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
13,758
9
5
2,005
2,006
1,792
0
0
1,792
2
0
2
1
6
1
204
49
0
0
0
0
0
3
2,006
372,397
60
7,861
6
5
2,002
2,003
807
702
0
1,509
2
1
3
1
7
1
100
75
0
0
0
0
0
6
2,006
183,200
120
3,830
6
5
2,008
2,008
1,726
0
0
1,726
2
1
2
1
6
1
0
254
0
0
0
0
0
1
2,009
222,000
50
8,400
6
5
1,925
1,950
1,390
304
0
1,694
2
0
4
1
7
1
342
0
128
0
0
0
0
6
2,008
136,500
20
8,298
8
5
2,006
2,007
1,564
0
0
1,564
2
0
2
1
6
1
132
0
0
0
0
0
0
9
2,007
267,300
20
8,900
4
4
1,966
1,966
1,056
0
0
1,056
1
0
2
1
5
0
0
42
0
0
0
0
0
11
2,006
107,000
30
11,515
4
5
1,958
1,994
943
0
0
943
1
0
3
1
5
0
0
0
60
0
0
0
0
8
2,007
80,000
50
11,040
4
6
1,920
1,950
897
439
0
1,336
1
1
3
1
7
0
0
47
120
0
0
0
0
9
2,006
108,000
20
10,710
5
7
1,966
2,004
1,120
0
0
1,120
1
0
3
1
5
1
0
162
0
0
0
0
1,200
7
2,009
148,800
20
39,384
6
6
1,957
1,957
1,390
0
0
1,390
1
1
1
1
4
2
0
189
0
0
0
0
0
10
2,006
252,000
50
8,405
4
3
1,945
1,950
1,088
441
0
1,529
2
0
4
1
9
0
92
0
185
0
0
0
0
4
2,009
98,000
30
10,320
5
8
1,912
1,991
759
0
0
759
1
0
1
1
5
0
40
0
0
0
0
0
0
8
2,008
85,000
80
13,825
5
6
1,958
1,987
1,021
580
0
1,601
1
0
3
1
6
0
280
34
0
0
0
0
0
12
2,008
140,000
20
14,115
6
7
1,956
2,004
1,811
0
0
1,811
1
0
2
1
6
1
0
0
280
0
0
0
0
7
2,006
230,000
20
7,064
5
6
1,977
1,977
980
0
0
980
1
0
3
1
6
0
192
0
0
0
0
0
0
7
2,009
135,000
20
11,202
8
5
2,003
2,003
1,440
0
0
1,440
2
0
3
1
7
1
185
95
0
0
0
0
0
6
2,008
232,500
20
10,386
8
5
2,004
2,005
2,000
0
0
2,000
2
0
3
1
8
0
168
0
0
0
0
0
0
7
2,007
305,900
20
10,050
5
5
1,955
1,955
1,216
0
0
1,216
1
0
3
1
5
0
0
0
0
0
0
0
0
8
2,007
129,500
30
10,267
6
7
1,918
2,000
838
0
0
838
1
0
2
1
5
0
0
0
112
0
0
0
0
5
2,008
130,000
70
22,420
6
6
1,918
1,950
1,370
1,254
0
2,624
2
1
4
1
10
1
0
0
0
0
0
0
0
11
2,007
239,000
190
5,852
7
5
1,902
2,000
978
886
0
1,864
2
1
6
1
9
0
0
188
102
0
0
0
0
5
2,009
97,500
20
10,500
4
5
1,971
1,971
864
0
0
864
1
0
3
1
5
1
0
0
0
0
0
0
0
4
2,010
115,000
20
13,693
8
5
2,007
2,007
2,464
0
0
2,464
2
1
4
1
9
1
358
78
0
0
0
0
0
8
2,008
417,500
20
6,718
8
5
2,001
2,001
1,312
0
0
1,312
2
0
2
1
5
0
256
28
0
0
0
0
0
1
2,007
180,500
60
10,800
6
7
1,974
1,997
1,548
1,066
0
2,614
2
1
4
1
9
1
38
243
0
0
0
0
0
6
2,008
240,000
60
14,191
8
5
2,002
2,002
993
915
0
1,908
2
1
4
1
9
0
135
0
0
0
0
0
0
4
2,010
202,900
20
9,187
9
5
2,009
2,009
1,766
0
0
1,766
2
1
2
1
7
1
195
130
0
0
0
0
0
10
2,009
370,878
160
1,974
4
5
1,973
1,973
546
546
0
1,092
1
1
3
1
6
0
120
96
0
0
0
0
0
5
2,010
83,500
30
6,180
6
5
1,926
1,950
986
0
0
986
1
0
2
1
5
1
0
128
0
0
0
0
0
5
2,007
102,000
60
9,364
6
7
1,969
1,969
663
689
0
1,352
1
1
4
1
7
0
379
36
0
0
0
0
0
3
2,010
158,000
20
10,845
8
5
2,003
2,004
1,575
0
0
1,575
2
0
2
1
7
1
216
28
0
0
0
0
0
6
2,008
284,000
20
9,910
7
6
2,007
2,007
1,369
0
0
1,369
2
0
3
1
5
0
0
203
0
0
0
0
0
9
2,007
213,133
70
8,525
5
6
1,911
1,950
1,024
940
0
1,964
1
1
4
1
7
0
0
192
0
0
0
0
0
11
2,008
130,000
20
19,138
4
5
1,951
1,951
864
0
0
864
1
0
2
1
4
0
0
0
0
0
0
0
0
6
2,010
141,000
20
13,811
6
6
1,987
1,987
1,137
0
0
1,137
2
0
2
1
5
1
125
0
0
0
0
0
0
7
2,006
176,000
20
16,635
6
7
1,977
2,000
1,602
0
0
1,602
2
0
3
1
8
1
240
0
0
0
0
0
0
6
2,009
215,000
50
8,550
5
5
1,926
1,950
960
356
0
1,316
1
0
4
1
7
0
0
0
0
0
0
0
0
10
2,007
90,000
60
10,790
7
5
1,998
1,998
1,108
1,277
0
2,385
2
1
4
1
8
1
120
38
0
0
0
0
0
5
2,007
252,000
50
6,000
5
7
1,924
1,950
816
750
0
1,566
1
1
5
1
7
0
24
0
296
0
0
0
0
8
2,006
139,000
120
5,119
9
5
1,999
2,000
1,709
0
0
1,709
2
0
2
1
5
1
97
65
0
0
0
0
0
1
2,008
328,900
20
10,206
8
5
2,007
2,007
1,563
0
0
1,563
2
0
3
1
6
1
144
99
0
0
0
0
0
10
2,008
245,000
190
6,430
6
6
1,945
1,950
816
524
0
1,340
1
0
3
1
6
0
0
0
0
0
0
0
0
7
2,006
128,000
20
8,978
5
5
1,968
1,968
948
0
0
948
1
0
3
1
6
0
147
0
0
0
0
0
0
5
2,007
108,000
20
10,928
6
6
1,978
1,986
1,671
0
0
1,671
2
0
3
1
7
1
252
55
0
0
0
0
0
8
2,009
200,000
20
8,892
5
7
1,953
1,996
910
0
0
910
1
0
3
1
5
0
196
0
150
0
0
0
0
10
2,008
116,000
30
5,890
6
8
1,930
2,007
816
0
0
816
1
0
2
1
5
0
0
0
96
0
0
0
0
6
2,008
120,500
60
13,688
9
5
2,003
2,004
1,572
1,096
0
2,668
2
1
3
1
10
2
400
0
0
0
0
0
0
3
2,008
412,500
160
1,733
6
6
1,980
1,980
516
516
0
1,032
1
0
2
1
5
1
279
0
0
0
0
0
0
5
2,009
115,000
30
5,825
4
5
1,926
1,953
747
0
0
747
1
0
1
1
5
0
0
0
32
0
0
0
0
6
2,006
79,900
20
11,049
8
5
2,007
2,007
1,234
0
0
1,234
2
0
3
1
7
0
0
30
0
0
0
0
0
1
2,008
179,900
60
10,142
7
5
2,004
2,004
956
1,128
0
2,084
2
1
4
1
8
0
0
45
0
0
0
0
0
1
2,010
233,000
20
12,704
8
5
2,007
2,007
1,582
0
0
1,582
2
0
3
1
7
0
209
95
0
0
0
0
0
1
2,008
317,500
80
11,950
7
5
2,003
2,003
754
640
0
1,394
2
1
3
1
7
1
100
0
0
0
0
0
0
10
2,007
165,500
60
10,944
7
5
1,994
1,994
1,223
904
0
2,127
2
1
3
1
5
2
171
132
0
0
0
0
0
8
2,008
271,000
20
7,560
5
5
1,971
1,971
864
0
0
864
1
0
3
1
5
0
0
0
0
0
0
0
0
5
2,008
123,000
120
3,701
8
5
1,987
1,987
1,204
0
0
1,204
2
0
2
1
5
0
120
70
0
0
0
0
0
8
2,006
130,000
70
11,340
2
1
1,920
1,950
723
363
0
1,086
1
0
2
1
5
0
0
24
144
0
0
0
0
11
2,008
55,000
20
9,600
5
5
1,966
1,966
1,232
0
0
1,232
1
1
3
1
6
0
0
224
0
0
0
0
0
4
2,010
142,250
90
7,840
6
5
1,975
1,975
1,012
0
0
1,012
2
0
4
0
4
0
0
0
0
0
0
0
0
10
2,006
127,500
120
4,060
6
5
1,998
1,999
1,337
0
0
1,337
2
0
2
1
5
0
144
68
0
0
0
0
0
8
2,008
181,000
20
9,571
5
5
1,956
1,956
1,073
0
0
1,073
1
0
2
1
5
0
0
0
0
0
0
0
0
2
2,009
121,500
20
7,200
5
7
1,952
1,952
732
0
0
732
1
0
2
1
4
0
0
68
0
0
0
0
0
9
2,009
118,900
120
6,792
7
5
2,005
2,006
1,368
0
0
1,368
2
0
2
1
6
1
132
35
0
0
0
0
0
3
2,006
202,665
20
12,919
9
5
2,009
2,010
2,364
0
0
2,364
2
1
2
1
11
2
0
67
0
0
0
0
0
3
2,010
611,657
30
7,200
5
7
1,940
1,992
804
0
0
804
1
0
2
1
4
2
0
0
154
0
0
0
0
2
2,010
119,000
60
3,378
7
8
1,946
1,992
707
682
0
1,389
1
1
3
1
6
2
0
0
126
0
0
0
0
9
2,009
135,000
60
18,800
6
5
1,976
1,976
790
784
0
1,574
2
1
3
1
6
1
306
111
0
0
0
0
0
7
2,006
190,000
20
8,847
8
5
2,005
2,005
1,538
0
0
1,538
2
0
3
1
7
0
146
40
0
0
0
0
0
12
2,007
260,000
20
12,274
7
5
2,008
2,008
1,428
0
0
1,428
2
0
3
1
6
0
0
60
0
0
0
0
0
7
2,008
227,680
30
10,914
3
3
1,929
1,950
715
0
0
715
1
0
2
1
4
0
0
0
75
0
112
0
0
8
2,006
68,000
70
14,210
6
7
1,930
1,959
1,104
697
0
1,801
1
1
3
1
8
1
0
90
0
0
0
0
0
11
2,006
210,000
60
13,162
9
5
2,006
2,006
2,036
604
0
2,640
3
1
3
1
11
1
0
265
0
0
0
0
0
11
2,006
405,749
190
10,800
4
7
1,900
2,000
694
600
0
1,294
2
0
3
2
7
0
220
114
210
0
0
0
0
8
2,008
106,250
60
10,400
7
5
1,998
1,998
866
913
0
1,779
2
1
3
1
6
0
198
36
0
0
0
0
0
3
2,009
197,900
60
13,440
8
5
2,006
2,007
1,148
1,402
0
2,550
2
1
4
1
11
1
120
39
0
0
0
0
0
3
2,007
338,931
20
15,523
5
6
1,972
1,972
864
0
0
864
1
0
3
1
5
1
0
0
0
0
0
0
0
8
2,009
133,500
30
10,800
4
6
1,927
2,007
968
0
0
968
2
0
4
1
5
0
0
0
0
0
0
0
0
8
2,007
64,500
20
15,401
9
5
2,004
2,004
1,884
0
0
1,884
2
0
2
1
7
1
214
76
0
0
0
0
0
9
2,008
387,000
20
43,500
3
5
1,953
1,953
2,034
0
0
2,034
1
0
2
1
9
0
483
266
0
0
0
561
0
6
2,007
130,000
60
11,787
7
5
1,996
1,997
1,383
1,015
0
2,398
2
1
3
1
8
1
239
60
0
0
0
0
0
8
2,007
315,750
60
14,948
9
5
2,008
2,008
1,476
1,237
0
2,713
2
1
3
1
11
1
126
66
0
0
0
0
0
11
2,008
446,261
180
1,477
4
4
1,970
1,970
630
0
0
630
1
0
1
1
3
0
0
0
0
0
0
0
0
4
2,009
80,000
60
8,581
7
5
2,006
2,006
851
886
0
1,737
2
1
3
1
7
0
0
105
0
0
0
0
0
8
2,006
203,160
160
2,280
6
6
1,976
1,976
855
601
0
1,456
2
1
3
1
7
1
87
0
0
0
0
0
0
7
2,009
148,500
20
10,000
5
6
1,973
2,000
1,178
0
0
1,178
1
1
3
1
5
1
224
0
0
0
0
0
0
11
2,008
157,000
20
11,645
7
5
2,005
2,005
1,734
0
0
1,734
2
0
3
1
7
0
160
24
0
0
0
0
0
1
2,006
260,000
60
14,006
7
5
2,002
2,002
936
840
0
1,776
2
1
3
1
7
1
144
96
0
0
0
0
0
2
2,006
192,500
20
12,712
6
7
1,973
2,006
1,055
0
0
1,055
1
0
2
1
5
1
455
0
0
0
0
0
0
1
2,007
147,000
30
10,230
5
7
1,925
1,950
1,078
0
0
1,078
1
0
3
1
6
0
0
0
0
0
112
0
0
12
2,009
125,000
20
27,697
4
3
1,961
1,961
1,608
0
0
1,608
1
0
3
1
6
0
152
38
0
0
0
0
0
11
2,007
80,000
20
7,000
5
6
1,962
1,962
864
0
0
864
1
0
3
1
5
0
0
0
0
0
0
0
0
2
2,006
105,000
85
7,540
6
6
1,978
1,978
912
0
0
912
1
0
2
1
5
1
0
0
0
0
192
0
0
6
2,007
156,000
80
9,350
6
7
1,964
1,991
1,302
0
0
1,302
2
0
3
1
7
0
333
0
0
0
0
0
0
10
2,007
158,000
20
12,853
8
5
2,010
2,010
1,418
0
0
1,418
1
1
1
1
6
1
160
192
0
224
0
0
0
4
2,010
267,916
60
8,199
7
5
2,005
2,005
728
728
0
1,456
2
1
3
1
7
1
36
18
0
0
0
0
0
10
2,008
189,000
20
11,500
6
4
1,967
1,967
1,040
0
0
1,040
1
0
3
1
6
1
0
0
156
0
0
0
0
5
2,009
163,000
20
9,560
5
7
1,972
1,972
864
0
0
864
1
0
3
1
5
0
0
0
0
0
0
0
0
6
2,006
128,500
20
11,553
5
5
1,968
1,968
1,159
0
0
1,159
1
1
3
1
7
1
466
0
0
0
0
0
0
7
2,006
158,000
20
10,816
9
5
2,008
2,008
1,720
0
0
1,720
2
0
3
1
8
1
208
104
0
0
0
0
0
11
2,009
332,000
60
11,075
5
4
1,969
1,969
1,168
800
0
1,968
2
1
4
1
7
1
305
189
0
0
0
0
400
9
2,008
172,000