Datasets:
zenithvalor
/
data_science_21

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MS SubClass
int64
20
190
⌀
Lot Area
int64
1.3k
165k
⌀
Overall Qual
int64
1
10
⌀
Overall Cond
int64
1
9
⌀
Year Built
int64
1.87k
2.01k
⌀
Year Remod/Add
int64
1.95k
2.01k
⌀
1st Flr SF
int64
334
4.69k
⌀
2nd Flr SF
int64
0
2.07k
⌀
Low Qual Fin SF
int64
0
1.06k
⌀
Gr Liv Area
int64
334
5.64k
⌀
Full Bath
int64
0
4
⌀
Half Bath
int64
0
2
⌀
Bedroom AbvGr
int64
0
6
⌀
Kitchen AbvGr
int64
0
3
⌀
TotRms AbvGrd
int64
2
13
⌀
Fireplaces
int64
0
4
⌀
Wood Deck SF
int64
0
1.42k
⌀
Open Porch SF
int64
0
742
⌀
Enclosed Porch
int64
0
584
⌀
3Ssn Porch
int64
0
407
⌀
Screen Porch
int64
0
576
⌀
Pool Area
int64
0
800
⌀
Misc Val
int64
0
12.5k
⌀
Mo Sold
int64
1
12
⌀
Yr Sold
int64
2.01k
2.01k
⌀
SalePrice
int64
12.8k
745k
⌀
20
22,002
6
7
1,959
1,991
1,652
0
0
1,652
1
1
3
1
6
1
0
0
0
0
201
0
0
7
2,007
200,000
20
10,197
6
5
1,961
1,961
1,362
0
0
1,362
1
1
3
1
6
1
0
20
0
0
0
0
0
6
2,008
163,000
50
11,100
5
6
1,951
1,994
1,080
400
0
1,480
1
0
4
1
7
1
0
0
68
0
0
0
0
7
2,007
136,500
160
3,180
6
5
2,005
2,005
600
600
0
1,200
2
1
2
1
5
0
0
166
0
0
0
0
0
5
2,008
165,000
20
13,514
9
5
2,008
2,008
1,808
0
0
1,808
2
0
3
1
7
1
200
26
0
0
0
0
0
3
2,009
324,000
60
7,875
7
5
2,003
2,003
847
1,101
0
1,948
2
1
4
1
8
1
0
48
0
0
0
0
0
7
2,007
211,000
20
11,166
7
5
2,001
2,001
1,492
0
0
1,492
2
0
3
1
6
1
0
114
0
0
168
0
0
7
2,009
201,000
60
11,924
9
5
2,005
2,006
1,182
1,142
0
2,324
3
0
4
1
11
2
147
21
0
0
0
0
0
7
2,006
345,000
20
11,361
6
5
1,976
1,976
1,523
0
0
1,523
2
0
3
1
7
1
0
0
0
0
189
0
0
5
2,008
180,000
120
3,840
8
6
1,978
1,998
1,295
0
0
1,295
1
0
1
1
4
2
133
89
0
0
0
0
0
7
2,007
213,750
20
11,000
5
6
1,966
1,966
1,154
0
0
1,154
1
1
3
1
6
1
0
58
0
0
0
0
0
11
2,009
154,000
20
17,920
5
4
1,955
1,974
1,779
0
0
1,779
1
1
3
1
6
1
0
418
0
0
312
0
0
7
2,006
170,000
20
10,226
8
5
2,008
2,008
1,630
0
0
1,630
2
0
3
1
8
1
172
42
0
0
0
0
0
1
2,009
295,493
50
7,558
6
6
1,928
1,950
1,172
741
0
1,913
1
1
3
1
9
1
0
0
0
0
0
0
0
3
2,009
177,000
50
6,120
4
7
1,935
1,995
989
584
0
1,573
1
0
3
1
6
0
0
0
54
0
120
0
0
7
2,009
133,000
20
9,260
7
5
2,007
2,007
1,162
0
0
1,162
2
0
3
1
6
0
0
32
0
0
0
0
0
3
2,008
170,000
50
10,818
4
4
1,910
1,950
981
779
0
1,760
1
1
4
1
7
1
120
0
96
0
0
0
0
2
2,006
80,000
60
21,930
5
5
2,005
2,005
734
1,104
0
1,838
2
1
4
1
7
1
100
40
0
0
0
0
0
7
2,006
192,140
20
4,403
7
5
2,009
2,009
1,478
0
0
1,478
2
1
2
1
7
1
0
144
0
0
0
0
0
6
2,010
222,000
190
34,650
5
5
1,955
1,955
1,056
0
0
1,056
1
0
3
1
5
0
264
0
0
0
0
0
0
1
2,006
145,000
20
7,943
4
5
1,961
1,961
1,029
0
0
1,029
1
0
3
1
5
0
64
0
39
0
0
0
0
4
2,007
118,500
60
7,984
7
5
2,004
2,005
868
762
0
1,630
2
1
3
1
7
1
120
48
0
0
0
0
0
9
2,009
189,500
30
6,120
6
5
1,923
1,950
1,068
0
0
1,068
1
0
2
1
5
1
0
0
128
0
0
0
0
3
2,010
109,500
60
11,207
6
5
1,997
1,997
802
709
0
1,511
2
1
3
1
8
1
95
75
0
0
0
0
0
6
2,006
185,000
20
3,710
7
5
2,007
2,007
1,266
0
0
1,266
2
0
2
1
6
1
100
16
0
0
0
0
0
8
2,007
185,485
160
2,544
6
5
2,005
2,005
600
636
0
1,236
2
1
2
1
4
0
0
166
0
0
0
0
0
5
2,010
152,000
60
13,600
7
6
1,965
1,990
1,186
800
0
1,986
2
1
3
1
7
3
0
42
0
0
189
0
0
10
2,009
205,000
70
7,614
3
5
1,905
1,950
714
662
0
1,376
1
0
2
1
7
0
0
0
104
0
225
0
0
3
2,006
96,900
50
4,761
3
3
1,918
1,950
1,020
0
0
1,020
1
0
2
1
5
0
0
0
105
0
0
0
0
10
2,006
64,500
120
7,658
9
5
2,005
2,005
1,752
0
0
1,752
2
0
2
1
6
1
196
82
0
0
0
0
0
2
2,010
319,900
50
10,678
8
5
1,992
2,000
2,129
743
0
2,872
2
1
4
1
9
1
0
33
0
0
0
0
0
4
2,007
285,000
60
9,572
8
5
1,990
1,990
1,453
1,357
0
2,810
2
1
4
1
9
1
500
0
0
0
0
0
0
6
2,007
302,000
70
4,899
6
8
1,920
1,950
755
755
0
1,510
1
0
3
1
6
0
0
0
164
0
0
0
0
6
2,006
149,000
20
14,175
5
6
1,956
1,987
1,437
0
0
1,437
1
1
3
1
6
1
304
0
0
0
0
0
0
11
2,006
168,000
160
2,522
7
5
2,004
2,004
970
739
0
1,709
2
0
3
1
7
0
0
40
0
0
0
0
0
4
2,006
137,500
30
9,800
5
5
1,920
1,950
1,012
0
0
1,012
1
0
2
1
5
0
121
0
80
0
0
0
0
4
2,010
67,500
120
4,538
9
5
2,001
2,001
1,310
0
0
1,310
1
1
1
1
5
1
277
45
0
0
0
0
0
7
2,008
285,000
70
10,800
7
8
1,890
1,998
1,576
978
0
2,554
1
1
3
1
8
0
0
48
143
0
0
0
0
7
2,007
159,500
20
9,600
6
8
1,976
1,976
1,262
0
0
1,262
2
0
3
1
6
1
298
0
0
0
0
0
0
5
2,007
181,500
60
8,640
7
5
2,009
2,009
932
920
0
1,852
2
1
3
1
7
1
168
108
0
0
0
0
0
7
2,009
252,678
80
9,750
5
5
1,967
1,967
980
0
0
980
2
0
3
1
6
0
68
0
0
0
0
0
0
10
2,006
135,500
60
8,433
6
5
2,000
2,000
819
695
0
1,514
2
1
3
1
7
1
0
72
0
0
0
0
0
6
2,009
190,000
20
9,079
5
5
1,961
1,961
864
0
0
864
1
0
2
1
5
0
158
0
0
0
0
0
0
7
2,009
122,000
20
9,000
4
7
1,945
1,950
998
0
0
998
1
0
3
1
5
0
0
0
140
0
0
0
0
5
2,007
89,500
190
5,600
4
5
1,930
1,950
372
720
0
1,092
2
0
3
2
7
0
0
0
0
0
0
0
3,500
7
2,010
55,000
30
9,000
5
4
1,919
1,950
819
0
0
819
1
0
2
1
4
0
0
0
0
0
0
0
0
9
2,006
72,000
20
11,447
8
5
2,005
2,006
1,964
0
0
1,964
2
1
3
1
7
1
0
265
0
0
0
0
0
6
2,008
370,000
50
5,680
5
3
1,901
1,950
969
245
0
1,214
1
0
2
1
6
0
0
0
77
0
0
0
0
9
2,007
117,000
20
7,321
7
5
1,999
2,000
1,358
0
0
1,358
2
0
3
1
5
0
176
174
0
0
0
0
0
12
2,007
204,000
90
8,544
3
4
1,950
1,950
1,040
0
0
1,040
2
0
2
2
6
0
0
0
0
0
0
0
0
12
2,006
81,400
20
12,198
5
6
1,955
1,975
1,411
0
0
1,411
1
0
3
1
7
1
278
82
0
0
0
0
0
6
2,007
130,000
160
1,680
6
6
1,972
1,972
483
504
0
987
1
1
2
1
5
0
0
0
0
0
0
0
0
7
2,009
97,000
160
2,980
6
5
2,000
2,000
756
756
0
1,512
2
1
2
1
5
0
0
32
0
0
0
0
0
5
2,010
177,000
50
6,120
5
7
1,930
1,984
741
583
0
1,324
1
0
3
1
7
0
0
0
55
0
0
0
0
2
2,006
110,000
60
9,179
7
5
1,999
1,999
882
908
0
1,790
2
1
3
1
7
0
0
88
0
0
0
0
0
6
2,008
193,000
60
7,500
7
5
2,000
2,000
814
860
0
1,674
2
1
3
1
7
0
0
96
0
0
0
0
0
1
2,010
216,000
90
8,777
5
7
1,900
2,003
1,272
928
0
2,200
2
2
4
2
9
0
0
70
0
0
0
0
0
9
2,008
145,900
20
13,052
5
6
1,965
1,965
1,024
0
0
1,024
1
1
3
1
5
0
0
0
0
0
0
0
0
1
2,006
120,875
120
3,696
8
5
1,986
1,986
1,088
0
0
1,088
1
1
2
1
5
0
0
74
137
0
0
0
0
10
2,007
170,000
20
11,578
9
5
2,008
2,008
1,736
0
0
1,736
2
0
3
1
7
1
319
90
0
0
0
0
0
7
2,009
360,000
30
8,731
5
5
1,920
1,950
1,167
0
0
1,167
1
0
3
1
6
1
0
0
216
0
126
0
0
5
2,007
144,000
60
9,240
8
5
2,001
2,002
1,055
1,208
0
2,263
2
1
3
1
7
1
0
45
0
0
189
0
0
9
2,008
287,000
20
11,800
5
5
1,974
1,974
894
0
0
894
1
0
3
1
5
0
0
0
0
0
0
0
0
8
2,007
131,000
70
7,755
6
8
1,918
1,995
1,100
1,164
0
2,264
2
1
4
1
8
0
0
152
0
0
0
0
0
5
2,007
200,000
60
11,949
7
8
1,991
2,008
975
780
0
1,755
2
1
3
1
7
1
502
60
0
0
0
0
0
7
2,009
235,000
20
39,104
7
7
1,954
2,005
1,363
0
0
1,363
1
0
2
1
5
2
81
0
0
0
0
0
0
4
2,008
241,500
20
8,838
5
3
1,957
1,982
1,764
0
0
1,764
2
1
4
1
7
1
0
72
0
0
0
0
0
10
2,008
100,000
60
8,750
6
5
1,998
1,998
804
878
0
1,682
2
1
3
1
7
0
0
77
0
0
0
0
0
6
2,010
200,500
20
11,210
7
5
2,005
2,006
1,614
0
0
1,614
2
0
3
1
7
0
144
59
0
0
0
0
0
7
2,006
221,500
20
47,007
5
7
1,959
1,996
3,820
0
0
3,820
3
1
5
1
11
2
0
372
0
0
0
0
0
7
2,008
284,700
20
14,331
8
5
2,002
2,002
1,800
0
0
1,800
2
0
3
1
7
1
270
78
0
0
0
0
0
5
2,006
312,500
20
10,143
6
7
1,963
1,963
1,380
0
0
1,380
1
1
3
1
6
0
0
0
0
0
216
0
0
6
2,009
154,000
60
9,018
7
5
2,007
2,007
728
728
0
1,456
2
1
3
1
8
1
100
24
0
0
0
0
0
7
2,007
179,540
20
14,000
6
8
1,950
2,004
1,152
0
0
1,152
1
0
3
1
6
1
0
36
0
0
0
0
0
8
2,009
158,500
20
12,633
10
5
2,006
2,007
1,824
0
0
1,824
2
0
3
1
8
1
160
36
0
0
108
0
0
9
2,007
392,000
20
13,214
9
5
2,008
2,009
2,018
0
0
2,018
2
0
3
1
10
1
144
76
0
0
0
0
0
5
2,010
378,500
20
10,389
8
5
2,003
2,003
1,978
0
0
1,978
2
1
3
1
8
1
188
25
0
0
0
0
0
5
2,010
318,000
60
9,313
7
5
2,004
2,004
864
864
0
1,728
2
1
3
1
7
0
187
56
0
0
0
0
0
4
2,009
190,000
50
10,496
6
6
1,949
1,950
1,168
678
0
1,846
2
0
3
1
7
1
0
0
0
0
0
0
0
1
2,007
143,000
20
9,736
6
6
1,957
1,969
1,721
0
0
1,721
1
0
4
1
8
3
0
0
0
0
0
0
0
4
2,007
174,850
80
11,333
6
5
1,976
1,976
1,062
0
0
1,062
1
0
3
1
5
2
120
0
0
0
0
0
0
5
2,007
146,800
20
12,160
5
5
1,959
1,959
1,188
0
0
1,188
1
0
3
1
6
0
0
0
0
0
0
0
0
5
2,010
142,000
60
11,002
8
5
1,998
1,999
1,411
1,171
0
2,582
2
1
4
1
9
1
286
60
0
0
0
0
0
1
2,007
322,500
60
9,375
7
5
2,003
2,004
912
1,182
0
2,094
2
1
4
1
8
1
182
182
0
0
0
0
0
11
2,009
263,000
50
8,737
6
7
1,923
1,950
915
720
0
1,635
1
1
3
1
6
1
0
38
0
144
0
0
0
5
2,007
210,000
20
9,945
5
5
1,961
1,961
988
0
0
988
1
0
3
1
5
0
0
0
0
0
0
0
0
10
2,007
128,500
60
14,171
7
5
1,993
1,994
1,101
1,099
0
2,200
2
1
4
1
9
1
168
98
0
0
0
0
0
12
2,008
225,000
120
8,012
6
5
1,993
1,994
1,617
0
0
1,617
2
0
2
1
5
1
0
69
0
0
0
0
0
7
2,008
193,000
80
7,134
5
5
1,955
1,955
1,360
0
0
1,360
1
0
3
1
6
1
0
50
0
0
0
0
0
2
2,007
130,000
20
11,075
6
5
1,984
1,984
1,522
0
0
1,522
2
0
3
1
7
1
0
77
0
0
168
0
0
2
2,007
182,000
60
12,334
8
5
2,003
2,003
1,068
1,116
0
2,184
2
1
4
1
8
1
192
132
0
0
0
0
0
6
2,009
254,750
90
8,078
5
5
1,958
1,958
1,560
0
0
1,560
2
0
4
2
8
0
0
0
0
0
0
0
0
12
2,007
128,600
80
10,147
6
5
1,994
1,994
924
770
0
1,694
2
1
3
1
7
1
256
64
0
0
0
0
0
3
2,007
160,000
20
7,500
5
7
1,959
1,994
1,246
0
0
1,246
1
1
3
1
6
0
218
0
0
0
0
0
0
5
2,010
154,000
50
5,700
7
7
1,926
1,950
572
539
0
1,111
1
0
2
1
5
1
0
0
176
0
0
0
0
8
2,008
116,900
30
6,292
6
5
1,930
1,950
790
0
0
790
1
0
2
1
4
0
0
141
0
0
0
0
0
4
2,008
91,000
60
8,899
8
5
2,007
2,007
948
1,140
0
2,088
2
1
4
1
10
1
100
24
0
0
0
0
0
6
2,008
250,000
20
8,544
5
6
1,966
2,006
1,228
0
0
1,228
1
1
3
1
6
0
0
65
0
0
0
0
0
6
2,008
149,350
160
2,117
6
5
2,000
2,000
769
804
0
1,573
2
1
3
1
5
0
0
32
0
0
0
0
0
6
2,010
177,500
60
9,337
6
5
1,997
1,997
905
881
0
1,786
2
1
3
1
7
0
0
162
0
0
0
0
0
5
2,007
204,750