price
int64 -2,144,967,296
2.15B
| date
stringlengths 10
10
| time
stringlengths 8
8
| geo_lat
float64 41.5
72
| geo_lon
float64 19.9
163
| region
int64 3
61.9k
| building_type
int64 0
5
| level
int64 1
39
| levels
int64 1
39
| rooms
int64 -2
10
| area
float64 0.07
7.86k
| kitchen_area
float64 0.01
10k
| object_type
int64 1
11
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|
6,050,000 | 2018-02-19 | 20:00:21 | 59.805808 | 30.376141 | 2,661 | 1 | 8 | 10 | 3 | 82.6 | 10.8 | 1 |
8,650,000 | 2018-02-27 | 12:04:54 | 55.683807 | 37.297405 | 81 | 3 | 5 | 24 | 2 | 69.1 | 12 | 1 |
4,000,000 | 2018-02-28 | 15:44:00 | 56.29525 | 44.061637 | 2,871 | 1 | 5 | 9 | 3 | 66 | 10 | 1 |
1,850,000 | 2018-03-01 | 11:24:52 | 44.996132 | 39.074783 | 2,843 | 4 | 12 | 16 | 2 | 38 | 5 | 11 |
5,450,000 | 2018-03-01 | 17:42:43 | 55.918767 | 37.984642 | 81 | 3 | 13 | 14 | 2 | 60 | 10 | 1 |
3,300,000 | 2018-03-02 | 21:18:42 | 55.908253 | 37.726448 | 81 | 1 | 4 | 5 | 1 | 32 | 6 | 1 |
4,704,280 | 2018-03-04 | 12:35:25 | 55.621097 | 37.431002 | 3 | 2 | 1 | 25 | 1 | 31.7 | 6 | 11 |
3,600,000 | 2018-03-04 | 20:52:38 | 59.875526 | 30.395457 | 2,661 | 1 | 2 | 5 | 1 | 31.1 | 6 | 1 |
3,390,000 | 2018-03-05 | 07:07:05 | 53.195031 | 50.106952 | 3,106 | 2 | 4 | 24 | 2 | 64 | 13 | 11 |
2,800,000 | 2018-03-06 | 09:57:10 | 55.736972 | 38.846457 | 81 | 1 | 9 | 10 | 2 | 55 | 8 | 1 |
6,909,880 | 2018-03-06 | 18:34:48 | 55.91395 | 37.707712 | 81 | 1 | 9 | 14 | 3 | 76.1 | 8.8 | 11 |
4,291,950 | 2018-03-06 | 18:37:27 | 55.91395 | 37.707712 | 81 | 1 | 10 | 14 | 1 | 40.3 | 11 | 11 |
6,675,840 | 2018-03-06 | 18:37:28 | 55.91395 | 37.707712 | 81 | 1 | 25 | 25 | 3 | 73.2 | 12.4 | 11 |
6,522,650 | 2018-03-06 | 18:37:35 | 55.91395 | 37.707712 | 81 | 1 | 5 | 14 | 3 | 68.3 | 12.1 | 11 |
6,522,650 | 2018-03-06 | 18:37:40 | 55.91395 | 37.707712 | 81 | 1 | 7 | 14 | 3 | 68.3 | 12.1 | 11 |
4,279,770 | 2018-03-06 | 18:40:08 | 55.781716 | 37.856656 | 81 | 2 | 7 | 15 | 1 | 36.3 | 16.6 | 11 |
4,550,000 | 2018-03-12 | 12:37:08 | 55.738846 | 49.225437 | 2,922 | 3 | 6 | 10 | 2 | 54.2 | 11.4 | 1 |
2,880,000 | 2018-03-15 | 14:38:45 | 55.734971 | 52.366385 | 2,922 | 1 | 8 | 10 | 2 | 51 | 8 | 1 |
1,450,000 | 2018-03-16 | 14:51:58 | 45.069785 | 41.935019 | 2,900 | 1 | 9 | 10 | 1 | 43 | 9 | 1 |
1,650,000 | 2018-03-16 | 16:21:54 | 44.994301 | 41.12281 | 2,843 | 3 | 5 | 5 | 2 | 51 | 7 | 1 |
8,000,000 | 2018-03-17 | 06:46:32 | 55.738876 | 37.82537 | 3 | 1 | 5 | 9 | 2 | 45 | 6 | 1 |
2,250,000 | 2018-03-17 | 09:05:06 | 54.815566 | 56.12556 | 2,722 | 1 | 2 | 5 | 2 | 46 | 6 | 1 |
3,843,000 | 2018-03-20 | 14:44:11 | 56.346027 | 43.871648 | 2,871 | 2 | 16 | 25 | 2 | 61 | 11 | 11 |
2,697,200 | 2018-03-20 | 14:44:11 | 56.346027 | 43.871648 | 2,871 | 2 | 6 | 25 | 1 | 44 | 20 | 11 |
4,214,700 | 2018-03-20 | 14:44:11 | 56.346027 | 43.871648 | 2,871 | 2 | 16 | 25 | 2 | 67 | 20 | 11 |
3,773,700 | 2018-03-20 | 14:44:11 | 56.346027 | 43.871648 | 2,871 | 2 | 12 | 25 | 2 | 60 | 12 | 11 |
950,000 | 2018-03-25 | 14:55:54 | 58.693048 | 59.485351 | 6,171 | 3 | 2 | 5 | 1 | 32 | 10 | 1 |
5,300,000 | 2018-03-30 | 12:08:09 | 54.88528 | 38.080196 | 81 | 3 | 2 | 5 | 3 | 75 | 9 | 1 |
4,600,000 | 2018-04-02 | 15:09:38 | 55.707834 | 37.959639 | 81 | 2 | 17 | 17 | 1 | 37 | 12.5 | 1 |
11,500,000 | 2018-04-03 | 17:40:53 | 55.798922 | 37.73809 | 3 | 1 | 14 | 16 | 3 | 64.9 | 8 | 1 |
3,500,000 | 2018-04-04 | 13:38:26 | 47.225085 | 39.623587 | 3,230 | 1 | 5 | 10 | 3 | 65 | 12 | 1 |
9,000,000 | 2018-04-04 | 15:45:29 | 56.311248 | 44.027117 | 2,871 | 3 | 6 | 10 | 4 | 112 | 11 | 1 |
2,500,000 | 2018-04-04 | 19:37:22 | 43.634694 | 39.727167 | 2,843 | 2 | 2 | 8 | -1 | 25 | 5 | 1 |
2,800,000 | 2018-04-05 | 20:25:27 | 55.942876 | 37.976462 | 81 | 1 | 5 | 5 | 2 | 47 | 8 | 1 |
10,200,000 | 2018-04-07 | 15:23:20 | 55.655307 | 37.614605 | 3 | 2 | 7 | 14 | 2 | 52.8 | 10 | 1 |
2,370,000 | 2018-04-09 | 15:55:58 | 61.657787 | 50.831367 | 4,417 | 1 | 5 | 5 | 2 | 47 | 6 | 1 |
3,200,000 | 2018-04-10 | 16:10:12 | 59.827465 | 30.201827 | 2,661 | 1 | 7 | 9 | 1 | 31 | 7 | 1 |
3,160,000 | 2018-04-11 | 15:58:47 | 55.172116 | 61.279772 | 5,282 | 3 | 13 | 16 | 2 | 56 | 11 | 11 |
2,750,000 | 2018-04-14 | 15:29:34 | 54.893745 | 38.075084 | 81 | 1 | 5 | 5 | 2 | 44 | 6 | 1 |
3,350,000 | 2018-04-14 | 15:29:34 | 54.882719 | 38.061983 | 81 | 1 | 9 | 9 | 3 | 56 | 7 | 1 |
2,500,000 | 2018-04-14 | 15:29:34 | 54.886223 | 38.08271 | 81 | 3 | 4 | 9 | 1 | 33 | 6 | 1 |
2,200,000 | 2018-04-14 | 15:29:36 | 54.876962 | 38.155205 | 81 | 1 | 5 | 5 | 2 | 48 | 10 | 1 |
4,400,000 | 2018-04-14 | 15:29:37 | 54.886857 | 38.058376 | 81 | 3 | 11 | 14 | 2 | 54 | 9 | 1 |
4,250,000 | 2018-04-18 | 21:46:21 | 55.577999 | 39.517491 | 81 | 3 | 5 | 9 | 2 | 70 | 13 | 1 |
11,500,000 | 2018-04-18 | 21:52:41 | 55.70133 | 37.507412 | 3 | 1 | 14 | 17 | 1 | 42 | 12 | 1 |
2,350,000 | 2018-04-20 | 08:36:31 | 52.550984 | 103.882608 | 5,368 | 4 | 1 | 2 | 3 | 60 | 6.2 | 1 |
2,600,000 | 2018-04-23 | 09:53:29 | 45.003174 | 39.079931 | 2,843 | 4 | 3 | 5 | 2 | 46 | 8 | 1 |
6,500,000 | 2018-04-23 | 11:47:58 | 59.988334 | 29.786928 | 2,661 | 3 | 3 | 3 | 3 | 89 | 10 | 1 |
3,750,000 | 2018-04-23 | 12:59:41 | 56.245607 | 43.823959 | 2,871 | 3 | 3 | 10 | 3 | 66 | 8.5 | 1 |
3,380,000 | 2018-04-25 | 00:02:27 | 59.90024 | 30.520711 | 3,446 | 3 | 18 | 25 | 1 | 35 | 11.5 | 1 |
2,220,000 | 2018-04-25 | 09:22:20 | 45.002575 | 39.083183 | 2,843 | 3 | 2 | 18 | 1 | 49.5 | 16.4 | 1 |
1,200,000 | 2018-04-25 | 17:01:13 | 55.432929 | 42.512729 | 2,871 | 3 | 5 | 5 | 2 | 40.7 | 5.5 | 11 |
3,250,000 | 2018-04-28 | 10:19:50 | 47.232236 | 39.72735 | 3,230 | 3 | 2 | 4 | 1 | 42 | 8 | 1 |
6,500,000 | 2018-04-28 | 12:55:44 | 55.876059 | 37.388217 | 81 | 1 | 16 | 22 | 3 | 81 | 14 | 11 |
6,300,000 | 2018-04-28 | 17:47:24 | 59.911622 | 30.284556 | 2,661 | 3 | 5 | 5 | 2 | 99.9 | 14.5 | 1 |
2,500,000 | 2018-04-30 | 19:14:08 | 57.9897 | 56.193996 | 5,520 | 3 | 3 | 5 | 3 | 59 | 6 | 1 |
20,900,000 | 2018-05-01 | 13:33:09 | 55.730785 | 37.631424 | 3 | 3 | 6 | 10 | 3 | 80 | 8.2 | 1 |
1,450,000 | 2018-05-04 | 05:38:11 | 53.241909 | 83.704616 | 6,817 | 3 | 4 | 4 | 2 | 44 | 6 | 1 |
3,650,000 | 2018-05-11 | 10:24:21 | 56.386103 | 61.926393 | 6,171 | 1 | 1 | 9 | 5 | 97.8 | 11 | 1 |
12,000,000 | 2018-05-12 | 21:08:19 | 55.627136 | 37.591736 | 3 | 1 | 4 | 9 | 3 | 64.9 | 7 | 1 |
1,380,000 | 2018-05-14 | 13:08:20 | 56.77144 | 61.326537 | 6,171 | 3 | 2 | 3 | 3 | 67 | 9 | 1 |
1,650,000 | 2018-05-14 | 14:36:10 | 56.14432 | 44.194633 | 2,871 | 3 | 5 | 5 | 2 | 45.5 | 6 | 1 |
2,200,000 | 2018-05-16 | 11:09:14 | 54.893461 | 38.07894 | 81 | 3 | 4 | 5 | 1 | 31 | 6 | 1 |
4,550,000 | 2018-05-16 | 11:32:28 | 55.958999 | 38.035054 | 81 | 1 | 2 | 16 | 2 | 56.5 | 11 | 1 |
4,800,000 | 2018-05-16 | 15:24:56 | 51.806503 | 107.658754 | 9,579 | 3 | 2 | 5 | 4 | 109 | 11 | 1 |
1,150,000 | 2018-05-19 | 14:40:22 | 57.64913 | 39.946823 | 2,604 | 1 | 3 | 9 | 1 | 23 | 5 | 1 |
7,100,000 | 2018-05-22 | 11:26:47 | 60.011172 | 30.243795 | 2,661 | 3 | 7 | 12 | 3 | 69 | 11 | 1 |
2,350,000 | 2018-05-24 | 13:53:59 | 47.228601 | 39.703883 | 3,230 | 3 | 9 | 10 | 1 | 38 | 6 | 1 |
2,350,000 | 2018-05-26 | 20:15:51 | 60.061924 | 30.473142 | 3,446 | 2 | 7 | 17 | 1 | 44 | 12 | 11 |
8,500,000 | 2018-05-26 | 21:20:25 | 59.849104 | 30.314112 | 2,661 | 3 | 14 | 14 | 2 | 60 | 11 | 1 |
1,050,000 | 2018-05-28 | 14:49:22 | 63.565957 | 53.661201 | 4,417 | 1 | 4 | 5 | 1 | 25 | 6 | 1 |
1,500,000 | 2018-05-29 | 20:34:52 | 54.524271 | 52.807177 | 2,922 | 1 | 2 | 5 | 2 | 44 | 6 | 1 |
3,468,912 | 2018-05-29 | 23:50:20 | 55.450883 | 37.54207 | 81 | 3 | 11 | 20 | 2 | 63.3 | 12.8 | 11 |
2,700,000 | 2018-05-30 | 19:27:04 | 45.082163 | 39.199663 | 2,843 | 1 | 3 | 5 | 3 | 59 | 6 | 1 |
2,400,000 | 2018-05-31 | 12:31:40 | 56.875757 | 53.291533 | 1,010 | 1 | 4 | 5 | 4 | 58 | 5.6 | 1 |
2,450,000 | 2018-06-02 | 13:02:33 | 56.49643 | 60.237351 | 6,171 | 3 | 4 | 5 | 3 | 67 | 7.6 | 1 |
3,830,000 | 2018-06-02 | 13:27:09 | 59.981491 | 30.37173 | 2,661 | 2 | 2 | 17 | 1 | 44.9 | 16.5 | 11 |
3,590,000 | 2018-06-04 | 12:36:14 | 55.949321 | 37.180294 | 81 | 2 | 3 | 15 | 1 | 36 | 11.3 | 1 |
2,980,000 | 2018-06-04 | 21:48:53 | 65.989041 | 57.540651 | 4,417 | 1 | 7 | 9 | 2 | 52 | 12 | 1 |
2,750,000 | 2018-06-05 | 13:41:12 | 55.740321 | 38.022801 | 81 | 3 | 5 | 5 | 1 | 32 | 6 | 1 |
6,800,000 | 2018-06-07 | 02:15:15 | 43.484765 | 43.594212 | 9,648 | 4 | 4 | 9 | 3 | 97 | 30 | 1 |
13,825,000 | 2018-06-07 | 08:59:31 | 55.888657 | 37.43037 | 81 | 3 | 7 | 7 | 2 | 197.5 | 14.8 | 11 |
4,000,000 | 2018-06-07 | 14:11:48 | 55.777062 | 49.216766 | 2,922 | 2 | 11 | 14 | 2 | 66 | 10.6 | 11 |
3,800,000 | 2018-06-08 | 14:49:04 | 45.067703 | 38.954166 | 2,843 | 3 | 5 | 19 | 2 | 60 | 12 | 1 |
4,630,000 | 2018-06-09 | 11:01:44 | 56.865892 | 53.235296 | 1,010 | 3 | 3 | 17 | 3 | 91.1 | 20 | 11 |
4,300,000 | 2018-06-09 | 11:09:19 | 56.865892 | 53.235296 | 1,010 | 3 | 7 | 17 | 3 | 85 | 28.7 | 11 |
3,500,000 | 2018-06-12 | 12:09:54 | 55.651105 | 51.799888 | 2,922 | 1 | 5 | 9 | 3 | 84 | 14 | 1 |
1,150,000 | 2018-06-12 | 14:22:07 | 61.67264 | 50.781736 | 4,417 | 5 | 2 | 2 | 3 | 53 | 8.5 | 1 |
2,180,000 | 2018-06-12 | 23:42:28 | 46.049551 | 38.166542 | 2,843 | 3 | 4 | 5 | 2 | 52.6 | 9 | 1 |
5,300,000 | 2018-06-13 | 10:40:59 | 55.579979 | 38.248528 | 81 | 3 | 4 | 9 | 2 | 60 | 10 | 1 |
4,200,000 | 2018-06-13 | 11:05:52 | 55.575248 | 38.253133 | 81 | 3 | 3 | 17 | 1 | 43 | 13.6 | 1 |
1,500,000 | 2018-06-18 | 13:01:53 | 54.888697 | 38.605205 | 81 | 3 | 2 | 2 | 2 | 40 | 6 | 1 |
5,750,000 | 2018-06-20 | 15:52:13 | 55.704428 | 37.766989 | 3 | 1 | 8 | 9 | 1 | 32 | 6 | 1 |
1,350,000 | 2018-06-22 | 14:26:40 | 56.349198 | 30.532978 | 7,793 | 1 | 1 | 5 | 1 | 38.5 | 11 | 1 |
1,650,000 | 2018-06-25 | 08:22:14 | 56.389195 | 61.961423 | 6,171 | 3 | 3 | 4 | 3 | 76 | 6 | 1 |
5,350,000 | 2018-06-25 | 12:11:49 | 47.23182 | 39.708623 | 3,230 | 3 | 8 | 19 | 2 | 82 | 12 | 11 |
5,200,000 | 2018-06-27 | 15:09:04 | 55.506515 | 37.948168 | 81 | 1 | 5 | 9 | 2 | 73 | 16 | 1 |
11,535,000 | 2018-06-28 | 17:08:39 | 55.724407 | 37.740938 | 3 | 1 | 15 | 24 | 3 | 80.9 | 14 | 1 |
3,900,000 | 2018-06-29 | 22:52:08 | 59.999272 | 29.770225 | 2,661 | 3 | 3 | 4 | 2 | 52.6 | 8.8 | 1 |
3,400,000 | 2018-06-30 | 23:16:17 | 56.094448 | 37.503992 | 81 | 1 | 4 | 5 | 2 | 43.9 | 7 | 1 |
End of preview. Expand
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Context
The dataset consists of lists of unique objects of popular portals for the sale of real estate in Russia. More than 540 thousand objects. The dataset contains 540000 real estate objects in Russia.
Content
The Russian real estate market has a relatively short history. In the Soviet era, all properties were state-owned; people only had the right to use them with apartments allocated based on one's place of work. As a result, options for moving were fairly limited. However, after the fall of the Soviet Union, the Russian real estate market emerged and Muscovites could privatize and subsequently sell and buy properties for the first time. Today, Russian real estate is booming. It offers many exciting opportunities and high returns for lifestyle and investment. The real estate market has been in a growth phase for several years, which means that you can still find properties at very attractive prices, but with good chances of increasing their value in the future.
Dataset
The dataset has 13 fields.
- date - date of publication of the announcement;
- time - the time when the ad was published;
- geo_lat - Latitude
- geo_lon - Longitude
- region - Region of Russia. There are 85 subjects in the country in total.
- building_type - Facade type. 0 - Other. 1 - Panel. 2 - Monolithic. 3 - Brick. 4 - Blocky. 5 - Wooden
- object_type - Apartment type. 1 - Secondary real estate market; 2 - New building;
- level - Apartment floor
- levels - Number of storeys
- rooms - the number of living rooms. If the value is "-1", then it means "studio apartment"
- area - the total area of the apartment
- kitchen_area - Kitchen area
- price - Price. in rubles
Attention.
The dataset may contain erroneous data due to input errors on services, as well as outliers, and so on.
:)
Using this dataset, we offer Kagglers algorithms that use a wide range of functions to predict real estate prices. Competitors will rely on a vast dataset that includes housing data and macroeconomic models. An accurate forecasting model provides more confidence to its clients in a volatile economy.
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