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
13,870
10
5
2,006
2,007
2,042
0
0
2,042
2
0
3
1
8
1
240
52
0
0
174
0
0
10
2,007
455,000
50
8,520
6
7
1,916
1,950
1,664
862
0
2,526
2
0
5
1
10
1
88
15
0
0
0
0
0
8
2,007
136,000
60
7,875
7
5
1,996
1,996
691
862
0
1,553
2
1
3
1
6
0
0
44
0
0
0
0
0
8
2,007
178,750
160
1,894
4
5
1,970
1,970
546
546
0
1,092
1
1
3
1
6
0
0
24
0
0
0
0
0
4
2,006
71,000
20
11,358
7
7
1,972
1,987
1,610
0
0
1,610
2
0
3
1
8
1
202
0
0
0
256
0
0
5
2,007
185,000
20
12,205
3
1
1,949
1,992
1,588
0
0
1,588
2
0
5
1
6
0
0
0
0
0
0
0
0
12
2,008
65,000
20
9,254
8
5
2,005
2,005
1,721
0
0
1,721
2
0
3
1
7
0
168
27
0
0
0
0
0
1
2,007
232,698
20
10,037
8
5
2,006
2,007
1,460
0
0
1,460
2
0
3
1
6
1
0
20
0
0
0
0
0
8
2,008
247,000
20
8,926
4
3
1,956
1,956
960
0
0
960
1
0
3
1
5
0
64
0
0
0
160
0
0
10
2,009
112,000
90
10,260
5
4
1,976
1,976
936
936
0
1,872
2
2
4
2
8
0
0
0
0
0
0
0
0
11
2,008
100,000
85
5,160
4
6
1,923
1,950
892
0
0
892
1
0
1
1
5
0
0
0
105
0
160
0
0
7
2,009
70,000
45
4,388
5
7
1,930
1,950
840
0
0
840
1
0
3
1
5
1
0
0
0
0
0
0
0
6
2,007
87,000
20
8,100
5
8
1,961
2,007
864
0
0
864
1
0
3
1
5
1
132
0
0
0
0
0
0
7
2,008
135,000
80
11,104
6
6
1,969
1,969
1,427
0
0
1,427
2
0
4
1
7
0
0
0
0
0
216
0
0
5
2,008
183,000
20
9,316
7
5
2,005
2,005
1,614
0
0
1,614
2
0
3
1
7
1
100
45
0
0
0
0
0
3
2,006
225,000
20
10,182
8
5
2,006
2,006
1,660
0
0
1,660
2
0
3
1
8
1
322
50
0
0
0
0
0
5
2,006
290,000
20
14,778
6
7
1,954
2,006
1,640
0
0
1,640
1
0
3
1
7
1
108
0
0
216
0
0
0
11
2,008
224,000
160
1,680
5
5
1,971
1,971
630
672
0
1,302
2
1
3
1
6
0
0
0
0
0
0
0
0
5
2,009
112,000
120
5,568
8
5
2,006
2,007
1,625
0
0
1,625
2
0
2
1
5
1
123
0
0
0
153
0
0
10
2,007
375,000
60
8,123
6
5
2,000
2,000
1,007
793
0
1,800
2
1
3
1
7
1
100
63
0
0
0
0
0
6
2,009
179,000
180
1,533
4
5
1,970
1,970
530
462
0
992
1
0
2
1
4
0
112
97
0
0
0
0
0
7
2,007
106,500
20
17,600
6
5
1,960
1,960
1,478
0
0
1,478
2
0
3
1
6
2
0
40
0
0
0
0
0
12
2,009
157,500
60
14,200
7
6
1,966
1,966
1,216
941
0
2,157
2
1
4
1
8
2
105
66
0
0
0
0
0
5
2,006
226,000
80
7,750
7
5
2,000
2,000
774
656
0
1,430
2
1
3
1
7
1
180
0
0
0
0
0
0
4
2,010
180,000
120
8,198
7
5
2,004
2,004
1,358
0
0
1,358
2
0
2
1
6
1
192
30
0
0
0
0
0
7
2,008
207,000
90
8,235
5
4
1,977
1,977
1,949
0
0
1,949
2
0
6
2
10
0
32
0
0
0
0
0
0
5
2,006
157,000
190
9,045
5
3
1,910
1,950
1,128
1,128
0
2,256
2
0
4
2
12
0
0
18
18
0
0
0
0
6
2,010
76,500
20
10,530
6
5
1,971
1,971
981
0
0
981
1
1
3
1
5
0
0
312
40
0
0
0
0
3
2,007
143,250
30
6,000
5
7
1,921
1,950
616
0
0
616
1
0
2
1
4
0
0
0
129
0
0
0
0
6
2,006
89,000
20
9,037
8
5
2,006
2,006
1,484
0
0
1,484
2
0
2
1
6
1
120
33
0
0
0
0
0
12
2,007
265,900
60
9,066
8
5
1,999
2,000
1,004
848
0
1,852
2
1
3
1
7
2
224
106
0
0
0
0
0
12
2,008
230,000
20
8,688
7
5
2,005
2,005
1,616
0
0
1,616
2
0
3
1
7
0
208
59
0
0
0
0
0
4
2,006
232,000
120
4,420
8
5
1,980
1,980
788
0
0
788
1
0
1
1
3
1
133
42
0
0
0
0
0
6
2,010
155,000
60
8,658
6
5
2,000
2,000
1,008
881
0
1,889
2
1
3
1
9
1
0
0
0
0
0
0
0
4
2,006
215,000
60
11,050
9
5
2,000
2,000
1,476
677
0
2,153
2
1
3
1
8
2
253
142
0
0
0
0
0
5
2,009
313,000
50
8,520
3
5
1,916
1,950
576
360
0
936
1
0
2
1
6
0
0
0
0
0
0
0
0
4
2,006
78,000
160
2,572
7
5
1,999
1,999
696
720
0
1,416
2
1
3
1
6
0
0
44
0
0
0
0
0
5
2,010
155,000
20
11,556
5
6
1,952
1,952
882
0
0
882
1
0
2
1
4
0
0
0
0
0
0
0
0
5
2,008
116,000
20
17,140
4
6
1,956
1,956
1,229
0
0
1,229
1
0
3
1
6
0
0
0
0
0
0
0
0
4
2,009
135,000
60
9,045
5
5
2,005
2,005
768
768
0
1,536
2
1
3
1
6
0
0
40
0
0
0
0
0
6
2,007
167,000
85
7,244
5
7
1,970
1,970
768
0
0
768
1
0
2
1
5
0
104
0
0
0
0
0
0
4
2,007
129,500
20
6,400
5
7
1,959
2,000
960
0
0
960
1
0
2
1
4
0
144
0
35
0
0
0
0
12
2,007
131,750
60
11,584
7
6
1,979
1,979
1,040
685
0
1,725
2
1
3
1
6
1
0
88
216
0
0
0
0
11
2,007
197,000
85
10,625
7
6
1,974
1,974
1,173
0
0
1,173
2
0
3
1
6
2
0
120
0
0
0
0
0
1
2,010
170,000
20
11,625
5
6
1,967
1,967
1,052
0
0
1,052
1
1
3
1
6
1
0
215
0
0
0
0
0
4
2,009
113,500
20
8,872
5
8
1,965
2,008
912
0
0
912
1
0
2
1
5
0
0
240
0
0
0
0
0
12
2,008
147,000
60
11,404
7
5
1,998
1,999
1,153
878
0
2,031
2
1
3
1
8
1
192
84
0
0
0
0
0
7
2,008
222,500
120
4,928
6
5
1,976
1,976
958
0
0
958
2
0
2
1
5
1
0
205
0
0
0
0
0
2
2,007
128,000
80
13,200
6
6
1,963
1,963
1,497
797
0
2,294
3
0
5
1
9
1
0
110
0
0
0
0
0
4
2,007
202,500
120
8,012
6
5
1,992
1,992
1,575
0
0
1,575
2
0
2
1
5
0
0
0
52
0
0
0
0
7
2,007
179,200
30
8,480
5
6
1,945
1,950
793
0
0
793
1
0
2
1
4
0
0
0
0
0
0
0
0
8
2,009
113,000
120
4,435
6
5
2,003
2,004
848
0
0
848
1
0
1
1
4
0
140
0
0
0
0
0
0
6
2,009
144,000
190
7,630
5
9
1,900
1,996
1,032
780
0
1,812
2
0
4
2
8
1
344
0
40
0
0
0
0
5
2,010
140,000
60
8,000
6
6
1,970
1,970
1,403
1,008
0
2,411
2
1
4
1
8
1
0
192
0
0
0
0
0
6
2,007
240,050
60
9,627
7
5
1,993
1,994
996
1,004
0
2,000
2
1
3
1
9
1
190
48
0
0
0
0
0
11
2,006
188,000
90
9,000
5
5
1,974
1,974
896
896
0
1,792
2
2
4
2
8
0
32
45
0
0
0
0
0
9
2,009
136,000
45
6,900
6
7
1,938
2,000
827
424
0
1,251
1
0
3
1
6
0
0
0
0
0
0
0
0
1
2,010
119,000
60
8,826
7
5
2,000
2,000
985
857
0
1,842
2
1
3
1
7
1
193
96
0
0
0
0
0
7
2,007
217,500
20
9,500
6
5
1,963
1,963
1,394
0
0
1,394
1
1
3
1
6
2
0
76
0
0
185
0
0
7
2,009
159,000
20
10,750
8
5
1,994
1,995
2,063
0
0
2,063
2
0
3
1
7
2
182
56
0
0
0
0
0
6
2,009
315,000
20
7,200
5
7
1,950
1,950
988
0
0
988
1
0
3
1
6
0
0
80
0
0
0
0
0
5
2,007
119,000
70
8,660
5
6
1,900
1,993
928
928
312
2,168
2
0
5
1
11
0
467
160
78
0
0
0
0
12
2,009
123,000
80
6,930
5
4
1,958
1,958
1,352
0
0
1,352
1
0
3
1
6
0
168
0
294
0
0
0
0
7
2,006
130,000
70
5,700
7
6
1,929
1,990
672
672
0
1,344
1
1
3
1
6
1
0
0
70
0
0
0
0
9
2,007
140,000
20
7,800
5
6
1,954
1,954
1,268
0
0
1,268
1
0
2
1
7
1
0
98
0
0
0
0
0
3
2,010
132,000
20
14,695
6
8
1,966
2,008
1,567
0
0
1,567
2
0
2
1
5
2
0
110
0
0
342
0
0
7
2,009
256,000
120
2,529
7
6
1,977
1,977
1,055
0
0
1,055
2
0
2
1
4
0
0
38
0
0
0
0
0
9
2,008
148,500
60
12,393
7
5
2,004
2,005
847
1,101
0
1,948
2
1
4
1
8
1
100
48
0
0
0
0
0
9
2,006
195,000
50
6,488
5
5
1,942
1,950
799
351
0
1,150
1
0
3
1
6
2
264
0
0
0
0
0
0
3
2,006
128,000
20
53,227
4
6
1,954
1,994
1,663
0
0
1,663
1
0
2
1
6
2
224
137
0
0
0
0
0
3
2,008
256,000
160
2,448
7
5
2,003
2,004
764
862
0
1,626
2
1
2
1
6
0
0
27
0
0
0
0
0
10
2,008
155,000
45
6,380
5
6
1,922
1,950
1,048
0
0
1,048
1
0
2
1
5
1
0
0
116
0
0
0
0
8
2,006
113,000
60
15,922
9
5
2,005
2,006
1,390
1,405
0
2,795
3
1
4
1
10
1
272
102
0
0
0
0
0
1
2,006
401,179
80
7,750
8
5
2,002
2,002
779
640
0
1,419
2
1
3
1
7
1
120
0
0
0
0
0
0
3
2,009
184,100
60
12,394
7
5
2,003
2,003
847
886
0
1,733
2
1
3
1
7
1
100
48
0
0
0
0
0
10
2,007
225,000
60
7,000
7
5
2,003
2,003
1,016
868
0
1,884
2
1
3
1
7
1
0
35
0
0
0
0
0
6
2,009
240,900
160
13,108
8
5
1,994
1,994
2,079
608
0
2,687
2
1
4
1
9
0
168
12
0
0
0
0
0
12
2,006
270,000
20
11,650
7
5
1,959
1,959
1,472
0
0
1,472
2
0
2
1
5
1
0
68
0
0
227
0
0
6
2,006
157,500
20
7,500
5
5
1,963
1,963
1,040
0
0
1,040
1
1
3
1
5
0
0
0
220
0
0
0
0
6
2,010
133,000
60
15,038
6
5
1,996
1,996
916
720
0
1,636
2
1
3
1
7
1
168
84
0
0
0
0
0
11
2,008
173,000
20
16,133
5
4
1,969
1,969
1,176
0
0
1,176
1
0
2
1
5
0
0
92
0
0
112
0
0
12
2,006
119,900
20
10,000
6
6
1,962
1,962
1,116
0
0
1,116
1
1
3
1
5
0
0
0
0
0
385
0
0
2
2,010
160,000
20
9,938
7
5
1,994
1,994
1,626
0
0
1,626
2
1
3
1
7
1
424
40
0
0
0
0
0
4
2,008
226,500
20
9,750
6
6
1,958
1,958
1,442
0
0
1,442
1
1
4
1
7
0
0
0
275
0
0
0
500
4
2,007
157,900
120
7,892
6
5
1,993
1,993
1,199
0
0
1,199
2
0
2
1
5
0
0
63
0
0
0
0
0
3
2,008
153,900
20
16,196
7
5
1,998
1,998
1,494
0
0
1,494
2
0
3
1
5
1
402
25
0
0
0
0
0
8
2,007
215,000
20
12,606
9
5
2,007
2,008
1,530
0
0
1,530
2
0
3
1
7
1
212
136
0
0
0
0
0
5
2,009
250,000
160
1,920
5
5
1,971
1,971
765
600
0
1,365
1
1
2
1
6
0
240
36
0
0
0
0
0
8
2,007
122,500
190
6,780
6
8
1,935
1,982
520
0
234
754
1
0
2
1
5
0
53
0
0
0
0
0
0
6
2,006
84,500
30
6,756
5
6
1,910
1,950
899
0
0
899
1
0
2
1
5
0
0
0
96
0
0
0
0
9
2,008
78,000
70
9,000
4
6
1,920
1,950
432
432
0
864
1
1
3
1
5
0
0
30
160
0
0
0
0
6
2,008
65,000
20
15,602
7
8
1,959
1,997
1,801
0
0
1,801
2
0
1
1
6
2
0
54
0
0
161
0
0
3
2,010
289,000
20
13,072
5
5
2,004
2,004
1,114
0
0
1,114
1
1
3
1
6
0
0
39
0
0
0
0
0
8
2,009
142,000
120
3,940
7
5
2,004
2,004
1,576
0
0
1,576
2
0
2
1
7
1
143
20
0
0
0
0
0
5
2,008
219,990
60
11,194
8
5
2,000
2,000
1,454
482
0
1,936
2
1
3
1
7
1
188
124
0
0
0
0
0
11
2,006
230,500
80
9,587
7
5
2,005
2,005
1,166
0
0
1,166
2
0
2
1
5
0
212
0
0
0
0
0
0
7
2,008
190,000
80
8,000
5
5
1,959
1,959
1,183
0
0
1,183
1
0
3
1
6
0
0
0
0
0
0
0
0
7
2,009
138,000
60
12,728
8
5
2,001
2,001
1,531
908
0
2,439
2
1
4
1
7
1
184
121
0
0
0
0
0
1
2,007
275,000
160
3,180
7
5
2,007
2,007
703
689
0
1,392
2
0
2
1
5
0
0
102
0
0
0
0
0
3
2,008
146,000
45
5,000
6
7
1,926
1,950
1,013
0
0
1,013
1
0
3
1
6
0
0
0
101
0
0
0
0
4
2,008
113,000