 0 2 1 0 1 0 0 1 ...
## $ raion_build_count_with_builddate_info : int 211 244 330 459 746 188 216 211 390 738 ...
## $ build_count_before_1920 : int 0 1 1 13 371 0 11 0 1 47 ...
## $ build_count_1921.1945 : int 0 1 0 24 114 5 38 0 9 88 ...
## $ build_count_1946.1970 : int 0 143 246 40 146 152 90 0 290 413 ...
## $ build_count_1971.1995 : int 206 84 63 130 62 25 58 206 39 94 ...
## $ build_count_after_1995 : int 5 15 20 252 53 6 19 5 51 96 ...
## $ ID_metro : int 1 2 3 4 5 6 7 8 9 10 ...
## $ metro_min_avto : num 2.59 0.937 2.121 1.489 1.257 ...
## $ metro_km_avto : num 1.131 0.647 1.638 0.985 0.877 ...
## $ metro_min_walk : num 13.58 7.62 17.35 11.57 8.27 ...
## $ metro_km_walk : num 1.131 0.635 1.446 0.964 0.689 ...
## $ kindergarten_km : num 0.1457 0.1478 0.0491 0.1794 0.2479 ...
## $ school_km : num 0.178 0.273 0.158 0.236 0.377 ...
## $ park_km : num 2.1586 0.5507 0.3748 0.0781 0.2583 ...
## $ green_zone_km : num 0.601 0.0653 0.4532 0.1061 0.2362 ...
## $ industrial_km : num 1.081 0.966 0.939 0.451 0.393 ...
## $ water_treatment_km : num 23.68 1.32 4.91 15.62 10.68 ...
## $ cemetery_km : num 1.8 4.66 3.38 2.02 2.94 ...
## $ incineration_km : num 3.63 8.65 12 14.32 11.9 ...
## $ railroad_station_walk_km : num 5.42 3.412 1.278 4.291 0.854 ...
## $ railroad_station_walk_min : num 65 40.9 15.3 51.5 10.2 ...
## [list output truncated]Summary
df %>% summary()## id timestamp full_sq life_sq
## Min. : 1 Length:30471 Min. : 0.00 Min. : 0.0
## 1st Qu.: 7620 Class :character 1st Qu.: 38.00 1st Qu.: 20.0
## Median :15238 Mode :character Median : 49.00 Median : 30.0
## Mean :15238 Mean : 54.21 Mean : 34.4
## 3rd Qu.:22856 3rd Qu.: 63.00 3rd Qu.: 43.0
## Max. :30473 Max. :5326.00 Max. :7478.0
## NA's :6383
## floor max_floor material build_year
## Min. : 0.000 Min. : 0.00 Min. :1.000 Min. : 0
## 1st Qu.: 3.000 1st Qu.: 9.00 1st Qu.:1.000 1st Qu.: 1967
## Median : 6.500 Median : 12.00 Median :1.000 Median : 1979
## Mean : 7.671 Mean : 12.56 Mean :1.827 Mean : 3068
## 3rd Qu.:11.000 3rd Qu.: 17.00 3rd Qu.:2.000 3rd Qu.: 2005
## Max. :77.000 Max. :117.00 Max. :6.000 Max. :20052009
## NA's :167 NA's :9572 NA's :9572 NA's :13605
## num_room kitch_sq state product_type
## Min. : 0.00 Min. : 0.000 Min. : 1.000 Length:30471
## 1st Qu.: 1.00 1st Qu.: 1.000 1st Qu.: 1.000 Class :character
## Median : 2.00 Median : 6.000 Median : 2.000 Mode :character
## Mean : 1.91 Mean : 6.399 Mean : 2.107
## 3rd Qu.: 2.00 3rd Qu.: 9.000 3rd Qu.: 3.000
## Max. :19.00 Max. :2014.000 Max. :33.000
## NA's :9572 NA's :9572 NA's :13559
## sub_area area_m raion_popul
## Length:30471 Min. : 2081628 Min. : 2546
## Class :character 1st Qu.: 7307411 1st Qu.: 21819
## Mode :character Median : 10508030 Median : 83502
## Mean : 17657051 Mean : 84056
## 3rd Qu.: 18036437 3rd Qu.:122862
## Max. :206071809 Max. :247469
##
## green_zone_part indust_part children_preschool preschool_quota
## Min. :0.001879 Min. :0.00000 Min. : 175 Min. : 0
## 1st Qu.:0.063755 1st Qu.:0.01951 1st Qu.: 1706 1st Qu.: 1874
## Median :0.167526 Median :0.07216 Median : 4857 Median : 2854
## Mean :0.218922 Mean :0.11887 Mean : 5140 Mean : 3271
## 3rd Qu.:0.336177 3rd Qu.:0.19578 3rd Qu.: 7103 3rd Qu.: 4050
## Max. :0.852923 Max. :0.52187 Max. :19223 Max. :11926
## NA's :6688
## preschool_education_centers_raion children_school school_quota
## Min. : 0.000 Min. : 168 Min. : 1012
## 1st Qu.: 2.000 1st Qu.: 1564 1st Qu.: 5782
## Median : 4.000 Median : 5261 Median : 7377
## Mean : 4.065 Mean : 5354 Mean : 8325
## 3rd Qu.: 6.000 3rd Qu.: 7227 3rd Qu.: 9891
## Max. :13.000 Max. :19083 Max. :24750
## NA's :6685
## school_education_centers_raion school_education_centers_top_20_raion
## Min. : 0.000 Min. :0.0000
## 1st Qu.: 2.000 1st Qu.:0.0000
## Median : 5.000 Median :0.0000
## Mean : 4.705 Mean :0.1097
## 3rd Qu.: 7.000 3rd Qu.:0.0000
## Max. :14.000 Max. :2.0000
##
## hospital_beds_raion healthcare_centers_raion university_top_20_raion
## Min. : 0 Min. :0.000 Min. :0.0000
## 1st Qu.: 520 1st Qu.:0.000 1st Qu.:0.0000
## Median : 990 Median :1.000 Median :0.0000
## Mean :1191 Mean :1.321 Mean :0.1383
## 3rd Qu.:1786 3rd Qu.:2.000 3rd Qu.:0.0000
## Max. :4849 Max. :6.000 Max. :3.0000
## NA's :14441
## sport_objects_raion additional_education_raion culture_objects_top_25
## Min. : 0.000 Min. : 0.000 Length:30471
## 1st Qu.: 1.000 1st Qu.: 1.000 Class :character
## Median : 5.000 Median : 2.000 Mode :character
## Mean : 6.635 Mean : 2.896
## 3rd Qu.:10.000 3rd Qu.: 4.000
## Max. :29.000 Max. :16.000
##
## culture_objects_top_25_raion shopping_centers_raion office_raion
## Min. : 0.0000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.0000 1st Qu.: 1.000 1st Qu.: 0.000
## Median : 0.0000 Median : 3.000 Median : 2.000
## Mean : 0.2867 Mean : 4.201 Mean : 8.253
## 3rd Qu.: 0.0000 3rd Qu.: 6.000 3rd Qu.: 5.000
## Max. :10.0000 Max. :23.000 Max. :141.000
##
## thermal_power_plant_raion incineration_raion oil_chemistry_raion
## Length:30471 Length:30471 Length:30471
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## radiation_raion railroad_terminal_raion big_market_raion
## Length:30471 Length:30471 Length:30471
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## nuclear_reactor_raion detention_facility_raion full_all
## Length:30471 Length:30471 Min. : 2546
## Class :character Class :character 1st Qu.: 28179
## Mode :character Mode :character Median : 85219
## Mean : 146306
## 3rd Qu.: 125111
## Max. :1716730
##
## male_f female_f young_all young_male
## Min. : 1208 Min. : 1341 Min. : 365 Min. : 189
## 1st Qu.: 13522 1st Qu.: 15031 1st Qu.: 3459 1st Qu.: 1782
## Median : 39261 Median : 45729 Median :10988 Median : 5470
## Mean : 67208 Mean : 79099 Mean :11179 Mean : 5724
## 3rd Qu.: 58226 3rd Qu.: 67872 3rd Qu.:14906 3rd Qu.: 7597
## Max. :774585 Max. :942145 Max. :40692 Max. :20977
##
## young_female work_all work_male work_female
## Min. : 177 Min. : 1633 Min. : 863 Min. : 771
## 1st Qu.: 1677 1st Qu.: 13996 1st Qu.: 7394 1st Qu.: 6661
## Median : 5333 Median : 52030 Median :26382 Median :26092
## Mean : 5455 Mean : 53668 Mean :27254 Mean :26414
## 3rd Qu.: 7617 3rd Qu.: 77612 3rd Qu.:38841 3rd Qu.:37942
## Max. :19715 Max. :161290 Max. :79622 Max. :81668
##
## ekder_all ekder_male ekder_female X0_6_all
## Min. : 548 Min. : 156 Min. : 393 Min. : 175
## 1st Qu.: 4695 1st Qu.: 1331 1st Qu.: 3365 1st Qu.: 1706
## Median :20036 Median : 6180 Median :13540 Median : 4857
## Mean :19210 Mean : 5812 Mean :13398 Mean : 5140
## 3rd Qu.:29172 3rd Qu.: 8563 3rd Qu.:20165 3rd Qu.: 7103
## Max. :57086 Max. :19275 Max. :37811 Max. :19223
##
## X0_6_male X0_6_female X7_14_all X7_14_male
## Min. : 91 Min. : 85 Min. : 168 Min. : 87
## 1st Qu.: 862 1st Qu.: 844 1st Qu.: 1564 1st Qu.: 821
## Median :2435 Median :2390 Median : 5261 Median :2693
## Mean :2631 Mean :2509 Mean : 5354 Mean :2743
## 3rd Qu.:3523 3rd Qu.:3455 3rd Qu.: 7227 3rd Qu.:3585
## Max. :9987 Max. :9236 Max. :19083 Max. :9761
##
## X7_14_female X0_17_all X0_17_male X0_17_female
## Min. : 82 Min. : 411 Min. : 214 Min. : 198
## 1st Qu.: 743 1st Qu.: 3831 1st Qu.: 1973 1st Qu.: 1858
## Median :2535 Median :12508 Median : 6085 Median : 6185
## Mean :2611 Mean :12541 Mean : 6423 Mean : 6118
## 3rd Qu.:3534 3rd Qu.:16727 3rd Qu.: 8599 3rd Qu.: 8549
## Max. :9322 Max. :45170 Max. :23233 Max. :21937
##
## X16_29_all X16_29_male X16_29_female X0_13_all
## Min. : 575 Min. : 308 Min. : 253 Min. : 322
## 1st Qu.: 5829 1st Qu.: 2955 1st Qu.: 2874 1st Qu.: 3112
## Median : 17864 Median : 8896 Median : 9353 Median : 9633
## Mean : 31316 Mean : 15369 Mean : 15947 Mean : 9841
## 3rd Qu.: 27194 3rd Qu.: 13683 3rd Qu.: 14184 3rd Qu.:13121
## Max. :367659 Max. :172958 Max. :194701 Max. :36035
##
## X0_13_male X0_13_female raion_build_count_with_material_info
## Min. : 166 Min. : 156 Min. : 1.0
## 1st Qu.: 1600 1st Qu.: 1512 1st Qu.: 180.0
## Median : 4835 Median : 4667 Median : 273.0
## Mean : 5037 Mean : 4804 Mean : 328.7
## 3rd Qu.: 6684 3rd Qu.: 6699 3rd Qu.: 400.0
## Max. :18574 Max. :17461 Max. :1681.0
## NA's :4991
## build_count_block build_count_wood build_count_frame build_count_brick
## Min. : 0.0 Min. : 0.00 Min. : 0.000 Min. : 0
## 1st Qu.: 13.0 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 10
## Median : 42.0 Median : 0.00 Median : 0.000 Median : 67
## Mean : 50.3 Mean : 40.85 Mean : 4.955 Mean :108
## 3rd Qu.: 72.0 3rd Qu.: 7.00 3rd Qu.: 1.000 3rd Qu.:156
## Max. :223.0 Max. :793.00 Max. :97.000 Max. :664
## NA's :4991 NA's :4991 NA's :4991 NA's :4991
## build_count_monolith build_count_panel build_count_foam build_count_slag
## Min. : 0.00 Min. : 0.0 Min. : 0.000 Min. : 0.000
## 1st Qu.: 2.00 1st Qu.: 35.0 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 6.00 Median : 92.0 Median : 0.000 Median : 0.000
## Mean : 12.04 Mean :107.2 Mean : 0.166 Mean : 4.492
## 3rd Qu.: 13.00 3rd Qu.:157.0 3rd Qu.: 0.000 3rd Qu.: 2.000
## Max. :127.00 Max. :431.0 Max. :11.000 Max. :84.000
## NA's :4991 NA's :4991 NA's :4991 NA's :4991
## build_count_mix raion_build_count_with_builddate_info
## Min. :0.000 Min. : 1.0
## 1st Qu.:0.000 1st Qu.: 178.0
## Median :0.000 Median : 271.0
## Mean :0.573 Mean : 328.3
## 3rd Qu.:0.000 3rd Qu.: 400.0
## Max. :9.000 Max. :1680.0
## NA's :4991 NA's :4991
## build_count_before_1920 build_count_1921.1945 build_count_1946.1970
## Min. : 0.0 Min. : 0.00 Min. : 0.0
## 1st Qu.: 0.0 1st Qu.: 0.00 1st Qu.: 14.0
## Median : 0.0 Median : 2.00 Median :135.0
## Mean : 18.9 Mean : 26.72 Mean :141.4
## 3rd Qu.: 3.0 3rd Qu.: 20.00 3rd Qu.:216.0
## Max. :371.0 Max. :382.00 Max. :845.0
## NA's :4991 NA's :4991 NA's :4991
## build_count_1971.1995 build_count_after_1995 ID_metro
## Min. : 0.00 Min. : 0.00 Min. : 1.00
## 1st Qu.: 37.00 1st Qu.: 14.00 1st Qu.: 27.00
## Median : 71.00 Median : 24.00 Median : 53.00
## Mean : 80.13 Mean : 61.15 Mean : 72.48
## 3rd Qu.:111.00 3rd Qu.: 57.00 3rd Qu.:108.00
## Max. :246.00 Max. :799.00 Max. :223.00
## NA's :4991 NA's :4991
## metro_min_avto metro_km_avto metro_min_walk metro_km_walk
## Min. : 0.000 Min. : 0.000 Min. : 0.00 Min. : 0.000
## 1st Qu.: 1.721 1st Qu.: 1.037 1st Qu.: 11.48 1st Qu.: 0.957
## Median : 2.803 Median : 1.784 Median : 20.45 Median : 1.704
## Mean : 4.961 Mean : 3.701 Mean : 42.74 Mean : 3.561
## 3rd Qu.: 4.832 3rd Qu.: 3.777 3rd Qu.: 45.32 3rd Qu.: 3.777
## Max. :61.438 Max. :74.906 Max. :711.22 Max. :59.268
## NA's :25 NA's :25
## kindergarten_km school_km park_km green_zone_km
## Min. : 0.00047 Min. : 0.0000 Min. : 0.00374 Min. :0.0000
## 1st Qu.: 0.19995 1st Qu.: 0.2697 1st Qu.: 0.97330 1st Qu.:0.1010
## Median : 0.35376 Median : 0.4749 Median : 1.80389 Median :0.2143
## Mean : 0.98168 Mean : 1.3240 Mean : 3.09994 Mean :0.3005
## 3rd Qu.: 0.97142 3rd Qu.: 0.8865 3rd Qu.: 3.40479 3rd Qu.:0.4155
## Max. :29.08577 Max. :47.3947 Max. :47.35154 Max. :1.9824
##
## industrial_km water_treatment_km cemetery_km incineration_km
## Min. : 0.0000 Min. : 0.2741 Min. : 0.000 Min. : 0.1981
## 1st Qu.: 0.2883 1st Qu.: 5.3046 1st Qu.: 1.335 1st Qu.: 6.2219
## Median : 0.5765 Median :10.3780 Median : 1.969 Median :10.3242
## Mean : 0.7688 Mean :11.1676 Mean : 2.315 Mean :10.8846
## 3rd Qu.: 1.0411 3rd Qu.:16.7914 3rd Qu.: 3.089 3rd Qu.:13.3938
## Max. :14.0482 Max. :47.5912 Max. :15.779 Max. :58.6320
##
## railroad_station_walk_km railroad_station_walk_min
## Min. : 0.02815 Min. : 0.3378
## 1st Qu.: 1.93138 1st Qu.: 23.1765
## Median : 3.23554 Median : 38.8265
## Mean : 4.38694 Mean : 52.6433
## 3rd Qu.: 5.14764 3rd Qu.: 61.7717
## Max. :24.65304 Max. :295.8365
## NA's :25 NA's :25
## ID_railroad_station_walk railroad_station_avto_km
## Min. : 1.00 Min. : 0.02815
## 1st Qu.: 18.00 1st Qu.: 2.11686
## Median : 33.00 Median : 3.42832
## Mean : 38.86 Mean : 4.58728
## 3rd Qu.: 53.00 3rd Qu.: 5.39143
## Max. :133.00 Max. :24.65398
## NA's :25
## railroad_station_avto_min ID_railroad_station_avto
## Min. : 0.03519 Min. : 1.00
## 1st Qu.: 3.23550 1st Qu.: 19.00
## Median : 4.94456 Median : 34.00
## Mean : 6.08661 Mean : 45.71
## 3rd Qu.: 7.30357 3rd Qu.: 73.00
## Max. :38.69192 Max. :138.00
##
## public_transport_station_km public_transport_station_min_walk
## Min. : 0.002804 Min. : 0.03365
## 1st Qu.: 0.101312 1st Qu.: 1.21575
## Median : 0.160275 Median : 1.92330
## Mean : 0.414136 Mean : 4.96963
## 3rd Qu.: 0.278403 3rd Qu.: 3.34084
## Max. :17.413002 Max. :208.95602
##
## water_km water_1line mkad_km
## Min. :0.006707 Length:30471 Min. : 0.01363
## 1st Qu.:0.339637 Class :character 1st Qu.: 2.63340
## Median :0.621221 Mode :character Median : 5.46751
## Mean :0.690947 Mean : 6.27476
## 3rd Qu.:0.963865 3rd Qu.: 8.18475
## Max. :2.827709 Max. :53.27783
##
## ttk_km sadovoe_km bulvar_ring_km
## Min. : 0.00193 Min. : 0.00036 Min. : 0.00195
## 1st Qu.: 5.33984 1st Qu.: 8.34634 1st Qu.: 9.25666
## Median : 9.84263 Median :12.74871 Median :13.61148
## Mean :11.31815 Mean :14.05672 Mean :15.02334
## 3rd Qu.:15.67545 3rd Qu.:18.71662 3rd Qu.:19.94519
## Max. :66.03320 Max. :68.85305 Max. :69.98487
##
## kremlin_km big_road1_km ID_big_road1 big_road1_1line
## Min. : 0.0729 Min. :0.000364 Min. : 1.00 Length:30471
## 1st Qu.:10.4605 1st Qu.:0.779029 1st Qu.: 2.00 Class :character
## Median :14.8792 Median :1.724121 Median :10.00 Mode :character
## Mean :16.0448 Mean :1.881276 Mean :11.52
## 3rd Qu.:20.6668 3rd Qu.:2.806196 3rd Qu.:14.00
## Max. :70.7388 Max. :6.995416 Max. :48.00
##
## big_road2_km ID_big_road2 railroad_km
## Min. : 0.001935 Min. : 1.00 Min. : 0.002299
## 1st Qu.: 2.103387 1st Qu.: 4.00 1st Qu.: 0.655010
## Median : 3.211969 Median :21.00 Median : 1.238357
## Mean : 3.396649 Mean :22.41 Mean : 1.889380
## 3rd Qu.: 4.316292 3rd Qu.:38.00 3rd Qu.: 2.520431
## Max. :13.798346 Max. :58.00 Max. :17.387119
##
## railroad_1line zd_vokzaly_avto_km ID_railroad_terminal
## Length:30471 Min. : 0.1367 Min. : 5.00
## Class :character 1st Qu.: 9.9924 1st Qu.: 32.00
## Mode :character Median :14.7576 Median : 50.00
## Mean :17.2148 Mean : 51.67
## 3rd Qu.:24.0612 3rd Qu.: 83.00
## Max. :91.2151 Max. :121.00
##
## bus_terminal_avto_km ID_bus_terminal oil_chemistry_km
## Min. : 0.06203 Min. : 1.000 Min. : 0.5107
## 1st Qu.: 5.21375 1st Qu.: 3.000 1st Qu.: 8.7207
## Median : 7.45445 Median : 8.000 Median :16.6985
## Mean : 9.99245 Mean : 6.696 Mean :17.4016
## 3rd Qu.:13.28391 3rd Qu.: 9.000 3rd Qu.:23.4245
## Max. :74.79611 Max. :14.000 Max. :70.4134
##
## nuclear_reactor_km radiation_km power_transmission_line_km
## Min. : 0.3098 Min. : 0.00466 Min. : 0.03027
## 1st Qu.: 5.2378 1st Qu.: 1.23185 1st Qu.: 0.97624
## Median : 8.9653 Median : 2.43516 Median : 1.89572
## Mean :10.9453 Mean : 4.41078 Mean : 3.49223
## 3rd Qu.:16.3725 3rd Qu.: 4.68705 3rd Qu.: 4.92655
## Max. :64.2570 Max. :53.89016 Max. :43.32437
##
## thermal_power_plant_km ts_km big_market_km
## Min. : 0.4006 Min. : 0.000 Min. : 0.6614
## 1st Qu.: 3.7704 1st Qu.: 2.057 1st Qu.: 7.5296
## Median : 5.8924 Median : 3.972 Median :11.9104
## Mean : 7.3401 Mean : 4.931 Mean :13.2839
## 3rd Qu.: 9.8187 3rd Qu.: 5.552 3rd Qu.:16.5602
## Max. :56.8561 Max. :54.081 Max. :59.5016
##
## market_shop_km fitness_km swim_pool_km ice_rink_km
## Min. : 0.00385 Min. : 0.0000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 1.54363 1st Qu.: 0.3612 1st Qu.: 1.709 1st Qu.: 3.044
## Median : 2.92742 Median : 0.6563 Median : 2.877 Median : 5.547
## Mean : 3.95888 Mean : 1.1546 Mean : 4.232 Mean : 6.124
## 3rd Qu.: 5.48542 3rd Qu.: 1.3340 3rd Qu.: 5.370 3rd Qu.: 7.957
## Max. :41.10365 Max. :26.6525 Max. :53.359 Max. :46.037
##
## stadium_km basketball_km hospice_morgue_km
## Min. : 0.1148 Min. : 0.00546 Min. : 0.00252
## 1st Qu.: 4.0182 1st Qu.: 1.30823 1st Qu.: 1.11816
## Median : 6.9692 Median : 2.87799 Median : 1.89568
## Mean : 9.4367 Mean : 4.78764 Mean : 2.64649
## 3rd Qu.:13.5918 3rd Qu.: 6.36452 3rd Qu.: 3.29732
## Max. :83.3985 Max. :56.70379 Max. :43.69464
##
## detention_facility_km public_healthcare_km university_km
## Min. : 0.04123 Min. : 0.000 Min. : 0.00031
## 1st Qu.: 5.66966 1st Qu.: 1.279 1st Qu.: 2.20119
## Median :11.31144 Median : 2.342 Median : 4.33758
## Mean :14.55110 Mean : 3.357 Mean : 6.85589
## 3rd Qu.:24.88321 3rd Qu.: 3.984 3rd Qu.: 9.38027
## Max. :89.37137 Max. :76.055 Max. :84.86215
##
## workplaces_km shopping_centers_km office_km
## Min. : 0.000 Min. : 0.0000 Min. : 0.0000
## 1st Qu.: 1.017 1st Qu.: 0.4838 1st Qu.: 0.5552
## Median : 2.032 Median : 0.8396 Median : 1.0530
## Mean : 3.927 Mean : 1.5058 Mean : 2.0110
## 3rd Qu.: 5.416 3rd Qu.: 1.5495 3rd Qu.: 3.0467
## Max. :55.278 Max. :26.2595 Max. :18.9589
##
## additional_education_km preschool_km big_church_km
## Min. : 0.0000 Min. : 0.0000 Min. : 0.00407
## 1st Qu.: 0.4748 1st Qu.: 0.2851 1st Qu.: 0.86047
## Median : 0.8990 Median : 0.4930 Median : 1.49079
## Mean : 1.3285 Mean : 1.3452 Mean : 2.33005
## 3rd Qu.: 1.5711 3rd Qu.: 0.9363 3rd Qu.: 2.92226
## Max. :24.2682 Max. :47.3947 Max. :45.66906
##
## church_synagogue_km mosque_km theater_km
## Min. : 0.0000 Min. : 0.00554 Min. : 0.02679
## 1st Qu.: 0.5325 1st Qu.: 3.76607 1st Qu.: 4.22525
## Median : 0.8600 Median : 6.54356 Median : 8.61201
## Mean : 0.9720 Mean : 7.73924 Mean : 9.63807
## 3rd Qu.: 1.2485 3rd Qu.:10.04705 3rd Qu.:13.45959
## Max. :15.6157 Max. :44.84983 Max. :87.60069
##
## museum_km exhibition_km catering_km
## Min. : 0.0079 Min. : 0.00895 Min. : 0.000357
## 1st Qu.: 2.8794 1st Qu.: 2.24379 1st Qu.: 0.208621
## Median : 5.6435 Median : 4.10665 Median : 0.412701
## Mean : 7.0632 Mean : 5.55226 Mean : 0.687988
## 3rd Qu.:10.3286 3rd Qu.: 6.96870 3rd Qu.: 0.841418
## Max. :59.2032 Max. :54.43124 Max. :12.162697
##
## ecology green_part_500 prom_part_500 office_count_500
## Length:30471 Min. : 0.00 Min. : 0.000 Min. : 0.0000
## Class :character 1st Qu.: 1.48 1st Qu.: 0.000 1st Qu.: 0.0000
## Mode :character Median : 8.38 Median : 0.000 Median : 0.0000
## Mean : 13.38 Mean : 5.718 Mean : 0.7409
## 3rd Qu.: 19.92 3rd Qu.: 5.760 3rd Qu.: 0.0000
## Max. :100.00 Max. :98.770 Max. :34.0000
##
## office_sqm_500 trc_count_500 trc_sqm_500 cafe_count_500
## Min. : 0 Min. :0.0000 Min. : 0 Min. : 0.000
## 1st Qu.: 0 1st Qu.:0.0000 1st Qu.: 0 1st Qu.: 0.000
## Median : 0 Median :0.0000 Median : 0 Median : 1.000
## Mean : 13983 Mean :0.5584 Mean : 21797 Mean : 3.872
## 3rd Qu.: 0 3rd Qu.:1.0000 3rd Qu.: 120 3rd Qu.: 3.000
## Max. :611015 Max. :8.0000 Max. :1500000 Max. :120.000
##
## cafe_sum_500_min_price_avg cafe_sum_500_max_price_avg cafe_avg_price_500
## Min. : 300.0 Min. : 500 Min. : 400.0
## 1st Qu.: 500.0 1st Qu.:1000 1st Qu.: 750.0
## Median : 666.7 Median :1167 Median : 916.7
## Mean : 741.3 Mean :1247 Mean : 994.2
## 3rd Qu.: 954.8 3rd Qu.:1500 3rd Qu.:1250.0
## Max. :4000.0 Max. :6000 Max. :5000.0
## NA's :13281 NA's :13281 NA's :13281
## cafe_count_500_na_price cafe_count_500_price_500
## Min. : 0.0000 Min. : 0.0000
## 1st Qu.: 0.0000 1st Qu.: 0.0000
## Median : 0.0000 Median : 0.0000
## Mean : 0.3433 Mean : 0.9937
## 3rd Qu.: 0.0000 3rd Qu.: 1.0000
## Max. :13.0000 Max. :33.0000
##
## cafe_count_500_price_1000 cafe_count_500_price_1500
## Min. : 0.0000 Min. : 0.0000
## 1st Qu.: 0.0000 1st Qu.: 0.0000
## Median : 0.0000 Median : 0.0000
## Mean : 0.9801 Mean : 0.8438
## 3rd Qu.: 1.0000 3rd Qu.: 1.0000
## Max. :39.0000 Max. :29.0000
##
## cafe_count_500_price_2500 cafe_count_500_price_4000
## Min. : 0.0000 Min. : 0.0000
## 1st Qu.: 0.0000 1st Qu.: 0.0000
## Median : 0.0000 Median : 0.0000
## Mean : 0.5429 Mean : 0.1386
## 3rd Qu.: 0.0000 3rd Qu.: 0.0000
## Max. :22.0000 Max. :14.0000
##
## cafe_count_500_price_high big_church_count_500 church_count_500
## Min. :0.00000 Min. : 0.0000 Min. : 0.0000
## 1st Qu.:0.00000 1st Qu.: 0.0000 1st Qu.: 0.0000
## Median :0.00000 Median : 0.0000 Median : 0.0000
## Mean :0.02941 Mean : 0.2864 Mean : 0.5828
## 3rd Qu.:0.00000 3rd Qu.: 0.0000 3rd Qu.: 0.0000
## Max. :3.00000 Max. :11.0000 Max. :17.0000
##
## mosque_count_500 leisure_count_500 sport_count_500 market_count_500
## Min. :0.00000 Min. :0.00000 Min. : 0.0000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.: 0.0000 1st Qu.:0.0000
## Median :0.00000 Median :0.00000 Median : 0.0000 Median :0.0000
## Mean :0.00489 Mean :0.07059 Mean : 0.9145 Mean :0.1239
## 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.: 1.0000 3rd Qu.:0.0000
## Max. :1.00000 Max. :9.00000 Max. :11.0000 Max. :4.0000
##
## green_part_1000 prom_part_1000 office_count_1000 office_sqm_1000
## Min. : 0.00 Min. : 0.000 Min. : 0.000 Min. : 0
## 1st Qu.: 6.31 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0
## Median : 13.04 Median : 4.020 Median : 0.000 Median : 0
## Mean : 16.96 Mean : 8.783 Mean : 3.092 Mean : 62267
## 3rd Qu.: 24.18 3rd Qu.:12.620 3rd Qu.: 2.000 3rd Qu.: 54500
## Max. :100.00 Max. :72.200 Max. :91.000 Max. :2244723
##
## trc_count_1000 trc_sqm_1000 cafe_count_1000
## Min. : 0.000 Min. : 0 Min. : 0.00
## 1st Qu.: 0.000 1st Qu.: 0 1st Qu.: 1.00
## Median : 1.000 Median : 7800 Median : 4.00
## Mean : 1.978 Mean : 65881 Mean : 15.41
## 3rd Qu.: 3.000 3rd Qu.: 67183 3rd Qu.: 11.00
## Max. :20.000 Max. :1500000 Max. :449.00
##
## cafe_sum_1000_min_price_avg cafe_sum_1000_max_price_avg
## Min. : 300.0 Min. : 500
## 1st Qu.: 543.2 1st Qu.:1000
## Median : 669.2 Median :1143
## Mean : 710.9 Mean :1207
## 3rd Qu.: 839.3 3rd Qu.:1400
## Max. :2500.0 Max. :4000
## NA's :6524 NA's :6524
## cafe_avg_price_1000 cafe_count_1000_na_price cafe_count_1000_price_500
## Min. : 400.0 Min. : 0.000 Min. : 0.000
## 1st Qu.: 750.0 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 912.5 Median : 0.000 Median : 1.000
## Mean : 958.8 Mean : 1.022 Mean : 4.145
## 3rd Qu.:1120.0 3rd Qu.: 1.000 3rd Qu.: 3.000
## Max. :3250.0 Max. :28.000 Max. :112.000
## NA's :6524
## cafe_count_1000_price_1000 cafe_count_1000_price_1500
## Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 1.000 Median : 1.000
## Mean : 3.942 Mean : 3.524
## 3rd Qu.: 4.000 3rd Qu.: 3.000
## Max. :107.000 Max. :104.000
##
## cafe_count_1000_price_2500 cafe_count_1000_price_4000
## Min. : 0.000 Min. : 0.0000
## 1st Qu.: 0.000 1st Qu.: 0.0000
## Median : 0.000 Median : 0.0000
## Mean : 1.951 Mean : 0.7687
## 3rd Qu.: 1.000 3rd Qu.: 0.0000
## Max. :79.000 Max. :40.0000
##
## cafe_count_1000_price_high big_church_count_1000 church_count_1000
## Min. :0.00000 Min. : 0.0000 Min. : 0.000
## 1st Qu.:0.00000 1st Qu.: 0.0000 1st Qu.: 0.000
## Median :0.00000 Median : 0.0000 Median : 1.000
## Mean :0.06016 Mean : 0.8108 Mean : 1.822
## 3rd Qu.:0.00000 3rd Qu.: 1.0000 3rd Qu.: 1.000
## Max. :7.00000 Max. :27.0000 Max. :38.000
##
## mosque_count_1000 leisure_count_1000 sport_count_1000 market_count_1000
## Min. :0.00000 Min. : 0.0000 Min. : 0.000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.:0.0000
## Median :0.00000 Median : 0.0000 Median : 2.000 Median :0.0000
## Mean :0.01917 Mean : 0.4693 Mean : 2.913 Mean :0.3802
## 3rd Qu.:0.00000 3rd Qu.: 0.0000 3rd Qu.: 4.000 3rd Qu.:1.0000
## Max. :1.00000 Max. :30.0000 Max. :25.000 Max. :6.0000
##
## green_part_1500 prom_part_1500 office_count_1500 office_sqm_1500
## Min. : 0.00 Min. : 0.00 Min. : 0.000 Min. : 0
## 1st Qu.: 8.47 1st Qu.: 1.52 1st Qu.: 0.000 1st Qu.: 0
## Median :14.95 Median : 7.82 Median : 1.000 Median : 16650
## Mean :19.20 Mean :10.60 Mean : 7.314 Mean : 140371
## 3rd Qu.:26.69 3rd Qu.:15.34 3rd Qu.: 4.000 3rd Qu.: 117300
## Max. :90.41 Max. :63.00 Max. :173.000 Max. :2908344
##
## trc_count_1500 trc_sqm_1500 cafe_count_1500
## Min. : 0.000 Min. : 0 Min. : 0.00
## 1st Qu.: 0.000 1st Qu.: 0 1st Qu.: 2.00
## Median : 3.000 Median : 49410 Median : 10.00
## Mean : 3.726 Mean : 127715 Mean : 32.46
## 3rd Qu.: 5.000 3rd Qu.: 154590 3rd Qu.: 23.00
## Max. :27.000 Max. :1533000 Max. :784.00
##
## cafe_sum_1500_min_price_avg cafe_sum_1500_max_price_avg
## Min. : 300.0 Min. : 500
## 1st Qu.: 585.7 1st Qu.:1000
## Median : 692.3 Median :1167
## Mean : 714.1 Mean :1206
## 3rd Qu.: 821.4 3rd Qu.:1367
## Max. :2500.0 Max. :4000
## NA's :4199 NA's :4199
## cafe_avg_price_1500 cafe_count_1500_na_price cafe_count_1500_price_500
## Min. : 400.0 Min. : 0.000 Min. : 0.00
## 1st Qu.: 795.0 1st Qu.: 0.000 1st Qu.: 0.00
## Median : 926.3 Median : 1.000 Median : 2.00
## Mean : 960.0 Mean : 2.106 Mean : 8.23
## 3rd Qu.:1093.8 3rd Qu.: 2.000 3rd Qu.: 6.00
## Max. :3250.0 Max. :54.000 Max. :195.00
## NA's :4199
## cafe_count_1500_price_1000 cafe_count_1500_price_1500
## Min. : 0.000 Min. : 0.000
## 1st Qu.: 1.000 1st Qu.: 0.000
## Median : 3.000 Median : 2.000
## Mean : 8.765 Mean : 7.881
## 3rd Qu.: 8.000 3rd Qu.: 6.000
## Max. :177.000 Max. :183.000
##
## cafe_count_1500_price_2500 cafe_count_1500_price_4000
## Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 1.000 Median : 0.000
## Mean : 3.831 Mean : 1.455
## 3rd Qu.: 2.000 3rd Qu.: 0.000
## Max. :127.000 Max. :58.000
##
## cafe_count_1500_price_high big_church_count_1500 church_count_1500
## Min. : 0.0000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.: 1.000
## Median : 0.0000 Median : 1.000 Median : 1.000
## Mean : 0.1937 Mean : 1.968 Mean : 3.664
## 3rd Qu.: 0.0000 3rd Qu.: 1.000 3rd Qu.: 3.000
## Max. :12.0000 Max. :44.000 Max. :75.000
##
## mosque_count_1500 leisure_count_1500 sport_count_1500 market_count_1500
## Min. :0.00000 Min. : 0.0000 Min. : 0.000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.: 0.0000 1st Qu.: 1.000 1st Qu.:0.0000
## Median :0.00000 Median : 0.0000 Median : 5.000 Median :0.0000
## Mean :0.03781 Mean : 0.9456 Mean : 5.871 Mean :0.7667
## 3rd Qu.:0.00000 3rd Qu.: 1.0000 3rd Qu.: 9.000 3rd Qu.:1.0000
## Max. :1.00000 Max. :44.0000 Max. :37.000 Max. :7.0000
##
## green_part_2000 prom_part_2000 office_count_2000 office_sqm_2000
## Min. : 0.01 Min. : 0.00 Min. : 0.00 Min. : 0
## 1st Qu.:10.16 1st Qu.: 3.12 1st Qu.: 0.00 1st Qu.: 0
## Median :17.63 Median : 8.80 Median : 2.00 Median : 58411
## Mean :20.84 Mean :11.22 Mean : 13.32 Mean : 246497
## 3rd Qu.:28.33 3rd Qu.:16.21 3rd Qu.: 7.00 3rd Qu.: 207193
## Max. :75.30 Max. :56.10 Max. :250.00 Max. :3602982
##
## trc_count_2000 trc_sqm_2000 cafe_count_2000
## Min. : 0.000 Min. : 0 Min. : 0.00
## 1st Qu.: 1.000 1st Qu.: 12065 1st Qu.: 3.00
## Median : 5.000 Median : 117300 Median : 18.00
## Mean : 5.968 Mean : 212759 Mean : 55.03
## 3rd Qu.: 9.000 3rd Qu.: 286681 3rd Qu.: 37.00
## Max. :37.000 Max. :2448300 Max. :1115.00
##
## cafe_sum_2000_min_price_avg cafe_sum_2000_max_price_avg
## Min. : 300.0 Min. : 500
## 1st Qu.: 607.7 1st Qu.:1000
## Median : 683.3 Median :1156
## Mean : 720.0 Mean :1211
## 3rd Qu.: 791.7 3rd Qu.:1322
## Max. :2166.7 Max. :3500
## NA's :1725 NA's :1725
## cafe_avg_price_2000 cafe_count_2000_na_price cafe_count_2000_price_500
## Min. : 400.0 Min. : 0.00 Min. : 0.0
## 1st Qu.: 823.5 1st Qu.: 0.00 1st Qu.: 1.0
## Median : 919.2 Median : 1.00 Median : 4.0
## Mean : 965.4 Mean : 3.59 Mean : 13.6
## 3rd Qu.:1057.2 3rd Qu.: 3.00 3rd Qu.: 10.0
## Max. :2833.3 Max. :70.00 Max. :278.0
## NA's :1725
## cafe_count_2000_price_1000 cafe_count_2000_price_1500
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 1.00 1st Qu.: 1.00
## Median : 6.00 Median : 4.00
## Mean : 15.23 Mean : 13.27
## 3rd Qu.: 13.00 3rd Qu.: 9.00
## Max. :262.00 Max. :261.00
##
## cafe_count_2000_price_2500 cafe_count_2000_price_4000
## Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 1.000 Median : 0.000
## Mean : 6.651 Mean : 2.321
## 3rd Qu.: 3.000 3rd Qu.: 1.000
## Max. :170.000 Max. :81.000
##
## cafe_count_2000_price_high big_church_count_2000 church_count_2000
## Min. : 0.0000 Min. : 0.00 Min. : 0.000
## 1st Qu.: 0.0000 1st Qu.: 0.00 1st Qu.: 2.000
## Median : 0.0000 Median : 1.00 Median : 3.000
## Mean : 0.3779 Mean : 3.25 Mean : 6.205
## 3rd Qu.: 0.0000 3rd Qu.: 2.00 3rd Qu.: 5.000
## Max. :16.0000 Max. :70.00 Max. :108.000
##
## mosque_count_2000 leisure_count_2000 sport_count_2000 market_count_2000
## Min. :0.00000 Min. : 0.000 Min. : 0.000 Min. :0.00
## 1st Qu.:0.00000 1st Qu.: 0.000 1st Qu.: 2.000 1st Qu.:0.00
## Median :0.00000 Median : 0.000 Median : 9.000 Median :1.00
## Mean :0.08805 Mean : 1.916 Mean : 9.846 Mean :1.17
## 3rd Qu.:0.00000 3rd Qu.: 1.000 3rd Qu.:14.000 3rd Qu.:2.00
## Max. :1.00000 Max. :55.000 Max. :54.000 Max. :8.00
##
## green_part_3000 prom_part_3000 office_count_3000 office_sqm_3000
## Min. : 0.31 Min. : 0.00 Min. : 0.00 Min. : 0
## 1st Qu.:12.15 1st Qu.: 4.24 1st Qu.: 0.00 1st Qu.: 0
## Median :20.26 Median : 9.66 Median : 5.00 Median : 130303
## Mean :22.73 Mean :10.98 Mean : 29.37 Mean : 543262
## 3rd Qu.:30.36 3rd Qu.:15.73 3rd Qu.: 17.00 3rd Qu.: 494706
## Max. :74.02 Max. :45.10 Max. :493.00 Max. :6106112
##
## trc_count_3000 trc_sqm_3000 cafe_count_3000
## Min. : 0.00 Min. : 0 Min. : 0.0
## 1st Qu.: 2.00 1st Qu.: 41100 1st Qu.: 6.0
## Median :11.00 Median : 294350 Median : 41.0
## Mean :11.83 Mean : 438132 Mean : 110.9
## 3rd Qu.:17.00 3rd Qu.: 659453 3rd Qu.: 78.0
## Max. :66.00 Max. :2654102 Max. :1815.0
##
## cafe_sum_3000_min_price_avg cafe_sum_3000_max_price_avg
## Min. : 300.0 Min. : 500
## 1st Qu.: 650.0 1st Qu.:1102
## Median : 711.1 Median :1212
## Mean : 765.9 Mean :1283
## 3rd Qu.: 815.6 3rd Qu.:1333
## Max. :1833.3 Max. :3000
## NA's :991 NA's :991
## cafe_avg_price_3000 cafe_count_3000_na_price cafe_count_3000_price_500
## Min. : 400.0 Min. : 0.000 Min. : 0.00
## 1st Qu.: 875.8 1st Qu.: 0.000 1st Qu.: 1.00
## Median : 961.1 Median : 3.000 Median : 9.00
## Mean :1024.6 Mean : 7.275 Mean : 27.78
## 3rd Qu.:1083.3 3rd Qu.: 6.000 3rd Qu.: 22.00
## Max. :2416.7 Max. :119.000 Max. :449.00
## NA's :991
## cafe_count_3000_price_1000 cafe_count_3000_price_1500
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 2.00 1st Qu.: 2.00
## Median : 14.00 Median : 10.00
## Mean : 30.45 Mean : 26.69
## 3rd Qu.: 26.00 3rd Qu.: 17.00
## Max. :441.00 Max. :446.00
##
## cafe_count_3000_price_2500 cafe_count_3000_price_4000
## Min. : 0.00 Min. : 0.000
## 1st Qu.: 1.00 1st Qu.: 0.000
## Median : 3.00 Median : 1.000
## Mean : 13.32 Mean : 4.647
## 3rd Qu.: 6.00 3rd Qu.: 2.000
## Max. :266.00 Max. :113.000
##
## cafe_count_3000_price_high big_church_count_3000 church_count_3000
## Min. : 0.0000 Min. : 0.000 Min. : 0.00
## 1st Qu.: 0.0000 1st Qu.: 1.000 1st Qu.: 3.00
## Median : 0.0000 Median : 2.000 Median : 6.00
## Mean : 0.7071 Mean : 6.123 Mean : 12.29
## 3rd Qu.: 0.0000 3rd Qu.: 5.000 3rd Qu.: 10.00
## Max. :23.0000 Max. :102.000 Max. :164.00
##
## mosque_count_3000 leisure_count_3000 sport_count_3000 market_count_3000
## Min. :0.0000 Min. : 0.000 Min. : 0.00 Min. : 0.00
## 1st Qu.:0.0000 1st Qu.: 0.000 1st Qu.: 5.00 1st Qu.: 0.00
## Median :0.0000 Median : 0.000 Median : 18.00 Median : 2.00
## Mean :0.1991 Mean : 3.876 Mean : 20.24 Mean : 2.32
## 3rd Qu.:0.0000 3rd Qu.: 2.000 3rd Qu.: 29.00 3rd Qu.: 4.00
## Max. :2.0000 Max. :85.000 Max. :100.00 Max. :10.00
##
## green_part_5000 prom_part_5000 office_count_5000 office_sqm_5000
## Min. : 3.52 Min. : 0.21 Min. : 0.00 Min. : 0
## 1st Qu.:14.78 1st Qu.: 6.05 1st Qu.: 2.00 1st Qu.: 85159
## Median :19.76 Median : 8.98 Median : 15.00 Median : 432438
## Mean :22.77 Mean :10.35 Mean : 71.36 Mean : 1401057
## 3rd Qu.:31.41 3rd Qu.:14.00 3rd Qu.: 53.00 3rd Qu.: 1433847
## Max. :75.46 Max. :28.56 Max. :789.00 Max. :12702114
## NA's :178
## trc_count_5000 trc_sqm_5000 cafe_count_5000
## Min. : 0.00 Min. : 0 Min. : 0.0
## 1st Qu.: 6.00 1st Qu.: 262000 1st Qu.: 20.0
## Median : 31.00 Median :1075495 Median : 108.0
## Mean : 30.13 Mean :1173871 Mean : 265.5
## 3rd Qu.: 43.00 3rd Qu.:1683836 3rd Qu.: 222.0
## Max. :120.00 Max. :4585477 Max. :2645.0
##
## cafe_sum_5000_min_price_avg cafe_sum_5000_max_price_avg
## Min. : 300.0 Min. : 500
## 1st Qu.: 670.9 1st Qu.:1144
## Median : 721.7 Median :1212
## Mean : 765.1 Mean :1278
## 3rd Qu.: 816.7 3rd Qu.:1346
## Max. :1875.0 Max. :3000
## NA's :297 NA's :297
## cafe_avg_price_5000 cafe_count_5000_na_price cafe_count_5000_price_500
## Min. : 400.0 Min. : 0.00 Min. : 0.0
## 1st Qu.: 909.4 1st Qu.: 1.00 1st Qu.: 4.0
## Median : 966.7 Median : 8.00 Median : 28.0
## Mean :1021.7 Mean : 17.81 Mean : 66.2
## 3rd Qu.:1091.7 3rd Qu.: 15.00 3rd Qu.: 59.0
## Max. :2437.5 Max. :174.00 Max. :650.0
## NA's :297
## cafe_count_5000_price_1000 cafe_count_5000_price_1500
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 8.00 1st Qu.: 6.00
## Median : 36.00 Median : 24.00
## Mean : 73.44 Mean : 63.47
## 3rd Qu.: 69.00 3rd Qu.: 51.00
## Max. :648.00 Max. :641.00
##
## cafe_count_5000_price_2500 cafe_count_5000_price_4000
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 2.00 1st Qu.: 1.00
## Median : 8.00 Median : 2.00
## Mean : 32.06 Mean : 10.78
## 3rd Qu.: 21.00 3rd Qu.: 5.00
## Max. :377.00 Max. :147.00
##
## cafe_count_5000_price_high big_church_count_5000 church_count_5000
## Min. : 0.000 Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.000 1st Qu.: 2.00 1st Qu.: 9.00
## Median : 0.000 Median : 7.00 Median : 16.00
## Mean : 1.772 Mean : 15.05 Mean : 30.25
## 3rd Qu.: 1.000 3rd Qu.: 12.00 3rd Qu.: 28.00
## Max. :30.000 Max. :151.00 Max. :250.00
##
## mosque_count_5000 leisure_count_5000 sport_count_5000 market_count_5000
## Min. :0.0000 Min. : 0.000 Min. : 0.0 Min. : 0.000
## 1st Qu.:0.0000 1st Qu.: 0.000 1st Qu.: 11.0 1st Qu.: 1.000
## Median :0.0000 Median : 2.000 Median : 48.0 Median : 5.000
## Mean :0.4424 Mean : 8.649 Mean : 52.8 Mean : 5.987
## 3rd Qu.:1.0000 3rd Qu.: 7.000 3rd Qu.: 76.0 3rd Qu.:10.000
## Max. :2.0000 Max. :106.000 Max. :218.0 Max. :21.000
##
## price_doc oil_urals gdp_quart gdp_quart_growth
## Min. : 100000 Min. : 46.34 Min. :14314 Min. :-2.800
## 1st Qu.: 4740002 1st Qu.: 93.74 1st Qu.:17015 1st Qu.: 0.700
## Median : 6274411 Median :107.20 Median :18411 Median : 0.900
## Mean : 7123035 Mean : 97.70 Mean :18217 Mean : 1.444
## 3rd Qu.: 8300000 3rd Qu.:108.65 3rd Qu.:19567 3rd Qu.: 2.100
## Max. :111111112 Max. :122.52 Max. :21515 Max. : 5.200
##
## cpi ppi gdp_deflator balance_trade
## Min. :353.0 Min. :420.7 Min. : 86.72 Min. :12.79
## 1st Qu.:388.5 1st Qu.:472.2 1st Qu.:108.30 1st Qu.:15.75
## Median :408.3 Median :487.9 Median :113.47 Median :16.95
## Mean :411.7 Mean :492.2 Mean :110.40 Mean :17.49
## 3rd Qu.:428.6 3rd Qu.:510.1 3rd Qu.:113.47 3rd Qu.:19.64
## Max. :489.5 Max. :575.9 Max. :123.66 Max. :21.94
##
## balance_trade_growth usdrub eurrub brent
## Min. : 4.60 Min. :28.81 Min. :38.43 Min. : 46.59
## 1st Qu.: 7.60 1st Qu.:31.93 1st Qu.:41.59 1st Qu.: 96.85
## Median :16.80 Median :34.38 Median :46.82 Median :107.44
## Mean :22.61 Mean :38.03 Mean :48.76 Mean : 98.83
## 3rd Qu.:32.90 3rd Qu.:38.59 3rd Qu.:50.22 3rd Qu.:109.97
## Max. :75.80 Max. :69.47 Max. :84.96 Max. :126.22
##
## net_capital_export gdp_annual gdp_annual_growth
## Min. :-0.27712 Min. :46309 Min. :0.007065
## 1st Qu.:-0.16905 1st Qu.:66927 1st Qu.:0.012795
## Median : 0.04836 Median :71017 Median :0.012795
## Mean : 0.01810 Mean :68274 Mean :0.023583
## 3rd Qu.: 0.16978 3rd Qu.:71017 3rd Qu.:0.035179
## Max. : 0.61439 Max. :77945 Max. :0.045037
##
## average_provision_of_build_contract
## Min. :5.750
## 1st Qu.:5.980
## Median :6.070
## Mean :6.117
## 3rd Qu.:6.290
## Max. :6.460
##
## average_provision_of_build_contract_moscow rts
## Min. :5.960 Min. : 629.1
## 1st Qu.:6.180 1st Qu.:1119.4
## Median :6.390 Median :1316.0
## Mean :6.416 Mean :1264.2
## 3rd Qu.:6.650 3rd Qu.:1426.0
## Max. :7.130 Max. :1754.8
##
## micex micex_rgbi_tr micex_cbi_tr deposits_value
## Min. :1237 Min. : 97.86 Min. :195.3 Min. :10618898
## 1st Qu.:1398 1st Qu.:122.95 1st Qu.:231.2 1st Qu.:14738946
## Median :1460 Median :128.63 Median :242.4 Median :16689420
## Mean :1464 Mean :127.29 Mean :237.9 Mean :16050965
## 3rd Qu.:1502 3rd Qu.:133.47 3rd Qu.:246.1 3rd Qu.:17297538
## Max. :1838 Max. :141.65 Max. :282.7 Max. :19383170
##
## deposits_growth deposits_rate mortgage_value mortgage_growth
## Min. :-0.0203557 Min. : 4.000 Min. : 38606 Min. :-0.4089
## 1st Qu.: 0.0008146 1st Qu.: 5.190 1st Qu.: 297857 1st Qu.: 0.2950
## Median : 0.0075633 Median : 5.540 Median : 628163 Median : 0.3588
## Mean : 0.0100726 Mean : 6.374 Mean : 681159 Mean : 0.3668
## 3rd Qu.: 0.0224220 3rd Qu.: 6.100 3rd Qu.:1029124 3rd Qu.: 0.5006
## Max. : 0.0732270 Max. :12.330 Max. :1753294 Max. : 1.0519
##
## mortgage_rate grp grp_growth income_per_cap
## Min. :11.40 Min. : 9949 Min. :0.072 Min. :33194
## 1st Qu.:12.22 1st Qu.:11815 1st Qu.:0.084 1st Qu.:47334
## Median :12.30 Median :12809 Median :0.084 Median :52740
## Mean :12.53 Mean :12058 Mean :0.092 Mean :55778
## 3rd Qu.:12.62 3rd Qu.:12809 3rd Qu.:0.108 3rd Qu.:58779
## Max. :14.71 Max. :12809 Max. :0.188 Max. :89252
## NA's :3239 NA's :3239
## real_dispos_income_per_cap_growth salary salary_growth
## Min. :-0.079 Min. :44899 Min. :0.05068
## 1st Qu.:-0.079 1st Qu.:55485 1st Qu.:0.08757
## Median :-0.079 Median :61208 Median :0.10314
## Mean :-0.028 Mean :57671 Mean :0.10539
## 3rd Qu.: 0.054 3rd Qu.:61208 3rd Qu.:0.13628
## Max. : 0.054 Max. :64310 Max. :0.16892
## NA's :3239
## fixed_basket retail_trade_turnover retail_trade_turnover_per_cap
## Min. :12838 Min. :3322 Min. :287.0
## 1st Qu.:14739 1st Qu.:4017 1st Qu.:333.5
## Median :15731 Median :4310 Median :351.4
## Mean :15665 Mean :4159 Mean :344.0
## 3rd Qu.:16270 3rd Qu.:4437 3rd Qu.:365.1
## Max. :18745 Max. :4437 Max. :365.1
##
## retail_trade_turnover_growth labor_force unemployment
## Min. : 82.8 Min. :6644 Min. :0.00800
## 1st Qu.:101.7 1st Qu.:6879 1st Qu.:0.01500
## Median :102.4 Median :7067 Median :0.01500
## Mean :100.6 Mean :6974 Mean :0.01468
## 3rd Qu.:103.5 3rd Qu.:7087 3rd Qu.:0.01700
## Max. :106.6 Max. :7087 Max. :0.01771
##
## employment invest_fixed_capital_per_cap invest_fixed_assets
## Min. :0.7080 Min. : 73976 Min. : 856.4
## 1st Qu.:0.7180 1st Qu.:117329 1st Qu.:1413.1
## Median :0.7336 Median :126874 Median :1541.9
## Mean :0.7290 Mean :119658 Mean :1447.5
## 3rd Qu.:0.7400 3rd Qu.:126874 3rd Qu.:1541.9
## Max. :0.7400 Max. :131403 Max. :1611.5
##
## profitable_enterpr_share unprofitable_enterpr_share share_own_revenues
## Min. :0.646 Min. :0.292 Min. :0.891
## 1st Qu.:0.646 1st Qu.:0.315 1st Qu.:0.970
## Median :0.646 Median :0.354 Median :0.978
## Mean :0.669 Mean :0.331 Mean :0.967
## 3rd Qu.:0.685 3rd Qu.:0.354 3rd Qu.:0.978
## Max. :0.708 Max. :0.354 Max. :0.978
## NA's :3239 NA's :3239 NA's :3239
## overdue_wages_per_cap fin_res_per_cap marriages_per_1000_cap
## Min. :47563 Min. : 96.91 Min. :7.800
## 1st Qu.:57746 1st Qu.: 96.91 1st Qu.:8.000
## Median :57746 Median : 96.91 Median :8.300
## Mean :63568 Mean :157.18 Mean :8.129
## 3rd Qu.:84183 3rd Qu.:198.00 3rd Qu.:8.300
## Max. :84183 Max. :249.28 Max. :8.500
## NA's :3239 NA's :3239 NA's :3239
## divorce_rate construction_value invest_fixed_assets_phys
## Min. :3.600 Min. :549076 Min. :100.1
## 1st Qu.:3.700 1st Qu.:674277 1st Qu.:100.1
## Median :3.700 Median :734698 Median :100.1
## Mean :3.714 Mean :689658 Mean :108.2
## 3rd Qu.:3.800 3rd Qu.:734698 3rd Qu.:107.1
## Max. :3.800 Max. :734698 Max. :133.1
## NA's :3239 NA's :3239 NA's :3239
## pop_natural_increase pop_migration pop_total_inc childbirth
## Min. :1.100 Min. :5.100 Min. : 6.200 Min. :10.80
## 1st Qu.:1.600 1st Qu.:5.700 1st Qu.: 7.300 1st Qu.:11.30
## Median :1.600 Median :5.700 Median : 7.300 Median :11.30
## Mean :1.588 Mean :7.219 Mean : 8.799 Mean :11.31
## 3rd Qu.:1.700 3rd Qu.:9.000 3rd Qu.:10.700 3rd Qu.:11.30
## Max. :1.700 Max. :9.000 Max. :10.700 Max. :11.55
## NA's :3239 NA's :3239
## mortality housing_fund_sqm lodging_sqm_per_cap water_pipes_share
## Min. :9.600 Min. :218.0 Min. :18.77 Min. :98.80
## 1st Qu.:9.600 1st Qu.:233.0 1st Qu.:19.18 1st Qu.:98.80
## Median :9.700 Median :234.0 Median :19.18 Median :98.80
## Mean :9.726 Mean :232.7 Mean :19.21 Mean :98.83
## 3rd Qu.:9.890 3rd Qu.:234.0 3rd Qu.:19.24 3rd Qu.:98.80
## Max. :9.900 Max. :234.0 Max. :19.28 Max. :99.90
## NA's :3239 NA's :3239 NA's :3239
## baths_share sewerage_share gas_share hot_water_share
## Min. :98.60 Min. :98.00 Min. :43.30 Min. :94.30
## 1st Qu.:98.60 1st Qu.:98.00 1st Qu.:43.30 1st Qu.:94.30
## Median :98.60 Median :98.10 Median :43.30 Median :94.30
## Mean :98.63 Mean :98.09 Mean :43.55 Mean :94.36
## 3rd Qu.:98.60 3rd Qu.:98.10 3rd Qu.:43.60 3rd Qu.:94.30
## Max. :99.80 Max. :99.50 Max. :44.10 Max. :95.70
## NA's :3239 NA's :3239 NA's :3239 NA's :3239
## electric_stove_share heating_share old_house_share average_life_exp
## Min. :54.1 Min. :99.30 Min. :0.300 Min. :75.74
## 1st Qu.:54.5 1st Qu.:99.30 1st Qu.:0.400 1st Qu.:76.37
## Median :55.2 Median :99.30 Median :0.400 Median :76.70
## Mean :54.8 Mean :99.32 Mean :0.397 Mean :76.45
## 3rd Qu.:55.2 3rd Qu.:99.30 3rd Qu.:0.400 3rd Qu.:76.70
## Max. :55.3 Max. :99.90 Max. :0.400 Max. :76.77
## NA's :3239 NA's :3239 NA's :3239
## infant_mortarity_per_1000_cap perinatal_mort_per_1000_cap
## Min. :6.100 Min. : 5.530
## 1st Qu.:6.100 1st Qu.: 7.610
## Median :6.100 Median : 7.610
## Mean :6.898 Mean : 8.367
## 3rd Qu.:7.600 3rd Qu.: 8.820
## Max. :8.100 Max. :10.200
## NA's :3239 NA's :3239
## incidence_population rent_price_4.room_bus rent_price_3room_bus
## Min. :662.3 Min. :100.1 Min. : 77.93
## 1st Qu.:662.3 1st Qu.:149.1 1st Qu.: 89.46
## Median :662.3 Median :160.7 Median : 97.07
## Mean :676.6 Mean :163.3 Mean : 97.54
## 3rd Qu.:684.2 3rd Qu.:174.2 3rd Qu.:101.75
## Max. :715.1 Max. :212.9 Max. :138.14
## NA's :3239
## rent_price_2room_bus rent_price_1room_bus rent_price_3room_eco
## Min. :62.18 Min. :44.49 Min. :41.80
## 1st Qu.:70.60 1st Qu.:51.88 1st Qu.:47.35
## Median :74.26 Median :56.60 Median :49.24
## Mean :75.39 Mean :56.62 Mean :49.04
## 3rd Qu.:79.09 3rd Qu.:59.94 3rd Qu.:50.36
## Max. :96.00 Max. :72.02 Max. :53.21
##
## rent_price_2room_eco rent_price_1room_eco
## Min. : 0.10 Min. : 2.31
## 1st Qu.:40.83 1st Qu.:32.61
## Median :41.44 Median :33.10
## Mean :41.01 Mean :32.64
## 3rd Qu.:42.10 3rd Qu.:34.33
## Max. :43.85 Max. :35.37
##
## load_of_teachers_preschool_per_teacher child_on_acc_pre_school
## Min. :793.3 Length:30471
## 1st Qu.:856.7 Class :character
## Median :863.4 Mode :character
## Mean :857.1
## 3rd Qu.:863.4
## Max. :863.4
## NA's :16901
## load_of_teachers_school_per_teacher students_state_oneshift
## Min. :1392 Min. : 85.51
## 1st Qu.:1438 1st Qu.: 85.51
## Median :1518 Median : 97.85
## Mean :1490 Mean : 92.89
## 3rd Qu.:1518 3rd Qu.:100.00
## Max. :1574 Max. :100.00
##
## modern_education_share old_education_build_share provision_doctors
## Length:30471 Length:30471 Min. :61.00
## Class :character Class :character 1st Qu.:61.00
## Mode :character Mode :character Median :61.00
## Mean :63.27
## 3rd Qu.:65.20
## Max. :66.10
## NA's :3239
## provision_nurse load_on_doctors power_clinics
## Min. :90.80 Min. :6900 Min. : 41.90
## 1st Qu.:92.80 1st Qu.:7805 1st Qu.: 41.90
## Median :92.80 Median :7805 Median : 41.90
## Mean :94.68 Mean :8069 Mean : 94.66
## 3rd Qu.:97.90 3rd Qu.:8847 3rd Qu.:121.10
## Max. :99.60 Max. :8847 Max. :375.80
## NA's :3239
## hospital_beds_available_per_cap hospital_bed_occupancy_per_year
## Min. :707.0 Min. :286.0
## 1st Qu.:707.0 1st Qu.:286.0
## Median :707.0 Median :286.0
## Mean :752.8 Mean :290.6
## 3rd Qu.:772.0 3rd Qu.:293.0
## Max. :846.0 Max. :302.0
## NA's :3239 NA's :3239
## provision_retail_space_sqm provision_retail_space_modern_sqm
## Min. :741.0 Min. :271
## 1st Qu.:794.0 1st Qu.:271
## Median :794.0 Median :271
## Mean :786.9 Mean :271
## 3rd Qu.:794.0 3rd Qu.:271
## Max. :794.0 Max. :271
## NA's :24879 NA's :29718
## turnover_catering_per_cap theaters_viewers_per_1000_cap
## Min. : 6943 Min. :565
## 1st Qu.: 9350 1st Qu.:603
## Median :10311 Median :627
## Mean : 9745 Mean :615
## 3rd Qu.:10311 3rd Qu.:627
## Max. :10805 Max. :627
## NA's :16901
## seats_theather_rfmin_per_100000_cap museum_visitis_per_100_cap
## Min. :0.4394 Min. :1240
## 1st Qu.:0.4394 1st Qu.:1309
## Median :0.4478 Median :1440
## Mean :0.4474 Mean :1382
## 3rd Qu.:0.4507 3rd Qu.:1440
## Max. :0.4589 Max. :1440
## NA's :16901
## bandwidth_sports population_reg_sports_share students_reg_sports_share
## Min. :269768 Min. :22.37 Min. :64.12
## 1st Qu.:329348 1st Qu.:26.70 1st Qu.:67.85
## Median :398451 Median :28.20 Median :76.20
## Mean :366627 Mean :26.68 Mean :72.55
## 3rd Qu.:398451 3rd Qu.:28.20 3rd Qu.:76.20
## Max. :463938 Max. :28.20 Max. :76.20
## NA's :3239 NA's :16901
## apartment_build apartment_fund_sqm
## Min. :23587 Min. :226047
## 1st Qu.:46080 1st Qu.:226047
## Median :46080 Median :229295
## Mean :44911 Mean :229594
## 3rd Qu.:46352 3rd Qu.:232840
## Max. :46352 Max. :234577
## NA's :3239Column types
df.class <- df %>% sapply(class)
df.class %>% table() ## .
## character integer numeric
## 19 198 174Correlation of Numeric Inputs
library(ellipse)
cor.matr<- df[,df[df.class %in% c("integer","numeric")] %>% names()] %>% cor()
cor.matr[is.na(cor.matr)] <- 0
plotcorr(cor.matr, numbers = TRUE)
col_del<-NULL
for (col in 1:(nrow(cor.matr)-1))
{
for (row in (col +1):(nrow(cor.matr)))
{
if (abs(cor.matr[row,col]) > 0.8)
{ col_del <- c(col_del, col)
cat(row, ":", names(df[,df[df.class %in% c("integer","numeric")] %>% names()])[row], col,":", names(df[,df[df.class %in% c("integer","numeric")] %>% names()])[col]," - ",abs(cor.matr[row,col]) ,"\n")
}
}
}## 280 : cpi 1 : id - 0.9627442
## 281 : ppi 1 : id - 0.915856
## 282 : gdp_deflator 1 : id - 0.8886692
## 285 : usdrub 1 : id - 0.8032757
## 286 : eurrub 1 : id - 0.8295897
## 289 : gdp_annual 1 : id - 0.8707988
## 290 : gdp_annual_growth 1 : id - 0.9220454
## 293 : rts 1 : id - 0.8464968
## 296 : micex_cbi_tr 1 : id - 0.8393086
## 297 : deposits_value 1 : id - 0.9477349
## 307 : salary 1 : id - 0.9167773
## 309 : fixed_basket 1 : id - 0.9589006
## 310 : retail_trade_turnover 1 : id - 0.8433749
## 311 : retail_trade_turnover_per_cap 1 : id - 0.8233902
## 313 : labor_force 1 : id - 0.8774242
## 315 : employment 1 : id - 0.8209608
## 316 : invest_fixed_capital_per_cap 1 : id - 0.8410496
## 317 : invest_fixed_assets 1 : id - 0.8507932
## 342 : average_life_exp 1 : id - 0.8666088
## 350 : rent_price_3room_eco 1 : id - 0.8186099
## 354 : load_of_teachers_school_per_teacher 1 : id - 0.8822485
## 357 : provision_nurse 1 : id - 0.8592107
## 364 : turnover_catering_per_cap 1 : id - 0.9016474
## 368 : bandwidth_sports 1 : id - 0.9403518
## 78 : kindergarten_km 11 : area_m - 0.8021177
## 15 : children_preschool 12 : raion_popul - 0.9540021
## 17 : preschool_education_centers_raion 12 : raion_popul - 0.8443841
## 18 : children_school 12 : raion_popul - 0.9570167
## 20 : school_education_centers_raion 12 : raion_popul - 0.8250721
## 33 : young_all 12 : raion_popul - 0.9593282
## 34 : young_male 12 : raion_popul - 0.9584955
## 35 : young_female 12 : raion_popul - 0.9582795
## 36 : work_all 12 : raion_popul - 0.9965983
## 37 : work_male 12 : raion_popul - 0.994122
## 38 : work_female 12 : raion_popul - 0.9938296
## 39 : ekder_all 12 : raion_popul - 0.9536719
## 40 : ekder_male 12 : raion_popul - 0.9274719
## 41 : ekder_female 12 : raion_popul - 0.9608037
## 42 : X0_6_all 12 : raion_popul - 0.9540021
## 43 : X0_6_male 12 : raion_popul - 0.9532357
## 44 : X0_6_female 12 : raion_popul - 0.9530814
## 45 : X7_14_all 12 : raion_popul - 0.9570167
## 46 : X7_14_male 12 : raion_popul - 0.9569779
## 47 : X7_14_female 12 : raion_popul - 0.9538758
## 48 : X0_17_all 12 : raion_popul - 0.9617374
## 49 : X0_17_male 12 : raion_popul - 0.9606722
## 50 : X0_17_female 12 : raion_popul - 0.9610503
## 54 : X0_13_all 12 : raion_popul - 0.9582589
## 55 : X0_13_male 12 : raion_popul - 0.9574851
## 56 : X0_13_female 12 : raion_popul - 0.9570058
## 17 : preschool_education_centers_raion 15 : children_preschool - 0.8463937
## 18 : children_school 15 : children_preschool - 0.9871133
## 20 : school_education_centers_raion 15 : children_preschool - 0.8261249
## 33 : young_all 15 : children_preschool - 0.9964084
## 34 : young_male 15 : children_preschool - 0.9965892
## 35 : young_female 15 : children_preschool - 0.9942094
## 36 : work_all 15 : children_preschool - 0.9534949
## 37 : work_male 15 : children_preschool - 0.9482641
## 38 : work_female 15 : children_preschool - 0.9537531
## 39 : ekder_all 15 : children_preschool - 0.8509294
## 40 : ekder_male 15 : children_preschool - 0.8129627
## 41 : ekder_female 15 : children_preschool - 0.8637923
## 42 : X0_6_all 15 : children_preschool - 1
## 43 : X0_6_male 15 : children_preschool - 0.9991801
## 44 : X0_6_female 15 : children_preschool - 0.9990647
## 45 : X7_14_all 15 : children_preschool - 0.9871133
## 46 : X7_14_male 15 : children_preschool - 0.9889427
## 47 : X7_14_female 15 : children_preschool - 0.9819069
## 48 : X0_17_all 15 : children_preschool - 0.9958701
## 49 : X0_17_male 15 : children_preschool - 0.9958928
## 50 : X0_17_female 15 : children_preschool - 0.9939689
## 54 : X0_13_all 15 : children_preschool - 0.9968752
## 55 : X0_13_male 15 : children_preschool - 0.9970728
## 56 : X0_13_female 15 : children_preschool - 0.994506
## 18 : children_school 17 : preschool_education_centers_raion - 0.833643
## 20 : school_education_centers_raion 17 : preschool_education_centers_raion - 0.959278
## 33 : young_all 17 : preschool_education_centers_raion - 0.8419844
## 34 : young_male 17 : preschool_education_centers_raion - 0.8405331
## 35 : young_female 17 : preschool_education_centers_raion - 0.8418273
## 36 : work_all 17 : preschool_education_centers_raion - 0.8507397
## 37 : work_male 17 : preschool_education_centers_raion - 0.8384292
## 38 : work_female 17 : preschool_education_centers_raion - 0.8587338
## 42 : X0_6_all 17 : preschool_education_centers_raion - 0.8463937
## 43 : X0_6_male 17 : preschool_education_centers_raion - 0.845882
## 44 : X0_6_female 17 : preschool_education_centers_raion - 0.845382
## 45 : X7_14_all 17 : preschool_education_centers_raion - 0.833643
## 46 : X7_14_male 17 : preschool_education_centers_raion - 0.8322349
## 47 : X7_14_female 17 : preschool_education_centers_raion - 0.8323416
## 48 : X0_17_all 17 : preschool_education_centers_raion - 0.8424561
## 49 : X0_17_male 17 : preschool_education_centers_raion - 0.8403815
## 50 : X0_17_female 17 : preschool_education_centers_raion - 0.8430584
## 54 : X0_13_all 17 : preschool_education_centers_raion - 0.8433921
## 55 : X0_13_male 17 : preschool_education_centers_raion - 0.8420039
## 56 : X0_13_female 17 : preschool_education_centers_raion - 0.8430406
## 20 : school_education_centers_raion 18 : children_school - 0.8141455
## 33 : young_all 18 : children_school - 0.9970571
## 34 : young_male 18 : children_school - 0.9950035
## 35 : young_female 18 : children_school - 0.9972329
## 36 : work_all 18 : children_school - 0.9535209
## 37 : work_male 18 : children_school - 0.9469952
## 38 : work_female 18 : children_school - 0.9550944
## 39 : ekder_all 18 : children_school - 0.8636891
## 40 : ekder_male 18 : children_school - 0.8280752
## 41 : ekder_female 18 : children_school - 0.875443
## 42 : X0_6_all 18 : children_school - 0.9871133
## 43 : X0_6_male 18 : children_school - 0.9852876
## 44 : X0_6_female 18 : children_school - 0.9872745
## 45 : X7_14_all 18 : children_school - 1
## 46 : X7_14_male 18 : children_school - 0.998479
## 47 : X7_14_female 18 : children_school - 0.9982968
## 48 : X0_17_all 18 : children_school - 0.9968611
## 49 : X0_17_male 18 : children_school - 0.994707
## 50 : X0_17_female 18 : children_school - 0.9972692
## 54 : X0_13_all 18 : children_school - 0.9966101
## 55 : X0_13_male 18 : children_school - 0.9945059
## 56 : X0_13_female 18 : children_school - 0.9966889
## 33 : young_all 20 : school_education_centers_raion - 0.8225379
## 34 : young_male 20 : school_education_centers_raion - 0.8217533
## 35 : young_female 20 : school_education_centers_raion - 0.8217106
## 36 : work_all 20 : school_education_centers_raion - 0.8251897
## 37 : work_male 20 : school_education_centers_raion - 0.8116561
## 38 : work_female 20 : school_education_centers_raion - 0.8345616
## 42 : X0_6_all 20 : school_education_centers_raion - 0.8261249
## 43 : X0_6_male 20 : school_education_centers_raion - 0.8265074
## 44 : X0_6_female 20 : school_education_centers_raion - 0.8241923
## 45 : X7_14_all 20 : school_education_centers_raion - 0.8141455
## 46 : X7_14_male 20 : school_education_centers_raion - 0.8132119
## 47 : X7_14_female 20 : school_education_centers_raion - 0.8124044
## 48 : X0_17_all 20 : school_education_centers_raion - 0.8241789
## 49 : X0_17_male 20 : school_education_centers_raion - 0.8229301
## 50 : X0_17_female 20 : school_education_centers_raion - 0.8239378
## 54 : X0_13_all 20 : school_education_centers_raion - 0.8233129
## 55 : X0_13_male 20 : school_education_centers_raion - 0.8226382
## 56 : X0_13_female 20 : school_education_centers_raion - 0.8222463
## 29 : office_raion 27 : culture_objects_top_25_raion - 0.8920938
## 144 : cafe_count_500 27 : culture_objects_top_25_raion - 0.8561192
## 148 : cafe_count_500_na_price 27 : culture_objects_top_25_raion - 0.8741312
## 149 : cafe_count_500_price_500 27 : culture_objects_top_25_raion - 0.8461994
## 152 : cafe_count_500_price_2500 27 : culture_objects_top_25_raion - 0.8885567
## 155 : big_church_count_500 27 : culture_objects_top_25_raion - 0.8678375
## 156 : church_count_500 27 : culture_objects_top_25_raion - 0.8884682
## 167 : cafe_count_1000 27 : culture_objects_top_25_raion - 0.9047776
## 171 : cafe_count_1000_na_price 27 : culture_objects_top_25_raion - 0.8655295
## 172 : cafe_count_1000_price_500 27 : culture_objects_top_25_raion - 0.9186711
## 173 : cafe_count_1000_price_1000 27 : culture_objects_top_25_raion - 0.8388745
## 174 : cafe_count_1000_price_1500 27 : culture_objects_top_25_raion - 0.8804772
## 175 : cafe_count_1000_price_2500 27 : culture_objects_top_25_raion - 0.9178857
## 176 : cafe_count_1000_price_4000 27 : culture_objects_top_25_raion - 0.9084985
## 178 : big_church_count_1000 27 : culture_objects_top_25_raion - 0.8397395
## 179 : church_count_1000 27 : culture_objects_top_25_raion - 0.8862787
## 181 : leisure_count_1000 27 : culture_objects_top_25_raion - 0.8352698
## 186 : office_count_1500 27 : culture_objects_top_25_raion - 0.8240784
## 190 : cafe_count_1500 27 : culture_objects_top_25_raion - 0.9046933
## 194 : cafe_count_1500_na_price 27 : culture_objects_top_25_raion - 0.8744478
## 195 : cafe_count_1500_price_500 27 : culture_objects_top_25_raion - 0.9080177
## 196 : cafe_count_1500_price_1000 27 : culture_objects_top_25_raion - 0.8825485
## 197 : cafe_count_1500_price_1500 27 : culture_objects_top_25_raion - 0.8997748
## 198 : cafe_count_1500_price_2500 27 : culture_objects_top_25_raion - 0.9054068
## 199 : cafe_count_1500_price_4000 27 : culture_objects_top_25_raion - 0.9076221
## 200 : cafe_count_1500_price_high 27 : culture_objects_top_25_raion - 0.812911
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## 202 : church_count_1500 27 : culture_objects_top_25_raion - 0.8833046
## 204 : leisure_count_1500 27 : culture_objects_top_25_raion - 0.8367543
## 209 : office_count_2000 27 : culture_objects_top_25_raion - 0.8486865
## 213 : cafe_count_2000 27 : culture_objects_top_25_raion - 0.9008518
## 217 : cafe_count_2000_na_price 27 : culture_objects_top_25_raion - 0.8838595
## 218 : cafe_count_2000_price_500 27 : culture_objects_top_25_raion - 0.8973304
## 219 : cafe_count_2000_price_1000 27 : culture_objects_top_25_raion - 0.8922558
## 220 : cafe_count_2000_price_1500 27 : culture_objects_top_25_raion - 0.8960718
## 221 : cafe_count_2000_price_2500 27 : culture_objects_top_25_raion - 0.9055343
## 222 : cafe_count_2000_price_4000 27 : culture_objects_top_25_raion - 0.9015762
## 223 : cafe_count_2000_price_high 27 : culture_objects_top_25_raion - 0.8736278
## 224 : big_church_count_2000 27 : culture_objects_top_25_raion - 0.877567
## 225 : church_count_2000 27 : culture_objects_top_25_raion - 0.87539
## 227 : leisure_count_2000 27 : culture_objects_top_25_raion - 0.8975603
## 232 : office_count_3000 27 : culture_objects_top_25_raion - 0.8385859
## 236 : cafe_count_3000 27 : culture_objects_top_25_raion - 0.8719345
## 240 : cafe_count_3000_na_price 27 : culture_objects_top_25_raion - 0.8580008
## 241 : cafe_count_3000_price_500 27 : culture_objects_top_25_raion - 0.8694323
## 242 : cafe_count_3000_price_1000 27 : culture_objects_top_25_raion - 0.858639
## 243 : cafe_count_3000_price_1500 27 : culture_objects_top_25_raion - 0.8702785
## 244 : cafe_count_3000_price_2500 27 : culture_objects_top_25_raion - 0.8769942
## 245 : cafe_count_3000_price_4000 27 : culture_objects_top_25_raion - 0.8881527
## 246 : cafe_count_3000_price_high 27 : culture_objects_top_25_raion - 0.8337062
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## 248 : church_count_3000 27 : culture_objects_top_25_raion - 0.8344666
## 250 : leisure_count_3000 27 : culture_objects_top_25_raion - 0.8931528
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## 211 : trc_count_2000 28 : shopping_centers_raion - 0.8239059
## 140 : office_count_500 29 : office_raion - 0.8023637
## 144 : cafe_count_500 29 : office_raion - 0.8749404
## 148 : cafe_count_500_na_price 29 : office_raion - 0.8308588
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## 151 : cafe_count_500_price_1500 29 : office_raion - 0.8301438
## 152 : cafe_count_500_price_2500 29 : office_raion - 0.8710568
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## 156 : church_count_500 29 : office_raion - 0.8362552
## 163 : office_count_1000 29 : office_raion - 0.8997899
## 167 : cafe_count_1000 29 : office_raion - 0.9056679
## 171 : cafe_count_1000_na_price 29 : office_raion - 0.8770982
## 172 : cafe_count_1000_price_500 29 : office_raion - 0.8978658
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## 174 : cafe_count_1000_price_1500 29 : office_raion - 0.8998111
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## 181 : leisure_count_1000 29 : office_raion - 0.8410005
## 186 : office_count_1500 29 : office_raion - 0.9265138
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## 198 : cafe_count_1500_price_2500 29 : office_raion - 0.9161808
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## 200 : cafe_count_1500_price_high 29 : office_raion - 0.8307436
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## 202 : church_count_1500 29 : office_raion - 0.8970338
## 204 : leisure_count_1500 29 : office_raion - 0.8651134
## 209 : office_count_2000 29 : office_raion - 0.9376561
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## 217 : cafe_count_2000_na_price 29 : office_raion - 0.9175871
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## 219 : cafe_count_2000_price_1000 29 : office_raion - 0.9203881
## 220 : cafe_count_2000_price_1500 29 : office_raion - 0.9237936
## 221 : cafe_count_2000_price_2500 29 : office_raion - 0.9237602
## 222 : cafe_count_2000_price_4000 29 : office_raion - 0.9023458
## 223 : cafe_count_2000_price_high 29 : office_raion - 0.8863546
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## 225 : church_count_2000 29 : office_raion - 0.9030915
## 227 : leisure_count_2000 29 : office_raion - 0.8983025
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## 233 : office_sqm_3000 29 : office_raion - 0.8618058
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## 240 : cafe_count_3000_na_price 29 : office_raion - 0.9335902
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## 244 : cafe_count_3000_price_2500 29 : office_raion - 0.9351219
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## 248 : church_count_3000 29 : office_raion - 0.9157033
## 250 : leisure_count_3000 29 : office_raion - 0.9246275
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## 256 : office_sqm_5000 29 : office_raion - 0.8206607
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## 263 : cafe_count_5000_na_price 29 : office_raion - 0.8980044
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## 269 : cafe_count_5000_price_high 29 : office_raion - 0.8675335
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## 271 : church_count_5000 29 : office_raion - 0.8954698
## 273 : leisure_count_5000 29 : office_raion - 0.9037701
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## 136 : exhibition_km 74 : metro_min_avto - 0.8461268
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## 114 : ts_km 75 : metro_km_avto - 0.8870096
## 120 : stadium_km 75 : metro_km_avto - 0.8069971
## 121 : basketball_km 75 : metro_km_avto - 0.8725396
## 131 : big_church_km 75 : metro_km_avto - 0.8248736
## 136 : exhibition_km 75 : metro_km_avto - 0.8786532
## 79 : school_km 78 : kindergarten_km - 0.8586962
## 92 : public_transport_station_km 78 : kindergarten_km - 0.8424346
## 93 : public_transport_station_min_walk 78 : kindergarten_km - 0.8424346
## 122 : hospice_morgue_km 78 : kindergarten_km - 0.8217088
## 130 : preschool_km 78 : kindergarten_km - 0.8585777
## 92 : public_transport_station_km 79 : school_km - 0.8416214
## 93 : public_transport_station_min_walk 79 : school_km - 0.8416214
## 118 : swim_pool_km 79 : school_km - 0.891354
## 121 : basketball_km 79 : school_km - 0.8015522
## 122 : hospice_morgue_km 79 : school_km - 0.8282315
## 124 : public_healthcare_km 79 : school_km - 0.9286618
## 126 : workplaces_km 79 : school_km - 0.8650854
## 127 : shopping_centers_km 79 : school_km - 0.8993349
## 130 : preschool_km 79 : school_km - 0.9994306
## 131 : big_church_km 79 : school_km - 0.9211418
## 96 : ttk_km 80 : park_km - 0.8187134
## 97 : sadovoe_km 80 : park_km - 0.8025898
## 111 : radiation_km 80 : park_km - 0.9124976
## 112 : power_transmission_line_km 80 : park_km - 0.8772813
## 113 : thermal_power_plant_km 80 : park_km - 0.8875163
## 114 : ts_km 80 : park_km - 0.8407656
## 120 : stadium_km 80 : park_km - 0.8083912
## 121 : basketball_km 80 : park_km - 0.8637366
## 136 : exhibition_km 80 : park_km - 0.8369843
## 90 : railroad_station_avto_min 89 : railroad_station_avto_km - 0.9015285
## 104 : railroad_km 89 : railroad_station_avto_km - 0.8863239
## 93 : public_transport_station_min_walk 92 : public_transport_station_km - 1
## 130 : preschool_km 92 : public_transport_station_km - 0.8414441
## 130 : preschool_km 93 : public_transport_station_min_walk - 0.8414441
## 112 : power_transmission_line_km 95 : mkad_km - 0.8166044
## 97 : sadovoe_km 96 : ttk_km - 0.9924771
## 98 : bulvar_ring_km 96 : ttk_km - 0.9870038
## 99 : kremlin_km 96 : ttk_km - 0.9845623
## 105 : zd_vokzaly_avto_km 96 : ttk_km - 0.959727
## 109 : oil_chemistry_km 96 : ttk_km - 0.8134983
## 110 : nuclear_reactor_km 96 : ttk_km - 0.8198195
## 111 : radiation_km 96 : ttk_km - 0.8939974
## 113 : thermal_power_plant_km 96 : ttk_km - 0.8911023
## 120 : stadium_km 96 : ttk_km - 0.9197009
## 121 : basketball_km 96 : ttk_km - 0.9156462
## 123 : detention_facility_km 96 : ttk_km - 0.8359401
## 136 : exhibition_km 96 : ttk_km - 0.8965827
## 98 : bulvar_ring_km 97 : sadovoe_km - 0.9984434
## 99 : kremlin_km 97 : sadovoe_km - 0.9974555
## 105 : zd_vokzaly_avto_km 97 : sadovoe_km - 0.9698001
## 110 : nuclear_reactor_km 97 : sadovoe_km - 0.8079323
## 111 : radiation_km 97 : sadovoe_km - 0.8723222
## 113 : thermal_power_plant_km 97 : sadovoe_km - 0.8774231
## 120 : stadium_km 97 : sadovoe_km - 0.9141943
## 121 : basketball_km 97 : sadovoe_km - 0.9015653
## 123 : detention_facility_km 97 : sadovoe_km - 0.8304248
## 136 : exhibition_km 97 : sadovoe_km - 0.8863651
## 274 : sport_count_5000 97 : sadovoe_km - 0.8064375
## 99 : kremlin_km 98 : bulvar_ring_km - 0.9988041
## 105 : zd_vokzaly_avto_km 98 : bulvar_ring_km - 0.9706542
## 111 : radiation_km 98 : bulvar_ring_km - 0.8646366
## 113 : thermal_power_plant_km 98 : bulvar_ring_km - 0.867578
## 120 : stadium_km 98 : bulvar_ring_km - 0.910117
## 121 : basketball_km 98 : bulvar_ring_km - 0.8979843
## 123 : detention_facility_km 98 : bulvar_ring_km - 0.8353492
## 136 : exhibition_km 98 : bulvar_ring_km - 0.8789181
## 274 : sport_count_5000 98 : bulvar_ring_km - 0.8221909
## 105 : zd_vokzaly_avto_km 99 : kremlin_km - 0.9657161
## 110 : nuclear_reactor_km 99 : kremlin_km - 0.8034289
## 111 : radiation_km 99 : kremlin_km - 0.8640533
## 113 : thermal_power_plant_km 99 : kremlin_km - 0.8672251
## 120 : stadium_km 99 : kremlin_km - 0.9052401
## 121 : basketball_km 99 : kremlin_km - 0.8919805
## 123 : detention_facility_km 99 : kremlin_km - 0.8226343
## 136 : exhibition_km 99 : kremlin_km - 0.8795303
## 274 : sport_count_5000 99 : kremlin_km - 0.8263875
## 110 : nuclear_reactor_km 105 : zd_vokzaly_avto_km - 0.8258332
## 111 : radiation_km 105 : zd_vokzaly_avto_km - 0.8473822
## 113 : thermal_power_plant_km 105 : zd_vokzaly_avto_km - 0.8633574
## 120 : stadium_km 105 : zd_vokzaly_avto_km - 0.9049329
## 121 : basketball_km 105 : zd_vokzaly_avto_km - 0.9057437
## 123 : detention_facility_km 105 : zd_vokzaly_avto_km - 0.8610885
## 126 : workplaces_km 105 : zd_vokzaly_avto_km - 0.8001063
## 136 : exhibition_km 105 : zd_vokzaly_avto_km - 0.8377998
## 274 : sport_count_5000 105 : zd_vokzaly_avto_km - 0.804994
## 111 : radiation_km 109 : oil_chemistry_km - 0.8225423
## 111 : radiation_km 110 : nuclear_reactor_km - 0.8126605
## 113 : thermal_power_plant_km 110 : nuclear_reactor_km - 0.8269289
## 120 : stadium_km 110 : nuclear_reactor_km - 0.8006041
## 121 : basketball_km 110 : nuclear_reactor_km - 0.8418898
## 112 : power_transmission_line_km 111 : radiation_km - 0.9221546
## 113 : thermal_power_plant_km 111 : radiation_km - 0.9331894
## 114 : ts_km 111 : radiation_km - 0.8706207
## 120 : stadium_km 111 : radiation_km - 0.8758977
## 121 : basketball_km 111 : radiation_km - 0.9343608
## 136 : exhibition_km 111 : radiation_km - 0.8893577
## 113 : thermal_power_plant_km 112 : power_transmission_line_km - 0.878474
## 114 : ts_km 112 : power_transmission_line_km - 0.8802774
## 120 : stadium_km 112 : power_transmission_line_km - 0.8095308
## 121 : basketball_km 112 : power_transmission_line_km - 0.8605474
## 136 : exhibition_km 112 : power_transmission_line_km - 0.847572
## 114 : ts_km 113 : thermal_power_plant_km - 0.8105309
## 120 : stadium_km 113 : thermal_power_plant_km - 0.8603635
## 121 : basketball_km 113 : thermal_power_plant_km - 0.9226947
## 136 : exhibition_km 113 : thermal_power_plant_km - 0.8706665
## 120 : stadium_km 114 : ts_km - 0.8102104
## 121 : basketball_km 114 : ts_km - 0.8588168
## 136 : exhibition_km 114 : ts_km - 0.8947503
## 124 : public_healthcare_km 117 : fitness_km - 0.8034494
## 121 : basketball_km 118 : swim_pool_km - 0.8138264
## 124 : public_healthcare_km 118 : swim_pool_km - 0.8894206
## 126 : workplaces_km 118 : swim_pool_km - 0.847199
## 127 : shopping_centers_km 118 : swim_pool_km - 0.9000279
## 130 : preschool_km 118 : swim_pool_km - 0.8902144
## 131 : big_church_km 118 : swim_pool_km - 0.906365
## 121 : basketball_km 120 : stadium_km - 0.9080339
## 123 : detention_facility_km 120 : stadium_km - 0.8264523
## 136 : exhibition_km 120 : stadium_km - 0.9110743
## 123 : detention_facility_km 121 : basketball_km - 0.8514758
## 124 : public_healthcare_km 121 : basketball_km - 0.8008189
## 125 : university_km 121 : basketball_km - 0.8129983
## 126 : workplaces_km 121 : basketball_km - 0.8881672
## 131 : big_church_km 121 : basketball_km - 0.8444439
## 136 : exhibition_km 121 : basketball_km - 0.8938212
## 126 : workplaces_km 122 : hospice_morgue_km - 0.8339333
## 130 : preschool_km 122 : hospice_morgue_km - 0.8269609
## 126 : workplaces_km 123 : detention_facility_km - 0.812324
## 126 : workplaces_km 124 : public_healthcare_km - 0.8460288
## 127 : shopping_centers_km 124 : public_healthcare_km - 0.8528417
## 130 : preschool_km 124 : public_healthcare_km - 0.928032
## 131 : big_church_km 124 : public_healthcare_km - 0.9162137
## 126 : workplaces_km 125 : university_km - 0.8756027
## 134 : theater_km 125 : university_km - 0.888875
## 135 : museum_km 125 : university_km - 0.887421
## 127 : shopping_centers_km 126 : workplaces_km - 0.8228761
## 128 : office_km 126 : workplaces_km - 0.8035441
## 130 : preschool_km 126 : workplaces_km - 0.8630003
## 131 : big_church_km 126 : workplaces_km - 0.8539744
## 135 : museum_km 126 : workplaces_km - 0.8056234
## 128 : office_km 127 : shopping_centers_km - 0.8295437
## 130 : preschool_km 127 : shopping_centers_km - 0.898468
## 131 : big_church_km 127 : shopping_centers_km - 0.8771749
## 131 : big_church_km 130 : preschool_km - 0.9202301
## 135 : museum_km 134 : theater_km - 0.9007163
## 144 : cafe_count_500 140 : office_count_500 - 0.8265307
## 149 : cafe_count_500_price_500 140 : office_count_500 - 0.8051683
## 151 : cafe_count_500_price_1500 140 : office_count_500 - 0.8207133
## 163 : office_count_1000 140 : office_count_500 - 0.9232092
## 167 : cafe_count_1000 140 : office_count_500 - 0.8092637
## 173 : cafe_count_1000_price_1000 140 : office_count_500 - 0.8408735
## 174 : cafe_count_1000_price_1500 140 : office_count_500 - 0.8157259
## 186 : office_count_1500 140 : office_count_500 - 0.8937584
## 190 : cafe_count_1500 140 : office_count_500 - 0.8198678
## 194 : cafe_count_1500_na_price 140 : office_count_500 - 0.8121535
## 195 : cafe_count_1500_price_500 140 : office_count_500 - 0.8115564
## 196 : cafe_count_1500_price_1000 140 : office_count_500 - 0.8320871
## 197 : cafe_count_1500_price_1500 140 : office_count_500 - 0.8105401
## 198 : cafe_count_1500_price_2500 140 : office_count_500 - 0.8195112
## 204 : leisure_count_1500 140 : office_count_500 - 0.8029024
## 209 : office_count_2000 140 : office_count_500 - 0.8682996
## 213 : cafe_count_2000 140 : office_count_500 - 0.8258813
## 217 : cafe_count_2000_na_price 140 : office_count_500 - 0.8198381
## 218 : cafe_count_2000_price_500 140 : office_count_500 - 0.8279383
## 219 : cafe_count_2000_price_1000 140 : office_count_500 - 0.8252793
## 220 : cafe_count_2000_price_1500 140 : office_count_500 - 0.8198835
## 221 : cafe_count_2000_price_2500 140 : office_count_500 - 0.8220631
## 232 : office_count_3000 140 : office_count_500 - 0.8485835
## 236 : cafe_count_3000 140 : office_count_500 - 0.8462733
## 240 : cafe_count_3000_na_price 140 : office_count_500 - 0.8397499
## 241 : cafe_count_3000_price_500 140 : office_count_500 - 0.8452698
## 242 : cafe_count_3000_price_1000 140 : office_count_500 - 0.8453596
## 243 : cafe_count_3000_price_1500 140 : office_count_500 - 0.8416548
## 244 : cafe_count_3000_price_2500 140 : office_count_500 - 0.8452668
## 245 : cafe_count_3000_price_4000 140 : office_count_500 - 0.8253674
## 246 : cafe_count_3000_price_high 140 : office_count_500 - 0.8137221
## 247 : big_church_count_3000 140 : office_count_500 - 0.8288707
## 248 : church_count_3000 140 : office_count_500 - 0.8347721
## 250 : leisure_count_3000 140 : office_count_500 - 0.8182738
## 255 : office_count_5000 140 : office_count_500 - 0.827775
## 259 : cafe_count_5000 140 : office_count_500 - 0.8337217
## 263 : cafe_count_5000_na_price 140 : office_count_500 - 0.8292816
## 264 : cafe_count_5000_price_500 140 : office_count_500 - 0.8304029
## 265 : cafe_count_5000_price_1000 140 : office_count_500 - 0.8253399
## 266 : cafe_count_5000_price_1500 140 : office_count_500 - 0.8344741
## 267 : cafe_count_5000_price_2500 140 : office_count_500 - 0.8341491
## 268 : cafe_count_5000_price_4000 140 : office_count_500 - 0.8276794
## 269 : cafe_count_5000_price_high 140 : office_count_500 - 0.806576
## 270 : big_church_count_5000 140 : office_count_500 - 0.8183887
## 271 : church_count_5000 140 : office_count_500 - 0.8223785
## 273 : leisure_count_5000 140 : office_count_500 - 0.833665
## 148 : cafe_count_500_na_price 144 : cafe_count_500 - 0.9185137
## 149 : cafe_count_500_price_500 144 : cafe_count_500 - 0.9714648
## 150 : cafe_count_500_price_1000 144 : cafe_count_500 - 0.908954
## 151 : cafe_count_500_price_1500 144 : cafe_count_500 - 0.9517908
## 152 : cafe_count_500_price_2500 144 : cafe_count_500 - 0.9549935
## 153 : cafe_count_500_price_4000 144 : cafe_count_500 - 0.8890998
## 155 : big_church_count_500 144 : cafe_count_500 - 0.8740093
## 156 : church_count_500 144 : cafe_count_500 - 0.8776271
## 163 : office_count_1000 144 : cafe_count_500 - 0.8920446
## 167 : cafe_count_1000 144 : cafe_count_500 - 0.9703329
## 171 : cafe_count_1000_na_price 144 : cafe_count_500 - 0.9337166
## 172 : cafe_count_1000_price_500 144 : cafe_count_500 - 0.9584628
## 173 : cafe_count_1000_price_1000 144 : cafe_count_500 - 0.9559288
## 174 : cafe_count_1000_price_1500 144 : cafe_count_500 - 0.9647535
## 175 : cafe_count_1000_price_2500 144 : cafe_count_500 - 0.9555256
## 176 : cafe_count_1000_price_4000 144 : cafe_count_500 - 0.926746
## 178 : big_church_count_1000 144 : cafe_count_500 - 0.9059485
## 179 : church_count_1000 144 : cafe_count_500 - 0.9137184
## 181 : leisure_count_1000 144 : cafe_count_500 - 0.8931535
## 186 : office_count_1500 144 : cafe_count_500 - 0.9212949
## 190 : cafe_count_1500 144 : cafe_count_500 - 0.9636458
## 194 : cafe_count_1500_na_price 144 : cafe_count_500 - 0.943396
## 195 : cafe_count_1500_price_500 144 : cafe_count_500 - 0.9576486
## 196 : cafe_count_1500_price_1000 144 : cafe_count_500 - 0.9581057
## 197 : cafe_count_1500_price_1500 144 : cafe_count_500 - 0.9615913
## 198 : cafe_count_1500_price_2500 144 : cafe_count_500 - 0.9561253
## 199 : cafe_count_1500_price_4000 144 : cafe_count_500 - 0.9372227
## 200 : cafe_count_1500_price_high 144 : cafe_count_500 - 0.8665668
## 201 : big_church_count_1500 144 : cafe_count_500 - 0.9261266
## 202 : church_count_1500 144 : cafe_count_500 - 0.9287109
## 204 : leisure_count_1500 144 : cafe_count_500 - 0.9159258
## 209 : office_count_2000 144 : cafe_count_500 - 0.9294801
## 213 : cafe_count_2000 144 : cafe_count_500 - 0.9587632
## 217 : cafe_count_2000_na_price 144 : cafe_count_500 - 0.9474402
## 218 : cafe_count_2000_price_500 144 : cafe_count_500 - 0.9555287
## 219 : cafe_count_2000_price_1000 144 : cafe_count_500 - 0.9549523
## 220 : cafe_count_2000_price_1500 144 : cafe_count_500 - 0.9577667
## 221 : cafe_count_2000_price_2500 144 : cafe_count_500 - 0.9541742
## 222 : cafe_count_2000_price_4000 144 : cafe_count_500 - 0.9404796
## 223 : cafe_count_2000_price_high 144 : cafe_count_500 - 0.8992729
## 224 : big_church_count_2000 144 : cafe_count_500 - 0.9318314
## 225 : church_count_2000 144 : cafe_count_500 - 0.9357344
## 227 : leisure_count_2000 144 : cafe_count_500 - 0.9421654
## 232 : office_count_3000 144 : cafe_count_500 - 0.9182275
## 236 : cafe_count_3000 144 : cafe_count_500 - 0.943005
## 240 : cafe_count_3000_na_price 144 : cafe_count_500 - 0.9324118
## 241 : cafe_count_3000_price_500 144 : cafe_count_500 - 0.940776
## 242 : cafe_count_3000_price_1000 144 : cafe_count_500 - 0.9373328
## 243 : cafe_count_3000_price_1500 144 : cafe_count_500 - 0.9438246
## 244 : cafe_count_3000_price_2500 144 : cafe_count_500 - 0.9396974
## 245 : cafe_count_3000_price_4000 144 : cafe_count_500 - 0.9332402
## 246 : cafe_count_3000_price_high 144 : cafe_count_500 - 0.8718141
## 247 : big_church_count_3000 144 : cafe_count_500 - 0.9159697
## 248 : church_count_3000 144 : cafe_count_500 - 0.9271502
## 250 : leisure_count_3000 144 : cafe_count_500 - 0.9433253
## 255 : office_count_5000 144 : cafe_count_500 - 0.8228532
## 259 : cafe_count_5000 144 : cafe_count_500 - 0.8371211
## 263 : cafe_count_5000_na_price 144 : cafe_count_500 - 0.8341456
## 264 : cafe_count_5000_price_500 144 : cafe_count_500 - 0.8318859
## 265 : cafe_count_5000_price_1000 144 : cafe_count_500 - 0.8279225
## 266 : cafe_count_5000_price_1500 144 : cafe_count_500 - 0.8403713
## 267 : cafe_count_5000_price_2500 144 : cafe_count_500 - 0.837579
## 268 : cafe_count_5000_price_4000 144 : cafe_count_500 - 0.8305442
## 269 : cafe_count_5000_price_high 144 : cafe_count_500 - 0.8083699
## 270 : big_church_count_5000 144 : cafe_count_500 - 0.8287117
## 271 : church_count_5000 144 : cafe_count_500 - 0.8330109
## 273 : leisure_count_5000 144 : cafe_count_500 - 0.8396641
## 149 : cafe_count_500_price_500 148 : cafe_count_500_na_price - 0.8859398
## 151 : cafe_count_500_price_1500 148 : cafe_count_500_na_price - 0.8375786
## 152 : cafe_count_500_price_2500 148 : cafe_count_500_na_price - 0.9140325
## 153 : cafe_count_500_price_4000 148 : cafe_count_500_na_price - 0.8327365
## 155 : big_church_count_500 148 : cafe_count_500_na_price - 0.880291
## 156 : church_count_500 148 : cafe_count_500_na_price - 0.8993646
## 167 : cafe_count_1000 148 : cafe_count_500_na_price - 0.919662
## 171 : cafe_count_1000_na_price 148 : cafe_count_500_na_price - 0.9307944
## 172 : cafe_count_1000_price_500 148 : cafe_count_500_na_price - 0.9237071
## 173 : cafe_count_1000_price_1000 148 : cafe_count_500_na_price - 0.858112
## 174 : cafe_count_1000_price_1500 148 : cafe_count_500_na_price - 0.9028713
## 175 : cafe_count_1000_price_2500 148 : cafe_count_500_na_price - 0.9166372
## 176 : cafe_count_1000_price_4000 148 : cafe_count_500_na_price - 0.9174714
## 178 : big_church_count_1000 148 : cafe_count_500_na_price - 0.8772401
## 179 : church_count_1000 148 : cafe_count_500_na_price - 0.9082621
## 181 : leisure_count_1000 148 : cafe_count_500_na_price - 0.831752
## 186 : office_count_1500 148 : cafe_count_500_na_price - 0.8295955
## 190 : cafe_count_1500 148 : cafe_count_500_na_price - 0.912204
## 194 : cafe_count_1500_na_price 148 : cafe_count_500_na_price - 0.9100783
## 195 : cafe_count_1500_price_500 148 : cafe_count_500_na_price - 0.9106269
## 196 : cafe_count_1500_price_1000 148 : cafe_count_500_na_price - 0.8900266
## 197 : cafe_count_1500_price_1500 148 : cafe_count_500_na_price - 0.914772
## 198 : cafe_count_1500_price_2500 148 : cafe_count_500_na_price - 0.8996153
## 199 : cafe_count_1500_price_4000 148 : cafe_count_500_na_price - 0.9111969
## 201 : big_church_count_1500 148 : cafe_count_500_na_price - 0.9162601
## 202 : church_count_1500 148 : cafe_count_500_na_price - 0.9103259
## 204 : leisure_count_1500 148 : cafe_count_500_na_price - 0.8445263
## 209 : office_count_2000 148 : cafe_count_500_na_price - 0.853791
## 213 : cafe_count_2000 148 : cafe_count_500_na_price - 0.9051879
## 217 : cafe_count_2000_na_price 148 : cafe_count_500_na_price - 0.9058029
## 218 : cafe_count_2000_price_500 148 : cafe_count_500_na_price - 0.8990162
## 219 : cafe_count_2000_price_1000 148 : cafe_count_500_na_price - 0.8975899
## 220 : cafe_count_2000_price_1500 148 : cafe_count_500_na_price - 0.9071378
## 221 : cafe_count_2000_price_2500 148 : cafe_count_500_na_price - 0.8994699
## 222 : cafe_count_2000_price_4000 148 : cafe_count_500_na_price - 0.898283
## 223 : cafe_count_2000_price_high 148 : cafe_count_500_na_price - 0.8381811
## 224 : big_church_count_2000 148 : cafe_count_500_na_price - 0.913102
## 225 : church_count_2000 148 : cafe_count_500_na_price - 0.9064063
## 227 : leisure_count_2000 148 : cafe_count_500_na_price - 0.9010406
## 232 : office_count_3000 148 : cafe_count_500_na_price - 0.8476347
## 236 : cafe_count_3000 148 : cafe_count_500_na_price - 0.8745048
## 240 : cafe_count_3000_na_price 148 : cafe_count_500_na_price - 0.8725883
## 241 : cafe_count_3000_price_500 148 : cafe_count_500_na_price - 0.8722197
## 242 : cafe_count_3000_price_1000 148 : cafe_count_500_na_price - 0.8635911
## 243 : cafe_count_3000_price_1500 148 : cafe_count_500_na_price - 0.8786532
## 244 : cafe_count_3000_price_2500 148 : cafe_count_500_na_price - 0.8694385
## 245 : cafe_count_3000_price_4000 148 : cafe_count_500_na_price - 0.8749969
## 247 : big_church_count_3000 148 : cafe_count_500_na_price - 0.8599573
## 248 : church_count_3000 148 : cafe_count_500_na_price - 0.8682741
## 250 : leisure_count_3000 148 : cafe_count_500_na_price - 0.8919372
## 150 : cafe_count_500_price_1000 149 : cafe_count_500_price_500 - 0.8620258
## 151 : cafe_count_500_price_1500 149 : cafe_count_500_price_500 - 0.8966666
## 152 : cafe_count_500_price_2500 149 : cafe_count_500_price_500 - 0.9125086
## 153 : cafe_count_500_price_4000 149 : cafe_count_500_price_500 - 0.8390339
## 155 : big_church_count_500 149 : cafe_count_500_price_500 - 0.864108
## 156 : church_count_500 149 : cafe_count_500_price_500 - 0.865019
## 163 : office_count_1000 149 : cafe_count_500_price_500 - 0.8632321
## 167 : cafe_count_1000 149 : cafe_count_500_price_500 - 0.9424218
## 171 : cafe_count_1000_na_price 149 : cafe_count_500_price_500 - 0.8996402
## 172 : cafe_count_1000_price_500 149 : cafe_count_500_price_500 - 0.9451709
## 173 : cafe_count_1000_price_1000 149 : cafe_count_500_price_500 - 0.9214143
## 174 : cafe_count_1000_price_1500 149 : cafe_count_500_price_500 - 0.9305515
## 175 : cafe_count_1000_price_2500 149 : cafe_count_500_price_500 - 0.9243111
## 176 : cafe_count_1000_price_4000 149 : cafe_count_500_price_500 - 0.8985664
## 178 : big_church_count_1000 149 : cafe_count_500_price_500 - 0.8815189
## 179 : church_count_1000 149 : cafe_count_500_price_500 - 0.8932627
## 181 : leisure_count_1000 149 : cafe_count_500_price_500 - 0.8632824
## 186 : office_count_1500 149 : cafe_count_500_price_500 - 0.889292
## 190 : cafe_count_1500 149 : cafe_count_500_price_500 - 0.9353105
## 194 : cafe_count_1500_na_price 149 : cafe_count_500_price_500 - 0.9126353
## 195 : cafe_count_1500_price_500 149 : cafe_count_500_price_500 - 0.9371256
## 196 : cafe_count_1500_price_1000 149 : cafe_count_500_price_500 - 0.9290613
## 197 : cafe_count_1500_price_1500 149 : cafe_count_500_price_500 - 0.9302446
## 198 : cafe_count_1500_price_2500 149 : cafe_count_500_price_500 - 0.9243487
## 199 : cafe_count_1500_price_4000 149 : cafe_count_500_price_500 - 0.9071517
## 200 : cafe_count_1500_price_high 149 : cafe_count_500_price_500 - 0.8276974
## 201 : big_church_count_1500 149 : cafe_count_500_price_500 - 0.8984347
## 202 : church_count_1500 149 : cafe_count_500_price_500 - 0.9035595
## 204 : leisure_count_1500 149 : cafe_count_500_price_500 - 0.8811899
## 209 : office_count_2000 149 : cafe_count_500_price_500 - 0.8985675
## 213 : cafe_count_2000 149 : cafe_count_500_price_500 - 0.9296565
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## 218 : cafe_count_2000_price_500 149 : cafe_count_500_price_500 - 0.9326819
## 219 : cafe_count_2000_price_1000 149 : cafe_count_500_price_500 - 0.9259668
## 220 : cafe_count_2000_price_1500 149 : cafe_count_500_price_500 - 0.9256406
## 221 : cafe_count_2000_price_2500 149 : cafe_count_500_price_500 - 0.9225611
## 222 : cafe_count_2000_price_4000 149 : cafe_count_500_price_500 - 0.9078011
## 223 : cafe_count_2000_price_high 149 : cafe_count_500_price_500 - 0.8653329
## 224 : big_church_count_2000 149 : cafe_count_500_price_500 - 0.9019691
## 225 : church_count_2000 149 : cafe_count_500_price_500 - 0.9084701
## 227 : leisure_count_2000 149 : cafe_count_500_price_500 - 0.9123953
## 232 : office_count_3000 149 : cafe_count_500_price_500 - 0.8850233
## 236 : cafe_count_3000 149 : cafe_count_500_price_500 - 0.9109703
## 240 : cafe_count_3000_na_price 149 : cafe_count_500_price_500 - 0.9002485
## 241 : cafe_count_3000_price_500 149 : cafe_count_500_price_500 - 0.9126065
## 242 : cafe_count_3000_price_1000 149 : cafe_count_500_price_500 - 0.9049855
## 243 : cafe_count_3000_price_1500 149 : cafe_count_500_price_500 - 0.9095107
## 244 : cafe_count_3000_price_2500 149 : cafe_count_500_price_500 - 0.9067486
## 245 : cafe_count_3000_price_4000 149 : cafe_count_500_price_500 - 0.9006524
## 246 : cafe_count_3000_price_high 149 : cafe_count_500_price_500 - 0.8381258
## 247 : big_church_count_3000 149 : cafe_count_500_price_500 - 0.8807376
## 248 : church_count_3000 149 : cafe_count_500_price_500 - 0.8952679
## 250 : leisure_count_3000 149 : cafe_count_500_price_500 - 0.9121857
## 266 : cafe_count_5000_price_1500 149 : cafe_count_500_price_500 - 0.800361
## 273 : leisure_count_5000 149 : cafe_count_500_price_500 - 0.8010761
## 151 : cafe_count_500_price_1500 150 : cafe_count_500_price_1000 - 0.8669442
## 163 : office_count_1000 150 : cafe_count_500_price_1000 - 0.8183388
## 167 : cafe_count_1000 150 : cafe_count_500_price_1000 - 0.8320624
## 172 : cafe_count_1000_price_500 150 : cafe_count_500_price_1000 - 0.8047071
## 173 : cafe_count_1000_price_1000 150 : cafe_count_500_price_1000 - 0.8814988
## 174 : cafe_count_1000_price_1500 150 : cafe_count_500_price_1000 - 0.833027
## 186 : office_count_1500 150 : cafe_count_500_price_1000 - 0.8297283
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## 195 : cafe_count_1500_price_500 150 : cafe_count_500_price_1000 - 0.8148494
## 196 : cafe_count_1500_price_1000 150 : cafe_count_500_price_1000 - 0.8408963
## 197 : cafe_count_1500_price_1500 150 : cafe_count_500_price_1000 - 0.8176331
## 198 : cafe_count_1500_price_2500 150 : cafe_count_500_price_1000 - 0.8155959
## 204 : leisure_count_1500 150 : cafe_count_500_price_1000 - 0.8012451
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## 213 : cafe_count_2000 150 : cafe_count_500_price_1000 - 0.8216951
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## 218 : cafe_count_2000_price_500 150 : cafe_count_500_price_1000 - 0.8212056
## 219 : cafe_count_2000_price_1000 150 : cafe_count_500_price_1000 - 0.8272502
## 220 : cafe_count_2000_price_1500 150 : cafe_count_500_price_1000 - 0.8179767
## 221 : cafe_count_2000_price_2500 150 : cafe_count_500_price_1000 - 0.8142091
## 232 : office_count_3000 150 : cafe_count_500_price_1000 - 0.8109646
## 236 : cafe_count_3000 150 : cafe_count_500_price_1000 - 0.8240754
## 240 : cafe_count_3000_na_price 150 : cafe_count_500_price_1000 - 0.811883
## 241 : cafe_count_3000_price_500 150 : cafe_count_500_price_1000 - 0.8230619
## 242 : cafe_count_3000_price_1000 150 : cafe_count_500_price_1000 - 0.828028
## 243 : cafe_count_3000_price_1500 150 : cafe_count_500_price_1000 - 0.8214081
## 244 : cafe_count_3000_price_2500 150 : cafe_count_500_price_1000 - 0.8184331
## 247 : big_church_count_3000 150 : cafe_count_500_price_1000 - 0.801572
## 248 : church_count_3000 150 : cafe_count_500_price_1000 - 0.8096583
## 250 : leisure_count_3000 150 : cafe_count_500_price_1000 - 0.8068485
## 152 : cafe_count_500_price_2500 151 : cafe_count_500_price_1500 - 0.878752
## 153 : cafe_count_500_price_4000 151 : cafe_count_500_price_1500 - 0.8190513
## 163 : office_count_1000 151 : cafe_count_500_price_1500 - 0.8728889
## 167 : cafe_count_1000 151 : cafe_count_500_price_1500 - 0.9127469
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## 172 : cafe_count_1000_price_500 151 : cafe_count_500_price_1500 - 0.8886336
## 173 : cafe_count_1000_price_1000 151 : cafe_count_500_price_1500 - 0.9124619
## 174 : cafe_count_1000_price_1500 151 : cafe_count_500_price_1500 - 0.927755
## 175 : cafe_count_1000_price_2500 151 : cafe_count_500_price_1500 - 0.8897831
## 176 : cafe_count_1000_price_4000 151 : cafe_count_500_price_1500 - 0.8468049
## 178 : big_church_count_1000 151 : cafe_count_500_price_1500 - 0.8532603
## 179 : church_count_1000 151 : cafe_count_500_price_1500 - 0.845743
## 181 : leisure_count_1000 151 : cafe_count_500_price_1500 - 0.8426245
## 186 : office_count_1500 151 : cafe_count_500_price_1500 - 0.8912009
## 190 : cafe_count_1500 151 : cafe_count_500_price_1500 - 0.9094764
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## 195 : cafe_count_1500_price_500 151 : cafe_count_500_price_1500 - 0.8983814
## 196 : cafe_count_1500_price_1000 151 : cafe_count_500_price_1500 - 0.908361
## 197 : cafe_count_1500_price_1500 151 : cafe_count_500_price_1500 - 0.9126251
## 198 : cafe_count_1500_price_2500 151 : cafe_count_500_price_1500 - 0.9018477
## 199 : cafe_count_1500_price_4000 151 : cafe_count_500_price_1500 - 0.8691084
## 200 : cafe_count_1500_price_high 151 : cafe_count_500_price_1500 - 0.823904
## 201 : big_church_count_1500 151 : cafe_count_500_price_1500 - 0.8643597
## 202 : church_count_1500 151 : cafe_count_500_price_1500 - 0.8667156
## 204 : leisure_count_1500 151 : cafe_count_500_price_1500 - 0.8703096
## 209 : office_count_2000 151 : cafe_count_500_price_1500 - 0.8907332
## 213 : cafe_count_2000 151 : cafe_count_500_price_1500 - 0.9065137
## 217 : cafe_count_2000_na_price 151 : cafe_count_500_price_1500 - 0.8961402
## 218 : cafe_count_2000_price_500 151 : cafe_count_500_price_1500 - 0.9011632
## 219 : cafe_count_2000_price_1000 151 : cafe_count_500_price_1500 - 0.9034424
## 220 : cafe_count_2000_price_1500 151 : cafe_count_500_price_1500 - 0.9109614
## 221 : cafe_count_2000_price_2500 151 : cafe_count_500_price_1500 - 0.8993626
## 222 : cafe_count_2000_price_4000 151 : cafe_count_500_price_1500 - 0.8815426
## 223 : cafe_count_2000_price_high 151 : cafe_count_500_price_1500 - 0.8468216
## 224 : big_church_count_2000 151 : cafe_count_500_price_1500 - 0.8757832
## 225 : church_count_2000 151 : cafe_count_500_price_1500 - 0.8783944
## 227 : leisure_count_2000 151 : cafe_count_500_price_1500 - 0.8821178
## 232 : office_count_3000 151 : cafe_count_500_price_1500 - 0.880196
## 236 : cafe_count_3000 151 : cafe_count_500_price_1500 - 0.8994439
## 240 : cafe_count_3000_na_price 151 : cafe_count_500_price_1500 - 0.8882403
## 241 : cafe_count_3000_price_500 151 : cafe_count_500_price_1500 - 0.8949331
## 242 : cafe_count_3000_price_1000 151 : cafe_count_500_price_1500 - 0.8969195
## 243 : cafe_count_3000_price_1500 151 : cafe_count_500_price_1500 - 0.9034465
## 244 : cafe_count_3000_price_2500 151 : cafe_count_500_price_1500 - 0.8937993
## 245 : cafe_count_3000_price_4000 151 : cafe_count_500_price_1500 - 0.881989
## 246 : cafe_count_3000_price_high 151 : cafe_count_500_price_1500 - 0.8325294
## 247 : big_church_count_3000 151 : cafe_count_500_price_1500 - 0.8810127
## 248 : church_count_3000 151 : cafe_count_500_price_1500 - 0.8866283
## 250 : leisure_count_3000 151 : cafe_count_500_price_1500 - 0.888997
## 255 : office_count_5000 151 : cafe_count_500_price_1500 - 0.806071
## 259 : cafe_count_5000 151 : cafe_count_500_price_1500 - 0.820443
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## 264 : cafe_count_5000_price_500 151 : cafe_count_500_price_1500 - 0.8146684
## 265 : cafe_count_5000_price_1000 151 : cafe_count_500_price_1500 - 0.8126567
## 266 : cafe_count_5000_price_1500 151 : cafe_count_500_price_1500 - 0.8256707
## 267 : cafe_count_5000_price_2500 151 : cafe_count_500_price_1500 - 0.8191123
## 268 : cafe_count_5000_price_4000 151 : cafe_count_500_price_1500 - 0.8096334
## 270 : big_church_count_5000 151 : cafe_count_500_price_1500 - 0.814967
## 271 : church_count_5000 151 : cafe_count_500_price_1500 - 0.8178462
## 273 : leisure_count_5000 151 : cafe_count_500_price_1500 - 0.8188285
## 153 : cafe_count_500_price_4000 152 : cafe_count_500_price_2500 - 0.8986787
## 155 : big_church_count_500 152 : cafe_count_500_price_2500 - 0.8871733
## 156 : church_count_500 152 : cafe_count_500_price_2500 - 0.8996489
## 163 : office_count_1000 152 : cafe_count_500_price_2500 - 0.8517854
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## 172 : cafe_count_1000_price_500 152 : cafe_count_500_price_2500 - 0.9529872
## 173 : cafe_count_1000_price_1000 152 : cafe_count_500_price_2500 - 0.9180079
## 174 : cafe_count_1000_price_1500 152 : cafe_count_500_price_2500 - 0.9464361
## 175 : cafe_count_1000_price_2500 152 : cafe_count_500_price_2500 - 0.9692573
## 176 : cafe_count_1000_price_4000 152 : cafe_count_500_price_2500 - 0.9515904
## 178 : big_church_count_1000 152 : cafe_count_500_price_2500 - 0.8962071
## 179 : church_count_1000 152 : cafe_count_500_price_2500 - 0.9210145
## 181 : leisure_count_1000 152 : cafe_count_500_price_2500 - 0.8885922
## 186 : office_count_1500 152 : cafe_count_500_price_2500 - 0.889136
## 190 : cafe_count_1500 152 : cafe_count_500_price_2500 - 0.9543437
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## 195 : cafe_count_1500_price_500 152 : cafe_count_500_price_2500 - 0.9477123
## 196 : cafe_count_1500_price_1000 152 : cafe_count_500_price_2500 - 0.9385676
## 197 : cafe_count_1500_price_1500 152 : cafe_count_500_price_2500 - 0.9531868
## 198 : cafe_count_1500_price_2500 152 : cafe_count_500_price_2500 - 0.9538945
## 199 : cafe_count_1500_price_4000 152 : cafe_count_500_price_2500 - 0.9515806
## 200 : cafe_count_1500_price_high 152 : cafe_count_500_price_2500 - 0.8633392
## 201 : big_church_count_1500 152 : cafe_count_500_price_2500 - 0.9341817
## 202 : church_count_1500 152 : cafe_count_500_price_2500 - 0.930724
## 204 : leisure_count_1500 152 : cafe_count_500_price_2500 - 0.9043814
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## 213 : cafe_count_2000 152 : cafe_count_500_price_2500 - 0.9484546
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## 219 : cafe_count_2000_price_1000 152 : cafe_count_500_price_2500 - 0.9406802
## 220 : cafe_count_2000_price_1500 152 : cafe_count_500_price_2500 - 0.9477272
## 221 : cafe_count_2000_price_2500 152 : cafe_count_500_price_2500 - 0.9510131
## 222 : cafe_count_2000_price_4000 152 : cafe_count_500_price_2500 - 0.946432
## 223 : cafe_count_2000_price_high 152 : cafe_count_500_price_2500 - 0.9002583
## 224 : big_church_count_2000 152 : cafe_count_500_price_2500 - 0.9336576
## 225 : church_count_2000 152 : cafe_count_500_price_2500 - 0.9338978
## 227 : leisure_count_2000 152 : cafe_count_500_price_2500 - 0.9422772
## 232 : office_count_3000 152 : cafe_count_500_price_2500 - 0.8960488
## 236 : cafe_count_3000 152 : cafe_count_500_price_2500 - 0.9255191
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## 241 : cafe_count_3000_price_500 152 : cafe_count_500_price_2500 - 0.920978
## 242 : cafe_count_3000_price_1000 152 : cafe_count_500_price_2500 - 0.915021
## 243 : cafe_count_3000_price_1500 152 : cafe_count_500_price_2500 - 0.9279487
## 244 : cafe_count_3000_price_2500 152 : cafe_count_500_price_2500 - 0.9271313
## 245 : cafe_count_3000_price_4000 152 : cafe_count_500_price_2500 - 0.9291127
## 246 : cafe_count_3000_price_high 152 : cafe_count_500_price_2500 - 0.8572905
## 247 : big_church_count_3000 152 : cafe_count_500_price_2500 - 0.8954832
## 248 : church_count_3000 152 : cafe_count_500_price_2500 - 0.9085131
## 250 : leisure_count_3000 152 : cafe_count_500_price_2500 - 0.9381747
## 266 : cafe_count_5000_price_1500 152 : cafe_count_500_price_2500 - 0.8031605
## 267 : cafe_count_5000_price_2500 152 : cafe_count_500_price_2500 - 0.8046978
## 268 : cafe_count_5000_price_4000 152 : cafe_count_500_price_2500 - 0.8013134
## 273 : leisure_count_5000 152 : cafe_count_500_price_2500 - 0.8104686
## 155 : big_church_count_500 153 : cafe_count_500_price_4000 - 0.8023277
## 156 : church_count_500 153 : cafe_count_500_price_4000 - 0.8082072
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## 172 : cafe_count_1000_price_500 153 : cafe_count_500_price_4000 - 0.8735182
## 173 : cafe_count_1000_price_1000 153 : cafe_count_500_price_4000 - 0.8529169
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## 175 : cafe_count_1000_price_2500 153 : cafe_count_500_price_4000 - 0.8955504
## 176 : cafe_count_1000_price_4000 153 : cafe_count_500_price_4000 - 0.9162088
## 178 : big_church_count_1000 153 : cafe_count_500_price_4000 - 0.8267801
## 179 : church_count_1000 153 : cafe_count_500_price_4000 - 0.8371198
## 181 : leisure_count_1000 153 : cafe_count_500_price_4000 - 0.8395142
## 186 : office_count_1500 153 : cafe_count_500_price_4000 - 0.8232739
## 190 : cafe_count_1500 153 : cafe_count_500_price_4000 - 0.8843049
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## 195 : cafe_count_1500_price_500 153 : cafe_count_500_price_4000 - 0.8716266
## 196 : cafe_count_1500_price_1000 153 : cafe_count_500_price_4000 - 0.8663045
## 197 : cafe_count_1500_price_1500 153 : cafe_count_500_price_4000 - 0.8813289
## 198 : cafe_count_1500_price_2500 153 : cafe_count_500_price_4000 - 0.8887646
## 199 : cafe_count_1500_price_4000 153 : cafe_count_500_price_4000 - 0.9065852
## 200 : cafe_count_1500_price_high 153 : cafe_count_500_price_4000 - 0.8346288
## 201 : big_church_count_1500 153 : cafe_count_500_price_4000 - 0.8509347
## 202 : church_count_1500 153 : cafe_count_500_price_4000 - 0.8498476
## 204 : leisure_count_1500 153 : cafe_count_500_price_4000 - 0.8503482
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## 213 : cafe_count_2000 153 : cafe_count_500_price_4000 - 0.8791109
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## 218 : cafe_count_2000_price_500 153 : cafe_count_500_price_4000 - 0.8695852
## 219 : cafe_count_2000_price_1000 153 : cafe_count_500_price_4000 - 0.8669006
## 220 : cafe_count_2000_price_1500 153 : cafe_count_500_price_4000 - 0.8769128
## 221 : cafe_count_2000_price_2500 153 : cafe_count_500_price_4000 - 0.8857319
## 222 : cafe_count_2000_price_4000 153 : cafe_count_500_price_4000 - 0.8970001
## 223 : cafe_count_2000_price_high 153 : cafe_count_500_price_4000 - 0.8526013
## 224 : big_church_count_2000 153 : cafe_count_500_price_4000 - 0.8514112
## 225 : church_count_2000 153 : cafe_count_500_price_4000 - 0.8539197
## 227 : leisure_count_2000 153 : cafe_count_500_price_4000 - 0.8806274
## 232 : office_count_3000 153 : cafe_count_500_price_4000 - 0.8275257
## 236 : cafe_count_3000 153 : cafe_count_500_price_4000 - 0.8560537
## 240 : cafe_count_3000_na_price 153 : cafe_count_500_price_4000 - 0.8519764
## 241 : cafe_count_3000_price_500 153 : cafe_count_500_price_4000 - 0.8506405
## 242 : cafe_count_3000_price_1000 153 : cafe_count_500_price_4000 - 0.8425018
## 243 : cafe_count_3000_price_1500 153 : cafe_count_500_price_4000 - 0.8559581
## 244 : cafe_count_3000_price_2500 153 : cafe_count_500_price_4000 - 0.8616974
## 245 : cafe_count_3000_price_4000 153 : cafe_count_500_price_4000 - 0.8694341
## 246 : cafe_count_3000_price_high 153 : cafe_count_500_price_4000 - 0.8107402
## 247 : big_church_count_3000 153 : cafe_count_500_price_4000 - 0.8224663
## 248 : church_count_3000 153 : cafe_count_500_price_4000 - 0.8352343
## 250 : leisure_count_3000 153 : cafe_count_500_price_4000 - 0.871109
## 176 : cafe_count_1000_price_4000 154 : cafe_count_500_price_high - 0.8092707
## 199 : cafe_count_1500_price_4000 154 : cafe_count_500_price_high - 0.8153263
## 200 : cafe_count_1500_price_high 154 : cafe_count_500_price_high - 0.8031867
## 221 : cafe_count_2000_price_2500 154 : cafe_count_500_price_high - 0.8026811
## 222 : cafe_count_2000_price_4000 154 : cafe_count_500_price_high - 0.8130193
## 223 : cafe_count_2000_price_high 154 : cafe_count_500_price_high - 0.8107273
## 156 : church_count_500 155 : big_church_count_500 - 0.9480427
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## 171 : cafe_count_1000_na_price 155 : big_church_count_500 - 0.8626004
## 172 : cafe_count_1000_price_500 155 : big_church_count_500 - 0.9214133
## 173 : cafe_count_1000_price_1000 155 : big_church_count_500 - 0.8495521
## 174 : cafe_count_1000_price_1500 155 : big_church_count_500 - 0.898504
## 175 : cafe_count_1000_price_2500 155 : big_church_count_500 - 0.9087499
## 176 : cafe_count_1000_price_4000 155 : big_church_count_500 - 0.9190689
## 178 : big_church_count_1000 155 : big_church_count_500 - 0.9300659
## 179 : church_count_1000 155 : big_church_count_500 - 0.9355829
## 181 : leisure_count_1000 155 : big_church_count_500 - 0.8433357
## 186 : office_count_1500 155 : big_church_count_500 - 0.8260414
## 190 : cafe_count_1500 155 : big_church_count_500 - 0.9093763
## 194 : cafe_count_1500_na_price 155 : big_church_count_500 - 0.8800207
## 195 : cafe_count_1500_price_500 155 : big_church_count_500 - 0.9088717
## 196 : cafe_count_1500_price_1000 155 : big_church_count_500 - 0.8918154
## 197 : cafe_count_1500_price_1500 155 : big_church_count_500 - 0.9145204
## 198 : cafe_count_1500_price_2500 155 : big_church_count_500 - 0.8941195
## 199 : cafe_count_1500_price_4000 155 : big_church_count_500 - 0.9115948
## 201 : big_church_count_1500 155 : big_church_count_500 - 0.9386183
## 202 : church_count_1500 155 : big_church_count_500 - 0.9261279
## 204 : leisure_count_1500 155 : big_church_count_500 - 0.8432472
## 209 : office_count_2000 155 : big_church_count_500 - 0.8547648
## 213 : cafe_count_2000 155 : big_church_count_500 - 0.9046418
## 217 : cafe_count_2000_na_price 155 : big_church_count_500 - 0.8963704
## 218 : cafe_count_2000_price_500 155 : big_church_count_500 - 0.8994099
## 219 : cafe_count_2000_price_1000 155 : big_church_count_500 - 0.8995281
## 220 : cafe_count_2000_price_1500 155 : big_church_count_500 - 0.9077437
## 221 : cafe_count_2000_price_2500 155 : big_church_count_500 - 0.8970511
## 222 : cafe_count_2000_price_4000 155 : big_church_count_500 - 0.8956072
## 223 : cafe_count_2000_price_high 155 : big_church_count_500 - 0.8234308
## 224 : big_church_count_2000 155 : big_church_count_500 - 0.9284682
## 225 : church_count_2000 155 : big_church_count_500 - 0.9203293
## 227 : leisure_count_2000 155 : big_church_count_500 - 0.9012489
## 232 : office_count_3000 155 : big_church_count_500 - 0.8499013
## 236 : cafe_count_3000 155 : big_church_count_500 - 0.874377
## 240 : cafe_count_3000_na_price 155 : big_church_count_500 - 0.8677348
## 241 : cafe_count_3000_price_500 155 : big_church_count_500 - 0.8727271
## 242 : cafe_count_3000_price_1000 155 : big_church_count_500 - 0.865091
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## 247 : big_church_count_3000 155 : big_church_count_500 - 0.8707553
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## 185 : prom_part_1500 162 : prom_part_1000 - 0.9040999
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## 181 : leisure_count_1000 163 : office_count_1000 - 0.8612187
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## 224 : big_church_count_2000 163 : office_count_1000 - 0.8822611
## 225 : church_count_2000 163 : office_count_1000 - 0.8941062
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## 233 : office_sqm_3000 163 : office_count_1000 - 0.8636704
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## 241 : cafe_count_3000_price_500 163 : office_count_1000 - 0.9429556
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## 245 : cafe_count_3000_price_4000 163 : office_count_1000 - 0.9215833
## 246 : cafe_count_3000_price_high 163 : office_count_1000 - 0.8953706
## 247 : big_church_count_3000 163 : office_count_1000 - 0.9228214
## 248 : church_count_3000 163 : office_count_1000 - 0.9298656
## 250 : leisure_count_3000 163 : office_count_1000 - 0.9177501
## 255 : office_count_5000 163 : office_count_1000 - 0.9066216
## 256 : office_sqm_5000 163 : office_count_1000 - 0.8282674
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## 264 : cafe_count_5000_price_500 163 : office_count_1000 - 0.9088058
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## 268 : cafe_count_5000_price_4000 163 : office_count_1000 - 0.9018513
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## 270 : big_church_count_5000 163 : office_count_1000 - 0.8976777
## 271 : church_count_5000 163 : office_count_1000 - 0.9028117
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## 210 : office_sqm_2000 164 : office_sqm_1000 - 0.8654454
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## 233 : office_sqm_3000 164 : office_sqm_1000 - 0.8290438
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## 259 : cafe_count_5000 164 : office_sqm_1000 - 0.8085855
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## 264 : cafe_count_5000_price_500 164 : office_sqm_1000 - 0.8049656
## 265 : cafe_count_5000_price_1000 164 : office_sqm_1000 - 0.8044592
## 266 : cafe_count_5000_price_1500 164 : office_sqm_1000 - 0.807685
## 267 : cafe_count_5000_price_2500 164 : office_sqm_1000 - 0.8065921
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## 181 : leisure_count_1000 167 : cafe_count_1000 - 0.9263323
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## 201 : big_church_count_1500 167 : cafe_count_1000 - 0.9591611
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## 224 : big_church_count_2000 167 : cafe_count_1000 - 0.9622558
## 225 : church_count_2000 167 : cafe_count_1000 - 0.9655528
## 227 : leisure_count_2000 167 : cafe_count_1000 - 0.9734703
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## 246 : cafe_count_3000_price_high 167 : cafe_count_1000 - 0.8942141
## 247 : big_church_count_3000 167 : cafe_count_1000 - 0.9367092
## 248 : church_count_3000 167 : cafe_count_1000 - 0.950141
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## 271 : church_count_5000 167 : cafe_count_1000 - 0.8436491
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## 179 : church_count_1000 171 : cafe_count_1000_na_price - 0.9118015
## 181 : leisure_count_1000 171 : cafe_count_1000_na_price - 0.8723884
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## 200 : cafe_count_1500_price_high 171 : cafe_count_1000_na_price - 0.8443023
## 201 : big_church_count_1500 171 : cafe_count_1000_na_price - 0.926674
## 202 : church_count_1500 171 : cafe_count_1000_na_price - 0.9255836
## 204 : leisure_count_1500 171 : cafe_count_1000_na_price - 0.8967196
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## 223 : cafe_count_2000_price_high 171 : cafe_count_1000_na_price - 0.8893343
## 224 : big_church_count_2000 171 : cafe_count_1000_na_price - 0.9336596
## 225 : church_count_2000 171 : cafe_count_1000_na_price - 0.9297286
## 227 : leisure_count_2000 171 : cafe_count_1000_na_price - 0.930958
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## 236 : cafe_count_3000 171 : cafe_count_1000_na_price - 0.9265745
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## 243 : cafe_count_3000_price_1500 171 : cafe_count_1000_na_price - 0.9278402
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## 246 : cafe_count_3000_price_high 171 : cafe_count_1000_na_price - 0.8574143
## 247 : big_church_count_3000 171 : cafe_count_1000_na_price - 0.9131766
## 248 : church_count_3000 171 : cafe_count_1000_na_price - 0.9182383
## 250 : leisure_count_3000 171 : cafe_count_1000_na_price - 0.9280457
## 255 : office_count_5000 171 : cafe_count_1000_na_price - 0.8147615
## 259 : cafe_count_5000 171 : cafe_count_1000_na_price - 0.8286862
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## 264 : cafe_count_5000_price_500 171 : cafe_count_1000_na_price - 0.8228555
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## 269 : cafe_count_5000_price_high 171 : cafe_count_1000_na_price - 0.8018986
## 270 : big_church_count_5000 171 : cafe_count_1000_na_price - 0.8243518
## 271 : church_count_5000 171 : cafe_count_1000_na_price - 0.8228619
## 273 : leisure_count_5000 171 : cafe_count_1000_na_price - 0.8320404
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## 175 : cafe_count_1000_price_2500 172 : cafe_count_1000_price_500 - 0.980615
## 176 : cafe_count_1000_price_4000 172 : cafe_count_1000_price_500 - 0.9634758
## 178 : big_church_count_1000 172 : cafe_count_1000_price_500 - 0.9279632
## 179 : church_count_1000 172 : cafe_count_1000_price_500 - 0.954534
## 181 : leisure_count_1000 172 : cafe_count_1000_price_500 - 0.915496
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## 201 : big_church_count_1500 172 : cafe_count_1000_price_500 - 0.959898
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## 204 : leisure_count_1500 172 : cafe_count_1000_price_500 - 0.9269246
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## 223 : cafe_count_2000_price_high 172 : cafe_count_1000_price_500 - 0.9158326
## 224 : big_church_count_2000 172 : cafe_count_1000_price_500 - 0.959769
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## 227 : leisure_count_2000 172 : cafe_count_1000_price_500 - 0.9675281
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## 243 : cafe_count_3000_price_1500 172 : cafe_count_1000_price_500 - 0.9558336
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## 245 : cafe_count_3000_price_4000 172 : cafe_count_1000_price_500 - 0.9500815
## 246 : cafe_count_3000_price_high 172 : cafe_count_1000_price_500 - 0.8758922
## 247 : big_church_count_3000 172 : cafe_count_1000_price_500 - 0.9223759
## 248 : church_count_3000 172 : cafe_count_1000_price_500 - 0.9381426
## 250 : leisure_count_3000 172 : cafe_count_1000_price_500 - 0.9649444
## 255 : office_count_5000 172 : cafe_count_1000_price_500 - 0.8094851
## 259 : cafe_count_5000 172 : cafe_count_1000_price_500 - 0.8225674
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## 265 : cafe_count_5000_price_1000 172 : cafe_count_1000_price_500 - 0.8128984
## 266 : cafe_count_5000_price_1500 172 : cafe_count_1000_price_500 - 0.8246443
## 267 : cafe_count_5000_price_2500 172 : cafe_count_1000_price_500 - 0.8226869
## 268 : cafe_count_5000_price_4000 172 : cafe_count_1000_price_500 - 0.8165239
## 270 : big_church_count_5000 172 : cafe_count_1000_price_500 - 0.8143869
## 271 : church_count_5000 172 : cafe_count_1000_price_500 - 0.8195267
## 273 : leisure_count_5000 172 : cafe_count_1000_price_500 - 0.8284994
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## 175 : cafe_count_1000_price_2500 173 : cafe_count_1000_price_1000 - 0.9473908
## 176 : cafe_count_1000_price_4000 173 : cafe_count_1000_price_1000 - 0.900313
## 178 : big_church_count_1000 173 : cafe_count_1000_price_1000 - 0.8958682
## 179 : church_count_1000 173 : cafe_count_1000_price_1000 - 0.900353
## 181 : leisure_count_1000 173 : cafe_count_1000_price_1000 - 0.9045426
## 186 : office_count_1500 173 : cafe_count_1000_price_1000 - 0.9455791
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## 201 : big_church_count_1500 173 : cafe_count_1000_price_1000 - 0.911559
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## 224 : big_church_count_2000 173 : cafe_count_1000_price_1000 - 0.9219772
## 225 : church_count_2000 173 : cafe_count_1000_price_1000 - 0.9318129
## 227 : leisure_count_2000 173 : cafe_count_1000_price_1000 - 0.9398586
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## 233 : office_sqm_3000 173 : cafe_count_1000_price_1000 - 0.8110367
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## 247 : big_church_count_3000 173 : cafe_count_1000_price_1000 - 0.9249022
## 248 : church_count_3000 173 : cafe_count_1000_price_1000 - 0.9378862
## 250 : leisure_count_3000 173 : cafe_count_1000_price_1000 - 0.9455049
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## 267 : cafe_count_5000_price_2500 173 : cafe_count_1000_price_1000 - 0.8617783
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## 270 : big_church_count_5000 173 : cafe_count_1000_price_1000 - 0.8543594
## 271 : church_count_5000 173 : cafe_count_1000_price_1000 - 0.8623211
## 273 : leisure_count_5000 173 : cafe_count_1000_price_1000 - 0.8631721
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## 178 : big_church_count_1000 174 : cafe_count_1000_price_1500 - 0.9272446
## 179 : church_count_1000 174 : cafe_count_1000_price_1500 - 0.9377186
## 181 : leisure_count_1000 174 : cafe_count_1000_price_1500 - 0.918767
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## 247 : big_church_count_3000 174 : cafe_count_1000_price_1500 - 0.938839
## 248 : church_count_3000 174 : cafe_count_1000_price_1500 - 0.9490069
## 250 : leisure_count_3000 174 : cafe_count_1000_price_1500 - 0.9644744
## 255 : office_count_5000 174 : cafe_count_1000_price_1500 - 0.836754
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## 271 : church_count_5000 174 : cafe_count_1000_price_1500 - 0.8490387
## 273 : leisure_count_5000 174 : cafe_count_1000_price_1500 - 0.8524744
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## 179 : church_count_1000 175 : cafe_count_1000_price_2500 - 0.9449449
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## 247 : big_church_count_3000 175 : cafe_count_1000_price_2500 - 0.9180251
## 248 : church_count_3000 175 : cafe_count_1000_price_2500 - 0.9335087
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## 270 : big_church_count_5000 175 : cafe_count_1000_price_2500 - 0.8156119
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## 201 : big_church_count_1500 176 : cafe_count_1000_price_4000 - 0.9444451
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## 247 : big_church_count_3000 176 : cafe_count_1000_price_4000 - 0.8809981
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## 201 : big_church_count_1500 178 : big_church_count_1000 - 0.9698884
## 202 : church_count_1500 178 : big_church_count_1000 - 0.9534242
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## 224 : big_church_count_2000 178 : big_church_count_1000 - 0.9651532
## 225 : church_count_2000 178 : big_church_count_1000 - 0.9527707
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## 241 : cafe_count_3000_price_500 178 : big_church_count_1000 - 0.9199921
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## 247 : big_church_count_3000 178 : big_church_count_1000 - 0.9454352
## 248 : church_count_3000 178 : big_church_count_1000 - 0.9389037
## 250 : leisure_count_3000 178 : big_church_count_1000 - 0.9291959
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## 270 : big_church_count_5000 178 : big_church_count_1000 - 0.8514044
## 271 : church_count_5000 178 : big_church_count_1000 - 0.8395897
## 273 : leisure_count_5000 178 : big_church_count_1000 - 0.836174
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## 201 : big_church_count_1500 179 : church_count_1000 - 0.970132
## 202 : church_count_1500 179 : church_count_1000 - 0.985188
## 204 : leisure_count_1500 179 : church_count_1000 - 0.8935885
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## 220 : cafe_count_2000_price_1500 179 : church_count_1000 - 0.9524508
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## 223 : cafe_count_2000_price_high 179 : church_count_1000 - 0.8646466
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## 227 : leisure_count_2000 179 : church_count_1000 - 0.94426
## 232 : office_count_3000 179 : church_count_1000 - 0.9144055
## 236 : cafe_count_3000 179 : church_count_1000 - 0.9313517
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## 241 : cafe_count_3000_price_500 179 : church_count_1000 - 0.9304892
## 242 : cafe_count_3000_price_1000 179 : church_count_1000 - 0.9227253
## 243 : cafe_count_3000_price_1500 179 : church_count_1000 - 0.936323
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## 245 : cafe_count_3000_price_4000 179 : church_count_1000 - 0.9209067
## 246 : cafe_count_3000_price_high 179 : church_count_1000 - 0.8212826
## 247 : big_church_count_3000 179 : church_count_1000 - 0.9269377
## 248 : church_count_3000 179 : church_count_1000 - 0.9437087
## 250 : leisure_count_3000 179 : church_count_1000 - 0.9478583
## 259 : cafe_count_5000 179 : church_count_1000 - 0.8083868
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## 264 : cafe_count_5000_price_500 179 : church_count_1000 - 0.8035119
## 266 : cafe_count_5000_price_1500 179 : church_count_1000 - 0.8133804
## 267 : cafe_count_5000_price_2500 179 : church_count_1000 - 0.8093723
## 268 : cafe_count_5000_price_4000 179 : church_count_1000 - 0.801134
## 270 : big_church_count_5000 179 : church_count_1000 - 0.8162599
## 271 : church_count_5000 179 : church_count_1000 - 0.8170691
## 273 : leisure_count_5000 179 : church_count_1000 - 0.8200035
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## 196 : cafe_count_1500_price_1000 181 : leisure_count_1000 - 0.9176738
## 197 : cafe_count_1500_price_1500 181 : leisure_count_1000 - 0.9210328
## 198 : cafe_count_1500_price_2500 181 : leisure_count_1000 - 0.9238462
## 199 : cafe_count_1500_price_4000 181 : leisure_count_1000 - 0.9121578
## 200 : cafe_count_1500_price_high 181 : leisure_count_1000 - 0.8313628
## 201 : big_church_count_1500 181 : leisure_count_1000 - 0.8917944
## 202 : church_count_1500 181 : leisure_count_1000 - 0.895788
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## 220 : cafe_count_2000_price_1500 181 : leisure_count_1000 - 0.9165147
## 221 : cafe_count_2000_price_2500 181 : leisure_count_1000 - 0.9189044
## 222 : cafe_count_2000_price_4000 181 : leisure_count_1000 - 0.9146474
## 223 : cafe_count_2000_price_high 181 : leisure_count_1000 - 0.8614958
## 224 : big_church_count_2000 181 : leisure_count_1000 - 0.8968356
## 225 : church_count_2000 181 : leisure_count_1000 - 0.9017152
## 227 : leisure_count_2000 181 : leisure_count_1000 - 0.9417302
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## 241 : cafe_count_3000_price_500 181 : leisure_count_1000 - 0.8959223
## 242 : cafe_count_3000_price_1000 181 : leisure_count_1000 - 0.8908917
## 243 : cafe_count_3000_price_1500 181 : leisure_count_1000 - 0.8996637
## 244 : cafe_count_3000_price_2500 181 : leisure_count_1000 - 0.8979284
## 245 : cafe_count_3000_price_4000 181 : leisure_count_1000 - 0.8990974
## 246 : cafe_count_3000_price_high 181 : leisure_count_1000 - 0.8230771
## 247 : big_church_count_3000 181 : leisure_count_1000 - 0.8800234
## 248 : church_count_3000 181 : leisure_count_1000 - 0.8929307
## 250 : leisure_count_3000 181 : leisure_count_1000 - 0.9193228
## 205 : sport_count_1500 182 : sport_count_1000 - 0.8786639
## 228 : sport_count_2000 182 : sport_count_1000 - 0.8247242
## 207 : green_part_2000 184 : green_part_1500 - 0.9414236
## 208 : prom_part_2000 185 : prom_part_1500 - 0.9296944
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## 199 : cafe_count_1500_price_4000 186 : office_count_1500 - 0.8985353
## 200 : cafe_count_1500_price_high 186 : office_count_1500 - 0.8713745
## 201 : big_church_count_1500 186 : office_count_1500 - 0.9098832
## 202 : church_count_1500 186 : office_count_1500 - 0.921366
## 204 : leisure_count_1500 186 : office_count_1500 - 0.9214572
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## 220 : cafe_count_2000_price_1500 186 : office_count_1500 - 0.9582434
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## 223 : cafe_count_2000_price_high 186 : office_count_1500 - 0.9105741
## 224 : big_church_count_2000 186 : office_count_1500 - 0.9277241
## 225 : church_count_2000 186 : office_count_1500 - 0.9364384
## 227 : leisure_count_2000 186 : office_count_1500 - 0.9319898
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## 233 : office_sqm_3000 186 : office_count_1500 - 0.8920813
## 236 : cafe_count_3000 186 : office_count_1500 - 0.9753181
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## 241 : cafe_count_3000_price_500 186 : office_count_1500 - 0.9747389
## 242 : cafe_count_3000_price_1000 186 : office_count_1500 - 0.9736651
## 243 : cafe_count_3000_price_1500 186 : office_count_1500 - 0.9732916
## 244 : cafe_count_3000_price_2500 186 : office_count_1500 - 0.9697227
## 245 : cafe_count_3000_price_4000 186 : office_count_1500 - 0.9511723
## 246 : cafe_count_3000_price_high 186 : office_count_1500 - 0.9147527
## 247 : big_church_count_3000 186 : office_count_1500 - 0.9587318
## 248 : church_count_3000 186 : office_count_1500 - 0.9652384
## 250 : leisure_count_3000 186 : office_count_1500 - 0.9540184
## 255 : office_count_5000 186 : office_count_1500 - 0.9336229
## 256 : office_sqm_5000 186 : office_count_1500 - 0.8501085
## 259 : cafe_count_5000 186 : office_count_1500 - 0.9396512
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## 264 : cafe_count_5000_price_500 186 : office_count_1500 - 0.9361429
## 265 : cafe_count_5000_price_1000 186 : office_count_1500 - 0.9308427
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## 267 : cafe_count_5000_price_2500 186 : office_count_1500 - 0.9383351
## 268 : cafe_count_5000_price_4000 186 : office_count_1500 - 0.9299219
## 269 : cafe_count_5000_price_high 186 : office_count_1500 - 0.9029246
## 270 : big_church_count_5000 186 : office_count_1500 - 0.9299588
## 271 : church_count_5000 186 : office_count_1500 - 0.9325792
## 273 : leisure_count_5000 186 : office_count_1500 - 0.9400653
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## 210 : office_sqm_2000 187 : office_sqm_1500 - 0.946487
## 232 : office_count_3000 187 : office_sqm_1500 - 0.8104223
## 233 : office_sqm_3000 187 : office_sqm_1500 - 0.8875778
## 255 : office_count_5000 187 : office_sqm_1500 - 0.8417598
## 256 : office_sqm_5000 187 : office_sqm_1500 - 0.8370427
## 259 : cafe_count_5000 187 : office_sqm_1500 - 0.8457004
## 263 : cafe_count_5000_na_price 187 : office_sqm_1500 - 0.8424099
## 264 : cafe_count_5000_price_500 187 : office_sqm_1500 - 0.8411762
## 265 : cafe_count_5000_price_1000 187 : office_sqm_1500 - 0.8415182
## 266 : cafe_count_5000_price_1500 187 : office_sqm_1500 - 0.8434685
## 267 : cafe_count_5000_price_2500 187 : office_sqm_1500 - 0.8444285
## 268 : cafe_count_5000_price_4000 187 : office_sqm_1500 - 0.8390249
## 269 : cafe_count_5000_price_high 187 : office_sqm_1500 - 0.8316005
## 270 : big_church_count_5000 187 : office_sqm_1500 - 0.8022564
## 271 : church_count_5000 187 : office_sqm_1500 - 0.8123369
## 273 : leisure_count_5000 187 : office_sqm_1500 - 0.8373735
## 211 : trc_count_2000 188 : trc_count_1500 - 0.9334777
## 234 : trc_count_3000 188 : trc_count_1500 - 0.8409786
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## 196 : cafe_count_1500_price_1000 190 : cafe_count_1500 - 0.9934768
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## 200 : cafe_count_1500_price_high 190 : cafe_count_1500 - 0.90355
## 201 : big_church_count_1500 190 : cafe_count_1500 - 0.9611922
## 202 : church_count_1500 190 : cafe_count_1500 - 0.9643597
## 204 : leisure_count_1500 190 : cafe_count_1500 - 0.9471271
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## 219 : cafe_count_2000_price_1000 190 : cafe_count_1500 - 0.992962
## 220 : cafe_count_2000_price_1500 190 : cafe_count_1500 - 0.9945177
## 221 : cafe_count_2000_price_2500 190 : cafe_count_1500 - 0.9922982
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## 223 : cafe_count_2000_price_high 190 : cafe_count_1500 - 0.9401892
## 224 : big_church_count_2000 190 : cafe_count_1500 - 0.9663745
## 225 : church_count_2000 190 : cafe_count_1500 - 0.9702531
## 227 : leisure_count_2000 190 : cafe_count_1500 - 0.9781024
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## 233 : office_sqm_3000 190 : cafe_count_1500 - 0.8164612
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## 242 : cafe_count_3000_price_1000 190 : cafe_count_1500 - 0.9746192
## 243 : cafe_count_3000_price_1500 190 : cafe_count_1500 - 0.9812124
## 244 : cafe_count_3000_price_2500 190 : cafe_count_1500 - 0.9774299
## 245 : cafe_count_3000_price_4000 190 : cafe_count_1500 - 0.9724459
## 246 : cafe_count_3000_price_high 190 : cafe_count_1500 - 0.908798
## 247 : big_church_count_3000 190 : cafe_count_1500 - 0.9469723
## 248 : church_count_3000 190 : cafe_count_1500 - 0.9603685
## 250 : leisure_count_3000 190 : cafe_count_1500 - 0.9808032
## 255 : office_count_5000 190 : cafe_count_1500 - 0.8535645
## 259 : cafe_count_5000 190 : cafe_count_1500 - 0.8678195
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## 264 : cafe_count_5000_price_500 190 : cafe_count_1500 - 0.862945
## 265 : cafe_count_5000_price_1000 190 : cafe_count_1500 - 0.8585764
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## 270 : big_church_count_5000 190 : cafe_count_1500 - 0.8571894
## 271 : church_count_5000 190 : cafe_count_1500 - 0.8626804
## 273 : leisure_count_5000 190 : cafe_count_1500 - 0.8708897
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## 196 : cafe_count_1500_price_1000 194 : cafe_count_1500_na_price - 0.9628029
## 197 : cafe_count_1500_price_1500 194 : cafe_count_1500_na_price - 0.971149
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## 200 : cafe_count_1500_price_high 194 : cafe_count_1500_na_price - 0.8751257
## 201 : big_church_count_1500 194 : cafe_count_1500_na_price - 0.9445736
## 202 : church_count_1500 194 : cafe_count_1500_na_price - 0.9442153
## 204 : leisure_count_1500 194 : cafe_count_1500_na_price - 0.9240081
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## 218 : cafe_count_2000_price_500 194 : cafe_count_1500_na_price - 0.9677049
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## 220 : cafe_count_2000_price_1500 194 : cafe_count_1500_na_price - 0.9702884
## 221 : cafe_count_2000_price_2500 194 : cafe_count_1500_na_price - 0.9668037
## 222 : cafe_count_2000_price_4000 194 : cafe_count_1500_na_price - 0.9563373
## 223 : cafe_count_2000_price_high 194 : cafe_count_1500_na_price - 0.9189574
## 224 : big_church_count_2000 194 : cafe_count_1500_na_price - 0.9535616
## 225 : church_count_2000 194 : cafe_count_1500_na_price - 0.9508721
## 227 : leisure_count_2000 194 : cafe_count_1500_na_price - 0.9525395
## 232 : office_count_3000 194 : cafe_count_1500_na_price - 0.9409352
## 233 : office_sqm_3000 194 : cafe_count_1500_na_price - 0.8189705
## 236 : cafe_count_3000 194 : cafe_count_1500_na_price - 0.960317
## 240 : cafe_count_3000_na_price 194 : cafe_count_1500_na_price - 0.9645171
## 241 : cafe_count_3000_price_500 194 : cafe_count_1500_na_price - 0.9579653
## 242 : cafe_count_3000_price_1000 194 : cafe_count_1500_na_price - 0.9514383
## 243 : cafe_count_3000_price_1500 194 : cafe_count_1500_na_price - 0.9605347
## 244 : cafe_count_3000_price_2500 194 : cafe_count_1500_na_price - 0.9550043
## 245 : cafe_count_3000_price_4000 194 : cafe_count_1500_na_price - 0.9539442
## 246 : cafe_count_3000_price_high 194 : cafe_count_1500_na_price - 0.8920925
## 247 : big_church_count_3000 194 : cafe_count_1500_na_price - 0.9423189
## 248 : church_count_3000 194 : cafe_count_1500_na_price - 0.9468808
## 250 : leisure_count_3000 194 : cafe_count_1500_na_price - 0.9559537
## 255 : office_count_5000 194 : cafe_count_1500_na_price - 0.8535653
## 259 : cafe_count_5000 194 : cafe_count_1500_na_price - 0.8678485
## 263 : cafe_count_5000_na_price 194 : cafe_count_1500_na_price - 0.8736388
## 264 : cafe_count_5000_price_500 194 : cafe_count_1500_na_price - 0.8626891
## 265 : cafe_count_5000_price_1000 194 : cafe_count_1500_na_price - 0.8557864
## 266 : cafe_count_5000_price_1500 194 : cafe_count_1500_na_price - 0.8700939
## 267 : cafe_count_5000_price_2500 194 : cafe_count_1500_na_price - 0.8677816
## 268 : cafe_count_5000_price_4000 194 : cafe_count_1500_na_price - 0.8667038
## 269 : cafe_count_5000_price_high 194 : cafe_count_1500_na_price - 0.8394941
## 270 : big_church_count_5000 194 : cafe_count_1500_na_price - 0.8602141
## 271 : church_count_5000 194 : cafe_count_1500_na_price - 0.8600104
## 273 : leisure_count_5000 194 : cafe_count_1500_na_price - 0.8679935
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## 197 : cafe_count_1500_price_1500 195 : cafe_count_1500_price_500 - 0.9887448
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## 200 : cafe_count_1500_price_high 195 : cafe_count_1500_price_500 - 0.8881084
## 201 : big_church_count_1500 195 : cafe_count_1500_price_500 - 0.9578271
## 202 : church_count_1500 195 : cafe_count_1500_price_500 - 0.9625241
## 204 : leisure_count_1500 195 : cafe_count_1500_price_500 - 0.9383594
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## 224 : big_church_count_2000 195 : cafe_count_1500_price_500 - 0.9618108
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## 233 : office_sqm_3000 195 : cafe_count_1500_price_500 - 0.8072312
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## 241 : cafe_count_3000_price_500 195 : cafe_count_1500_price_500 - 0.9758032
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## 243 : cafe_count_3000_price_1500 195 : cafe_count_1500_price_500 - 0.9727129
## 244 : cafe_count_3000_price_2500 195 : cafe_count_1500_price_500 - 0.9686801
## 245 : cafe_count_3000_price_4000 195 : cafe_count_1500_price_500 - 0.9623961
## 246 : cafe_count_3000_price_high 195 : cafe_count_1500_price_500 - 0.8976427
## 247 : big_church_count_3000 195 : cafe_count_1500_price_500 - 0.9377523
## 248 : church_count_3000 195 : cafe_count_1500_price_500 - 0.9540422
## 250 : leisure_count_3000 195 : cafe_count_1500_price_500 - 0.9744439
## 255 : office_count_5000 195 : cafe_count_1500_price_500 - 0.8433943
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## 270 : big_church_count_5000 195 : cafe_count_1500_price_500 - 0.8447305
## 271 : church_count_5000 195 : cafe_count_1500_price_500 - 0.8521576
## 273 : leisure_count_5000 195 : cafe_count_1500_price_500 - 0.8600936
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## 200 : cafe_count_1500_price_high 196 : cafe_count_1500_price_1000 - 0.8895135
## 201 : big_church_count_1500 196 : cafe_count_1500_price_1000 - 0.9470019
## 202 : church_count_1500 196 : cafe_count_1500_price_1000 - 0.9533927
## 204 : leisure_count_1500 196 : cafe_count_1500_price_1000 - 0.9425851
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## 220 : cafe_count_2000_price_1500 196 : cafe_count_1500_price_1000 - 0.9871533
## 221 : cafe_count_2000_price_2500 196 : cafe_count_1500_price_1000 - 0.9818532
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## 224 : big_church_count_2000 196 : cafe_count_1500_price_1000 - 0.9545717
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## 227 : leisure_count_2000 196 : cafe_count_1500_price_1000 - 0.9669751
## 232 : office_count_3000 196 : cafe_count_1500_price_1000 - 0.9546135
## 233 : office_sqm_3000 196 : cafe_count_1500_price_1000 - 0.8241462
## 236 : cafe_count_3000 196 : cafe_count_1500_price_1000 - 0.9783634
## 240 : cafe_count_3000_na_price 196 : cafe_count_1500_price_1000 - 0.9649857
## 241 : cafe_count_3000_price_500 196 : cafe_count_1500_price_1000 - 0.9772381
## 242 : cafe_count_3000_price_1000 196 : cafe_count_1500_price_1000 - 0.9770596
## 243 : cafe_count_3000_price_1500 196 : cafe_count_1500_price_1000 - 0.9781049
## 244 : cafe_count_3000_price_2500 196 : cafe_count_1500_price_1000 - 0.9720522
## 245 : cafe_count_3000_price_4000 196 : cafe_count_1500_price_1000 - 0.9595251
## 246 : cafe_count_3000_price_high 196 : cafe_count_1500_price_1000 - 0.8988159
## 247 : big_church_count_3000 196 : cafe_count_1500_price_1000 - 0.9458602
## 248 : church_count_3000 196 : cafe_count_1500_price_1000 - 0.9601062
## 250 : leisure_count_3000 196 : cafe_count_1500_price_1000 - 0.9722574
## 255 : office_count_5000 196 : cafe_count_1500_price_1000 - 0.8617318
## 259 : cafe_count_5000 196 : cafe_count_1500_price_1000 - 0.8762628
## 263 : cafe_count_5000_na_price 196 : cafe_count_1500_price_1000 - 0.8704272
## 264 : cafe_count_5000_price_500 196 : cafe_count_1500_price_1000 - 0.872134
## 265 : cafe_count_5000_price_1000 196 : cafe_count_1500_price_1000 - 0.8705503
## 266 : cafe_count_5000_price_1500 196 : cafe_count_1500_price_1000 - 0.8795567
## 267 : cafe_count_5000_price_2500 196 : cafe_count_1500_price_1000 - 0.8728197
## 268 : cafe_count_5000_price_4000 196 : cafe_count_1500_price_1000 - 0.8614404
## 269 : cafe_count_5000_price_high 196 : cafe_count_1500_price_1000 - 0.8375284
## 270 : big_church_count_5000 196 : cafe_count_1500_price_1000 - 0.8658455
## 271 : church_count_5000 196 : cafe_count_1500_price_1000 - 0.873197
## 273 : leisure_count_5000 196 : cafe_count_1500_price_1000 - 0.8751141
## 198 : cafe_count_1500_price_2500 197 : cafe_count_1500_price_1500 - 0.986683
## 199 : cafe_count_1500_price_4000 197 : cafe_count_1500_price_1500 - 0.9723003
## 200 : cafe_count_1500_price_high 197 : cafe_count_1500_price_1500 - 0.8942872
## 201 : big_church_count_1500 197 : cafe_count_1500_price_1500 - 0.9663096
## 202 : church_count_1500 197 : cafe_count_1500_price_1500 - 0.9669221
## 204 : leisure_count_1500 197 : cafe_count_1500_price_1500 - 0.9421129
## 209 : office_count_2000 197 : cafe_count_1500_price_1500 - 0.9608604
## 213 : cafe_count_2000 197 : cafe_count_1500_price_1500 - 0.9934659
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## 218 : cafe_count_2000_price_500 197 : cafe_count_1500_price_1500 - 0.9872533
## 219 : cafe_count_2000_price_1000 197 : cafe_count_1500_price_1500 - 0.9894293
## 220 : cafe_count_2000_price_1500 197 : cafe_count_1500_price_1500 - 0.9958101
## 221 : cafe_count_2000_price_2500 197 : cafe_count_1500_price_1500 - 0.9879199
## 222 : cafe_count_2000_price_4000 197 : cafe_count_1500_price_1500 - 0.9764481
## 223 : cafe_count_2000_price_high 197 : cafe_count_1500_price_1500 - 0.9320712
## 224 : big_church_count_2000 197 : cafe_count_1500_price_1500 - 0.9710611
## 225 : church_count_2000 197 : cafe_count_1500_price_1500 - 0.9722272
## 227 : leisure_count_2000 197 : cafe_count_1500_price_1500 - 0.9756251
## 232 : office_count_3000 197 : cafe_count_1500_price_1500 - 0.9504917
## 233 : office_sqm_3000 197 : cafe_count_1500_price_1500 - 0.8080515
## 236 : cafe_count_3000 197 : cafe_count_1500_price_1500 - 0.9768137
## 240 : cafe_count_3000_na_price 197 : cafe_count_1500_price_1500 - 0.9652856
## 241 : cafe_count_3000_price_500 197 : cafe_count_1500_price_1500 - 0.9731082
## 242 : cafe_count_3000_price_1000 197 : cafe_count_1500_price_1500 - 0.970537
## 243 : cafe_count_3000_price_1500 197 : cafe_count_1500_price_1500 - 0.9804188
## 244 : cafe_count_3000_price_2500 197 : cafe_count_1500_price_1500 - 0.9721207
## 245 : cafe_count_3000_price_4000 197 : cafe_count_1500_price_1500 - 0.9673562
## 246 : cafe_count_3000_price_high 197 : cafe_count_1500_price_1500 - 0.8973944
## 247 : big_church_count_3000 197 : cafe_count_1500_price_1500 - 0.9498973
## 248 : church_count_3000 197 : cafe_count_1500_price_1500 - 0.9604447
## 250 : leisure_count_3000 197 : cafe_count_1500_price_1500 - 0.9774377
## 255 : office_count_5000 197 : cafe_count_1500_price_1500 - 0.847891
## 259 : cafe_count_5000 197 : cafe_count_1500_price_1500 - 0.8621065
## 263 : cafe_count_5000_na_price 197 : cafe_count_1500_price_1500 - 0.8582066
## 264 : cafe_count_5000_price_500 197 : cafe_count_1500_price_1500 - 0.8560338
## 265 : cafe_count_5000_price_1000 197 : cafe_count_1500_price_1500 - 0.8530695
## 266 : cafe_count_5000_price_1500 197 : cafe_count_1500_price_1500 - 0.8667998
## 267 : cafe_count_5000_price_2500 197 : cafe_count_1500_price_1500 - 0.8618944
## 268 : cafe_count_5000_price_4000 197 : cafe_count_1500_price_1500 - 0.8537495
## 269 : cafe_count_5000_price_high 197 : cafe_count_1500_price_1500 - 0.8300491
## 270 : big_church_count_5000 197 : cafe_count_1500_price_1500 - 0.8561081
## 271 : church_count_5000 197 : cafe_count_1500_price_1500 - 0.8591322
## 273 : leisure_count_5000 197 : cafe_count_1500_price_1500 - 0.8650756
## 199 : cafe_count_1500_price_4000 198 : cafe_count_1500_price_2500 - 0.9781661
## 200 : cafe_count_1500_price_high 198 : cafe_count_1500_price_2500 - 0.9192803
## 201 : big_church_count_1500 198 : cafe_count_1500_price_2500 - 0.9456491
## 202 : church_count_1500 198 : cafe_count_1500_price_2500 - 0.9503677
## 204 : leisure_count_1500 198 : cafe_count_1500_price_2500 - 0.9476245
## 209 : office_count_2000 198 : cafe_count_1500_price_2500 - 0.958982
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## 218 : cafe_count_2000_price_500 198 : cafe_count_1500_price_2500 - 0.9838506
## 219 : cafe_count_2000_price_1000 198 : cafe_count_1500_price_2500 - 0.9829797
## 220 : cafe_count_2000_price_1500 198 : cafe_count_1500_price_2500 - 0.9871406
## 221 : cafe_count_2000_price_2500 198 : cafe_count_1500_price_2500 - 0.9950858
## 222 : cafe_count_2000_price_4000 198 : cafe_count_1500_price_2500 - 0.9854787
## 223 : cafe_count_2000_price_high 198 : cafe_count_1500_price_2500 - 0.9524387
## 224 : big_church_count_2000 198 : cafe_count_1500_price_2500 - 0.9513767
## 225 : church_count_2000 198 : cafe_count_1500_price_2500 - 0.9567175
## 227 : leisure_count_2000 198 : cafe_count_1500_price_2500 - 0.9755152
## 232 : office_count_3000 198 : cafe_count_1500_price_2500 - 0.9475043
## 233 : office_sqm_3000 198 : cafe_count_1500_price_2500 - 0.8133181
## 236 : cafe_count_3000 198 : cafe_count_1500_price_2500 - 0.9759222
## 240 : cafe_count_3000_na_price 198 : cafe_count_1500_price_2500 - 0.962665
## 241 : cafe_count_3000_price_500 198 : cafe_count_1500_price_2500 - 0.9713839
## 242 : cafe_count_3000_price_1000 198 : cafe_count_1500_price_2500 - 0.9670834
## 243 : cafe_count_3000_price_1500 198 : cafe_count_1500_price_2500 - 0.9752491
## 244 : cafe_count_3000_price_2500 198 : cafe_count_1500_price_2500 - 0.9788619
## 245 : cafe_count_3000_price_4000 198 : cafe_count_1500_price_2500 - 0.9773545
## 246 : cafe_count_3000_price_high 198 : cafe_count_1500_price_2500 - 0.9234475
## 247 : big_church_count_3000 198 : cafe_count_1500_price_2500 - 0.9341508
## 248 : church_count_3000 198 : cafe_count_1500_price_2500 - 0.948923
## 250 : leisure_count_3000 198 : cafe_count_1500_price_2500 - 0.9777102
## 255 : office_count_5000 198 : cafe_count_1500_price_2500 - 0.8508862
## 259 : cafe_count_5000 198 : cafe_count_1500_price_2500 - 0.8653782
## 263 : cafe_count_5000_na_price 198 : cafe_count_1500_price_2500 - 0.860449
## 264 : cafe_count_5000_price_500 198 : cafe_count_1500_price_2500 - 0.8586401
## 265 : cafe_count_5000_price_1000 198 : cafe_count_1500_price_2500 - 0.8535855
## 266 : cafe_count_5000_price_1500 198 : cafe_count_1500_price_2500 - 0.8677385
## 267 : cafe_count_5000_price_2500 198 : cafe_count_1500_price_2500 - 0.8705072
## 268 : cafe_count_5000_price_4000 198 : cafe_count_1500_price_2500 - 0.8665418
## 269 : cafe_count_5000_price_high 198 : cafe_count_1500_price_2500 - 0.8490876
## 270 : big_church_count_5000 198 : cafe_count_1500_price_2500 - 0.8505554
## 271 : church_count_5000 198 : cafe_count_1500_price_2500 - 0.8574936
## 273 : leisure_count_5000 198 : cafe_count_1500_price_2500 - 0.8723425
## 200 : cafe_count_1500_price_high 199 : cafe_count_1500_price_4000 - 0.9077797
## 201 : big_church_count_1500 199 : cafe_count_1500_price_4000 - 0.9465274
## 202 : church_count_1500 199 : cafe_count_1500_price_4000 - 0.9425939
## 204 : leisure_count_1500 199 : cafe_count_1500_price_4000 - 0.9247817
## 209 : office_count_2000 199 : cafe_count_1500_price_4000 - 0.9180984
## 213 : cafe_count_2000 199 : cafe_count_1500_price_4000 - 0.9705031
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## 218 : cafe_count_2000_price_500 199 : cafe_count_1500_price_4000 - 0.9613434
## 219 : cafe_count_2000_price_1000 199 : cafe_count_1500_price_4000 - 0.958152
## 220 : cafe_count_2000_price_1500 199 : cafe_count_1500_price_4000 - 0.9678172
## 221 : cafe_count_2000_price_2500 199 : cafe_count_1500_price_4000 - 0.975434
## 222 : cafe_count_2000_price_4000 199 : cafe_count_1500_price_4000 - 0.9896196
## 223 : cafe_count_2000_price_high 199 : cafe_count_1500_price_4000 - 0.9384832
## 224 : big_church_count_2000 199 : cafe_count_1500_price_4000 - 0.9449054
## 225 : church_count_2000 199 : cafe_count_1500_price_4000 - 0.9433939
## 227 : leisure_count_2000 199 : cafe_count_1500_price_4000 - 0.965422
## 232 : office_count_3000 199 : cafe_count_1500_price_4000 - 0.9087981
## 236 : cafe_count_3000 199 : cafe_count_1500_price_4000 - 0.9438858
## 240 : cafe_count_3000_na_price 199 : cafe_count_1500_price_4000 - 0.9348127
## 241 : cafe_count_3000_price_500 199 : cafe_count_1500_price_4000 - 0.9385605
## 242 : cafe_count_3000_price_1000 199 : cafe_count_1500_price_4000 - 0.9291625
## 243 : cafe_count_3000_price_1500 199 : cafe_count_1500_price_4000 - 0.9444188
## 244 : cafe_count_3000_price_2500 199 : cafe_count_1500_price_4000 - 0.9487937
## 245 : cafe_count_3000_price_4000 199 : cafe_count_1500_price_4000 - 0.9608609
## 246 : cafe_count_3000_price_high 199 : cafe_count_1500_price_4000 - 0.8916233
## 247 : big_church_count_3000 199 : cafe_count_1500_price_4000 - 0.9028676
## 248 : church_count_3000 199 : cafe_count_1500_price_4000 - 0.9156529
## 250 : leisure_count_3000 199 : cafe_count_1500_price_4000 - 0.9607543
## 259 : cafe_count_5000 199 : cafe_count_1500_price_4000 - 0.8039264
## 263 : cafe_count_5000_na_price 199 : cafe_count_1500_price_4000 - 0.8031049
## 266 : cafe_count_5000_price_1500 199 : cafe_count_1500_price_4000 - 0.8055064
## 267 : cafe_count_5000_price_2500 199 : cafe_count_1500_price_4000 - 0.81104
## 268 : cafe_count_5000_price_4000 199 : cafe_count_1500_price_4000 - 0.8141502
## 273 : leisure_count_5000 199 : cafe_count_1500_price_4000 - 0.8149767
## 201 : big_church_count_1500 200 : cafe_count_1500_price_high - 0.8226739
## 202 : church_count_1500 200 : cafe_count_1500_price_high - 0.8231465
## 204 : leisure_count_1500 200 : cafe_count_1500_price_high - 0.8649334
## 209 : office_count_2000 200 : cafe_count_1500_price_high - 0.8806132
## 213 : cafe_count_2000 200 : cafe_count_1500_price_high - 0.9079338
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## 218 : cafe_count_2000_price_500 200 : cafe_count_1500_price_high - 0.899179
## 219 : cafe_count_2000_price_1000 200 : cafe_count_1500_price_high - 0.8946771
## 220 : cafe_count_2000_price_1500 200 : cafe_count_1500_price_high - 0.9000772
## 221 : cafe_count_2000_price_2500 200 : cafe_count_1500_price_high - 0.9205495
## 222 : cafe_count_2000_price_4000 200 : cafe_count_1500_price_high - 0.9260914
## 223 : cafe_count_2000_price_high 200 : cafe_count_1500_price_high - 0.9651985
## 224 : big_church_count_2000 200 : cafe_count_1500_price_high - 0.8265082
## 225 : church_count_2000 200 : cafe_count_1500_price_high - 0.8325293
## 227 : leisure_count_2000 200 : cafe_count_1500_price_high - 0.8860134
## 232 : office_count_3000 200 : cafe_count_1500_price_high - 0.8762281
## 236 : cafe_count_3000 200 : cafe_count_1500_price_high - 0.9094041
## 240 : cafe_count_3000_na_price 200 : cafe_count_1500_price_high - 0.8968676
## 241 : cafe_count_3000_price_500 200 : cafe_count_1500_price_high - 0.9039623
## 242 : cafe_count_3000_price_1000 200 : cafe_count_1500_price_high - 0.8962617
## 243 : cafe_count_3000_price_1500 200 : cafe_count_1500_price_high - 0.9002758
## 244 : cafe_count_3000_price_2500 200 : cafe_count_1500_price_high - 0.9231136
## 245 : cafe_count_3000_price_4000 200 : cafe_count_1500_price_high - 0.9322843
## 246 : cafe_count_3000_price_high 200 : cafe_count_1500_price_high - 0.9387867
## 247 : big_church_count_3000 200 : cafe_count_1500_price_high - 0.8208904
## 248 : church_count_3000 200 : cafe_count_1500_price_high - 0.8397554
## 250 : leisure_count_3000 200 : cafe_count_1500_price_high - 0.9029445
## 259 : cafe_count_5000 200 : cafe_count_1500_price_high - 0.8186455
## 263 : cafe_count_5000_na_price 200 : cafe_count_1500_price_high - 0.812042
## 264 : cafe_count_5000_price_500 200 : cafe_count_1500_price_high - 0.8129673
## 265 : cafe_count_5000_price_1000 200 : cafe_count_1500_price_high - 0.8016607
## 266 : cafe_count_5000_price_1500 200 : cafe_count_1500_price_high - 0.8147253
## 267 : cafe_count_5000_price_2500 200 : cafe_count_1500_price_high - 0.8321384
## 268 : cafe_count_5000_price_4000 200 : cafe_count_1500_price_high - 0.8405344
## 269 : cafe_count_5000_price_high 200 : cafe_count_1500_price_high - 0.8495281
## 273 : leisure_count_5000 200 : cafe_count_1500_price_high - 0.8243338
## 202 : church_count_1500 201 : big_church_count_1500 - 0.9822897
## 204 : leisure_count_1500 201 : big_church_count_1500 - 0.9046276
## 209 : office_count_2000 201 : big_church_count_1500 - 0.9315102
## 213 : cafe_count_2000 201 : big_church_count_1500 - 0.9603135
## 217 : cafe_count_2000_na_price 201 : big_church_count_1500 - 0.9574319
## 218 : cafe_count_2000_price_500 201 : big_church_count_1500 - 0.9546248
## 219 : cafe_count_2000_price_1000 201 : big_church_count_1500 - 0.9556027
## 220 : cafe_count_2000_price_1500 201 : big_church_count_1500 - 0.9643441
## 221 : cafe_count_2000_price_2500 201 : big_church_count_1500 - 0.9512315
## 222 : cafe_count_2000_price_4000 201 : big_church_count_1500 - 0.9420718
## 223 : cafe_count_2000_price_high 201 : big_church_count_1500 - 0.8716127
## 224 : big_church_count_2000 201 : big_church_count_1500 - 0.9918305
## 225 : church_count_2000 201 : big_church_count_1500 - 0.9788784
## 227 : leisure_count_2000 201 : big_church_count_1500 - 0.952172
## 232 : office_count_3000 201 : big_church_count_1500 - 0.9283925
## 236 : cafe_count_3000 201 : big_church_count_1500 - 0.9417124
## 240 : cafe_count_3000_na_price 201 : big_church_count_1500 - 0.9398053
## 241 : cafe_count_3000_price_500 201 : big_church_count_1500 - 0.9392199
## 242 : cafe_count_3000_price_1000 201 : big_church_count_1500 - 0.9335187
## 243 : cafe_count_3000_price_1500 201 : big_church_count_1500 - 0.9484457
## 244 : cafe_count_3000_price_2500 201 : big_church_count_1500 - 0.9335511
## 245 : cafe_count_3000_price_4000 201 : big_church_count_1500 - 0.9285981
## 246 : cafe_count_3000_price_high 201 : big_church_count_1500 - 0.8256074
## 247 : big_church_count_3000 201 : big_church_count_1500 - 0.9564435
## 248 : church_count_3000 201 : big_church_count_1500 - 0.9530168
## 250 : leisure_count_3000 201 : big_church_count_1500 - 0.9546502
## 255 : office_count_5000 201 : big_church_count_1500 - 0.8227014
## 259 : cafe_count_5000 201 : big_church_count_1500 - 0.8279208
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## 264 : cafe_count_5000_price_500 201 : big_church_count_1500 - 0.8221183
## 265 : cafe_count_5000_price_1000 201 : big_church_count_1500 - 0.817923
## 266 : cafe_count_5000_price_1500 201 : big_church_count_1500 - 0.8341609
## 267 : cafe_count_5000_price_2500 201 : big_church_count_1500 - 0.8268095
## 268 : cafe_count_5000_price_4000 201 : big_church_count_1500 - 0.8186249
## 270 : big_church_count_5000 201 : big_church_count_1500 - 0.8498457
## 271 : church_count_5000 201 : big_church_count_1500 - 0.8402293
## 273 : leisure_count_5000 201 : big_church_count_1500 - 0.8392408
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## 218 : cafe_count_2000_price_500 202 : church_count_1500 - 0.9622541
## 219 : cafe_count_2000_price_1000 202 : church_count_1500 - 0.9618292
## 220 : cafe_count_2000_price_1500 202 : church_count_1500 - 0.9674167
## 221 : cafe_count_2000_price_2500 202 : church_count_1500 - 0.9568906
## 222 : cafe_count_2000_price_4000 202 : church_count_1500 - 0.9418805
## 223 : cafe_count_2000_price_high 202 : church_count_1500 - 0.8745868
## 224 : big_church_count_2000 202 : church_count_1500 - 0.9808335
## 225 : church_count_2000 202 : church_count_1500 - 0.9927044
## 227 : leisure_count_2000 202 : church_count_1500 - 0.9561314
## 232 : office_count_3000 202 : church_count_1500 - 0.9375911
## 236 : cafe_count_3000 202 : church_count_1500 - 0.9510748
## 240 : cafe_count_3000_na_price 202 : church_count_1500 - 0.9437508
## 241 : cafe_count_3000_price_500 202 : church_count_1500 - 0.9501504
## 242 : cafe_count_3000_price_1000 202 : church_count_1500 - 0.9444729
## 243 : cafe_count_3000_price_1500 202 : church_count_1500 - 0.9558613
## 244 : cafe_count_3000_price_2500 202 : church_count_1500 - 0.9438992
## 245 : cafe_count_3000_price_4000 202 : church_count_1500 - 0.9351695
## 246 : cafe_count_3000_price_high 202 : church_count_1500 - 0.837881
## 247 : big_church_count_3000 202 : church_count_1500 - 0.9506183
## 248 : church_count_3000 202 : church_count_1500 - 0.9668901
## 250 : leisure_count_3000 202 : church_count_1500 - 0.9619889
## 255 : office_count_5000 202 : church_count_1500 - 0.8323462
## 259 : cafe_count_5000 202 : church_count_1500 - 0.8420707
## 263 : cafe_count_5000_na_price 202 : church_count_1500 - 0.8363002
## 264 : cafe_count_5000_price_500 202 : church_count_1500 - 0.8377879
## 265 : cafe_count_5000_price_1000 202 : church_count_1500 - 0.8332618
## 266 : cafe_count_5000_price_1500 202 : church_count_1500 - 0.8469107
## 267 : cafe_count_5000_price_2500 202 : church_count_1500 - 0.841217
## 268 : cafe_count_5000_price_4000 202 : church_count_1500 - 0.8313883
## 269 : cafe_count_5000_price_high 202 : church_count_1500 - 0.8001646
## 270 : big_church_count_5000 202 : church_count_1500 - 0.8502163
## 271 : church_count_5000 202 : church_count_1500 - 0.8523114
## 273 : leisure_count_5000 202 : church_count_1500 - 0.8517993
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## 213 : cafe_count_2000 204 : leisure_count_1500 - 0.9447339
## 217 : cafe_count_2000_na_price 204 : leisure_count_1500 - 0.9320619
## 218 : cafe_count_2000_price_500 204 : leisure_count_1500 - 0.939866
## 219 : cafe_count_2000_price_1000 204 : leisure_count_1500 - 0.9397422
## 220 : cafe_count_2000_price_1500 204 : leisure_count_1500 - 0.9417119
## 221 : cafe_count_2000_price_2500 204 : leisure_count_1500 - 0.9453992
## 222 : cafe_count_2000_price_4000 204 : leisure_count_1500 - 0.9347089
## 223 : cafe_count_2000_price_high 204 : leisure_count_1500 - 0.8930109
## 224 : big_church_count_2000 204 : leisure_count_1500 - 0.9153079
## 225 : church_count_2000 204 : leisure_count_1500 - 0.9230786
## 227 : leisure_count_2000 204 : leisure_count_1500 - 0.9705569
## 232 : office_count_3000 204 : leisure_count_1500 - 0.9088143
## 236 : cafe_count_3000 204 : leisure_count_1500 - 0.932192
## 240 : cafe_count_3000_na_price 204 : leisure_count_1500 - 0.9204473
## 241 : cafe_count_3000_price_500 204 : leisure_count_1500 - 0.9291528
## 242 : cafe_count_3000_price_1000 204 : leisure_count_1500 - 0.9253091
## 243 : cafe_count_3000_price_1500 204 : leisure_count_1500 - 0.9317362
## 244 : cafe_count_3000_price_2500 204 : leisure_count_1500 - 0.9322546
## 245 : cafe_count_3000_price_4000 204 : leisure_count_1500 - 0.9297442
## 246 : cafe_count_3000_price_high 204 : leisure_count_1500 - 0.8626972
## 247 : big_church_count_3000 204 : leisure_count_1500 - 0.9126847
## 248 : church_count_3000 204 : leisure_count_1500 - 0.924875
## 250 : leisure_count_3000 204 : leisure_count_1500 - 0.9493054
## 255 : office_count_5000 204 : leisure_count_1500 - 0.815496
## 259 : cafe_count_5000 204 : leisure_count_1500 - 0.8253172
## 263 : cafe_count_5000_na_price 204 : leisure_count_1500 - 0.8152625
## 264 : cafe_count_5000_price_500 204 : leisure_count_1500 - 0.8200369
## 265 : cafe_count_5000_price_1000 204 : leisure_count_1500 - 0.8153758
## 266 : cafe_count_5000_price_1500 204 : leisure_count_1500 - 0.8300811
## 267 : cafe_count_5000_price_2500 204 : leisure_count_1500 - 0.8270922
## 268 : cafe_count_5000_price_4000 204 : leisure_count_1500 - 0.8218279
## 270 : big_church_count_5000 204 : leisure_count_1500 - 0.8291767
## 271 : church_count_5000 204 : leisure_count_1500 - 0.8309757
## 273 : leisure_count_5000 204 : leisure_count_1500 - 0.8421895
## 228 : sport_count_2000 205 : sport_count_1500 - 0.9410394
## 251 : sport_count_3000 205 : sport_count_1500 - 0.8772003
## 274 : sport_count_5000 205 : sport_count_1500 - 0.8329066
## 229 : market_count_2000 206 : market_count_1500 - 0.8556005
## 230 : green_part_3000 207 : green_part_2000 - 0.9103976
## 231 : prom_part_3000 208 : prom_part_2000 - 0.8229486
## 210 : office_sqm_2000 209 : office_count_2000 - 0.8551663
## 213 : cafe_count_2000 209 : office_count_2000 - 0.9750835
## 217 : cafe_count_2000_na_price 209 : office_count_2000 - 0.9664944
## 218 : cafe_count_2000_price_500 209 : office_count_2000 - 0.9740698
## 219 : cafe_count_2000_price_1000 209 : office_count_2000 - 0.9741976
## 220 : cafe_count_2000_price_1500 209 : office_count_2000 - 0.9723212
## 221 : cafe_count_2000_price_2500 209 : office_count_2000 - 0.9686088
## 222 : cafe_count_2000_price_4000 209 : office_count_2000 - 0.9422607
## 223 : cafe_count_2000_price_high 209 : office_count_2000 - 0.9219563
## 224 : big_church_count_2000 209 : office_count_2000 - 0.9471014
## 225 : church_count_2000 209 : office_count_2000 - 0.9545946
## 227 : leisure_count_2000 209 : office_count_2000 - 0.9472235
## 232 : office_count_3000 209 : office_count_2000 - 0.9925305
## 233 : office_sqm_3000 209 : office_count_2000 - 0.900523
## 236 : cafe_count_3000 209 : office_count_2000 - 0.9873539
## 240 : cafe_count_3000_na_price 209 : office_count_2000 - 0.9802733
## 241 : cafe_count_3000_price_500 209 : office_count_2000 - 0.9866706
## 242 : cafe_count_3000_price_1000 209 : office_count_2000 - 0.9854927
## 243 : cafe_count_3000_price_1500 209 : office_count_2000 - 0.985983
## 244 : cafe_count_3000_price_2500 209 : office_count_2000 - 0.9814792
## 245 : cafe_count_3000_price_4000 209 : office_count_2000 - 0.9629592
## 246 : cafe_count_3000_price_high 209 : office_count_2000 - 0.9205741
## 247 : big_church_count_3000 209 : office_count_2000 - 0.969143
## 248 : church_count_3000 209 : office_count_2000 - 0.9764038
## 250 : leisure_count_3000 209 : office_count_2000 - 0.9697003
## 255 : office_count_5000 209 : office_count_2000 - 0.9398094
## 256 : office_sqm_5000 209 : office_count_2000 - 0.8536187
## 259 : cafe_count_5000 209 : office_count_2000 - 0.9458283
## 263 : cafe_count_5000_na_price 209 : office_count_2000 - 0.9397327
## 264 : cafe_count_5000_price_500 209 : office_count_2000 - 0.9425377
## 265 : cafe_count_5000_price_1000 209 : office_count_2000 - 0.9371734
## 266 : cafe_count_5000_price_1500 209 : office_count_2000 - 0.9477986
## 267 : cafe_count_5000_price_2500 209 : office_count_2000 - 0.9444695
## 268 : cafe_count_5000_price_4000 209 : office_count_2000 - 0.935646
## 269 : cafe_count_5000_price_high 209 : office_count_2000 - 0.9074853
## 270 : big_church_count_5000 209 : office_count_2000 - 0.9378065
## 271 : church_count_5000 209 : office_count_2000 - 0.9403047
## 273 : leisure_count_5000 209 : office_count_2000 - 0.9460472
## 232 : office_count_3000 210 : office_sqm_2000 - 0.8561592
## 233 : office_sqm_3000 210 : office_sqm_2000 - 0.9513375
## 236 : cafe_count_3000 210 : office_sqm_2000 - 0.8238426
## 240 : cafe_count_3000_na_price 210 : office_sqm_2000 - 0.8209285
## 241 : cafe_count_3000_price_500 210 : office_sqm_2000 - 0.8213758
## 242 : cafe_count_3000_price_1000 210 : office_sqm_2000 - 0.8283335
## 243 : cafe_count_3000_price_1500 210 : office_sqm_2000 - 0.8169184
## 244 : cafe_count_3000_price_2500 210 : office_sqm_2000 - 0.8194447
## 246 : cafe_count_3000_price_high 210 : office_sqm_2000 - 0.8254708
## 255 : office_count_5000 210 : office_sqm_2000 - 0.8931149
## 256 : office_sqm_5000 210 : office_sqm_2000 - 0.8935691
## 259 : cafe_count_5000 210 : office_sqm_2000 - 0.8969701
## 263 : cafe_count_5000_na_price 210 : office_sqm_2000 - 0.8923552
## 264 : cafe_count_5000_price_500 210 : office_sqm_2000 - 0.8923851
## 265 : cafe_count_5000_price_1000 210 : office_sqm_2000 - 0.8927153
## 266 : cafe_count_5000_price_1500 210 : office_sqm_2000 - 0.8936662
## 267 : cafe_count_5000_price_2500 210 : office_sqm_2000 - 0.8960985
## 268 : cafe_count_5000_price_4000 210 : office_sqm_2000 - 0.8919159
## 269 : cafe_count_5000_price_high 210 : office_sqm_2000 - 0.8841165
## 270 : big_church_count_5000 210 : office_sqm_2000 - 0.8504428
## 271 : church_count_5000 210 : office_sqm_2000 - 0.8611314
## 273 : leisure_count_5000 210 : office_sqm_2000 - 0.8828442
## 234 : trc_count_3000 211 : trc_count_2000 - 0.9174517
## 235 : trc_sqm_3000 212 : trc_sqm_2000 - 0.8084027
## 217 : cafe_count_2000_na_price 213 : cafe_count_2000 - 0.9873126
## 218 : cafe_count_2000_price_500 213 : cafe_count_2000 - 0.9967452
## 219 : cafe_count_2000_price_1000 213 : cafe_count_2000 - 0.9968843
## 220 : cafe_count_2000_price_1500 213 : cafe_count_2000 - 0.9975857
## 221 : cafe_count_2000_price_2500 213 : cafe_count_2000 - 0.9954746
## 222 : cafe_count_2000_price_4000 213 : cafe_count_2000 - 0.9813456
## 223 : cafe_count_2000_price_high 213 : cafe_count_2000 - 0.9464695
## 224 : big_church_count_2000 213 : cafe_count_2000 - 0.9673183
## 225 : church_count_2000 213 : cafe_count_2000 - 0.9723881
## 227 : leisure_count_2000 213 : cafe_count_2000 - 0.9783515
## 232 : office_count_3000 213 : cafe_count_2000 - 0.9660829
## 233 : office_sqm_3000 213 : cafe_count_2000 - 0.834806
## 236 : cafe_count_3000 213 : cafe_count_2000 - 0.9891946
## 240 : cafe_count_3000_na_price 213 : cafe_count_2000 - 0.9785335
## 241 : cafe_count_3000_price_500 213 : cafe_count_2000 - 0.9871911
## 242 : cafe_count_3000_price_1000 213 : cafe_count_2000 - 0.9835539
## 243 : cafe_count_3000_price_1500 213 : cafe_count_2000 - 0.9890947
## 244 : cafe_count_3000_price_2500 213 : cafe_count_2000 - 0.9858383
## 245 : cafe_count_3000_price_4000 213 : cafe_count_2000 - 0.9787527
## 246 : cafe_count_3000_price_high 213 : cafe_count_2000 - 0.9191704
## 247 : big_church_count_3000 213 : cafe_count_2000 - 0.9538307
## 248 : church_count_3000 213 : cafe_count_2000 - 0.9675528
## 250 : leisure_count_3000 213 : cafe_count_2000 - 0.9857583
## 255 : office_count_5000 213 : cafe_count_2000 - 0.8721425
## 259 : cafe_count_5000 213 : cafe_count_2000 - 0.8864725
## 263 : cafe_count_5000_na_price 213 : cafe_count_2000 - 0.881549
## 264 : cafe_count_5000_price_500 213 : cafe_count_2000 - 0.8817839
## 265 : cafe_count_5000_price_1000 213 : cafe_count_2000 - 0.8774232
## 266 : cafe_count_5000_price_1500 213 : cafe_count_2000 - 0.8890242
## 267 : cafe_count_5000_price_2500 213 : cafe_count_2000 - 0.8865467
## 268 : cafe_count_5000_price_4000 213 : cafe_count_2000 - 0.87925
## 269 : cafe_count_5000_price_high 213 : cafe_count_2000 - 0.8582303
## 270 : big_church_count_5000 213 : cafe_count_2000 - 0.8741863
## 271 : church_count_5000 213 : cafe_count_2000 - 0.8801489
## 273 : leisure_count_5000 213 : cafe_count_2000 - 0.8886561
## 218 : cafe_count_2000_price_500 217 : cafe_count_2000_na_price - 0.9829958
## 219 : cafe_count_2000_price_1000 217 : cafe_count_2000_na_price - 0.9801151
## 220 : cafe_count_2000_price_1500 217 : cafe_count_2000_na_price - 0.9843725
## 221 : cafe_count_2000_price_2500 217 : cafe_count_2000_na_price - 0.9810576
## 222 : cafe_count_2000_price_4000 217 : cafe_count_2000_na_price - 0.9701292
## 223 : cafe_count_2000_price_high 217 : cafe_count_2000_na_price - 0.9336056
## 224 : big_church_count_2000 217 : cafe_count_2000_na_price - 0.9656294
## 225 : church_count_2000 217 : cafe_count_2000_na_price - 0.9647906
## 227 : leisure_count_2000 217 : cafe_count_2000_na_price - 0.9647654
## 232 : office_count_3000 217 : cafe_count_2000_na_price - 0.9586264
## 233 : office_sqm_3000 217 : cafe_count_2000_na_price - 0.8321858
## 236 : cafe_count_3000 217 : cafe_count_2000_na_price - 0.9775325
## 240 : cafe_count_3000_na_price 217 : cafe_count_2000_na_price - 0.9819259
## 241 : cafe_count_3000_price_500 217 : cafe_count_2000_na_price - 0.9756004
## 242 : cafe_count_3000_price_1000 217 : cafe_count_2000_na_price - 0.9688621
## 243 : cafe_count_3000_price_1500 217 : cafe_count_2000_na_price - 0.9772062
## 244 : cafe_count_3000_price_2500 217 : cafe_count_2000_na_price - 0.9724468
## 245 : cafe_count_3000_price_4000 217 : cafe_count_2000_na_price - 0.9692551
## 246 : cafe_count_3000_price_high 217 : cafe_count_2000_na_price - 0.9062373
## 247 : big_church_count_3000 217 : cafe_count_2000_na_price - 0.9554111
## 248 : church_count_3000 217 : cafe_count_2000_na_price - 0.9616649
## 250 : leisure_count_3000 217 : cafe_count_2000_na_price - 0.9729617
## 255 : office_count_5000 217 : cafe_count_2000_na_price - 0.8697176
## 259 : cafe_count_5000 217 : cafe_count_2000_na_price - 0.8835786
## 263 : cafe_count_5000_na_price 217 : cafe_count_2000_na_price - 0.8878109
## 264 : cafe_count_5000_price_500 217 : cafe_count_2000_na_price - 0.879063
## 265 : cafe_count_5000_price_1000 217 : cafe_count_2000_na_price - 0.8720854
## 266 : cafe_count_5000_price_1500 217 : cafe_count_2000_na_price - 0.8854481
## 267 : cafe_count_5000_price_2500 217 : cafe_count_2000_na_price - 0.8830368
## 268 : cafe_count_5000_price_4000 217 : cafe_count_2000_na_price - 0.8805419
## 269 : cafe_count_5000_price_high 217 : cafe_count_2000_na_price - 0.8552176
## 270 : big_church_count_5000 217 : cafe_count_2000_na_price - 0.8757836
## 271 : church_count_5000 217 : cafe_count_2000_na_price - 0.8760077
## 273 : leisure_count_5000 217 : cafe_count_2000_na_price - 0.8824771
## 219 : cafe_count_2000_price_1000 218 : cafe_count_2000_price_500 - 0.9943349
## 220 : cafe_count_2000_price_1500 218 : cafe_count_2000_price_500 - 0.9913126
## 221 : cafe_count_2000_price_2500 218 : cafe_count_2000_price_500 - 0.9888685
## 222 : cafe_count_2000_price_4000 218 : cafe_count_2000_price_500 - 0.9716405
## 223 : cafe_count_2000_price_high 218 : cafe_count_2000_price_500 - 0.9372411
## 224 : big_church_count_2000 218 : cafe_count_2000_price_500 - 0.9615375
## 225 : church_count_2000 218 : cafe_count_2000_price_500 - 0.969488
## 227 : leisure_count_2000 218 : cafe_count_2000_price_500 - 0.9726963
## 232 : office_count_3000 218 : cafe_count_2000_price_500 - 0.964109
## 233 : office_sqm_3000 218 : cafe_count_2000_price_500 - 0.8322768
## 236 : cafe_count_3000 218 : cafe_count_2000_price_500 - 0.9860313
## 240 : cafe_count_3000_na_price 218 : cafe_count_2000_price_500 - 0.9748153
## 241 : cafe_count_3000_price_500 218 : cafe_count_2000_price_500 - 0.9878648
## 242 : cafe_count_3000_price_1000 218 : cafe_count_2000_price_500 - 0.9813733
## 243 : cafe_count_3000_price_1500 218 : cafe_count_2000_price_500 - 0.9837056
## 244 : cafe_count_3000_price_2500 218 : cafe_count_2000_price_500 - 0.9806233
## 245 : cafe_count_3000_price_4000 218 : cafe_count_2000_price_500 - 0.9709987
## 246 : cafe_count_3000_price_high 218 : cafe_count_2000_price_500 - 0.9124394
## 247 : big_church_count_3000 218 : cafe_count_2000_price_500 - 0.9481183
## 248 : church_count_3000 218 : cafe_count_2000_price_500 - 0.964785
## 250 : leisure_count_3000 218 : cafe_count_2000_price_500 - 0.9810734
## 255 : office_count_5000 218 : cafe_count_2000_price_500 - 0.8696408
## 259 : cafe_count_5000 218 : cafe_count_2000_price_500 - 0.8830102
## 263 : cafe_count_5000_na_price 218 : cafe_count_2000_price_500 - 0.876754
## 264 : cafe_count_5000_price_500 218 : cafe_count_2000_price_500 - 0.8810263
## 265 : cafe_count_5000_price_1000 218 : cafe_count_2000_price_500 - 0.8751144
## 266 : cafe_count_5000_price_1500 218 : cafe_count_2000_price_500 - 0.8841225
## 267 : cafe_count_5000_price_2500 218 : cafe_count_2000_price_500 - 0.8811365
## 268 : cafe_count_5000_price_4000 218 : cafe_count_2000_price_500 - 0.8721433
## 269 : cafe_count_5000_price_high 218 : cafe_count_2000_price_500 - 0.8530831
## 270 : big_church_count_5000 218 : cafe_count_2000_price_500 - 0.8687972
## 271 : church_count_5000 218 : cafe_count_2000_price_500 - 0.8773466
## 273 : leisure_count_5000 218 : cafe_count_2000_price_500 - 0.8845589
## 220 : cafe_count_2000_price_1500 219 : cafe_count_2000_price_1000 - 0.9939197
## 221 : cafe_count_2000_price_2500 219 : cafe_count_2000_price_1000 - 0.9883219
## 222 : cafe_count_2000_price_4000 219 : cafe_count_2000_price_1000 - 0.9685044
## 223 : cafe_count_2000_price_high 219 : cafe_count_2000_price_1000 - 0.9327191
## 224 : big_church_count_2000 219 : cafe_count_2000_price_1000 - 0.9632343
## 225 : church_count_2000 219 : cafe_count_2000_price_1000 - 0.9698993
## 227 : leisure_count_2000 219 : cafe_count_2000_price_1000 - 0.9724411
## 232 : office_count_3000 219 : cafe_count_2000_price_1000 - 0.9654387
## 233 : office_sqm_3000 219 : cafe_count_2000_price_1000 - 0.8372245
## 236 : cafe_count_3000 219 : cafe_count_2000_price_1000 - 0.9870061
## 240 : cafe_count_3000_na_price 219 : cafe_count_2000_price_1000 - 0.9738048
## 241 : cafe_count_3000_price_500 219 : cafe_count_2000_price_1000 - 0.9856983
## 242 : cafe_count_3000_price_1000 219 : cafe_count_2000_price_1000 - 0.9855709
## 243 : cafe_count_3000_price_1500 219 : cafe_count_2000_price_1000 - 0.9871194
## 244 : cafe_count_3000_price_2500 219 : cafe_count_2000_price_1000 - 0.9805293
## 245 : cafe_count_3000_price_4000 219 : cafe_count_2000_price_1000 - 0.9676419
## 246 : cafe_count_3000_price_high 219 : cafe_count_2000_price_1000 - 0.9065654
## 247 : big_church_count_3000 219 : cafe_count_2000_price_1000 - 0.9528064
## 248 : church_count_3000 219 : cafe_count_2000_price_1000 - 0.9678845
## 250 : leisure_count_3000 219 : cafe_count_2000_price_1000 - 0.9804019
## 255 : office_count_5000 219 : cafe_count_2000_price_1000 - 0.8745426
## 259 : cafe_count_5000 219 : cafe_count_2000_price_1000 - 0.8891394
## 263 : cafe_count_5000_na_price 219 : cafe_count_2000_price_1000 - 0.8823495
## 264 : cafe_count_5000_price_500 219 : cafe_count_2000_price_1000 - 0.8850898
## 265 : cafe_count_5000_price_1000 219 : cafe_count_2000_price_1000 - 0.8834662
## 266 : cafe_count_5000_price_1500 219 : cafe_count_2000_price_1000 - 0.8922751
## 267 : cafe_count_5000_price_2500 219 : cafe_count_2000_price_1000 - 0.8858911
## 268 : cafe_count_5000_price_4000 219 : cafe_count_2000_price_1000 - 0.8740586
## 269 : cafe_count_5000_price_high 219 : cafe_count_2000_price_1000 - 0.850669
## 270 : big_church_count_5000 219 : cafe_count_2000_price_1000 - 0.8776171
## 271 : church_count_5000 219 : cafe_count_2000_price_1000 - 0.8851453
## 273 : leisure_count_5000 219 : cafe_count_2000_price_1000 - 0.887937
## 221 : cafe_count_2000_price_2500 220 : cafe_count_2000_price_1500 - 0.9920949
## 222 : cafe_count_2000_price_4000 220 : cafe_count_2000_price_1500 - 0.9777107
## 223 : cafe_count_2000_price_high 220 : cafe_count_2000_price_1500 - 0.9394437
## 224 : big_church_count_2000 220 : cafe_count_2000_price_1500 - 0.9713528
## 225 : church_count_2000 220 : cafe_count_2000_price_1500 - 0.974176
## 227 : leisure_count_2000 220 : cafe_count_2000_price_1500 - 0.9763696
## 232 : office_count_3000 220 : cafe_count_2000_price_1500 - 0.9638266
## 233 : office_sqm_3000 220 : cafe_count_2000_price_1500 - 0.8296528
## 236 : cafe_count_3000 220 : cafe_count_2000_price_1500 - 0.9865895
## 240 : cafe_count_3000_na_price 220 : cafe_count_2000_price_1500 - 0.9755545
## 241 : cafe_count_3000_price_500 220 : cafe_count_2000_price_1500 - 0.9826373
## 242 : cafe_count_3000_price_1000 220 : cafe_count_2000_price_1500 - 0.9810464
## 243 : cafe_count_3000_price_1500 220 : cafe_count_2000_price_1500 - 0.9896687
## 244 : cafe_count_3000_price_2500 220 : cafe_count_2000_price_1500 - 0.9821967
## 245 : cafe_count_3000_price_4000 220 : cafe_count_2000_price_1500 - 0.9748069
## 246 : cafe_count_3000_price_high 220 : cafe_count_2000_price_1500 - 0.9106023
## 247 : big_church_count_3000 220 : cafe_count_2000_price_1500 - 0.9580929
## 248 : church_count_3000 220 : cafe_count_2000_price_1500 - 0.9690167
## 250 : leisure_count_3000 220 : cafe_count_2000_price_1500 - 0.9831217
## 255 : office_count_5000 220 : cafe_count_2000_price_1500 - 0.8693866
## 259 : cafe_count_5000 220 : cafe_count_2000_price_1500 - 0.8839013
## 263 : cafe_count_5000_na_price 220 : cafe_count_2000_price_1500 - 0.879204
## 264 : cafe_count_5000_price_500 220 : cafe_count_2000_price_1500 - 0.877846
## 265 : cafe_count_5000_price_1000 220 : cafe_count_2000_price_1500 - 0.8748946
## 266 : cafe_count_5000_price_1500 220 : cafe_count_2000_price_1500 - 0.8883677
## 267 : cafe_count_5000_price_2500 220 : cafe_count_2000_price_1500 - 0.8837202
## 268 : cafe_count_5000_price_4000 220 : cafe_count_2000_price_1500 - 0.8756193
## 269 : cafe_count_5000_price_high 220 : cafe_count_2000_price_1500 - 0.8512475
## 270 : big_church_count_5000 220 : cafe_count_2000_price_1500 - 0.8758013
## 271 : church_count_5000 220 : cafe_count_2000_price_1500 - 0.8794583
## 273 : leisure_count_5000 220 : cafe_count_2000_price_1500 - 0.8860514
## 222 : cafe_count_2000_price_4000 221 : cafe_count_2000_price_2500 - 0.9882453
## 223 : cafe_count_2000_price_high 221 : cafe_count_2000_price_2500 - 0.9584033
## 224 : big_church_count_2000 221 : cafe_count_2000_price_2500 - 0.9580534
## 225 : church_count_2000 221 : cafe_count_2000_price_2500 - 0.9637332
## 227 : leisure_count_2000 221 : cafe_count_2000_price_2500 - 0.9784971
## 232 : office_count_3000 221 : cafe_count_2000_price_2500 - 0.9595969
## 233 : office_sqm_3000 221 : cafe_count_2000_price_2500 - 0.8292397
## 236 : cafe_count_3000 221 : cafe_count_2000_price_2500 - 0.9849659
## 240 : cafe_count_3000_na_price 221 : cafe_count_2000_price_2500 - 0.9729959
## 241 : cafe_count_3000_price_500 221 : cafe_count_2000_price_2500 - 0.9805952
## 242 : cafe_count_3000_price_1000 221 : cafe_count_2000_price_2500 - 0.9762003
## 243 : cafe_count_3000_price_1500 221 : cafe_count_2000_price_2500 - 0.984038
## 244 : cafe_count_3000_price_2500 221 : cafe_count_2000_price_2500 - 0.9877676
## 245 : cafe_count_3000_price_4000 221 : cafe_count_2000_price_2500 - 0.9847946
## 246 : cafe_count_3000_price_high 221 : cafe_count_2000_price_2500 - 0.9320715
## 247 : big_church_count_3000 221 : cafe_count_2000_price_2500 - 0.9430422
## 248 : church_count_3000 221 : cafe_count_2000_price_2500 - 0.9575524
## 250 : leisure_count_3000 221 : cafe_count_2000_price_2500 - 0.9853469
## 255 : office_count_5000 221 : cafe_count_2000_price_2500 - 0.8664551
## 259 : cafe_count_5000 221 : cafe_count_2000_price_2500 - 0.8811005
## 263 : cafe_count_5000_na_price 221 : cafe_count_2000_price_2500 - 0.8757509
## 264 : cafe_count_5000_price_500 221 : cafe_count_2000_price_2500 - 0.8744334
## 265 : cafe_count_5000_price_1000 221 : cafe_count_2000_price_2500 - 0.8691143
## 266 : cafe_count_5000_price_1500 221 : cafe_count_2000_price_2500 - 0.8831751
## 267 : cafe_count_5000_price_2500 221 : cafe_count_2000_price_2500 - 0.8863747
## 268 : cafe_count_5000_price_4000 221 : cafe_count_2000_price_2500 - 0.8828073
## 269 : cafe_count_5000_price_high 221 : cafe_count_2000_price_2500 - 0.865648
## 270 : big_church_count_5000 221 : cafe_count_2000_price_2500 - 0.865676
## 271 : church_count_5000 221 : cafe_count_2000_price_2500 - 0.8720542
## 273 : leisure_count_5000 221 : cafe_count_2000_price_2500 - 0.8876015
## 223 : cafe_count_2000_price_high 222 : cafe_count_2000_price_4000 - 0.9603656
## 224 : big_church_count_2000 222 : cafe_count_2000_price_4000 - 0.9455935
## 225 : church_count_2000 222 : cafe_count_2000_price_4000 - 0.9462218
## 227 : leisure_count_2000 222 : cafe_count_2000_price_4000 - 0.9704794
## 232 : office_count_3000 222 : cafe_count_2000_price_4000 - 0.9330519
## 233 : office_sqm_3000 222 : cafe_count_2000_price_4000 - 0.8001576
## 236 : cafe_count_3000 222 : cafe_count_2000_price_4000 - 0.9645293
## 240 : cafe_count_3000_na_price 222 : cafe_count_2000_price_4000 - 0.9561256
## 241 : cafe_count_3000_price_500 222 : cafe_count_2000_price_4000 - 0.9585631
## 242 : cafe_count_3000_price_1000 222 : cafe_count_2000_price_4000 - 0.9502257
## 243 : cafe_count_3000_price_1500 222 : cafe_count_2000_price_4000 - 0.9632281
## 244 : cafe_count_3000_price_2500 222 : cafe_count_2000_price_4000 - 0.9708786
## 245 : cafe_count_3000_price_4000 222 : cafe_count_2000_price_4000 - 0.9822554
## 246 : cafe_count_3000_price_high 222 : cafe_count_2000_price_4000 - 0.9253818
## 247 : big_church_count_3000 222 : cafe_count_2000_price_4000 - 0.9197715
## 248 : church_count_3000 222 : cafe_count_2000_price_4000 - 0.9317659
## 250 : leisure_count_3000 222 : cafe_count_2000_price_4000 - 0.9727461
## 255 : office_count_5000 222 : cafe_count_2000_price_4000 - 0.8298458
## 259 : cafe_count_5000 222 : cafe_count_2000_price_4000 - 0.8435084
## 263 : cafe_count_5000_na_price 222 : cafe_count_2000_price_4000 - 0.8422472
## 264 : cafe_count_5000_price_500 222 : cafe_count_2000_price_4000 - 0.8362311
## 265 : cafe_count_5000_price_1000 222 : cafe_count_2000_price_4000 - 0.8280568
## 266 : cafe_count_5000_price_1500 222 : cafe_count_2000_price_4000 - 0.8444696
## 267 : cafe_count_5000_price_2500 222 : cafe_count_2000_price_4000 - 0.8515995
## 268 : cafe_count_5000_price_4000 222 : cafe_count_2000_price_4000 - 0.8561721
## 269 : cafe_count_5000_price_high 222 : cafe_count_2000_price_4000 - 0.842847
## 270 : big_church_count_5000 222 : cafe_count_2000_price_4000 - 0.8286496
## 271 : church_count_5000 222 : cafe_count_2000_price_4000 - 0.8309439
## 273 : leisure_count_5000 222 : cafe_count_2000_price_4000 - 0.8542631
## 224 : big_church_count_2000 223 : cafe_count_2000_price_high - 0.8779053
## 225 : church_count_2000 223 : cafe_count_2000_price_high - 0.8816452
## 227 : leisure_count_2000 223 : cafe_count_2000_price_high - 0.9254348
## 232 : office_count_3000 223 : cafe_count_2000_price_high - 0.9168861
## 233 : office_sqm_3000 223 : cafe_count_2000_price_high - 0.828094
## 236 : cafe_count_3000 223 : cafe_count_2000_price_high - 0.9461836
## 240 : cafe_count_3000_na_price 223 : cafe_count_2000_price_high - 0.9353613
## 241 : cafe_count_3000_price_500 223 : cafe_count_2000_price_high - 0.9402256
## 242 : cafe_count_3000_price_1000 223 : cafe_count_2000_price_high - 0.9317595
## 243 : cafe_count_3000_price_1500 223 : cafe_count_2000_price_high - 0.9386635
## 244 : cafe_count_3000_price_2500 223 : cafe_count_2000_price_high - 0.9585853
## 245 : cafe_count_3000_price_4000 223 : cafe_count_2000_price_high - 0.9694541
## 246 : cafe_count_3000_price_high 223 : cafe_count_2000_price_high - 0.9690883
## 247 : big_church_count_3000 223 : cafe_count_2000_price_high - 0.8653985
## 248 : church_count_3000 223 : cafe_count_2000_price_high - 0.8816767
## 250 : leisure_count_3000 223 : cafe_count_2000_price_high - 0.9414055
## 255 : office_count_5000 223 : cafe_count_2000_price_high - 0.8352581
## 259 : cafe_count_5000 223 : cafe_count_2000_price_high - 0.8564972
## 263 : cafe_count_5000_na_price 223 : cafe_count_2000_price_high - 0.8524446
## 264 : cafe_count_5000_price_500 223 : cafe_count_2000_price_high - 0.8493971
## 265 : cafe_count_5000_price_1000 223 : cafe_count_2000_price_high - 0.8378401
## 266 : cafe_count_5000_price_1500 223 : cafe_count_2000_price_high - 0.8529661
## 267 : cafe_count_5000_price_2500 223 : cafe_count_2000_price_high - 0.8709185
## 268 : cafe_count_5000_price_4000 223 : cafe_count_2000_price_high - 0.882054
## 269 : cafe_count_5000_price_high 223 : cafe_count_2000_price_high - 0.8877692
## 270 : big_church_count_5000 223 : cafe_count_2000_price_high - 0.8109247
## 271 : church_count_5000 223 : cafe_count_2000_price_high - 0.8211687
## 273 : leisure_count_5000 223 : cafe_count_2000_price_high - 0.8629547
## 225 : church_count_2000 224 : big_church_count_2000 - 0.9859596
## 227 : leisure_count_2000 224 : big_church_count_2000 - 0.9586736
## 232 : office_count_3000 224 : big_church_count_2000 - 0.9432464
## 236 : cafe_count_3000 224 : big_church_count_2000 - 0.9532929
## 240 : cafe_count_3000_na_price 224 : big_church_count_2000 - 0.951857
## 241 : cafe_count_3000_price_500 224 : big_church_count_2000 - 0.9507188
## 242 : cafe_count_3000_price_1000 224 : big_church_count_2000 - 0.9458801
## 243 : cafe_count_3000_price_1500 224 : big_church_count_2000 - 0.959883
## 244 : cafe_count_3000_price_2500 224 : big_church_count_2000 - 0.944648
## 245 : cafe_count_3000_price_4000 224 : big_church_count_2000 - 0.9376104
## 246 : cafe_count_3000_price_high 224 : big_church_count_2000 - 0.8378489
## 247 : big_church_count_3000 224 : big_church_count_2000 - 0.9724784
## 248 : church_count_3000 224 : big_church_count_2000 - 0.9674442
## 250 : leisure_count_3000 224 : big_church_count_2000 - 0.9626856
## 255 : office_count_5000 224 : big_church_count_2000 - 0.8454371
## 259 : cafe_count_5000 224 : big_church_count_2000 - 0.8508991
## 263 : cafe_count_5000_na_price 224 : big_church_count_2000 - 0.851428
## 264 : cafe_count_5000_price_500 224 : big_church_count_2000 - 0.8450917
## 265 : cafe_count_5000_price_1000 224 : big_church_count_2000 - 0.8411238
## 266 : cafe_count_5000_price_1500 224 : big_church_count_2000 - 0.8572645
## 267 : cafe_count_5000_price_2500 224 : big_church_count_2000 - 0.8489705
## 268 : cafe_count_5000_price_4000 224 : big_church_count_2000 - 0.8409884
## 269 : cafe_count_5000_price_high 224 : big_church_count_2000 - 0.8003047
## 270 : big_church_count_5000 224 : big_church_count_2000 - 0.8744456
## 271 : church_count_5000 224 : big_church_count_2000 - 0.8638308
## 273 : leisure_count_5000 224 : big_church_count_2000 - 0.8620509
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## 232 : office_count_3000 225 : church_count_2000 - 0.9508197
## 236 : cafe_count_3000 225 : church_count_2000 - 0.9623933
## 240 : cafe_count_3000_na_price 225 : church_count_2000 - 0.9549476
## 241 : cafe_count_3000_price_500 225 : church_count_2000 - 0.9616863
## 242 : cafe_count_3000_price_1000 225 : church_count_2000 - 0.9570557
## 243 : cafe_count_3000_price_1500 225 : church_count_2000 - 0.9665259
## 244 : cafe_count_3000_price_2500 225 : church_count_2000 - 0.9547467
## 245 : cafe_count_3000_price_4000 225 : church_count_2000 - 0.9435213
## 246 : cafe_count_3000_price_high 225 : church_count_2000 - 0.8493043
## 247 : big_church_count_3000 225 : church_count_2000 - 0.9633119
## 248 : church_count_3000 225 : church_count_2000 - 0.9802465
## 250 : leisure_count_3000 225 : church_count_2000 - 0.9699196
## 255 : office_count_5000 225 : church_count_2000 - 0.8526636
## 259 : cafe_count_5000 225 : church_count_2000 - 0.8625867
## 263 : cafe_count_5000_na_price 225 : church_count_2000 - 0.8560634
## 264 : cafe_count_5000_price_500 225 : church_count_2000 - 0.8586564
## 265 : cafe_count_5000_price_1000 225 : church_count_2000 - 0.8543166
## 266 : cafe_count_5000_price_1500 225 : church_count_2000 - 0.8672442
## 267 : cafe_count_5000_price_2500 225 : church_count_2000 - 0.8610459
## 268 : cafe_count_5000_price_4000 225 : church_count_2000 - 0.8505093
## 269 : cafe_count_5000_price_high 225 : church_count_2000 - 0.8171164
## 270 : big_church_count_5000 225 : church_count_2000 - 0.8705921
## 271 : church_count_5000 225 : church_count_2000 - 0.8744412
## 273 : leisure_count_5000 225 : church_count_2000 - 0.8722146
## 232 : office_count_3000 227 : leisure_count_2000 - 0.9356046
## 236 : cafe_count_3000 227 : leisure_count_2000 - 0.9603798
## 240 : cafe_count_3000_na_price 227 : leisure_count_2000 - 0.9483928
## 241 : cafe_count_3000_price_500 227 : leisure_count_2000 - 0.9572581
## 242 : cafe_count_3000_price_1000 227 : leisure_count_2000 - 0.9512388
## 243 : cafe_count_3000_price_1500 227 : leisure_count_2000 - 0.9610464
## 244 : cafe_count_3000_price_2500 227 : leisure_count_2000 - 0.9608182
## 245 : cafe_count_3000_price_4000 227 : leisure_count_2000 - 0.960907
## 246 : cafe_count_3000_price_high 227 : leisure_count_2000 - 0.8860358
## 247 : big_church_count_3000 227 : leisure_count_2000 - 0.9360212
## 248 : church_count_3000 227 : leisure_count_2000 - 0.9490478
## 250 : leisure_count_3000 227 : leisure_count_2000 - 0.9822442
## 255 : office_count_5000 227 : leisure_count_2000 - 0.8285537
## 259 : cafe_count_5000 227 : leisure_count_2000 - 0.8392285
## 263 : cafe_count_5000_na_price 227 : leisure_count_2000 - 0.8309608
## 264 : cafe_count_5000_price_500 227 : leisure_count_2000 - 0.8335285
## 265 : cafe_count_5000_price_1000 227 : leisure_count_2000 - 0.8279949
## 266 : cafe_count_5000_price_1500 227 : leisure_count_2000 - 0.8433669
## 267 : cafe_count_5000_price_2500 227 : leisure_count_2000 - 0.8423832
## 268 : cafe_count_5000_price_4000 227 : leisure_count_2000 - 0.8385629
## 269 : cafe_count_5000_price_high 227 : leisure_count_2000 - 0.8124392
## 270 : big_church_count_5000 227 : leisure_count_2000 - 0.8411048
## 271 : church_count_5000 227 : leisure_count_2000 - 0.8426101
## 273 : leisure_count_5000 227 : leisure_count_2000 - 0.8559613
## 234 : trc_count_3000 228 : sport_count_2000 - 0.8472293
## 251 : sport_count_3000 228 : sport_count_2000 - 0.9455181
## 257 : trc_count_5000 228 : sport_count_2000 - 0.8434135
## 263 : cafe_count_5000_na_price 228 : sport_count_2000 - 0.8047753
## 264 : cafe_count_5000_price_500 228 : sport_count_2000 - 0.801809
## 265 : cafe_count_5000_price_1000 228 : sport_count_2000 - 0.8155165
## 274 : sport_count_5000 228 : sport_count_2000 - 0.8906538
## 253 : green_part_5000 230 : green_part_3000 - 0.8891496
## 233 : office_sqm_3000 232 : office_count_3000 - 0.9202113
## 236 : cafe_count_3000 232 : office_count_3000 - 0.9869608
## 240 : cafe_count_3000_na_price 232 : office_count_3000 - 0.9809454
## 241 : cafe_count_3000_price_500 232 : office_count_3000 - 0.9863118
## 242 : cafe_count_3000_price_1000 232 : office_count_3000 - 0.9861584
## 243 : cafe_count_3000_price_1500 232 : office_count_3000 - 0.9854589
## 244 : cafe_count_3000_price_2500 232 : office_count_3000 - 0.9806006
## 245 : cafe_count_3000_price_4000 232 : office_count_3000 - 0.9587721
## 246 : cafe_count_3000_price_high 232 : office_count_3000 - 0.9195891
## 247 : big_church_count_3000 232 : office_count_3000 - 0.9696657
## 248 : church_count_3000 232 : office_count_3000 - 0.9759579
## 250 : leisure_count_3000 232 : office_count_3000 - 0.9663702
## 255 : office_count_5000 232 : office_count_3000 - 0.9597162
## 256 : office_sqm_5000 232 : office_count_3000 - 0.8792707
## 259 : cafe_count_5000 232 : office_count_3000 - 0.9640475
## 263 : cafe_count_5000_na_price 232 : office_count_3000 - 0.9572915
## 264 : cafe_count_5000_price_500 232 : office_count_3000 - 0.9614682
## 265 : cafe_count_5000_price_1000 232 : office_count_3000 - 0.956501
## 266 : cafe_count_5000_price_1500 232 : office_count_3000 - 0.9654294
## 267 : cafe_count_5000_price_2500 232 : office_count_3000 - 0.9619206
## 268 : cafe_count_5000_price_4000 232 : office_count_3000 - 0.9504074
## 269 : cafe_count_5000_price_high 232 : office_count_3000 - 0.9220918
## 270 : big_church_count_5000 232 : office_count_3000 - 0.9557522
## 271 : church_count_5000 232 : office_count_3000 - 0.9588449
## 273 : leisure_count_5000 232 : office_count_3000 - 0.9619904
## 236 : cafe_count_3000 233 : office_sqm_3000 - 0.8840995
## 240 : cafe_count_3000_na_price 233 : office_sqm_3000 - 0.8822518
## 241 : cafe_count_3000_price_500 233 : office_sqm_3000 - 0.8818228
## 242 : cafe_count_3000_price_1000 233 : office_sqm_3000 - 0.8896214
## 243 : cafe_count_3000_price_1500 233 : office_sqm_3000 - 0.8783422
## 244 : cafe_count_3000_price_2500 233 : office_sqm_3000 - 0.8774654
## 245 : cafe_count_3000_price_4000 233 : office_sqm_3000 - 0.8506895
## 246 : cafe_count_3000_price_high 233 : office_sqm_3000 - 0.8642189
## 247 : big_church_count_3000 233 : office_sqm_3000 - 0.8473776
## 248 : church_count_3000 233 : office_sqm_3000 - 0.850933
## 250 : leisure_count_3000 233 : office_sqm_3000 - 0.8326083
## 251 : sport_count_3000 233 : office_sqm_3000 - 0.8238289
## 255 : office_count_5000 233 : office_sqm_3000 - 0.9564251
## 256 : office_sqm_5000 233 : office_sqm_3000 - 0.9548842
## 259 : cafe_count_5000 233 : office_sqm_3000 - 0.957289
## 263 : cafe_count_5000_na_price 233 : office_sqm_3000 - 0.9531141
## 264 : cafe_count_5000_price_500 233 : office_sqm_3000 - 0.9539834
## 265 : cafe_count_5000_price_1000 233 : office_sqm_3000 - 0.9550693
## 266 : cafe_count_5000_price_1500 233 : office_sqm_3000 - 0.9550234
## 267 : cafe_count_5000_price_2500 233 : office_sqm_3000 - 0.952715
## 268 : cafe_count_5000_price_4000 233 : office_sqm_3000 - 0.9406882
## 269 : cafe_count_5000_price_high 233 : office_sqm_3000 - 0.9272656
## 270 : big_church_count_5000 233 : office_sqm_3000 - 0.9174468
## 271 : church_count_5000 233 : office_sqm_3000 - 0.9289802
## 273 : leisure_count_5000 233 : office_sqm_3000 - 0.9379537
## 274 : sport_count_5000 233 : office_sqm_3000 - 0.8424254
## 235 : trc_sqm_3000 234 : trc_count_3000 - 0.812455
## 251 : sport_count_3000 234 : trc_count_3000 - 0.8714232
## 257 : trc_count_5000 234 : trc_count_3000 - 0.9043437
## 265 : cafe_count_5000_price_1000 234 : trc_count_3000 - 0.8027993
## 274 : sport_count_5000 234 : trc_count_3000 - 0.8349124
## 258 : trc_sqm_5000 235 : trc_sqm_3000 - 0.8254176
## 240 : cafe_count_3000_na_price 236 : cafe_count_3000 - 0.9912845
## 241 : cafe_count_3000_price_500 236 : cafe_count_3000 - 0.9978826
## 242 : cafe_count_3000_price_1000 236 : cafe_count_3000 - 0.9972998
## 243 : cafe_count_3000_price_1500 236 : cafe_count_3000 - 0.9980919
## 244 : cafe_count_3000_price_2500 236 : cafe_count_3000 - 0.9960243
## 245 : cafe_count_3000_price_4000 236 : cafe_count_3000 - 0.98244
## 246 : cafe_count_3000_price_high 236 : cafe_count_3000 - 0.9402412
## 247 : big_church_count_3000 236 : cafe_count_3000 - 0.9621663
## 248 : church_count_3000 236 : cafe_count_3000 - 0.9748266
## 250 : leisure_count_3000 236 : cafe_count_3000 - 0.9832207
## 255 : office_count_5000 236 : cafe_count_3000 - 0.9208885
## 256 : office_sqm_5000 236 : cafe_count_3000 - 0.8357725
## 259 : cafe_count_5000 236 : cafe_count_3000 - 0.9350907
## 263 : cafe_count_5000_na_price 236 : cafe_count_3000 - 0.9282827
## 264 : cafe_count_5000_price_500 236 : cafe_count_3000 - 0.931133
## 265 : cafe_count_5000_price_1000 236 : cafe_count_3000 - 0.927294
## 266 : cafe_count_5000_price_1500 236 : cafe_count_3000 - 0.9363132
## 267 : cafe_count_5000_price_2500 236 : cafe_count_3000 - 0.9344736
## 268 : cafe_count_5000_price_4000 236 : cafe_count_3000 - 0.9254572
## 269 : cafe_count_5000_price_high 236 : cafe_count_3000 - 0.9051543
## 270 : big_church_count_5000 236 : cafe_count_3000 - 0.9163224
## 271 : church_count_5000 236 : cafe_count_3000 - 0.923902
## 273 : leisure_count_5000 236 : cafe_count_3000 - 0.9334039
## 241 : cafe_count_3000_price_500 240 : cafe_count_3000_na_price - 0.9888132
## 242 : cafe_count_3000_price_1000 240 : cafe_count_3000_na_price - 0.9855482
## 243 : cafe_count_3000_price_1500 240 : cafe_count_3000_na_price - 0.9888103
## 244 : cafe_count_3000_price_2500 240 : cafe_count_3000_na_price - 0.9858738
## 245 : cafe_count_3000_price_4000 240 : cafe_count_3000_na_price - 0.9758245
## 246 : cafe_count_3000_price_high 240 : cafe_count_3000_na_price - 0.9291485
## 247 : big_church_count_3000 240 : cafe_count_3000_na_price - 0.9638543
## 248 : church_count_3000 240 : cafe_count_3000_na_price - 0.9693039
## 250 : leisure_count_3000 240 : cafe_count_3000_na_price - 0.9718831
## 255 : office_count_5000 240 : cafe_count_3000_na_price - 0.9195137
## 256 : office_sqm_5000 240 : cafe_count_3000_na_price - 0.8388952
## 259 : cafe_count_5000 240 : cafe_count_3000_na_price - 0.9330241
## 263 : cafe_count_5000_na_price 240 : cafe_count_3000_na_price - 0.9359444
## 264 : cafe_count_5000_price_500 240 : cafe_count_3000_na_price - 0.9291497
## 265 : cafe_count_5000_price_1000 240 : cafe_count_3000_na_price - 0.9230538
## 266 : cafe_count_5000_price_1500 240 : cafe_count_3000_na_price - 0.9333836
## 267 : cafe_count_5000_price_2500 240 : cafe_count_3000_na_price - 0.9315793
## 268 : cafe_count_5000_price_4000 240 : cafe_count_3000_na_price - 0.9272338
## 269 : cafe_count_5000_price_high 240 : cafe_count_3000_na_price - 0.9037114
## 270 : big_church_count_5000 240 : cafe_count_3000_na_price - 0.9184567
## 271 : church_count_5000 240 : cafe_count_3000_na_price - 0.9201568
## 273 : leisure_count_5000 240 : cafe_count_3000_na_price - 0.9268225
## 242 : cafe_count_3000_price_1000 241 : cafe_count_3000_price_500 - 0.9958766
## 243 : cafe_count_3000_price_1500 241 : cafe_count_3000_price_500 - 0.9939258
## 244 : cafe_count_3000_price_2500 241 : cafe_count_3000_price_500 - 0.9913963
## 245 : cafe_count_3000_price_4000 241 : cafe_count_3000_price_500 - 0.9755922
## 246 : cafe_count_3000_price_high 241 : cafe_count_3000_price_500 - 0.9328523
## 247 : big_church_count_3000 241 : cafe_count_3000_price_500 - 0.9591304
## 248 : church_count_3000 241 : cafe_count_3000_price_500 - 0.9743001
## 250 : leisure_count_3000 241 : cafe_count_3000_price_500 - 0.9797467
## 255 : office_count_5000 241 : cafe_count_3000_price_500 - 0.919984
## 256 : office_sqm_5000 241 : cafe_count_3000_price_500 - 0.8332776
## 259 : cafe_count_5000 241 : cafe_count_3000_price_500 - 0.9329257
## 263 : cafe_count_5000_na_price 241 : cafe_count_3000_price_500 - 0.9253269
## 264 : cafe_count_5000_price_500 241 : cafe_count_3000_price_500 - 0.9318539
## 265 : cafe_count_5000_price_1000 241 : cafe_count_3000_price_500 - 0.9262578
## 266 : cafe_count_5000_price_1500 241 : cafe_count_3000_price_500 - 0.9325302
## 267 : cafe_count_5000_price_2500 241 : cafe_count_3000_price_500 - 0.9302689
## 268 : cafe_count_5000_price_4000 241 : cafe_count_3000_price_500 - 0.9192968
## 269 : cafe_count_5000_price_high 241 : cafe_count_3000_price_500 - 0.9009908
## 270 : big_church_count_5000 241 : cafe_count_3000_price_500 - 0.9128443
## 271 : church_count_5000 241 : cafe_count_3000_price_500 - 0.9224542
## 273 : leisure_count_5000 241 : cafe_count_3000_price_500 - 0.9303498
## 243 : cafe_count_3000_price_1500 242 : cafe_count_3000_price_1000 - 0.9953982
## 244 : cafe_count_3000_price_2500 242 : cafe_count_3000_price_1000 - 0.9892877
## 245 : cafe_count_3000_price_4000 242 : cafe_count_3000_price_1000 - 0.9694078
## 246 : cafe_count_3000_price_high 242 : cafe_count_3000_price_1000 - 0.9281915
## 247 : big_church_count_3000 242 : cafe_count_3000_price_1000 - 0.9595183
## 248 : church_count_3000 242 : cafe_count_3000_price_1000 - 0.9737382
## 250 : leisure_count_3000 242 : cafe_count_3000_price_1000 - 0.9752941
## 251 : sport_count_3000 242 : cafe_count_3000_price_1000 - 0.8050268
## 255 : office_count_5000 242 : cafe_count_3000_price_1000 - 0.9263291
## 256 : office_sqm_5000 242 : cafe_count_3000_price_1000 - 0.8456888
## 259 : cafe_count_5000 242 : cafe_count_3000_price_1000 - 0.9409612
## 263 : cafe_count_5000_na_price 242 : cafe_count_3000_price_1000 - 0.9320802
## 264 : cafe_count_5000_price_500 242 : cafe_count_3000_price_1000 - 0.9379821
## 265 : cafe_count_5000_price_1000 242 : cafe_count_3000_price_1000 - 0.9371236
## 266 : cafe_count_5000_price_1500 242 : cafe_count_3000_price_1000 - 0.9426409
## 267 : cafe_count_5000_price_2500 242 : cafe_count_3000_price_1000 - 0.936433
## 268 : cafe_count_5000_price_4000 242 : cafe_count_3000_price_1000 - 0.9217349
## 269 : cafe_count_5000_price_high 242 : cafe_count_3000_price_1000 - 0.8992722
## 270 : big_church_count_5000 242 : cafe_count_3000_price_1000 - 0.9218453
## 271 : church_count_5000 242 : cafe_count_3000_price_1000 - 0.9316498
## 273 : leisure_count_5000 242 : cafe_count_3000_price_1000 - 0.9353293
## 244 : cafe_count_3000_price_2500 243 : cafe_count_3000_price_1500 - 0.9928489
## 245 : cafe_count_3000_price_4000 243 : cafe_count_3000_price_1500 - 0.9784151
## 246 : cafe_count_3000_price_high 243 : cafe_count_3000_price_1500 - 0.9300771
## 247 : big_church_count_3000 243 : cafe_count_3000_price_1500 - 0.9680415
## 248 : church_count_3000 243 : cafe_count_3000_price_1500 - 0.9778769
## 250 : leisure_count_3000 243 : cafe_count_3000_price_1500 - 0.9826156
## 255 : office_count_5000 243 : cafe_count_3000_price_1500 - 0.9172453
## 256 : office_sqm_5000 243 : cafe_count_3000_price_1500 - 0.8298581
## 259 : cafe_count_5000 243 : cafe_count_3000_price_1500 - 0.9312912
## 263 : cafe_count_5000_na_price 243 : cafe_count_3000_price_1500 - 0.9244225
## 264 : cafe_count_5000_price_500 243 : cafe_count_3000_price_1500 - 0.925777
## 265 : cafe_count_5000_price_1000 243 : cafe_count_3000_price_1500 - 0.9237194
## 266 : cafe_count_5000_price_1500 243 : cafe_count_3000_price_1500 - 0.9350031
## 267 : cafe_count_5000_price_2500 243 : cafe_count_3000_price_1500 - 0.9300509
## 268 : cafe_count_5000_price_4000 243 : cafe_count_3000_price_1500 - 0.9198413
## 269 : cafe_count_5000_price_high 243 : cafe_count_3000_price_1500 - 0.895153
## 270 : big_church_count_5000 243 : cafe_count_3000_price_1500 - 0.9184466
## 271 : church_count_5000 243 : cafe_count_3000_price_1500 - 0.9235231
## 273 : leisure_count_5000 243 : cafe_count_3000_price_1500 - 0.9299751
## 245 : cafe_count_3000_price_4000 244 : cafe_count_3000_price_2500 - 0.9904435
## 246 : cafe_count_3000_price_high 244 : cafe_count_3000_price_2500 - 0.9548027
## 247 : big_church_count_3000 244 : cafe_count_3000_price_2500 - 0.9512628
## 248 : church_count_3000 244 : cafe_count_3000_price_2500 - 0.965035
## 250 : leisure_count_3000 244 : cafe_count_3000_price_2500 - 0.9845908
## 255 : office_count_5000 244 : cafe_count_3000_price_2500 - 0.9126521
## 256 : office_sqm_5000 244 : cafe_count_3000_price_2500 - 0.8264589
## 259 : cafe_count_5000 244 : cafe_count_3000_price_2500 - 0.9274297
## 263 : cafe_count_5000_na_price 244 : cafe_count_3000_price_2500 - 0.9197525
## 264 : cafe_count_5000_price_500 244 : cafe_count_3000_price_2500 - 0.9212844
## 265 : cafe_count_5000_price_1000 244 : cafe_count_3000_price_2500 - 0.9159991
## 266 : cafe_count_5000_price_1500 244 : cafe_count_3000_price_2500 - 0.928002
## 267 : cafe_count_5000_price_2500 244 : cafe_count_3000_price_2500 - 0.9329657
## 268 : cafe_count_5000_price_4000 244 : cafe_count_3000_price_2500 - 0.929206
## 269 : cafe_count_5000_price_high 244 : cafe_count_3000_price_2500 - 0.9130535
## 270 : big_church_count_5000 244 : cafe_count_3000_price_2500 - 0.90498
## 271 : church_count_5000 244 : cafe_count_3000_price_2500 - 0.9130353
## 273 : leisure_count_5000 244 : cafe_count_3000_price_2500 - 0.9309493
## 246 : cafe_count_3000_price_high 245 : cafe_count_3000_price_4000 - 0.9603138
## 247 : big_church_count_3000 245 : cafe_count_3000_price_4000 - 0.932428
## 248 : church_count_3000 245 : cafe_count_3000_price_4000 - 0.943621
## 250 : leisure_count_3000 245 : cafe_count_3000_price_4000 - 0.9791559
## 255 : office_count_5000 245 : cafe_count_3000_price_4000 - 0.878691
## 259 : cafe_count_5000 245 : cafe_count_3000_price_4000 - 0.8940032
## 263 : cafe_count_5000_na_price 245 : cafe_count_3000_price_4000 - 0.89142
## 264 : cafe_count_5000_price_500 245 : cafe_count_3000_price_4000 - 0.8862833
## 265 : cafe_count_5000_price_1000 245 : cafe_count_3000_price_4000 - 0.8777314
## 266 : cafe_count_5000_price_1500 245 : cafe_count_3000_price_4000 - 0.8934372
## 267 : cafe_count_5000_price_2500 245 : cafe_count_3000_price_4000 - 0.9039138
## 268 : cafe_count_5000_price_4000 245 : cafe_count_3000_price_4000 - 0.9108076
## 269 : cafe_count_5000_price_high 245 : cafe_count_3000_price_4000 - 0.8991454
## 270 : big_church_count_5000 245 : cafe_count_3000_price_4000 - 0.8699712
## 271 : church_count_5000 245 : cafe_count_3000_price_4000 - 0.874018
## 273 : leisure_count_5000 245 : cafe_count_3000_price_4000 - 0.9022724
## 247 : big_church_count_3000 246 : cafe_count_3000_price_high - 0.8520974
## 248 : church_count_3000 246 : cafe_count_3000_price_high - 0.8669004
## 250 : leisure_count_3000 246 : cafe_count_3000_price_high - 0.919483
## 255 : office_count_5000 246 : cafe_count_3000_price_high - 0.8710327
## 256 : office_sqm_5000 246 : cafe_count_3000_price_high - 0.8066135
## 259 : cafe_count_5000 246 : cafe_count_3000_price_high - 0.8938697
## 263 : cafe_count_5000_na_price 246 : cafe_count_3000_price_high - 0.8873819
## 264 : cafe_count_5000_price_500 246 : cafe_count_3000_price_high - 0.8871178
## 265 : cafe_count_5000_price_1000 246 : cafe_count_3000_price_high - 0.8753695
## 266 : cafe_count_5000_price_1500 246 : cafe_count_3000_price_high - 0.8876269
## 267 : cafe_count_5000_price_2500 246 : cafe_count_3000_price_high - 0.9100806
## 268 : cafe_count_5000_price_4000 246 : cafe_count_3000_price_high - 0.9228813
## 269 : cafe_count_5000_price_high 246 : cafe_count_3000_price_high - 0.9330515
## 270 : big_church_count_5000 246 : cafe_count_3000_price_high - 0.8342448
## 271 : church_count_5000 246 : cafe_count_3000_price_high - 0.8470705
## 273 : leisure_count_5000 246 : cafe_count_3000_price_high - 0.8969924
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## 250 : leisure_count_3000 247 : big_church_count_3000 - 0.9549201
## 255 : office_count_5000 247 : big_church_count_3000 - 0.9132998
## 256 : office_sqm_5000 247 : big_church_count_3000 - 0.811871
## 259 : cafe_count_5000 247 : big_church_count_3000 - 0.9151172
## 263 : cafe_count_5000_na_price 247 : big_church_count_3000 - 0.915379
## 264 : cafe_count_5000_price_500 247 : big_church_count_3000 - 0.9099064
## 265 : cafe_count_5000_price_1000 247 : big_church_count_3000 - 0.9077931
## 266 : cafe_count_5000_price_1500 247 : big_church_count_3000 - 0.9223162
## 267 : cafe_count_5000_price_2500 247 : big_church_count_3000 - 0.9091195
## 268 : cafe_count_5000_price_4000 247 : big_church_count_3000 - 0.8973479
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## 270 : big_church_count_5000 247 : big_church_count_3000 - 0.9459037
## 271 : church_count_5000 247 : big_church_count_3000 - 0.9324364
## 273 : leisure_count_5000 247 : big_church_count_3000 - 0.922906
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## 255 : office_count_5000 248 : church_count_3000 - 0.9127801
## 256 : office_sqm_5000 248 : church_count_3000 - 0.8140019
## 259 : cafe_count_5000 248 : church_count_3000 - 0.9203612
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## 264 : cafe_count_5000_price_500 248 : church_count_3000 - 0.9174274
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## 266 : cafe_count_5000_price_1500 248 : church_count_3000 - 0.9251961
## 267 : cafe_count_5000_price_2500 248 : church_count_3000 - 0.9152441
## 268 : cafe_count_5000_price_4000 248 : church_count_3000 - 0.9004141
## 269 : cafe_count_5000_price_high 248 : church_count_3000 - 0.8605311
## 270 : big_church_count_5000 248 : church_count_3000 - 0.9300013
## 271 : church_count_5000 248 : church_count_3000 - 0.936308
## 273 : leisure_count_5000 248 : church_count_3000 - 0.9272265
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## 259 : cafe_count_5000 250 : leisure_count_3000 - 0.8890705
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## 264 : cafe_count_5000_price_500 250 : leisure_count_3000 - 0.8836277
## 265 : cafe_count_5000_price_1000 250 : leisure_count_3000 - 0.8783556
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## 267 : cafe_count_5000_price_2500 250 : leisure_count_3000 - 0.8925316
## 268 : cafe_count_5000_price_4000 250 : leisure_count_3000 - 0.8883212
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## 270 : big_church_count_5000 250 : leisure_count_3000 - 0.8844587
## 271 : church_count_5000 250 : leisure_count_3000 - 0.888528
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## 256 : office_sqm_5000 251 : sport_count_3000 - 0.846088
## 257 : trc_count_5000 251 : sport_count_3000 - 0.8893024
## 258 : trc_sqm_5000 251 : sport_count_3000 - 0.8099396
## 259 : cafe_count_5000 251 : sport_count_3000 - 0.8455699
## 263 : cafe_count_5000_na_price 251 : sport_count_3000 - 0.8474483
## 264 : cafe_count_5000_price_500 251 : sport_count_3000 - 0.852248
## 265 : cafe_count_5000_price_1000 251 : sport_count_3000 - 0.8674814
## 266 : cafe_count_5000_price_1500 251 : sport_count_3000 - 0.8400296
## 267 : cafe_count_5000_price_2500 251 : sport_count_3000 - 0.815045
## 270 : big_church_count_5000 251 : sport_count_3000 - 0.8182288
## 271 : church_count_5000 251 : sport_count_3000 - 0.8350941
## 273 : leisure_count_5000 251 : sport_count_3000 - 0.8037898
## 274 : sport_count_5000 251 : sport_count_3000 - 0.9503366
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## 259 : cafe_count_5000 255 : office_count_5000 - 0.993024
## 263 : cafe_count_5000_na_price 255 : office_count_5000 - 0.9863875
## 264 : cafe_count_5000_price_500 255 : office_count_5000 - 0.9926878
## 265 : cafe_count_5000_price_1000 255 : office_count_5000 - 0.9909756
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## 267 : cafe_count_5000_price_2500 255 : office_count_5000 - 0.9870463
## 268 : cafe_count_5000_price_4000 255 : office_count_5000 - 0.9671255
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## 270 : big_church_count_5000 255 : office_count_5000 - 0.9772237
## 271 : church_count_5000 255 : office_count_5000 - 0.9828477
## 273 : leisure_count_5000 255 : office_count_5000 - 0.980727
## 274 : sport_count_5000 255 : office_count_5000 - 0.8532842
## 257 : trc_count_5000 256 : office_sqm_5000 - 0.8259781
## 259 : cafe_count_5000 256 : office_sqm_5000 - 0.9531514
## 263 : cafe_count_5000_na_price 256 : office_sqm_5000 - 0.950398
## 264 : cafe_count_5000_price_500 256 : office_sqm_5000 - 0.9523371
## 265 : cafe_count_5000_price_1000 256 : office_sqm_5000 - 0.9576731
## 266 : cafe_count_5000_price_1500 256 : office_sqm_5000 - 0.9496059
## 267 : cafe_count_5000_price_2500 256 : office_sqm_5000 - 0.9426446
## 268 : cafe_count_5000_price_4000 256 : office_sqm_5000 - 0.9188832
## 269 : cafe_count_5000_price_high 256 : office_sqm_5000 - 0.9034862
## 270 : big_church_count_5000 256 : office_sqm_5000 - 0.9127029
## 271 : church_count_5000 256 : office_sqm_5000 - 0.9272167
## 273 : leisure_count_5000 256 : office_sqm_5000 - 0.9223322
## 274 : sport_count_5000 256 : office_sqm_5000 - 0.8910978
## 258 : trc_sqm_5000 257 : trc_count_5000 - 0.8928347
## 259 : cafe_count_5000 257 : trc_count_5000 - 0.8015681
## 263 : cafe_count_5000_na_price 257 : trc_count_5000 - 0.8042059
## 264 : cafe_count_5000_price_500 257 : trc_count_5000 - 0.8087895
## 265 : cafe_count_5000_price_1000 257 : trc_count_5000 - 0.8298682
## 266 : cafe_count_5000_price_1500 257 : trc_count_5000 - 0.8026206
## 271 : church_count_5000 257 : trc_count_5000 - 0.8106212
## 274 : sport_count_5000 257 : trc_count_5000 - 0.9230759
## 274 : sport_count_5000 258 : trc_sqm_5000 - 0.8320419
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## 265 : cafe_count_5000_price_1000 259 : cafe_count_5000 - 0.9972485
## 266 : cafe_count_5000_price_1500 259 : cafe_count_5000 - 0.9982875
## 267 : cafe_count_5000_price_2500 259 : cafe_count_5000 - 0.9957301
## 268 : cafe_count_5000_price_4000 259 : cafe_count_5000 - 0.9796032
## 269 : cafe_count_5000_price_high 259 : cafe_count_5000 - 0.9573238
## 270 : big_church_count_5000 259 : cafe_count_5000 - 0.9703712
## 271 : church_count_5000 259 : cafe_count_5000 - 0.9796257
## 273 : leisure_count_5000 259 : cafe_count_5000 - 0.9847009
## 274 : sport_count_5000 259 : cafe_count_5000 - 0.8563096
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## 271 : church_count_5000 264 : cafe_count_5000_price_500 - 0.979153
## 273 : leisure_count_5000 264 : cafe_count_5000_price_500 - 0.980566
## 274 : sport_count_5000 264 : cafe_count_5000_price_500 - 0.8641546
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## 271 : church_count_5000 265 : cafe_count_5000_price_1000 - 0.9800034
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## 274 : sport_count_5000 265 : cafe_count_5000_price_1000 - 0.8809844
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## 270 : big_church_count_5000 266 : cafe_count_5000_price_1500 - 0.9756968
## 271 : church_count_5000 266 : cafe_count_5000_price_1500 - 0.9825254
## 273 : leisure_count_5000 266 : cafe_count_5000_price_1500 - 0.9843254
## 274 : sport_count_5000 266 : cafe_count_5000_price_1500 - 0.8488931
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## 270 : big_church_count_5000 267 : cafe_count_5000_price_2500 - 0.9610006
## 271 : church_count_5000 267 : cafe_count_5000_price_2500 - 0.9697376
## 273 : leisure_count_5000 267 : cafe_count_5000_price_2500 - 0.9862058
## 274 : sport_count_5000 267 : cafe_count_5000_price_2500 - 0.824139
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## 270 : big_church_count_5000 268 : cafe_count_5000_price_4000 - 0.9417155
## 271 : church_count_5000 268 : cafe_count_5000_price_4000 - 0.944713
## 273 : leisure_count_5000 268 : cafe_count_5000_price_4000 - 0.9754618
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## 274 : sport_count_5000 270 : big_church_count_5000 - 0.8258829
## 273 : leisure_count_5000 271 : church_count_5000 - 0.9752592
## 274 : sport_count_5000 271 : church_count_5000 - 0.8477713
## 274 : sport_count_5000 273 : leisure_count_5000 - 0.8091686
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## 285 : usdrub 277 : oil_urals - 0.9589818
## 286 : eurrub 277 : oil_urals - 0.8920352
## 287 : brent 277 : oil_urals - 0.9906277
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## 281 : ppi 279 : gdp_quart_growth - 0.8597354
## 282 : gdp_deflator 279 : gdp_quart_growth - 0.850746
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## 287 : brent 280 : cpi - 0.8005003
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## 293 : rts 280 : cpi - 0.8128595
## 296 : micex_cbi_tr 280 : cpi - 0.8427722
## 297 : deposits_value 280 : cpi - 0.9371622
## 301 : mortgage_growth 280 : cpi - 0.8001801
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## 309 : fixed_basket 280 : cpi - 0.9897577
## 316 : invest_fixed_capital_per_cap 280 : cpi - 0.8131303
## 317 : invest_fixed_assets 280 : cpi - 0.825668
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## 354 : load_of_teachers_school_per_teacher 280 : cpi - 0.8743746
## 357 : provision_nurse 280 : cpi - 0.8196361
## 364 : turnover_catering_per_cap 280 : cpi - 0.872565
## 368 : bandwidth_sports 280 : cpi - 0.9386282
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## 289 : gdp_annual 281 : ppi - 0.8267145
## 290 : gdp_annual_growth 281 : ppi - 0.8084971
## 296 : micex_cbi_tr 281 : ppi - 0.8189435
## 297 : deposits_value 281 : ppi - 0.8713571
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## 309 : fixed_basket 281 : ppi - 0.92451
## 354 : load_of_teachers_school_per_teacher 281 : ppi - 0.8358643
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## 290 : gdp_annual_growth 282 : gdp_deflator - 0.8757488
## 296 : micex_cbi_tr 282 : gdp_deflator - 0.8872235
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## 307 : salary 282 : gdp_deflator - 0.9548854
## 309 : fixed_basket 282 : gdp_deflator - 0.948202
## 310 : retail_trade_turnover 282 : gdp_deflator - 0.8503533
## 311 : retail_trade_turnover_per_cap 282 : gdp_deflator - 0.8171174
## 313 : labor_force 282 : gdp_deflator - 0.8593182
## 316 : invest_fixed_capital_per_cap 282 : gdp_deflator - 0.9507305
## 317 : invest_fixed_assets 282 : gdp_deflator - 0.9575377
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## 354 : load_of_teachers_school_per_teacher 282 : gdp_deflator - 0.8576366
## 364 : turnover_catering_per_cap 282 : gdp_deflator - 0.9659569
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## 286 : eurrub 285 : usdrub - 0.9699501
## 287 : brent 285 : usdrub - 0.9578835
## 293 : rts 285 : usdrub - 0.9142141
## 295 : micex_rgbi_tr 285 : usdrub - 0.9226577
## 299 : deposits_rate 285 : usdrub - 0.9046348
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## 293 : rts 286 : eurrub - 0.9282358
## 295 : micex_rgbi_tr 286 : eurrub - 0.9350055
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## 293 : rts 287 : brent - 0.8877007
## 295 : micex_rgbi_tr 287 : brent - 0.850382
## 299 : deposits_rate 287 : brent - 0.8846259
## 290 : gdp_annual_growth 289 : gdp_annual - 0.8638946
## 296 : micex_cbi_tr 289 : gdp_annual - 0.890196
## 297 : deposits_value 289 : gdp_annual - 0.9446287
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## 309 : fixed_basket 289 : gdp_annual - 0.9236501
## 310 : retail_trade_turnover 289 : gdp_annual - 0.8729286
## 311 : retail_trade_turnover_per_cap 289 : gdp_annual - 0.8416821
## 313 : labor_force 289 : gdp_annual - 0.8712306
## 316 : invest_fixed_capital_per_cap 289 : gdp_annual - 0.9743696
## 317 : invest_fixed_assets 289 : gdp_annual - 0.9787267
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## 354 : load_of_teachers_school_per_teacher 289 : gdp_annual - 0.8312711
## 364 : turnover_catering_per_cap 289 : gdp_annual - 0.9747231
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## 296 : micex_cbi_tr 290 : gdp_annual_growth - 0.8329156
## 297 : deposits_value 290 : gdp_annual_growth - 0.8915401
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## 309 : fixed_basket 290 : gdp_annual_growth - 0.8801833
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## 313 : labor_force 290 : gdp_annual_growth - 0.9715608
## 315 : employment 290 : gdp_annual_growth - 0.9499216
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## 317 : invest_fixed_assets 290 : gdp_annual_growth - 0.8770339
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## 316 : invest_fixed_capital_per_cap 296 : micex_cbi_tr - 0.8865456
## 317 : invest_fixed_assets 296 : micex_cbi_tr - 0.8901297
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## 313 : labor_force 297 : deposits_value - 0.8766392
## 316 : invest_fixed_capital_per_cap 297 : deposits_value - 0.9257982
## 317 : invest_fixed_assets 297 : deposits_value - 0.9314803
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## 354 : load_of_teachers_school_per_teacher 297 : deposits_value - 0.812804
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## 302 : mortgage_rate 301 : mortgage_growth - 0.8569295
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## 317 : invest_fixed_assets 307 : salary - 0.9648571
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## 357 : provision_nurse 307 : salary - 0.8323593
## 364 : turnover_catering_per_cap 307 : salary - 0.9859135
## 368 : bandwidth_sports 307 : salary - 0.9649813
## 331 : mortality 308 : salary_growth - 0.8384191
## 358 : load_on_doctors 308 : salary_growth - 0.8193925
## 366 : seats_theather_rfmin_per_100000_cap 308 : salary_growth - 0.8467139
## 372 : apartment_fund_sqm 308 : salary_growth - 0.8807668
## 313 : labor_force 309 : fixed_basket - 0.8169562
## 316 : invest_fixed_capital_per_cap 309 : fixed_basket - 0.8564465
## 317 : invest_fixed_assets 309 : fixed_basket - 0.867502
## 342 : average_life_exp 309 : fixed_basket - 0.8639698
## 354 : load_of_teachers_school_per_teacher 309 : fixed_basket - 0.8636062
## 357 : provision_nurse 309 : fixed_basket - 0.8076913
## 364 : turnover_catering_per_cap 309 : fixed_basket - 0.9045114
## 368 : bandwidth_sports 309 : fixed_basket - 0.9541138
## 311 : retail_trade_turnover_per_cap 310 : retail_trade_turnover - 0.9980646
## 313 : labor_force 310 : retail_trade_turnover - 0.9795314
## 315 : employment 310 : retail_trade_turnover - 0.9353876
## 316 : invest_fixed_capital_per_cap 310 : retail_trade_turnover - 0.9410974
## 317 : invest_fixed_assets 310 : retail_trade_turnover - 0.9405619
## 342 : average_life_exp 310 : retail_trade_turnover - 0.9606785
## 364 : turnover_catering_per_cap 310 : retail_trade_turnover - 0.9509117
## 368 : bandwidth_sports 310 : retail_trade_turnover - 0.8727263
## 313 : labor_force 311 : retail_trade_turnover_per_cap - 0.9730232
## 315 : employment 311 : retail_trade_turnover_per_cap - 0.93807
## 316 : invest_fixed_capital_per_cap 311 : retail_trade_turnover_per_cap - 0.920576
## 317 : invest_fixed_assets 311 : retail_trade_turnover_per_cap - 0.9193124
## 342 : average_life_exp 311 : retail_trade_turnover_per_cap - 0.9542078
## 364 : turnover_catering_per_cap 311 : retail_trade_turnover_per_cap - 0.9299263
## 368 : bandwidth_sports 311 : retail_trade_turnover_per_cap - 0.848906
## 315 : employment 313 : labor_force - 0.9756559
## 316 : invest_fixed_capital_per_cap 313 : labor_force - 0.9196831
## 317 : invest_fixed_assets 313 : labor_force - 0.9227358
## 342 : average_life_exp 313 : labor_force - 0.9197324
## 354 : load_of_teachers_school_per_teacher 313 : labor_force - 0.8757547
## 357 : provision_nurse 313 : labor_force - 0.8929592
## 364 : turnover_catering_per_cap 313 : labor_force - 0.9588559
## 368 : bandwidth_sports 313 : labor_force - 0.9129098
## 316 : invest_fixed_capital_per_cap 315 : employment - 0.8136662
## 317 : invest_fixed_assets 315 : employment - 0.8172542
## 342 : average_life_exp 315 : employment - 0.8427896
## 354 : load_of_teachers_school_per_teacher 315 : employment - 0.8536507
## 355 : students_state_oneshift 315 : employment - 0.852239
## 357 : provision_nurse 315 : employment - 0.8995981
## 364 : turnover_catering_per_cap 315 : employment - 0.8756087
## 368 : bandwidth_sports 315 : employment - 0.8480003
## 317 : invest_fixed_assets 316 : invest_fixed_capital_per_cap - 0.9996701
## 342 : average_life_exp 316 : invest_fixed_capital_per_cap - 0.9264072
## 364 : turnover_catering_per_cap 316 : invest_fixed_capital_per_cap - 0.9826541
## 368 : bandwidth_sports 316 : invest_fixed_capital_per_cap - 0.8824089
## 342 : average_life_exp 317 : invest_fixed_assets - 0.9286896
## 364 : turnover_catering_per_cap 317 : invest_fixed_assets - 0.9864575
## 368 : bandwidth_sports 317 : invest_fixed_assets - 0.8936592
## 366 : seats_theather_rfmin_per_100000_cap 331 : mortality - 0.8560091
## 372 : apartment_fund_sqm 331 : mortality - 0.9725452
## 364 : turnover_catering_per_cap 342 : average_life_exp - 0.9373091
## 368 : bandwidth_sports 342 : average_life_exp - 0.9057596
## 354 : load_of_teachers_school_per_teacher 347 : rent_price_3room_bus - 0.8122621
## 357 : provision_nurse 347 : rent_price_3room_bus - 0.8048533
## 350 : rent_price_3room_eco 348 : rent_price_2room_bus - 0.8485271
## 357 : provision_nurse 354 : load_of_teachers_school_per_teacher - 0.9893542
## 358 : load_on_doctors 354 : load_of_teachers_school_per_teacher - 0.931398
## 364 : turnover_catering_per_cap 354 : load_of_teachers_school_per_teacher - 0.8778537
## 368 : bandwidth_sports 354 : load_of_teachers_school_per_teacher - 0.9404566
## 358 : load_on_doctors 357 : provision_nurse - 0.9269676
## 364 : turnover_catering_per_cap 357 : provision_nurse - 0.8541897
## 368 : bandwidth_sports 357 : provision_nurse - 0.9100185
## 366 : seats_theather_rfmin_per_100000_cap 358 : load_on_doctors - 0.8759732
## 368 : bandwidth_sports 358 : load_on_doctors - 0.8224601
## 368 : bandwidth_sports 364 : turnover_catering_per_cap - 0.9492677
## 372 : apartment_fund_sqm 366 : seats_theather_rfmin_per_100000_cap - 0.9524204col_del <- unique(col_del)Found 198 correlated numerical attributes from 391 total and 372 numeric ones. Which is 50.6% overall and 95.1%