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Datasets:
cianml
/
ru-real-estate-geo-temporal-clusters

Tasks:
Tabular Classification
Tabular Regression
Languages:
English
Size:
100K<n<1M
Tags:
real-estate
License:
Dataset card Data Studio Files
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The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 24 new columns ({'bus_stops', 'rooms_50', 'total_floors_50', 'photos_50', 'photos_75', 'house_year_75', 'lifetime_75', 'lifetime_25', 'rooms_25', 'nearest_metro_distance', 'rooms_75', 'property_listings_total', 'lifetime_50', 'floor_50', 'renovation_type', 'total_floors_75', 'floor_25', 'house_year_50', 'total_floors_25', 'homeowner', 'house_year_25', 'floor_75', 'city_center_distance', 'photos_25'})

This happened while the csv dataset builder was generating data using

hf://datasets/cianml/ru-real-estate-geo-temporal-clusters/russia_real_estate.csv (at revision 7af2ce54d51e69a9cec39ad7ddc64ae7f183774a), [/tmp/hf-datasets-cache/medium/datasets/74164074765751-config-parquet-and-info-cianml-ru-real-estate-geo-1421654b/hub/datasets--cianml--ru-real-estate-geo-temporal-clusters/snapshots/7af2ce54d51e69a9cec39ad7ddc64ae7f183774a/removed_transport_influence.csv (origin=hf://datasets/cianml/ru-real-estate-geo-temporal-clusters@7af2ce54d51e69a9cec39ad7ddc64ae7f183774a/removed_transport_influence.csv), /tmp/hf-datasets-cache/medium/datasets/74164074765751-config-parquet-and-info-cianml-ru-real-estate-geo-1421654b/hub/datasets--cianml--ru-real-estate-geo-temporal-clusters/snapshots/7af2ce54d51e69a9cec39ad7ddc64ae7f183774a/russia_real_estate.csv (origin=hf://datasets/cianml/ru-real-estate-geo-temporal-clusters@7af2ce54d51e69a9cec39ad7ddc64ae7f183774a/russia_real_estate.csv)]

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1887, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 674, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              cluster_id: int64
              city_name: string
              category: string
              boundary: string
              months: string
              nearest_metro_distance: double
              city_center_distance: double
              bus_stops: double
              property_listings_total: double
              prices_25: double
              prices_50: double
              prices_75: double
              prices_1_room_25: double
              prices_1_room_50: double
              prices_1_room_75: double
              prices_2_rooms_25: double
              prices_2_rooms_50: double
              prices_2_rooms_75: double
              prices_3_rooms_25: double
              prices_3_rooms_50: double
              prices_3_rooms_75: double
              prices_4_rooms_25: double
              prices_4_rooms_50: double
              prices_4_rooms_75: double
              prices_25_meter: double
              prices_50_meter: double
              prices_75_meter: double
              prices_1_room_25_meter: double
              prices_1_room_50_meter: double
              prices_1_room_75_meter: double
              prices_2_rooms_25_meter: double
              prices_2_rooms_50_meter: double
              prices_2_rooms_75_meter: double
              prices_3_rooms_25_meter: double
              prices_3_rooms_50_meter: double
              prices_3_rooms_75_meter: double
              prices_4_rooms_25_meter: double
              prices_4_rooms_50_meter: double
              prices_4_rooms_75_meter: double
              house_year_25: double
              house_year_50: double
              house_year_75: double
              rooms_25: double
              rooms_50: double
              rooms_75: double
              photos_25: double
              photos_50: double
              photos_75: double
              renovation_type: string
              lifetime_25: double
              lifetime_50: double
              lifetime_75: double
              floor_25: double
              floor_50: double
              floor_75: double
              total_floors_25: double
              total_floors_50: double
              total_floors_75: double
              homeowner: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 7967
              to
              {'cluster_id': Value('int64'), 'city_name': Value('string'), 'category': Value('string'), 'boundary': Value('string'), 'months': Value('string'), 'prices_25': Value('float64'), 'prices_50': Value('float64'), 'prices_75': Value('float64'), 'prices_1_room_25': Value('float64'), 'prices_1_room_50': Value('float64'), 'prices_1_room_75': Value('float64'), 'prices_2_rooms_25': Value('float64'), 'prices_2_rooms_50': Value('float64'), 'prices_2_rooms_75': Value('float64'), 'prices_3_rooms_25': Value('float64'), 'prices_3_rooms_50': Value('float64'), 'prices_3_rooms_75': Value('float64'), 'prices_4_rooms_25': Value('float64'), 'prices_4_rooms_50': Value('float64'), 'prices_4_rooms_75': Value('float64'), 'prices_25_meter': Value('float64'), 'prices_50_meter': Value('float64'), 'prices_75_meter': Value('float64'), 'prices_1_room_25_meter': Value('float64'), 'prices_1_room_50_meter': Value('float64'), 'prices_1_room_75_meter': Value('float64'), 'prices_2_rooms_25_meter': Value('float64'), 'prices_2_rooms_50_meter': Value('float64'), 'prices_2_rooms_75_meter': Value('float64'), 'prices_3_rooms_25_meter': Value('float64'), 'prices_3_rooms_50_meter': Value('float64'), 'prices_3_rooms_75_meter': Value('float64'), 'prices_4_rooms_25_meter': Value('float64'), 'prices_4_rooms_50_meter': Value('float64'), 'prices_4_rooms_75_meter': Value('float64')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1736, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1889, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 24 new columns ({'bus_stops', 'rooms_50', 'total_floors_50', 'photos_50', 'photos_75', 'house_year_75', 'lifetime_75', 'lifetime_25', 'rooms_25', 'nearest_metro_distance', 'rooms_75', 'property_listings_total', 'lifetime_50', 'floor_50', 'renovation_type', 'total_floors_75', 'floor_25', 'house_year_50', 'total_floors_25', 'homeowner', 'house_year_25', 'floor_75', 'city_center_distance', 'photos_25'})
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/cianml/ru-real-estate-geo-temporal-clusters/russia_real_estate.csv (at revision 7af2ce54d51e69a9cec39ad7ddc64ae7f183774a), [/tmp/hf-datasets-cache/medium/datasets/74164074765751-config-parquet-and-info-cianml-ru-real-estate-geo-1421654b/hub/datasets--cianml--ru-real-estate-geo-temporal-clusters/snapshots/7af2ce54d51e69a9cec39ad7ddc64ae7f183774a/removed_transport_influence.csv (origin=hf://datasets/cianml/ru-real-estate-geo-temporal-clusters@7af2ce54d51e69a9cec39ad7ddc64ae7f183774a/removed_transport_influence.csv), /tmp/hf-datasets-cache/medium/datasets/74164074765751-config-parquet-and-info-cianml-ru-real-estate-geo-1421654b/hub/datasets--cianml--ru-real-estate-geo-temporal-clusters/snapshots/7af2ce54d51e69a9cec39ad7ddc64ae7f183774a/russia_real_estate.csv (origin=hf://datasets/cianml/ru-real-estate-geo-temporal-clusters@7af2ce54d51e69a9cec39ad7ddc64ae7f183774a/russia_real_estate.csv)]
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

cluster_id
int64
city_name
string
category
string
boundary
string
months
string
prices_25
float64
prices_50
float64
prices_75
float64
prices_1_room_25
float64
prices_1_room_50
float64
prices_1_room_75
float64
prices_2_rooms_25
float64
prices_2_rooms_50
float64
prices_2_rooms_75
float64
prices_3_rooms_25
float64
prices_3_rooms_50
float64
prices_3_rooms_75
float64
prices_4_rooms_25
float64
prices_4_rooms_50
float64
prices_4_rooms_75
float64
prices_25_meter
float64
prices_50_meter
float64
prices_75_meter
float64
prices_1_room_25_meter
float64
prices_1_room_50_meter
float64
prices_1_room_75_meter
float64
prices_2_rooms_25_meter
float64
prices_2_rooms_50_meter
float64
prices_2_rooms_75_meter
float64
prices_3_rooms_25_meter
float64
prices_3_rooms_50_meter
float64
prices_3_rooms_75_meter
float64
prices_4_rooms_25_meter
float64
prices_4_rooms_50_meter
float64
prices_4_rooms_75_meter
float64
0
Moscow
flat sale
[((55.64590769942196, 37.40945937588653), (55.65052952601156, 37.41741832624113))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06', '2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
13,278,574.248373
14,849,856.87257
18,186,996.580663
11,987,601.144749
13,189,731.934265
14,566,855.552536
13,884,663.786511
15,332,033.62494
19,421,464.52039
16,460,088.135393
21,093,493.724974
25,133,969.578573
20,401,662.024223
20,401,662.024223
20,401,662.024223
318,485.204024
343,616.226667
363,258.7769
331,088.069263
348,065.612477
377,361.641487
310,444.577622
335,262.468051
356,904.181284
288,535.149305
294,491.080772
430,253.243382
324,867.229685
324,867.229685
324,867.229685
1
Moscow
flat sale
[((55.64590769942196, 37.40945937588653), (55.65052952601156, 37.41741832624113))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06']
13,149,966.585303
13,953,966.95053
15,136,594.81363
12,370,184.160007
13,140,688.676406
13,527,179.51983
13,433,679.929703
14,081,345.168843
15,539,224.01014
17,909,023.881793
21,093,493.724974
24,340,323.388298
null
null
null
301,238.492526
328,208.037642
349,841.93925
323,646.803843
347,742.404109
355,775.123922
294,261.560365
311,513.84712
341,604.609642
290,349.297001
294,491.080772
377,138.482483
null
null
null
2
Moscow
flat sale
[((55.64590769942196, 37.40945937588653), (55.65052952601156, 37.41741832624113))]
['2025-01', '2025-02', '2025-03', '2025-04']
12,972,693.863655
13,724,534.192708
14,922,519.825372
12,055,381.624709
13,140,688.676406
13,527,179.51983
13,369,710.025276
14,270,351.719723
16,410,321.470932
14,724,554.038612
14,724,554.038612
14,724,554.038612
null
null
null
306,663.036258
331,124.993648
349,640.328067
333,631.515255
347,742.404109
352,858.934381
292,840.006933
311,513.84712
344,349.765707
294,491.080772
294,491.080772
294,491.080772
null
null
null
3
Moscow
flat sale
[((55.64590769942196, 37.40945937588653), (55.65052952601156, 37.41741832624113))]
['2025-01', '2025-02', '2025-03']
12,823,254.868698
13,921,888.865586
15,029,557.319501
11,897,980.35706
12,948,681.839919
13,527,179.51983
13,177,800.311994
14,490,502.234084
15,637,754.5776
null
null
null
null
null
null
301,107.657529
344,129.034958
351,811.654413
348,191.683701
349,741.133659
354,317.029151
292,840.006933
312,226.693452
345,011.957954
null
null
null
null
null
null
4
Moscow
flat sale
[((55.64590769942196, 37.40945937588653), (55.65052952601156, 37.41741832624113))]
['2025-01', '2025-02']
12,645,982.14705
13,788,690.362595
15,432,186.516011
12,042,877.814769
12,537,645.049789
13,032,412.28481
13,000,527.590346
14,432,841.768302
16,410,321.470932
null
null
null
null
null
null
285,744.821484
328,177.864205
349,392.659658
348,292.489292
348,842.574475
349,392.659658
283,219.372858
302,533.350193
347,277.83408
null
null
null
null
null
null
5
Moscow
flat sale
[((55.75683153757225, 37.50496678014184), (55.76145336416185, 37.512925730496455))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06', '2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
34,819,129.720548
49,127,590.633559
62,070,100.057677
23,744,589.134382
28,323,669.167138
31,866,364.114005
36,107,325.16442
42,485,503.750706
49,944,397.601758
49,025,175.560008
54,877,109.011329
79,496,711.535836
61,565,712.897354
63,101,722.140114
79,002,966.473197
602,218.12588
675,959.666333
761,683.533775
639,635.89975
685,634.357411
755,518.370538
622,819.481107
675,326.692043
755,181.480156
586,199.38321
677,321.504447
794,721.145673
554,143.475838
631,820.955542
706,826.817321
6
Moscow
flat sale
[((55.75683153757225, 37.50496678014184), (55.76145336416185, 37.512925730496455))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06']
33,580,884.736863
49,025,175.560008
68,325,058.650437
22,387,256.491242
26,848,478.064683
28,464,804.008529
32,461,521.912301
38,529,139.033852
46,064,505.223926
49,566,421.042491
61,986,942.925124
81,433,826.980065
61,739,895.855314
64,110,393.868351
79,002,966.473197
586,704.575605
667,077.750856
762,567.266781
632,009.555278
674,373.075408
707,375.1183
585,549.225438
655,256.119828
748,546.469083
588,648.548512
707,643.164953
802,183.967266
544,682.601381
630,039.355862
696,180.779514
7
Moscow
flat sale
[((55.75683153757225, 37.50496678014184), (55.76145336416185, 37.512925730496455))]
['2025-05', '2025-06', '2025-07', '2025-08']
36,690,225.916202
50,900,786.253718
64,110,393.868351
23,632,920.576704
27,349,765.013467
28,413,159.696801
34,663,662.661581
36,690,225.916202
43,188,748.981021
49,025,175.560008
52,811,313.078472
78,653,762.730178
61,626,309.071466
64,110,393.868351
84,022,590.08962
571,722.905113
659,827.396501
755,518.370538
662,804.498514
755,518.370538
776,091.001217
563,391.920497
652,961.647661
752,382.775709
578,531.231515
664,606.058719
821,580.700073
568,014.904247
633,602.555223
707,669.678924
8
Moscow
flat sale
[((55.75683153757225, 37.50496678014184), (55.76145336416185, 37.512925730496455))]
['2025-04', '2025-05', '2025-06']
36,103,327.861382
50,974,427.841254
65,836,029.392612
22,853,657.357209
26,429,399.402515
29,258,900.497582
32,064,740.016397
36,576,566.759608
43,142,364.121535
49,522,223.273637
54,178,888.647981
74,002,226.788037
61,823,505.140731
71,442,710.106695
79,002,966.473197
565,931.763352
657,345.841431
747,762.834494
647,219.051574
692,558.489148
776,284.841734
579,629.885882
653,779.89534
729,068.086933
578,531.231515
661,836.18026
789,343.87517
563,085.795551
632,573.935085
702,768.090822
9
Moscow
flat sale
[((55.75683153757225, 37.50496678014184), (55.76145336416185, 37.512925730496455))]
['2025-05', '2025-06']
35,024,588.636487
49,749,458.869427
61,986,942.925124
23,786,459.089142
26,864,707.167622
36,294,808.502264
29,637,973.059569
35,743,748.119751
37,156,627.093103
49,522,223.273637
52,811,313.078472
69,599,272.251782
62,927,125.371394
79,002,966.473197
84,022,590.08962
576,791.569384
654,598.143019
724,798.15077
662,385.355223
733,316.069471
806,135.852115
570,858.884189
652,961.647661
707,248.148832
584,974.800559
660,498.692295
717,867.020913
597,173.129621
635,108.514308
696,180.779514
10
Moscow
flat sale
[((55.840024416184974, 37.48108992907802), (55.844646242774566, 37.48904887943262))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06', '2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
23,846,353.096975
35,072,433.999845
41,404,669.683586
18,168,720.404177
21,688,320.276664
23,535,449.131475
24,848,321.366142
26,486,807.603969
34,014,140.147666
37,400,489.690132
41,225,492.596309
44,418,719.080667
null
null
null
489,114.432608
568,616.401537
600,301.374964
524,638.605831
579,024.419513
605,470.800951
518,818.020221
532,088.722392
573,232.802878
418,588.03543
569,154.705385
604,255.498279
null
null
null
11
Moscow
flat sale
[((55.840024416184974, 37.48108992907802), (55.844646242774566, 37.48904887943262))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06']
28,612,503.90275
39,422,225.271023
41,415,382.829903
null
null
null
23,003,423.921532
23,394,626.809273
24,848,321.366142
38,806,253.001163
41,225,492.596309
42,254,109.648892
null
null
null
454,359.91372
515,300.149984
588,055.129562
null
null
null
503,435.086229
515,300.149984
541,689.123837
405,971.353766
497,124.668613
600,038.787327
null
null
null
12
Moscow
flat sale
[((55.840024416184974, 37.48108992907802), (55.844646242774566, 37.48904887943262))]
['2025-01', '2025-02', '2025-03', '2025-04']
27,457,259.912881
38,806,253.001163
41,351,840.552029
null
null
null
23,003,423.921532
23,394,626.809273
24,848,321.366142
38,498,266.866234
40,497,733.042675
41,426,095.97622
null
null
null
484,203.252877
541,689.123837
588,325.427047
null
null
null
503,435.086229
515,300.149984
541,689.123837
409,164.823079
533,139.686999
606,300.913696
null
null
null
13
Moscow
flat sale
[((55.840024416184974, 37.48108992907802), (55.844646242774566, 37.48904887943262))]
['2025-01', '2025-02', '2025-03']
27,158,809.345881
39,422,225.271023
41,415,382.829903
null
null
null
22,807,822.477662
23,003,423.921532
23,199,025.365403
38,719,343.615508
41,309,724.566789
41,845,459.385714
null
null
null
433,359.103057
515,300.149984
600,579.382298
null
null
null
497,502.554351
503,435.086229
509,367.618106
381,138.275574
534,631.098801
613,647.155373
null
null
null
14
Moscow
flat sale
[((55.840024416184974, 37.48108992907802), (55.844646242774566, 37.48904887943262))]
['2025-01', '2025-02']
26,767,606.458141
41,225,492.596309
41,415,382.829903
null
null
null
22,612,221.033792
22,612,221.033792
22,612,221.033792
41,225,492.596309
41,393,956.53727
41,436,809.122537
null
null
null
430,605.747733
588,595.724533
614,731.270682
null
null
null
491,570.022474
491,570.022474
491,570.022474
369,641.472993
612,563.040064
616,899.501301
null
null
null
15
Moscow
flat sale
[((55.60431126011561, 37.35374672340426), (55.6089330867052, 37.36170567375887))]
['2024-01', '2024-02', '2024-03', '2024-04', '2024-05', '2024-06', '2024-07', '2024-08', '2024-09', '2024-10', '2024-11', '2024-12']
15,135,388.581489
19,308,002.076211
21,763,242.345863
12,251,133.343139
12,836,992.304829
13,301,105.227163
18,291,655.14088
18,714,950.0782
19,475,318.754182
21,670,413.950077
21,940,314.138512
23,447,603.729592
null
null
null
298,816.671874
320,713.988185
347,297.231663
307,366.417751
334,734.864528
345,920.304421
309,319.63403
327,512.317916
342,677.501253
286,805.649981
306,428.968415
324,003.154318
null
null
null
16
Moscow
flat sale
[((55.60431126011561, 37.35374672340426), (55.6089330867052, 37.36170567375887))]
['2024-07', '2024-08', '2024-09', '2024-10', '2024-11', '2024-12']
15,701,037.305373
21,297,692.372282
21,940,314.138512
12,073,214.147344
12,755,828.278592
14,004,091.133722
17,290,459.328029
17,851,429.125442
18,412,398.922855
21,636,609.485174
21,940,314.138512
23,928,655.107315
null
null
null
294,468.63774
306,428.968415
348,059.840144
297,748.61019
323,946.193272
363,742.62685
305,416.592689
312,092.300902
318,768.009115
285,804.646283
306,428.968415
327,244.404279
null
null
null
17
Moscow
flat sale
[((55.60431126011561, 37.35374672340426), (55.6089330867052, 37.36170567375887))]
['2024-09', '2024-10', '2024-11', '2024-12']
14,004,091.133722
20,135,530.546275
21,847,485.742726
12,073,214.147344
12,755,828.278592
14,004,091.133722
18,973,368.720268
18,973,368.720268
18,973,368.720268
21,569,000.555368
21,940,314.138512
21,940,314.138512
null
null
null
295,561.96189
306,428.968415
343,148.768485
297,748.61019
323,946.193272
363,742.62685
325,443.717329
325,443.717329
325,443.717329
287,806.653679
306,428.968415
306,428.968415
null
null
null
18
Moscow
flat sale
[((55.60431126011561, 37.35374672340426), (55.6089330867052, 37.36170567375887))]
['2024-09', '2024-10']
16,205,905.565053
18,973,368.720268
20,271,184.637818
13,438,442.409839
13,438,442.409839
13,438,442.409839
18,973,368.720268
18,973,368.720268
18,973,368.720268
21,569,000.555368
21,569,000.555368
21,569,000.555368
null
null
null
304,623.178108
325,443.717329
337,247.084766
349,050.452204
349,050.452204
349,050.452204
325,443.717329
325,443.717329
325,443.717329
283,802.638886
283,802.638886
283,802.638886
null
null
null
19
Moscow
flat sale
[((55.793806150289015, 37.52088468085107), (55.798427976878614, 37.528843631205675))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06', '2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
27,538,247.471655
42,569,801.267817
61,505,271.754014
18,301,402.86584
24,545,331.915196
28,944,361.712616
36,216,765.289899
44,876,159.877854
50,375,013.755284
49,152,461.273127
55,110,975.194495
61,070,092.944433
71,475,001.404225
82,000,682.626757
89,322,172.147003
495,311.559047
564,665.255138
640,138.000654
519,351.173837
612,261.271708
730,193.359911
563,675.185399
608,393.201103
672,661.355125
528,695.344215
560,915.024374
598,968.019112
463,262.389998
502,137.555592
564,273.489235
20
Moscow
flat sale
[((55.793806150289015, 37.52088468085107), (55.798427976878614, 37.528843631205675))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06']
27,538,247.471655
36,517,204.476373
60,983,847.554937
24,545,331.915196
27,538,247.471655
28,592,715.476663
36,216,765.289899
39,843,942.05857
46,020,526.990584
51,872,534.354681
60,634,914.134853
61,943,371.179242
60,983,847.554937
74,420,860.898946
92,250,767.955102
518,911.469636
566,815.845673
655,032.189324
588,922.391857
730,457.492617
735,114.993056
563,675.185399
592,511.414332
647,161.4598
486,778.85321
536,751.433657
556,889.318458
529,787.381092
564,404.07787
584,597.034786
21
Moscow
flat sale
[((55.793806150289015, 37.52088468085107), (55.798427976878614, 37.528843631205675))]
['2025-01', '2025-02', '2025-03', '2025-04']
27,538,247.471655
32,647,038.033347
60,983,847.554937
27,538,247.471655
27,713,835.238206
28,944,361.712616
31,121,773.266066
36,517,204.476373
44,385,128.452748
43,980,512.193669
59,764,556.515692
60,634,914.134853
60,983,847.554937
60,983,847.554937
93,715,065.859151
518,335.541256
568,966.436207
713,983.444046
662,717.873645
730,457.492617
737,443.743275
500,365.655986
567,906.038968
610,771.670592
469,030.63053
552,863.612541
560,915.024374
564,142.900601
564,665.255138
591,240.961335
22
Moscow
flat sale
[((55.793806150289015, 37.52088468085107), (55.798427976878614, 37.528843631205675))]
['2025-01', '2025-02', '2025-03']
26,305,982.103085
38,240,779.316631
60,983,847.554937
30,133,765.469763
30,971,522.990958
31,809,280.512152
21,833,106.777824
26,928,098.801657
32,023,090.82549
60,199,735.325273
60,634,914.134853
61,070,092.944433
55,578,754.612188
60,983,847.554937
69,166,652.130991
512,579.545704
564,404.07787
586,039.386862
674,374.110229
708,610.219804
742,846.329379
386,439.157868
449,748.687281
513,058.216694
556,889.318458
560,915.024374
564,940.730291
552,691.060765
564,404.07787
577,262.518635
23
Moscow
flat sale
[((55.793806150289015, 37.52088468085107), (55.798427976878614, 37.528843631205675))]
['2025-03', '2025-04']
26,041,510.831653
27,713,835.238206
43,483,810.893325
26,041,789.693426
27,538,247.471655
27,626,041.35493
43,483,810.893325
51,051,295.683225
58,618,780.473125
28,196,467.871645
28,196,467.871645
28,196,467.871645
100,262,216.134073
106,809,366.408994
113,356,516.683916
495,311.559047
575,342.646582
730,450.095753
650,866.14221
730,457.492617
732,786.242836
598,079.109883
636,713.887937
675,348.665991
385,197.64852
385,197.64852
385,197.64852
536,561.896276
554,788.251296
573,014.606316
24
Moscow
flat sale
[((55.7059914450867, 37.656186836879435), (55.7106132716763, 37.66414578723404))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06', '2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
23,965,287.175289
31,350,066.096865
32,999,138.322576
19,199,146.933764
19,199,146.933764
19,199,146.933764
23,012,051.459768
23,965,287.175289
31,631,983.098322
30,293,907.450118
32,080,794.955528
33,882,387.911495
46,632,605.22913
49,745,979.074967
63,957,988.365789
426,125.236604
438,818.328758
462,928.1596
574,824.758496
574,824.758496
574,824.758496
428,729.082133
436,624.018381
462,174.486696
422,208.820824
438,818.328758
451,478.154525
456,285.647553
475,936.29667
542,801.407307
25
Moscow
flat sale
[((55.7059914450867, 37.656186836879435), (55.7106132716763, 37.66414578723404))]
['2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
25,177,725.182814
30,588,598.243348
32,338,289.162588
19,199,146.933764
19,199,146.933764
19,199,146.933764
22,850,602.177388
23,965,287.175289
31,716,020.175817
29,976,826.278481
31,350,066.096865
32,325,686.520074
58,608,811.986902
71,943,249.964939
85,277,687.942977
422,121.853761
451,476.068716
473,373.43546
574,824.758496
574,824.758496
574,824.758496
430,031.870297
460,241.029195
473,373.43546
419,843.505301
422,208.820824
451,476.068716
523,289.201702
583,650.243804
644,011.285905
26
Moscow
flat sale
[((55.7059914450867, 37.656186836879435), (55.7106132716763, 37.66414578723404))]
['2025-09', '2025-10', '2025-11', '2025-12']
28,183,494.73441
29,976,826.278481
32,434,011.12013
null
null
null
22,850,602.177388
23,965,287.175289
29,053,091.683078
29,976,826.278481
30,282,712.260915
32,151,447.518907
58,608,811.986902
71,943,249.964939
85,277,687.942977
422,121.853761
445,566.596605
462,551.323148
null
null
null
444,757.775998
460,241.029195
467,773.961078
419,843.505301
422,208.820824
441,881.279296
523,289.201702
583,650.243804
644,011.285905
27
Moscow
flat sale
[((55.7059914450867, 37.656186836879435), (55.7106132716763, 37.66414578723404))]
['2025-10', '2025-11', '2025-12']
28,183,494.73441
29,976,826.278481
32,386,909.411211
null
null
null
23,008,186.465078
25,177,725.182814
30,384,555.929448
29,976,826.278481
29,976,826.278481
32,233,852.183369
98,612,125.921014
98,612,125.921014
98,612,125.921014
422,121.853761
445,566.596605
467,773.961078
null
null
null
440,245.135047
457,978.772298
470,573.698269
419,843.505301
422,208.820824
447,692.391436
704,372.328007
704,372.328007
704,372.328007
28
Moscow
flat sale
[((55.7059914450867, 37.656186836879435), (55.7106132716763, 37.66414578723404))]
['2025-11', '2025-12']
29,976,826.278481
29,976,826.278481
32,539,966.639052
null
null
null
23,965,287.175289
26,390,163.19034
31,716,020.175817
29,976,826.278481
29,976,826.278481
32,233,852.183369
98,612,125.921014
98,612,125.921014
98,612,125.921014
422,078.370229
440,649.54535
470,573.698269
null
null
null
435,732.494096
462,174.486696
473,373.43546
419,843.505301
422,208.820824
447,692.391436
704,372.328007
704,372.328007
704,372.328007
29
Moscow
flat sale
[((55.89548633526012, 37.57659733333333), (55.90010816184971, 37.584556283687945))]
['2024-01', '2024-02', '2024-03', '2024-04', '2024-05', '2024-06', '2024-07', '2024-08', '2024-09', '2024-10', '2024-11', '2024-12']
13,790,006.185687
15,218,995.993049
18,725,391.606008
12,785,629.315313
13,848,779.617014
14,584,113.048005
16,002,193.52194
16,396,523.001537
17,787,489.713483
20,352,053.317565
20,745,899.839149
22,060,253.803027
null
null
null
317,631.111042
355,540.822871
384,003.819101
355,925.275871
373,951.616616
391,793.33871
302,786.632944
309,964.506634
337,089.231841
309,067.047097
318,188.64784
336,854.07496
null
null
null
30
Moscow
flat sale
[((55.89548633526012, 37.57659733333333), (55.90010816184971, 37.584556283687945))]
['2024-07', '2024-08', '2024-09', '2024-10', '2024-11', '2024-12']
13,731,232.75436
15,372,554.550415
16,796,209.419848
13,184,179.489423
13,848,779.617014
14,584,113.048005
16,515,782.745897
16,796,209.419848
18,045,844.18007
19,328,486.837173
20,473,802.638857
21,619,118.44054
null
null
null
320,091.818311
367,937.456533
389,315.37909
367,937.456533
373,951.616616
391,793.33871
312,798.915642
317,505.75981
340,487.626039
295,809.544731
313,588.951304
331,368.357878
null
null
null
31
Moscow
flat sale
[((55.89548633526012, 37.57659733333333), (55.90010816184971, 37.584556283687945))]
['2024-09', '2024-10', '2024-11', '2024-12']
14,392,174.282376
15,851,208.837681
16,853,009.712652
13,848,779.617014
14,065,380.859696
15,372,554.550415
16,515,782.745897
16,796,209.419848
18,045,844.18007
22,764,434.242224
22,764,434.242224
22,764,434.242224
null
null
null
320,581.098145
367,992.59196
399,623.588418
386,837.41947
391,793.33871
402,233.671654
312,798.915642
317,505.75981
340,487.626039
349,147.764451
349,147.764451
349,147.764451
null
null
null
32
Moscow
flat sale
[((55.89548633526012, 37.57659733333333), (55.90010816184971, 37.584556283687945))]
['2024-10', '2024-11', '2024-12']
15,529,833.872454
16,015,304.480869
16,796,209.419848
14,718,967.705055
15,372,554.550415
15,529,833.872454
16,515,782.745897
16,796,209.419848
18,045,844.18007
null
null
null
null
null
null
317,505.75981
391,793.33871
403,512.559449
397,013.505182
402,233.671654
408,854.059481
312,798.915642
317,505.75981
340,487.626039
null
null
null
null
null
null
33
Moscow
flat sale
[((55.89548633526012, 37.57659733333333), (55.90010816184971, 37.584556283687945))]
['2024-11', '2024-12']
16,015,304.480869
16,682,608.834239
16,909,810.005457
14,065,380.859696
14,065,380.859696
14,065,380.859696
16,515,782.745897
16,796,209.419848
18,045,844.18007
null
null
null
null
null
null
315,958.500648
319,053.018971
391,793.33871
391,793.33871
391,793.33871
391,793.33871
312,798.915642
317,505.75981
340,487.626039
null
null
null
null
null
null
34
Moscow
flat sale
[((55.826158936416185, 37.568638382978726), (55.83078076300578, 37.57659733333333))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06', '2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
16,175,437.323605
18,350,715.957533
24,227,557.900059
13,726,136.953025
15,405,972.361849
16,505,360.043288
16,576,128.37343
18,933,563.363577
22,303,357.203722
24,186,538.028377
26,638,115.568377
28,551,634.037079
25,950,215.066496
30,651,986.091267
35,353,757.116037
380,303.06525
402,281.978125
418,850.758216
399,409.314995
410,210.468322
441,722.283383
376,501.945266
398,782.165569
404,153.651006
373,043.314627
386,187.995854
414,105.917098
358,495.400917
374,273.962451
390,052.523986
35
Moscow
flat sale
[((55.826158936416185, 37.568638382978726), (55.83078076300578, 37.57659733333333))]
['2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
15,841,170.064314
17,350,934.429726
24,033,316.884485
13,661,137.614764
15,841,170.064314
16,577,774.373639
17,368,918.424259
20,491,706.422147
23,725,197.437247
23,790,485.718096
27,323,449.920566
28,551,634.037079
40,055,528.140807
40,055,528.140807
40,055,528.140807
386,002.659877
404,440.03437
422,945.43699
401,958.53419
410,210.468322
460,499.129777
382,179.172461
400,555.281408
423,597.709565
365,892.719864
379,659.149057
414,125.800459
405,831.08552
405,831.08552
405,831.08552
36
Moscow
flat sale
[((55.826158936416185, 37.568638382978726), (55.83078076300578, 37.57659733333333))]
['2025-05', '2025-06', '2025-07', '2025-08']
14,749,266.300118
23,725,197.437247
24,657,473.526222
14,007,668.50804
14,224,200.724795
14,347,353.977824
18,867,470.319797
23,725,197.437247
25,234,981.80435
24,262,189.414178
24,331,452.442416
26,955,459.688583
null
null
null
382,924.152671
395,706.853332
402,578.909235
395,706.853332
396,297.019865
399,127.777027
386,773.199698
402,497.657889
433,176.547163
379,128.304711
383,172.479408
386,187.995854
null
null
null
37
Moscow
flat sale
[((55.826158936416185, 37.568638382978726), (55.83078076300578, 37.57659733333333))]
['2025-07', '2025-08', '2025-09']
15,989,113.97647
17,368,918.424259
24,256,918.552933
14,285,777.35131
15,155,838.647583
16,285,001.800781
17,350,934.429726
23,417,077.99001
24,033,316.884485
25,769,874.583499
27,208,296.724581
28,085,762.382429
null
null
null
383,880.024525
401,256.907799
437,199.06069
396,827.148647
431,228.831983
467,259.333436
382,179.172461
400,555.281408
404,440.03437
379,659.149057
383,172.479408
401,851.283943
null
null
null
38
Moscow
flat sale
[((55.826158936416185, 37.568638382978726), (55.83078076300578, 37.57659733333333))]
['2025-07', '2025-08']
14,842,185.989874
23,417,077.99001
24,331,452.442416
14,285,777.35131
14,347,353.977824
14,408,930.604338
18,867,470.319797
23,725,197.437247
25,234,981.80435
24,331,452.442416
24,331,452.442416
24,331,452.442416
null
null
null
383,172.479408
400,555.281408
404,440.03437
396,827.148647
398,537.610495
400,248.072343
386,773.199698
402,497.657889
433,176.547163
383,172.479408
383,172.479408
383,172.479408
null
null
null
39
Moscow
flat sale
[((55.66439500578035, 37.512925730496455), (55.66901683236994, 37.52088468085107))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06', '2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
24,001,563.083387
30,668,432.940592
60,414,470.2579
16,889,988.836458
19,309,130.732523
19,662,346.538606
24,018,799.075913
24,333,141.984774
28,059,839.558622
37,736,348.663753
41,208,510.709653
81,554,641.276074
42,228,771.123724
54,791,586.449704
85,486,475.414928
435,624.000521
490,820.971232
533,571.941773
464,538.16238
494,322.374925
507,235.359114
436,198.316473
456,302.357899
484,856.065852
428,521.58703
507,846.114297
608,275.868348
440,812.623083
475,631.425323
525,338.62667
40
Moscow
flat sale
[((55.66439500578035, 37.512925730496455), (55.66901683236994, 37.52088468085107))]
['2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
24,367,584.562659
30,434,480.18593
48,959,421.032711
18,991,117.306155
20,558,877.707332
20,581,566.531079
24,001,563.083387
24,264,256.829002
27,029,763.265138
30,668,432.940592
39,293,721.78321
77,976,303.077303
41,929,276.293059
43,127,255.615718
66,455,917.28369
420,232.623178
454,634.645166
508,114.348016
509,718.457564
521,626.717844
540,907.060657
435,624.000521
457,674.99069
487,854.693404
413,778.293244
444,125.403401
556,140.266893
437,218.730897
451,594.299641
499,668.551005
41
Moscow
flat sale
[((55.66439500578035, 37.512925730496455), (55.66901683236994, 37.52088468085107))]
['2025-09', '2025-10', '2025-11', '2025-12']
28,126,997.08429
34,267,932.878175
48,959,421.032711
17,423,356.904978
17,423,356.904978
17,423,356.904978
23,185,948.734314
25,368,444.057003
27,761,252.477906
30,200,527.431267
39,293,721.78321
73,101,509.012059
41,929,276.293059
43,127,255.615718
66,455,917.28369
413,892.92664
449,553.468241
504,862.262192
497,810.197285
497,810.197285
497,810.197285
434,797.208847
457,674.99069
504,149.044578
395,686.637184
444,125.403401
553,972.209677
437,218.730897
451,594.299641
499,668.551005
42
Moscow
flat sale
[((55.66439500578035, 37.512925730496455), (55.66901683236994, 37.52088468085107))]
['2025-10', '2025-11', '2025-12']
28,492,741.690674
38,335,338.325082
43,127,255.615718
null
null
null
22,778,141.559777
24,685,003.570195
26,614,433.463104
30,200,527.431267
39,293,721.78321
59,695,317.891636
41,929,276.293059
43,127,255.615718
66,455,917.28369
413,549.026452
444,125.403401
499,668.551005
null
null
null
428,439.49485
452,593.813765
480,309.767725
386,755.44255
429,066.481719
485,782.764104
437,218.730897
451,594.299641
499,668.551005
43
Moscow
flat sale
[((55.66439500578035, 37.512925730496455), (55.66901683236994, 37.52088468085107))]
['2025-11', '2025-12']
29,399,250.014536
34,267,932.878175
55,247,028.155087
null
null
null
21,837,721.842301
25,368,444.057003
26,199,103.66107
30,200,527.431267
34,747,124.607238
78,528,189.775697
40,731,296.9704
43,127,255.615718
67,478,625.203863
436,481.309164
449,553.468241
499,364.849692
null
null
null
452,593.813765
457,674.99069
472,764.842047
421,193.120689
444,125.403401
567,238.252111
423,198.480022
451,594.299641
492,744.8091
44
Moscow
flat sale
[((55.71985692485549, 37.89495534751773), (55.72447875144508, 37.90291429787234))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06', '2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
13,388,552.681887
15,123,552.266389
16,843,048.997228
12,527,112.850293
13,987,179.866779
15,123,552.266389
17,415,077.07638
18,432,015.883759
19,067,602.638372
27,330,230.448333
27,330,230.448333
27,330,230.448333
null
null
null
304,285.288225
340,138.224148
351,245.311759
302,082.669693
340,809.332325
350,300.18872
328,185.931814
337,655.463388
346,855.282369
366,848.73085
366,848.73085
366,848.73085
null
null
null
45
Moscow
flat sale
[((55.71985692485549, 37.89495534751773), (55.72447875144508, 37.90291429787234))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06']
13,987,179.866779
15,123,552.266389
16,379,544.801134
13,550,459.030184
14,953,160.604395
15,123,552.266389
17,415,077.07638
17,542,194.427302
19,067,602.638372
null
null
null
null
null
null
328,185.931814
343,717.096963
352,752.319276
317,296.277497
343,717.096963
355,396.069113
328,965.800727
340,138.224148
342,620.984908
null
null
null
null
null
null
46
Moscow
flat sale
[((55.71985692485549, 37.89495534751773), (55.72447875144508, 37.90291429787234))]
['2025-05', '2025-06', '2025-07', '2025-08']
12,527,112.850293
14,599,659.607946
18,654,471.247874
12,324,972.923456
13,133,532.630803
13,987,179.866779
18,241,339.857376
19,067,602.638372
19,215,405.908129
null
null
null
null
null
null
302,082.669693
331,679.317221
346,527.888942
302,082.669693
302,082.669693
343,717.096963
331,679.317221
340,138.224148
369,549.390077
null
null
null
null
null
null
47
Moscow
flat sale
[((55.71985692485549, 37.89495534751773), (55.72447875144508, 37.90291429787234))]
['2025-04', '2025-05', '2025-06']
13,550,459.030184
15,123,552.266389
17,415,077.07638
13,261,042.656345
13,898,592.784054
15,123,552.266389
17,415,077.07638
19,067,602.638372
19,067,602.638372
null
null
null
null
null
null
317,296.277497
337,655.463388
343,717.096963
302,082.669693
324,502.764386
343,717.096963
331,679.317221
340,138.224148
353,411.445135
null
null
null
null
null
null
48
Moscow
flat sale
[((55.71985692485549, 37.89495534751773), (55.72447875144508, 37.90291429787234))]
['2025-05', '2025-06']
13,987,179.866779
15,123,552.266389
18,241,339.857376
13,324,797.669116
13,987,179.866779
14,861,605.937168
17,415,077.07638
19,067,602.638372
19,067,602.638372
null
null
null
null
null
null
321,540.023508
340,138.224148
345,590.958282
305,285.53107
329,305.606082
343,717.096963
335,172.702628
340,138.224148
366,684.666123
null
null
null
null
null
null
49
Moscow
flat sale
[((55.74758788439306, 37.68006368794326), (55.75220971098266, 37.68802263829787))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06', '2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
22,583,846.373057
34,140,151.681473
43,119,113.040772
16,829,134.828223
23,828,955.896686
28,864,972.349079
30,711,421.755492
37,831,538.227729
42,373,165.260099
40,930,419.951237
46,197,210.705241
50,399,495.030677
48,313,943.147604
54,966,215.717985
68,690,265.171419
498,153.490384
578,606.631296
653,156.715544
475,993.06078
603,021.221887
702,675.014455
518,209.110583
583,008.431624
642,017.655456
431,236.611879
541,704.401765
593,206.279545
494,312.537569
595,591.543335
706,829.783429
50
Moscow
flat sale
[((55.74758788439306, 37.68006368794326), (55.75220971098266, 37.68802263829787))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06']
21,972,911.442019
35,313,530.001532
46,328,874.62573
16,992,763.171735
19,038,598.783435
25,609,986.105459
32,293,554.857191
37,892,953.062514
42,900,292.117618
42,662,996.690527
48,052,617.726787
50,849,276.284766
39,474,746.57476
50,360,164.523924
50,974,251.456942
510,500.354133
578,606.631296
658,971.746138
486,004.877022
592,355.987122
665,409.292466
518,833.752369
621,532.536199
712,638.638286
515,727.138261
541,704.401765
598,119.564792
444,184.629234
530,106.994989
536,571.067968
51
Moscow
flat sale
[((55.74758788439306, 37.68006368794326), (55.75220971098266, 37.68802263829787))]
['2025-05', '2025-06', '2025-07', '2025-08']
19,124,111.413939
36,541,826.083089
46,213,408.022037
16,079,173.7539
18,949,038.667978
26,070,597.366349
33,194,847.058455
41,639,257.984416
46,213,408.022037
42,345,528.584446
45,719,146.973673
48,052,617.726787
56,384,868.400652
70,594,457.782662
78,483,287.992139
488,721.060166
583,162.83649
670,861.93979
444,737.284137
491,529.393553
646,832.596156
538,378.890277
641,878.076286
723,905.619532
480,464.042823
583,162.83649
598,119.564792
529,628.667334
672,328.169359
768,024.675687
52
Moscow
flat sale
[((55.74758788439306, 37.68006368794326), (55.75220971098266, 37.68802263829787))]
['2025-04', '2025-05', '2025-06']
21,777,301.357765
33,778,159.1319
44,800,717.397841
17,553,797.532705
19,038,598.783435
25,794,230.609815
31,156,620.163974
37,033,145.37552
42,520,560.863584
42,967,819.473397
45,719,146.973673
48,976,943.535843
null
null
null
515,866.43093
597,088.671523
726,231.553877
486,004.877022
589,745.102243
717,040.493338
518,377.39882
613,993.259886
723,594.155026
544,640.810971
594,844.041294
659,270.250295
null
null
null
53
Moscow
flat sale
[((55.74758788439306, 37.68006368794326), (55.75220971098266, 37.68802263829787))]
['2025-05', '2025-06']
19,152,615.624106
41,639,257.984416
46,213,408.022037
15,991,615.463845
18,123,165.822829
21,034,580.913956
35,282,822.58414
42,001,605.509649
45,251,044.275248
42,967,819.473397
46,885,882.35023
48,976,943.535843
null
null
null
491,529.393553
598,119.564792
658,165.485364
463,693.620639
486,004.877022
623,029.152614
633,642.905258
679,258.556796
719,877.326458
544,640.810971
587,365.677143
598,119.564792
null
null
null
54
Moscow
flat sale
[((55.58582395375723, 37.544761531914894), (55.59044578034682, 37.55272048226951))]
['2024-01', '2024-02', '2024-03', '2024-04', '2024-05', '2024-06', '2024-07', '2024-08', '2024-09', '2024-10', '2024-11', '2024-12']
14,101,891.047778
15,611,660.704373
17,988,744.844546
13,742,116.150887
13,748,540.702617
14,455,241.392938
16,061,379.325487
16,061,379.325487
16,061,379.325487
18,791,813.81082
18,952,427.604075
19,113,041.39733
null
null
null
289,156.541214
332,430.793398
392,558.887689
385,450.894488
399,666.88089
404,724.549678
293,626.678711
293,626.678711
293,626.678711
280,474.832997
282,872.053792
285,269.274587
null
null
null
55
Moscow
flat sale
[((55.58582395375723, 37.53680258156029), (55.59044578034682, 37.544761531914894)), ((55.58582395375723, 37.544761531914894), (55.59044578034682, 37.55272048226951))]
['2024-07', '2024-08', '2024-09', '2024-10', '2024-11', '2024-12']
17,632,875.518166
18,485,485.791255
23,731,922.711682
11,467,242.901362
12,227,675.50178
12,988,108.102199
17,696,303.105919
17,823,158.281426
18,081,464.923186
23,247,597.758382
23,893,364.362782
26,592,668.769172
null
null
null
312,120.52546
327,709.316776
349,773.568654
318,126.169291
345,306.40649
372,486.64369
327,709.316776
330,058.486693
334,841.943022
309,967.970112
318,578.191504
353,156.291755
null
null
null
56
Moscow
flat sale
[((55.58582395375723, 37.53680258156029), (55.59044578034682, 37.544761531914894)), ((55.58582395375723, 37.544761531914894), (55.59044578034682, 37.55272048226951))]
['2024-09', '2024-10', '2024-11', '2024-12']
16,614,221.123463
18,485,485.791255
23,409,039.409482
11,467,242.901362
12,227,675.50178
12,988,108.102199
17,762,028.839046
17,954,609.747679
18,147,190.656312
22,093,498.323178
23,570,481.060582
24,568,190.464379
null
null
null
305,212.460607
321,969.169182
343,008.122452
318,126.169291
345,306.40649
372,486.64369
328,926.459982
332,492.773105
336,059.086228
301,995.380634
314,273.080808
327,222.716567
null
null
null
57
Moscow
flat sale
[((55.58582395375723, 37.544761531914894), (55.59044578034682, 37.55272048226951)), ((55.58582395375723, 37.53680258156029), (55.59044578034682, 37.544761531914894))]
['2024-10', '2024-11', '2024-12']
13,748,540.702617
17,569,447.930412
18,631,200.017565
11,467,242.901362
12,227,675.50178
12,988,108.102199
17,569,447.930412
17,569,447.930412
17,569,447.930412
19,785,299.452769
20,939,398.887974
22,093,498.323178
null
null
null
290,945.932091
309,967.970112
325,360.146859
318,126.169291
345,306.40649
372,486.64369
325,360.146859
325,360.146859
325,360.146859
286,050.20168
294,022.791157
301,995.380634
null
null
null
58
Moscow
flat sale
[((55.7106132716763, 37.783530042553195), (55.71523509826589, 37.7914889929078))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06', '2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
13,270,368.04287
15,581,913.140918
17,528,083.308856
10,997,107.429626
12,149,417.240083
12,958,752.771759
14,390,146.923408
16,323,186.255811
17,648,966.642021
15,795,233.104197
16,507,800.011153
17,843,782.185026
null
null
null
294,565.059962
323,060.848309
357,804.905142
328,299.819292
357,804.905142
365,578.570818
306,930.338113
338,667.60682
383,357.084125
276,741.800074
295,169.015118
305,053.152978
null
null
null
59
Moscow
flat sale
[((55.7106132716763, 37.783530042553195), (55.71523509826589, 37.7914889929078))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06']
13,094,988.729528
15,417,812.772605
17,019,146.744311
10,941,378.125036
11,657,647.405039
12,924,568.711269
14,358,216.052862
15,396,675.894492
16,642,985.680555
16,140,046.242092
17,037,933.957315
20,764,788.663385
null
null
null
277,879.551067
321,136.184188
360,118.890167
321,015.243713
348,459.567423
366,517.934531
286,630.875864
331,394.088266
383,695.336719
269,000.770702
288,778.541649
295,169.015118
null
null
null
60
Moscow
flat sale
[((55.7106132716763, 37.783530042553195), (55.71523509826589, 37.7914889929078))]
['2025-05', '2025-06', '2025-07', '2025-08']
14,887,446.715231
16,323,186.255811
18,476,510.115383
11,089,944.003233
11,173,107.927371
11,256,271.851508
14,695,724.316278
15,952,549.698364
18,062,738.378702
16,389,038.859994
17,036,782.745561
20,764,788.663385
null
null
null
300,908.412635
329,542.724645
359,598.601791
325,680.333801
328,299.819292
330,919.304784
327,641.791699
344,755.94189
386,954.377198
283,965.565955
298,448.670842
305,053.152978
null
null
null
61
Moscow
flat sale
[((55.7106132716763, 37.783530042553195), (55.71523509826589, 37.7914889929078))]
['2025-04', '2025-05', '2025-06']
14,374,181.488135
15,417,812.772605
16,532,475.421321
11,339,435.775645
11,339,435.775645
11,339,435.775645
14,342,250.617589
15,186,992.938859
16,323,186.255811
15,438,949.650719
16,389,038.859994
17,843,782.185026
null
null
null
267,451.691414
322,499.920585
372,880.726563
323,060.848309
323,060.848309
323,060.848309
276,859.644398
340,601.342236
383,864.463016
267,572.784241
294,565.059962
301,415.239612
null
null
null
62
Moscow
flat sale
[((55.7106132716763, 37.783530042553195), (55.71523509826589, 37.7914889929078))]
['2025-05', '2025-06']
14,342,250.617589
15,236,915.397566
16,372,575.708948
11,339,435.775645
11,339,435.775645
11,339,435.775645
14,358,216.052862
14,977,309.983227
16,323,186.255811
17,482,976.310842
18,576,913.761689
19,670,851.212537
null
null
null
310,114.752312
332,591.533542
379,864.964938
323,060.848309
323,060.848309
323,060.848309
314,056.165828
349,808.596206
383,695.336719
270,405.125828
291,533.076825
312,661.027822
null
null
null
63
Moscow
flat sale
[((55.876999028901736, 37.61639208510638), (55.88162085549133, 37.624351035461))]
['2024-01', '2024-02', '2024-03', '2024-04', '2024-05', '2024-06', '2024-07', '2024-08', '2024-09', '2024-10', '2024-11', '2024-12']
13,820,924.981498
18,075,892.538404
20,357,845.310911
12,197,022.971256
13,683,689.784501
14,564,765.736865
19,066,688.736832
19,677,403.229892
20,116,530.982763
22,918,619.916037
24,391,086.944794
25,061,102.899389
null
null
null
335,608.141652
358,648.661476
377,940.853505
352,213.150504
364,154.862687
386,333.30867
335,608.141652
353,080.506208
378,593.29224
309,127.431581
325,404.351194
342,459.249245
null
null
null
64
Moscow
flat sale
[((55.876999028901736, 37.61639208510638), (55.88162085549133, 37.624351035461))]
['2024-07', '2024-08', '2024-09', '2024-10', '2024-11', '2024-12']
13,961,535.480026
19,033,854.788858
20,861,586.072708
12,921,411.731178
13,683,689.784501
14,208,606.286442
19,180,050.361833
19,692,135.191521
20,461,952.730432
22,918,619.916037
24,076,248.968671
24,914,997.707765
null
null
null
332,789.264235
351,812.950874
374,945.470886
355,797.120569
360,097.099592
380,287.513954
336,994.802049
354,384.486431
378,651.995116
307,358.161698
325,404.351194
329,319.74222
null
null
null
65
Moscow
flat sale
[((55.876999028901736, 37.61639208510638), (55.88162085549133, 37.624351035461))]
['2024-09', '2024-10', '2024-11', '2024-12']
14,205,230.984912
18,113,740.868816
20,653,371.233668
12,243,090.690417
13,778,946.475218
14,528,621.863403
19,087,109.715424
19,677,403.229892
20,653,371.233668
21,518,639.099526
23,863,662.092978
25,061,102.899389
null
null
null
328,888.1305
351,812.950874
377,896.358227
351,812.950874
365,999.447511
392,698.477749
327,416.625949
348,341.170554
372,001.457001
317,641.917452
325,404.351194
328,456.51878
null
null
null
66
Moscow
flat sale
[((55.876999028901736, 37.61639208510638), (55.88162085549133, 37.624351035461))]
['2024-10', '2024-11', '2024-12']
14,528,621.863403
18,573,797.828837
22,037,073.582893
12,582,251.210798
14,026,017.281634
14,681,262.007553
19,033,854.788858
19,677,403.229892
20,149,630.471871
23,863,662.092978
25,061,102.899389
25,061,102.899389
null
null
null
331,270.309087
350,077.060714
387,161.845285
353,805.035721
374,069.356706
401,380.586951
335,827.174531
348,341.170554
383,575.111694
315,120.59544
328,024.90706
328,888.1305
null
null
null
67
Moscow
flat sale
[((55.876999028901736, 37.61639208510638), (55.88162085549133, 37.624351035461))]
['2024-11', '2024-12']
14,681,262.007553
19,355,629.009375
22,709,822.401582
13,182,491.316034
14,026,017.281634
14,528,621.863403
19,033,854.788858
19,677,403.229892
20,149,630.471871
23,863,662.092978
25,061,102.899389
25,061,102.899389
null
null
null
329,319.74222
345,589.650626
384,770.689557
355,545.500372
374,069.356706
394,498.794442
335,827.174531
348,341.170554
383,575.111694
315,120.59544
328,024.90706
328,888.1305
null
null
null
68
Moscow
flat sale
[((55.73834423121387, 37.568638382978726), (55.742966057803464, 37.57659733333333))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06', '2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
42,457,781.651593
49,522,692.97576
90,880,256.096972
21,047,144.514698
21,047,144.514698
26,509,534.136602
41,881,857.416082
43,909,389.871139
44,662,001.684336
49,398,886.24332
49,522,692.97576
52,406,942.286282
91,157,800.143417
91,157,800.143417
91,157,800.143417
785,843.104685
802,525.724933
865,600.364371
765,350.709625
765,350.709625
772,576.864063
825,609.980766
850,227.923926
885,410.404482
804,542.121227
806,558.517521
847,219.246148
785,843.104685
785,843.104685
788,265.570405
69
Moscow
flat sale
[((55.73834423121387, 37.568638382978726), (55.742966057803464, 37.57659733333333))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06']
44,270,520.224094
47,157,594.240088
51,574,106.810305
null
null
null
38,822,034.700501
44,270,520.224094
44,662,001.684336
49,522,692.97576
49,522,692.97576
49,522,692.97576
90,356,006.231466
90,664,388.505293
90,972,770.779121
806,558.517521
839,498.271941
881,799.100952
null
null
null
839,859.290708
878,187.797423
885,410.404482
806,558.517521
806,558.517521
806,558.517521
803,575.649402
818,885.728399
834,195.807396
70
Moscow
flat sale
[((55.73834423121387, 37.568638382978726), (55.742966057803464, 37.57659733333333))]
['2025-01', '2025-02', '2025-03', '2025-04']
38,822,034.700501
46,896,606.599927
49,522,692.97576
null
null
null
36,856,756.272557
37,005,872.859303
40,638,196.541699
49,522,692.97576
49,522,692.97576
49,522,692.97576
90,047,623.957638
90,047,623.957638
90,047,623.957638
806,558.517521
828,032.201957
876,434.27496
null
null
null
841,701.285782
885,410.404482
904,125.06333
806,558.517521
806,558.517521
806,558.517521
849,505.886393
849,505.886393
849,505.886393
71
Moscow
flat sale
[((55.73834423121387, 37.568638382978726), (55.742966057803464, 37.57659733333333))]
['2025-04', '2025-05', '2025-06']
44,270,520.224094
44,792,495.504417
52,257,911.42182
null
null
null
44,270,520.224094
44,531,507.864256
46,658,849.483768
null
null
null
91,281,153.052948
91,281,153.052948
91,281,153.052948
829,490.657489
870,965.190364
885,410.404482
null
null
null
860,596.557145
878,187.797423
885,410.404482
null
null
null
788,265.570405
788,265.570405
788,265.570405
72
Moscow
flat sale
[((55.73834423121387, 37.568638382978726), (55.742966057803464, 37.57659733333333))]
['2025-03', '2025-04']
42,454,358.382897
46,896,606.599927
59,653,925.721229
null
null
null
38,822,034.700501
40,638,196.541699
42,454,358.382897
49,522,692.97576
49,522,692.97576
49,522,692.97576
90,047,623.957638
90,047,623.957638
90,047,623.957638
838,769.044175
867,458.145437
894,767.733906
null
null
null
894,767.733906
904,125.06333
913,482.392753
806,558.517521
806,558.517521
806,558.517521
849,505.886393
849,505.886393
849,505.886393
73
Moscow
flat sale
[((55.69674779190751, 37.75965319148936), (55.70136961849711, 37.76761214184397))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06', '2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
13,351,365.106189
15,404,453.198095
18,456,671.484796
12,334,301.561658
14,086,393.075873
17,992,936.020354
13,386,723.343153
15,404,453.198095
19,444,082.211163
33,500,833.403641
33,500,833.403641
33,500,833.403641
null
null
null
354,730.099736
395,235.46943
431,429.925019
394,067.142545
424,556.584958
431,381.827388
352,286.159367
376,379.811822
404,729.496758
435,075.758489
435,075.758489
435,075.758489
null
null
null
74
Moscow
flat sale
[((55.69674779190751, 37.75965319148936), (55.70136961849711, 37.76761214184397))]
['2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
13,351,365.106189
13,696,075.248875
17,094,614.554676
11,140,035.052461
13,637,745.28604
13,696,075.248875
13,351,365.106189
14,711,793.52236
17,269,814.867307
null
null
null
null
null
null
351,351.713321
365,643.314435
386,856.86533
353,651.906427
431,381.827388
431,574.217913
351,060.18599
364,984.497652
377,067.419914
null
null
null
null
null
null
75
Moscow
flat sale
[((55.69674779190751, 37.75965319148936), (55.70136961849711, 37.76761214184397))]
['2025-09', '2025-10', '2025-11', '2025-12']
12,867,625.899877
13,696,075.248875
17,445,015.179938
10,946,044.631871
12,418,055.150668
14,909,411.081077
13,351,365.106189
13,864,159.468375
17,445,015.179938
null
null
null
null
null
null
352,501.809874
365,643.314435
385,502.753504
346,208.253024
392,516.866908
432,581.555644
353,220.605413
365,643.314435
379,427.827168
null
null
null
null
null
null
76
Moscow
flat sale
[((55.69674779190751, 37.75965319148936), (55.70136961849711, 37.76761214184397))]
['2025-07', '2025-08', '2025-09']
12,383,886.693565
13,494,555.196114
15,565,385.526721
11,182,491.349086
12,000,909.32807
12,819,327.307055
12,625,756.296721
14,455,396.341267
15,577,301.427473
null
null
null
null
null
null
334,699.640367
350,768.658659
389,882.569359
350,801.52409
377,725.755364
404,649.986638
338,571.131274
350,768.658659
377,980.577328
null
null
null
null
null
null
77
Moscow
flat sale
[((55.69674779190751, 37.75965319148936), (55.70136961849711, 37.76761214184397))]
['2025-09', '2025-10']
12,383,886.693565
13,351,365.106189
14,711,793.52236
10,946,044.631871
12,418,055.150668
14,909,411.081077
12,867,625.899877
13,351,365.106189
14,711,793.52236
null
null
null
null
null
null
343,025.676844
355,089.497505
392,908.273388
346,208.253024
392,516.866908
432,581.555644
343,025.676844
355,089.497505
380,781.938995
null
null
null
null
null
null
78
Moscow
flat sale
[((55.73834423121387, 37.57659733333333), (55.742966057803464, 37.584556283687945))]
['2024-01', '2024-02', '2024-03', '2024-04', '2024-05', '2024-06', '2024-07', '2024-08', '2024-09', '2024-10', '2024-11', '2024-12']
23,357,324.37419
46,236,592.449405
75,196,504.402516
24,190,690.57161
25,024,056.76903
25,857,422.966449
34,489,998.691988
37,916,074.854796
43,213,201.102574
54,548,291.906337
71,856,851.783603
98,606,339.668137
8,860,125.551952
32,589,730.863187
73,833,730.660892
487,671.118785
714,931.852604
830,368.135177
791,980.061957
820,648.869856
849,317.677755
575,798.162508
634,897.868971
714,931.852604
659,792.604802
793,369.368249
887,979.948347
24,408.059372
268,095.853888
808,272.710623
79
Moscow
flat sale
[((55.73834423121387, 37.57659733333333), (55.742966057803464, 37.584556283687945))]
['2024-07', '2024-08', '2024-09', '2024-10', '2024-11', '2024-12']
25,406,827.767904
46,236,592.449405
74,092,398.283537
null
null
null
34,915,539.290883
37,054,117.971181
41,888,919.54063
63,049,808.308668
71,792,979.026462
88,505,166.840879
8,847,084.132786
8,899,249.80945
72,657,211.827975
487,671.118785
642,645.336522
825,082.386231
null
null
null
568,076.428372
578,595.051139
627,331.987334
741,824.381102
793,369.368249
832,171.717817
24,372.132597
24,553.417623
830,368.135177
80
Moscow
flat sale
[((55.73834423121387, 37.57659733333333), (55.742966057803464, 37.584556283687945))]
['2024-05', '2024-06', '2024-07', '2024-08']
36,192,161.087566
68,982,577.712259
75,196,504.402516
null
null
null
38,114,172.416685
40,036,183.745803
69,208,412.608274
56,477,272.146819
74,092,398.283537
108,820,082.356155
8,847,084.132786
70,488,711.511382
72,657,211.827975
528,773.526327
766,757.596859
830,368.135177
null
null
null
640,217.184798
714,931.852604
972,344.935494
702,426.907288
797,437.59263
923,496.989486
24,372.132597
741,986.436962
830,368.135177
81
Moscow
flat sale
[((55.73834423121387, 37.57659733333333), (55.742966057803464, 37.584556283687945))]
['2024-07', '2024-08', '2024-09']
27,561,768.452581
52,133,872.146316
74,092,398.283537
null
null
null
38,703,268.928026
41,214,376.768486
43,725,484.608945
51,065,431.969445
68,854,832.197977
74,092,398.283537
8,847,084.132786
72,657,211.827975
92,276,131.433082
371,891.693495
621,411.448169
825,082.386231
null
null
null
568,076.428372
570,650.339751
573,224.251129
597,899.130079
766,757.596859
811,259.989431
24,553.417623
830,368.135177
971,327.699296
82
Moscow
flat sale
[((55.73834423121387, 37.57659733333333), (55.742966057803464, 37.584556283687945))]
['2024-07', '2024-08']
33,161,636.077403
44,099,712.095662
72,657,211.827975
null
null
null
36,192,161.087566
36,192,161.087566
36,192,161.087566
44,099,712.095662
68,854,832.197977
74,092,398.283537
24,799,616.056583
40,752,147.98038
56,704,679.904177
487,671.118785
565,502.516993
797,437.59263
null
null
null
565,502.516993
565,502.516993
565,502.516993
528,773.526327
766,757.596859
797,437.59263
225,871.133242
427,370.133887
628,869.134532
83
Moscow
flat sale
[((55.784562497109825, 37.799447943262415), (55.78918432369942, 37.80740689361702))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06', '2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
12,248,366.624374
14,108,322.217419
15,597,951.917048
12,053,414.416186
12,674,657.118355
13,476,002.72048
13,513,895.574479
15,054,772.437295
16,627,957.117687
null
null
null
null
null
null
366,361.025834
379,556.033516
435,785.632588
377,561.546598
408,253.123835
440,260.236316
347,752.656547
375,721.169558
434,710.537403
null
null
null
null
null
null
84
Moscow
flat sale
[((55.784562497109825, 37.799447943262415), (55.78918432369942, 37.80740689361702))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06']
12,179,739.016962
13,103,490.525679
14,591,497.214544
12,145,425.213256
12,145,425.213256
12,145,425.213256
12,282,680.42808
13,924,300.623279
14,813,896.078299
null
null
null
null
null
null
320,628.89265
367,189.571641
377,049.451943
380,734.332704
380,734.332704
380,734.332704
307,067.010702
361,314.538495
373,064.604788
null
null
null
null
null
null
85
Moscow
flat sale
[((55.784562497109825, 37.799447943262415), (55.78918432369942, 37.80740689361702))]
['2025-01', '2025-02', '2025-03', '2025-04']
12,145,425.213256
12,282,680.42808
13,924,300.623279
12,145,425.213256
12,145,425.213256
12,145,425.213256
12,220,646.688544
13,103,490.525679
14,146,699.487034
null
null
null
null
null
null
307,067.010702
361,314.538495
378,377.734328
380,734.332704
380,734.332704
380,734.332704
305,516.167214
334,190.774599
365,580.337453
null
null
null
null
null
null
86
Moscow
flat sale
[((55.63666404624277, 37.425377276595746), (55.64128587283237, 37.43333622695036))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06', '2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
20,617,205.499438
22,384,393.953184
27,296,346.962069
15,624,783.249603
17,745,777.787413
21,242,753.153213
20,617,205.499438
22,372,613.281962
23,651,543.847898
30,042,213.727753
32,398,465.784832
38,023,996.191014
null
null
null
427,156.752145
515,430.137486
551,543.516272
385,447.529608
414,283.943219
537,706.705577
434,162.95525
517,377.521673
556,815.8636
457,746.452754
473,335.635233
546,941.951483
null
null
null
87
Moscow
flat sale
[((55.63666404624277, 37.425377276595746), (55.64128587283237, 37.43333622695036))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06']
19,594,727.16274
22,378,503.323042
28,146,829.379848
15,035,795.7046
17,538,479.560562
21,655,030.952063
19,988,825.266171
20,695,100.866911
22,606,724.062166
30,631,276.742023
32,398,465.784832
35,120,467.970735
null
null
null
401,533.976703
488,012.748264
553,997.823464
372,491.963224
394,256.303288
522,675.860329
409,713.740432
515,430.137486
555,770.326326
438,788.868581
460,860.110737
474,311.362164
null
null
null
88
Moscow
flat sale
[((55.63666404624277, 37.425377276595746), (55.64128587283237, 37.43333622695036))]
['2025-01', '2025-02', '2025-03', '2025-04']
20,372,234.830366
22,378,503.912105
29,753,519.429015
14,785,481.658169
14,844,387.959596
18,614,391.250922
20,372,234.830366
21,228,144.380168
22,612,674.766051
30,042,213.727753
32,398,465.784832
37,842,470.156637
null
null
null
375,306.139055
488,012.748264
549,311.644154
373,874.227458
376,638.755927
468,124.309742
398,139.600267
509,475.617758
549,311.644154
433,476.175907
460,860.110737
487,762.61359
null
null
null
89
Moscow
flat sale
[((55.63666404624277, 37.425377276595746), (55.64128587283237, 37.43333622695036))]
['2025-01', '2025-02', '2025-03']
19,637,322.82315
21,839,083.260897
29,753,519.429015
14,756,028.507455
14,785,481.658169
14,814,934.808882
19,882,293.492222
20,617,205.499438
22,552,659.395029
30,042,213.727753
32,398,465.784832
37,842,470.156637
null
null
null
371,308.288441
487,762.61359
515,430.137486
372,491.963224
373,874.227458
375,256.491693
400,421.869728
509,475.617758
538,340.345513
433,476.175907
460,860.110737
487,762.61359
null
null
null
90
Moscow
flat sale
[((55.63666404624277, 37.425377276595746), (55.64128587283237, 37.43333622695036))]
['2025-01', '2025-02']
18,721,356.546834
20,617,205.499438
29,753,519.429015
14,756,028.507455
14,785,481.658169
14,814,934.808882
18,935,287.138658
20,127,264.161294
20,922,674.939803
29,970,040.153069
31,220,339.756292
37,549,821.84462
null
null
null
368,155.783057
474,311.362164
499,706.544257
372,491.963224
373,874.227458
375,256.491693
366,446.808657
488,012.748264
506,498.357894
427,281.5334
474,311.362164
509,854.270041
null
null
null
91
Moscow
flat sale
[((55.71985692485549, 37.68802263829787), (55.72447875144508, 37.69598158865249))]
['2024-01', '2024-02', '2024-03', '2024-04', '2024-05', '2024-06', '2024-07', '2024-08', '2024-09', '2024-10', '2024-11', '2024-12']
17,904,813.732652
23,138,582.051932
29,922,761.981417
18,826,461.308327
19,688,610.805981
23,625,844.213947
23,086,862.52815
25,515,815.600861
28,542,610.059745
30,497,412.718466
32,345,174.112281
35,919,723.473233
32,961,539.054385
34,119,153.180139
34,119,153.180139
433,254.201286
484,806.523609
546,640.134621
457,695.957295
499,133.216166
565,998.987414
429,972.901656
463,005.020976
507,219.180161
391,938.888835
431,456.758961
483,126.86523
414,294.751379
416,087.233904
416,087.233904
92
Moscow
flat sale
[((55.71985692485549, 37.68802263829787), (55.72447875144508, 37.69598158865249))]
['2024-07', '2024-08', '2024-09', '2024-10', '2024-11', '2024-12']
17,983,875.429741
24,370,823.700099
30,383,658.651205
18,962,589.738842
21,563,503.935619
25,122,596.991951
23,348,340.70571
25,799,209.135981
28,392,009.610616
31,499,034.41021
32,778,757.876634
38,921,102.197059
34,119,153.180139
34,119,153.180139
34,119,153.180139
438,982.153347
485,976.543503
555,335.163002
457,090.187368
505,246.756635
639,551.947353
436,305.083767
465,442.780502
505,592.978531
401,954.385718
462,195.133926
484,551.704366
416,087.233904
416,087.233904
416,087.233904
93
Moscow
flat sale
[((55.71985692485549, 37.68802263829787), (55.72447875144508, 37.69598158865249))]
['2024-09', '2024-10', '2024-11', '2024-12']
17,983,875.429741
24,793,065.459383
28,994,411.407133
19,258,549.136511
23,335,063.692845
25,534,556.051317
23,897,950.040311
25,799,209.135981
28,392,009.610616
32,291,341.402632
32,900,611.995134
39,602,588.512662
34,119,153.180139
34,119,153.180139
34,119,153.180139
446,538.403528
492,158.826119
562,347.292374
473,382.300281
522,129.294454
642,023.267469
436,305.083767
465,442.780502
509,299.851981
416,087.233904
474,453.269906
485,976.543503
416,087.233904
416,087.233904
416,087.233904
94
Moscow
flat sale
[((55.71985692485549, 37.68802263829787), (55.72447875144508, 37.69598158865249))]
['2024-10', '2024-11', '2024-12']
18,034,940.497406
24,853,832.776686
29,780,803.138995
19,192,023.663828
23,699,253.74794
25,765,342.536222
23,706,575.545718
25,745,229.874948
27,325,050.006887
32,291,341.402632
33,057,791.989842
39,968,387.27063
34,119,153.180139
34,119,153.180139
34,119,153.180139
454,438.048551
497,145.125089
561,319.324961
476,228.875033
522,129.294454
643,616.728845
436,813.261394
472,653.919536
515,526.011541
427,247.769934
477,914.83774
487,040.325645
416,087.233904
416,087.233904
416,087.233904
95
Moscow
flat sale
[((55.71985692485549, 37.68802263829787), (55.72447875144508, 37.69598158865249))]
['2024-11', '2024-12']
17,712,860.370709
24,853,832.776686
26,979,575.343594
19,134,665.182582
23,866,800.360483
26,184,892.288566
24,823,449.118034
25,789,063.892371
26,979,575.343594
32,045,183.308374
32,654,460.628108
35,570,113.938296
null
null
null
464,375.299652
504,855.216633
564,352.431327
480,663.293083
595,018.889132
654,934.09321
444,771.056449
472,653.919536
509,922.467937
446,581.541268
473,253.052581
484,467.469999
null
null
null
96
Moscow
flat sale
[((55.807671630057804, 37.69598158865249), (55.812293456647396, 37.70394053900709))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06', '2025-07', '2025-08', '2025-09', '2025-10', '2025-11', '2025-12']
22,741,136.265425
29,340,318.010758
38,698,340.021915
21,006,366.160238
21,843,672.880256
25,354,084.841945
27,474,504.729458
29,726,891.67789
32,521,683.119448
37,808,224.40234
40,003,649.446385
41,579,200.594019
39,808,811.482622
45,752,974.75825
46,533,865.579061
438,501.081708
475,751.100365
546,590.183644
509,405.808254
545,362.430443
605,385.605948
432,968.69967
458,868.704622
494,029.68766
431,933.127832
452,529.971113
477,409.182067
415,485.61893
427,602.576837
436,102.576298
97
Moscow
flat sale
[((55.807671630057804, 37.69598158865249), (55.812293456647396, 37.70394053900709))]
['2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06']
26,398,587.489236
29,813,313.074824
38,974,702.185853
19,159,524.093067
20,343,990.002252
20,675,777.773243
26,398,587.489236
29,340,318.010758
29,948,803.20712
38,574,700.71297
39,258,837.374611
40,182,916.439899
45,781,526.247158
46,533,865.579061
47,559,434.42653
432,159.444294
454,959.346449
484,163.663544
489,049.434831
497,405.707041
501,179.91513
431,985.460094
465,454.158758
487,362.982906
433,900.139024
447,025.309685
467,662.312633
427,234.058487
436,102.576298
445,118.489051
98
Moscow
flat sale
[((55.807671630057804, 37.69598158865249), (55.812293456647396, 37.70394053900709))]
['2025-01', '2025-02', '2025-03', '2025-04']
21,403,410.49117
29,728,075.517508
33,997,637.716905
19,159,524.093067
20,343,990.002252
20,675,777.773243
25,566,022.889026
29,725,707.838273
29,948,803.20712
37,971,472.34881
38,681,381.907392
39,887,556.847658
47,559,434.42653
47,842,181.105065
48,124,927.7836
433,951.939245
454,959.346449
490,562.302269
489,049.434831
497,405.707041
501,179.91513
431,985.460094
452,283.250486
487,362.982906
426,166.917495
431,933.127832
445,838.137754
445,118.489051
448,398.77485
451,679.06065
99
Moscow
flat sale
[((55.807671630057804, 37.69598158865249), (55.812293456647396, 37.70394053900709))]
['2025-01', '2025-02', '2025-03']
20,433,233.533934
29,728,075.517508
33,997,637.716905
19,159,524.093067
20,343,990.002252
20,675,777.773243
23,149,374.734139
29,728,075.517508
29,925,283.442437
38,681,381.907392
39,228,043.519505
40,547,070.175811
48,407,674.462135
48,407,674.462135
48,407,674.462135
435,867.150217
468,815.772821
492,539.88796
489,049.434831
497,405.707041
501,179.91513
434,329.222677
468,815.772821
490,562.302269
431,933.127832
435,867.150217
455,809.125291
454,959.346449
454,959.346449
454,959.346449
End of preview.

Ru-real-estate-geo-temporal-clusters

This dataset contains real estate listings aggregated data on 16 Russian cities for 2024 and 2025. The dataset capture key characteristics of property listings such as approximate location, price, house age etc. Each row provides features of a geo polygon measuring approximately 0.25 square kilometers in a certain time period.

Prior to aggregation, real estate listings were filtered based on price, photo count, and posting duration in order to exclude the influence of uninformative listings and listings with parameters close to outliers.

There are two files: russia_real_estate.csv and removed_transport_influence.csv. The first one contains clusters and their statistics calculated on listings features. Description of the fields of the first table is below.

Field Type Description
cluster_id int unique cluster id
city_name string name of city
category string type of listing: flat sale or flat rent
boundary list[tuple[tuple]] list of cluster coordinates: (left lower corner coordinates, right upper corner coordinates)
months list[str] time range of aggregation
nearest_metro_distance float aggregation period, last posting day is included in this period
city_center_distance float distance to city center
bus_stops float number of public transport stops in cluster
property_listings_total float number of real estate listing in cluster
prices_25 float 25 percentile of the price
prices_50 float 50 percentile of the price
prices_75 float 75 percentile of the price
prices_1_room_25 float 25 percentile of the price of 1 room flats
prices_1_room_50 float 50 percentile of the price of 1 room flats
prices_1_room_75 float 75 percentile of the price of 1 room flats
prices_2_rooms_25 float 25 percentile of the price of 2 rooms flats
prices_2_rooms_50 float 50 percentile of the price of 2 rooms flats
prices_2_rooms_75 float 75 percentile of the price of 2 rooms flats
prices_3_rooms_25 float 25 percentile of the price of 3 rooms flats
prices_3_rooms_50 float 50 percentile of the price of 3 rooms flats
prices_3_rooms_75 float 75 percentile of the price of 3 rooms flats
prices_4_rooms_25 float 25 percentile of the price of >=4 rooms flats
prices_4_rooms_50 float 50 percentile of the price of >=4 rooms flats
prices_4_rooms_75 float 75 percentile of the price of >=4 rooms flats
prices_25_meter float 25 percentile of the price per square meter
prices_50_meter float 50 percentile of the price per square meter
prices_75_meter float 75 percentile of the price per square meter
prices_1_room_25_meter float 25 percentile of the price per square meter of 1 room flats
prices_1_room_50_meter float 50 percentile of the price per square meter of 1 room flats
prices_1_room_75_meter float 75 percentile of the price per square meter of 1 room flats
prices_2_rooms_25_meter float 25 percentile of the price per square meter of 2 rooms flats
prices_2_rooms_50_meter float 50 percentile of the price per square meter of 2 rooms flats
prices_2_rooms_75_meter float 75 percentile of the price per square meter of 2 rooms flats
prices_3_rooms_25_meter float 25 percentile of the price per square meter of 3 rooms flats
prices_3_rooms_50_meter float 50 percentile of the price per square meter of 3 rooms flats
prices_3_rooms_75_meter float 75 percentile of the price per square meter of 3 rooms flats
prices_4_rooms_25_meter float 25 percentile of the price per square meter of >=4 rooms flats
prices_4_rooms_50_meter float 50 percentile of the price per square meter of >=4 rooms flats
prices_4_rooms_75_meter float 75 percentile of the price per square meter of >=4 rooms flats
house_year_25 float 25 percentile of the year of construction of the house
house_year_50 float 50 percentile of the year of construction of the house
house_year_75 float 75 percentile of the year of construction of the house
rooms_25 float 25 percentile of a number of rooms
rooms_50 float 50 percentile of a number of rooms
rooms_75 float 75 percentile of a number of rooms
photos_25 float 25 percentile of a number of photos
photos_50 float 50 percentile of a number of photos
photos_75 float 75 percentile of a number of photos
renovation_type list[str] modal values of the renovation types
lifetime_25 float 25 percentile of posting duration in days
lifetime_50 float 50 percentile of posting duration in days
lifetime_75 float 75 percentile of posting duration in days
floor_25 float 25 percentile of the floor number
floor_50 float 50 percentile of the floor number
floor_75 float 75 percentile of the floor number
total_floors_25 float 25 percentile of a number of floors in a house
total_floors_50 float 50 percentile of a number of floors in a house
total_floors_75 float 75 percentile of a number of floors in a house
homeowner float a share of listing published by owners

The second table provides statistics calculated on prices cleared of the impact of transport accessibility. To estimate the impact of transport accessibility we disigned simple linear ML model which is trained to predict price on listings features. Cleared price is log(price) - <distance to metro features> - <num of bus stops near features>. Recieved price cannot be perceived as a real possible price. It can describe difference between clusters, how much price in one cluster changed in comparison with another cluster which illustrate significanse of transport accesibility. The table contains the following fields: cluster_id, city_name, category, boundary, months and price fields.

Usage

Possible usage of dataset is to train classification or regression models for price prediction or for other features prediction. In addition, it can be used to conduct various studies and analyze changes in Russian real estate market.
Downloads last month
11
456182 clusters
456182 clusters
16 cities
: Moscow, Saint Petersburg, Novosibirsk, Yekaterinburg, Krasnodar, Krasnoyarsk, Kazan, Nizhny Novgorod, Chelyabinsk, Omsk,Perm, Rostov-on-Don, Samara, Ufa, Volgograd, Voronezh
listings in clusters were created in
2024 or 2025
the aggregation was completed over periods of
2, 3, 4, 6, 12 months
Total file size:
542 MB