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
⌀
160
1,680
6
5
1,971
1,971
483
504
0
987
1
1
2
1
5
0
275
0
0
0
0
0
0
2
2,010
96,000
30
5,784
5
8
1,938
1,996
886
0
0
886
1
0
2
1
4
0
144
20
80
0
0
0
0
12
2,009
91,300
85
9,101
5
6
1,978
1,978
1,110
0
0
1,110
1
0
1
1
4
1
303
30
0
0
0
0
0
7
2,009
165,500
20
13,284
5
5
1,954
1,954
1,383
0
0
1,383
1
0
3
1
6
1
511
116
0
0
0
0
0
6
2,008
165,000
20
6,600
5
8
1,982
2,003
816
0
0
816
1
0
2
1
4
0
0
0
0
0
0
0
0
6
2,008
138,000
20
11,457
6
5
1,988
1,988
1,412
0
0
1,412
2
0
3
1
6
1
0
0
169
0
0
0
0
3
2,009
175,000
20
11,400
10
5
2,001
2,002
2,633
0
0
2,633
2
1
2
1
8
2
314
140
0
0
0
0
0
3
2,007
466,500
20
7,931
5
5
1,959
1,959
1,148
0
0
1,148
1
0
3
1
6
0
0
0
0
0
0
0
0
7
2,009
132,500
20
11,675
8
5
1,998
1,998
2,006
0
0
2,006
2
0
2
1
5
1
144
33
0
0
0
0
0
7
2,008
350,000
60
11,250
8
5
2,002
2,002
1,149
1,141
0
2,290
2
1
4
1
9
1
0
0
0
0
0
0
0
5
2,008
255,900
20
6,953
5
7
1,971
2,004
874
0
0
874
1
0
3
1
5
0
0
0
0
0
0
0
0
6
2,010
130,000
120
4,750
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
12
2,007
235,000
70
3,600
6
7
1,917
2,007
664
624
0
1,288
1
0
3
1
5
1
0
103
0
0
0
0
0
5
2,009
119,000
20
10,725
5
5
1,959
1,959
1,206
0
0
1,206
1
0
3
1
6
0
0
21
0
0
0
0
0
5
2,010
108,538
20
8,626
4
6
1,956
1,956
968
0
0
968
1
0
2
1
5
0
0
0
0
0
0
0
0
5
2,007
104,500
20
7,000
5
8
1,978
2,005
864
0
0
864
1
0
3
1
6
0
0
0
0
0
0
0
0
7
2,009
136,500
50
4,400
6
8
1,920
1,950
734
384
0
1,118
1
0
2
1
6
0
0
0
0
0
0
0
0
10
2,006
116,000
20
13,600
5
6
1,955
1,955
1,056
0
0
1,056
1
1
3
1
6
0
0
0
0
0
0
0
650
11
2,006
125,000
120
4,109
9
5
1,999
2,000
1,557
0
0
1,557
2
0
2
1
5
1
124
113
0
0
0
0
0
6
2,008
305,000
60
10,625
6
5
2,004
2,004
1,158
1,285
0
2,443
2
1
4
1
9
1
193
127
0
0
0
0
0
6
2,007
265,000
70
9,550
7
5
1,915
1,970
961
756
0
1,717
1
0
3
1
7
1
0
35
272
0
0
0
0
2
2,006
140,000
20
7,100
5
7
1,957
1,957
816
0
0
816
1
0
2
1
5
0
0
0
0
0
0
0
0
7
2,006
129,900
60
13,869
6
6
1,997
1,997
794
676
0
1,470
2
0
3
1
6
0
0
75
0
0
0
0
0
7
2,007
177,000
90
13,260
5
6
1,962
2,001
1,728
0
0
1,728
2
0
6
2
10
0
0
0
0
0
0
0
0
1
2,010
84,900
60
9,303
6
5
1,996
1,997
888
868
0
1,756
2
1
3
1
7
0
144
122
0
0
0
0
0
7
2,007
204,000
90
9,246
5
5
1,973
1,973
1,656
0
0
1,656
2
0
4
2
8
0
0
211
0
0
0
0
0
11
2,008
135,000
20
11,850
6
6
1,984
1,984
1,177
0
0
1,177
2
0
3
1
6
0
204
103
0
0
0
0
0
8
2,007
151,500
70
26,400
5
7
1,880
2,007
1,288
728
0
2,016
1
0
4
1
7
1
0
0
0
0
0
0
0
6
2,009
131,000
20
15,218
8
5
2,006
2,006
1,670
0
0
1,670
2
1
2
1
6
1
0
240
200
0
0
0
0
9
2,006
336,820
60
8,029
6
5
2,005
2,005
728
728
0
1,456
2
1
3
1
8
0
100
24
0
0
0
0
0
7
2,008
176,000
120
4,435
6
5
2,003
2,003
848
0
0
848
1
0
1
1
3
0
140
0
0
0
0
0
0
3
2,008
136,500
60
9,942
9
5
2,005
2,006
1,625
466
0
2,091
2
1
3
1
8
1
194
84
0
0
0
0
0
5
2,006
338,500
120
3,182
7
5
2,005
2,006
1,555
0
0
1,555
2
0
2
1
7
1
143
20
0
0
0
0
0
5
2,009
192,500
85
7,689
5
8
1,972
1,972
796
0
0
796
1
0
2
1
4
0
138
0
0
0
0
0
0
7
2,009
131,900
60
10,800
5
7
1,939
2,006
676
676
0
1,352
2
0
4
1
7
0
187
0
128
0
0
0
0
8
2,009
149,000
20
12,378
9
5
2,003
2,004
1,944
0
0
1,944
2
0
3
1
8
3
208
175
0
0
0
0
0
11
2,006
360,000
30
5,604
5
6
1,925
1,950
864
0
0
864
1
0
2
1
5
0
0
0
96
0
0
0
0
4
2,008
98,000
70
8,094
6
6
1,915
1,950
1,048
720
0
1,768
2
0
3
1
8
0
0
0
150
0
0
0
0
6
2,009
155,000
20
9,000
5
3
1,959
1,959
1,006
0
0
1,006
1
0
3
1
5
0
0
24
0
0
0
0
0
7
2,008
80,000
60
40,094
10
5
2,007
2,008
3,138
1,538
0
4,676
3
1
3
1
11
1
208
406
0
0
0
0
0
10
2,007
184,750
50
14,100
8
9
1,935
1,997
1,968
1,479
0
3,447
3
1
4
1
11
2
314
12
0
0
0
0
0
5
2,008
381,000
20
14,082
8
5
2,006
2,006
2,234
0
0
2,234
1
1
1
1
7
1
390
80
0
0
0
0
0
1
2,007
441,929
80
10,784
7
5
1,991
1,992
802
670
0
1,472
2
1
3
1
7
1
164
0
0
0
0
0
0
5
2,007
160,000
190
11,625
5
4
1,965
1,965
1,039
0
0
1,039
1
1
3
1
6
0
0
0
0
0
0
0
0
4
2,010
131,500
20
50,271
9
5
1,981
1,987
1,842
0
0
1,842
0
1
0
1
5
1
857
72
0
0
0
0
0
11
2,006
385,000
60
14,803
6
5
1,971
1,971
1,097
896
0
1,993
2
1
4
1
8
1
0
66
0
0
0
0
0
6
2,006
190,000
20
12,085
8
5
2,007
2,007
1,734
0
0
1,734
2
0
3
1
7
1
0
0
0
0
0
0
0
11
2,007
318,000
160
1,680
6
5
1,971
1,971
483
504
0
987
1
1
2
1
4
0
0
0
0
0
0
0
0
7
2,008
85,400
70
6,120
5
5
1,923
1,950
1,226
676
0
1,902
2
0
4
1
7
0
0
139
55
0
0
0
0
10
2,008
123,500
160
2,289
6
6
1,978
1,978
855
586
0
1,441
2
1
3
1
7
1
28
0
0
0
0
0
0
4
2,009
148,500
20
9,100
5
6
1,954
1,954
1,112
0
0
1,112
1
0
2
1
6
1
0
0
0
0
0
0
0
10
2,009
144,800
20
11,900
6
5
1,957
1,957
1,392
0
0
1,392
1
1
3
1
6
2
0
0
0
0
192
0
0
6
2,008
166,000
60
13,426
7
5
1,999
2,000
951
828
0
1,779
2
1
3
1
7
1
208
107
0
0
0
0
0
9
2,006
217,000
80
14,115
7
5
1,980
1,980
1,472
0
0
1,472
2
0
3
1
6
2
233
48
0
0
0
0
0
6
2,009
187,500
20
11,302
8
5
2,005
2,006
1,826
0
0
1,826
2
0
3
1
7
1
180
75
0
0
120
0
0
8
2,006
319,000
60
21,872
7
5
1,996
1,997
729
717
0
1,446
2
1
3
1
6
1
264
22
0
0
0
0
0
8
2,008
175,000
60
10,800
8
5
2,007
2,008
1,050
1,028
0
2,078
2
1
3
1
8
1
0
102
0
0
0
0
0
4
2,008
339,750
60
18,450
6
5
1,965
1,979
1,465
915
0
2,380
2
1
3
1
7
1
0
265
0
0
0
0
0
8
2,007
129,000
60
8,750
6
5
1,998
1,998
928
844
0
1,772
2
1
3
1
7
1
150
96
0
0
0
0
0
4
2,009
200,000
180
3,675
6
5
2,005
2,005
1,072
0
0
1,072
1
0
2
1
5
0
0
28
0
0
0
0
0
6
2,008
148,000
60
8,402
6
5
1,998
1,998
789
676
0
1,465
2
1
3
1
7
1
0
75
0
0
0
0
0
5
2,010
180,400
20
14,860
8
5
2,002
2,003
1,786
0
0
1,786
2
0
3
1
6
1
182
35
0
0
0
0
0
6
2,008
300,000
60
10,628
7
5
2,004
2,004
871
941
0
1,812
2
1
3
1
8
0
146
91
0
0
0
0
0
1
2,009
193,000
80
16,157
5
7
1,978
1,978
1,432
0
0
1,432
1
1
2
1
5
1
168
180
0
0
0
0
0
6
2,007
194,000
20
7,328
7
5
2,008
2,009
1,450
0
0
1,450
2
0
2
1
6
0
0
93
0
0
0
0
0
2
2,009
224,243
20
11,838
8
5
2,001
2,001
1,788
0
0
1,788
2
0
3
1
7
1
202
151
0
0
0
0
0
6
2,009
236,500
60
9,171
7
5
2,004
2,005
848
750
0
1,598
2
1
3
1
7
1
100
48
0
0
0
0
0
7
2,006
201,490
120
5,858
7
5
1,999
1,999
1,337
0
0
1,337
2
0
2
1
5
1
203
68
0
0
0
0
0
6
2,010
184,000
120
12,304
7
5
2,005
2,005
1,367
0
0
1,367
2
0
2
1
6
1
0
33
0
0
0
0
0
6
2,008
192,000
20
10,007
5
7
1,959
2,006
1,053
0
0
1,053
1
1
3
1
5
0
0
0
0
0
0
0
0
8
2,008
145,500
60
9,291
6
5
1,993
1,993
832
878
0
1,710
2
1
3
1
7
0
144
70
0
0
0
0
0
6
2,008
187,000
60
8,413
8
5
1,998
1,998
1,220
1,142
0
2,362
2
1
3
1
8
2
147
0
36
0
144
0
0
6
2,007
312,500
120
4,438
6
5
2,004
2,004
848
0
0
848
1
0
1
1
3
1
149
0
0
0
0
0
0
1
2,008
149,000
20
5,400
5
5
1,958
1,958
864
0
0
864
1
0
3
1
6
0
0
0
0
0
0
0
0
5
2,007
118,000
160
2,308
6
5
1,976
1,976
804
744
0
1,548
2
1
3
1
7
1
108
0
0
0
0
0
0
9
2,009
146,000
70
7,500
6
7
1,942
1,950
753
741
0
1,494
1
0
3
1
7
2
0
0
0
0
224
0
0
11
2,009
177,500
50
6,240
5
6
1,928
1,950
1,042
534
0
1,576
1
0
3
1
8
1
0
0
0
0
0
0
0
8
2,006
149,000
50
6,240
6
6
1,931
1,950
959
408
0
1,367
1
0
3
1
6
1
0
0
0
0
120
0
0
11
2,007
127,500
50
6,000
6
5
1,939
1,950
874
468
0
1,342
2
0
2
2
7
1
0
0
0
0
0
0
0
4
2,008
105,000
30
5,400
2
5
1,940
1,950
599
0
0
599
1
0
2
1
4
0
0
81
0
0
0
0
0
6
2,009
59,000
60
10,400
7
6
1,980
1,988
1,277
767
0
2,044
2
1
3
1
7
1
28
73
0
0
0
0
0
3
2,008
185,000
20
8,300
6
6
1,968
1,968
952
0
0
952
1
0
3
1
5
0
0
0
0
0
0
0
0
8
2,007
128,500
20
13,350
5
5
1,974
1,974
894
0
0
894
1
0
3
1
5
1
241
0
0
0
0
0
0
6
2,006
142,500
30
4,485
5
7
1,920
1,950
936
0
0
936
1
0
2
1
5
1
51
0
135
0
0
0
0
5
2,010
109,500
20
7,024
5
5
2,005
2,006
1,090
0
0
1,090
1
1
2
1
5
0
0
49
0
0
0
0
0
6
2,007
157,000
20
14,753
7
5
1,998
1,998
1,463
0
0
1,463
2
0
3
1
5
0
0
81
0
0
0
0
0
12
2,009
207,000
85
8,723
6
6
1,969
1,969
1,082
0
0
1,082
1
0
3
1
6
0
160
0
0
0
0
0
0
1
2,007
162,500
70
13,515
6
6
1,919
1,950
1,060
764
0
1,824
1
0
3
1
8
1
0
0
126
0
0
0
0
7
2,007
180,500
120
3,072
7
5
2,004
2,004
1,414
0
0
1,414
2
0
2
1
6
1
144
20
0
0
0
0
0
5
2,006
178,740
30
4,800
4
7
1,916
1,990
1,196
0
0
1,196
1
0
2
1
5
0
0
0
0
0
0
0
0
7
2,007
109,900
50
15,593
7
4
1,953
1,953
1,304
983
0
2,287
2
0
3
1
7
1
0
21
114
0
0
0
0
7
2,006
225,000
50
7,758
7
4
1,931
1,950
1,226
592
0
1,818
1
1
4
1
7
2
0
0
0
0
184
0
0
6
2,007
169,500
20
7,500
7
5
2,006
2,006
1,143
0
0
1,143
1
1
3
1
5
0
0
55
0
0
0
0
0
10
2,007
147,000
60
12,420
7
5
2,001
2,001
944
896
0
1,840
2
1
3
1
6
0
0
45
0
0
0
0
0
6
2,009
230,000
60
11,250
7
5
2,001
2,002
920
866
0
1,786
2
1
3
1
6
1
0
42
0
0
0
0
0
9
2,008
223,500
20
11,425
5
6
1,954
1,954
1,008
0
0
1,008
1
0
2
1
4
1
0
0
120
0
0
0
0
7
2,006
137,000
20
9,986
8
5
2,006
2,007
1,795
0
0
1,795
2
0
2
1
7
1
0
49
0
0
0
0
0
2
2,007
147,000
20
7,800
5
8
1,948
2,002
1,112
896
0
2,008
3
0
3
1
8
0
103
0
0
0
0
0
0
8
2,006
225,000
20
6,000
4
4
1,953
1,953
936
0
0
936
1
0
2
1
4
0
0
32
112
0
0
0
0
2
2,009
93,000
160
2,160
7
5
1,999
2,000
624
628
0
1,252
2
1
2
1
4
0
0
48
0
0
0
0
0
3
2,008
160,000