[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical,
(i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).
• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical,
(i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).
• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
longitude
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
latitude
-0.92
housing_median_age
-0.11
population
0.10
total_bedrooms
0.07
households
0.06
median_house_value
-0.05
total_rooms
0.04
median_income
-0.02
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ocean_proximity
0.51
MOST FREQUENT VALUES
-118.31
162
0.8%
-118.3
160
0.8%
-118.29
148
0.7%
-118.27
144
0.7%
-118.32
142
0.7%
-118.28
141
0.7%
-118.35
140
0.7%
-118.36
138
0.7%
-118.19
135
0.7%
-118.37
128
0.6%
-118.25
128
0.6%
-118.2
126
0.6%
-118.14
125
0.6%
-118.13
121
0.6%
-118.26
121
0.6%
SMALLEST VALUES
-124.35
1
<0.1%
-124.3
2
<0.1%
-124.27
1
<0.1%
-124.26
1
<0.1%
-124.25
1
<0.1%
-124.23
3
<0.1%
-124.22
1
<0.1%
-124.21
3
<0.1%
-124.19
4
<0.1%
-124.18
6
<0.1%
-124.17
12
<0.1%
-124.16
15
<0.1%
-124.15
9
<0.1%
-124.14
13
<0.1%
-124.13
6
<0.1%
LARGEST VALUES
-114.31
1
<0.1%
-114.47
1
<0.1%
-114.49
1
<0.1%
-114.55
1
<0.1%
-114.56
1
<0.1%
-114.57
3
<0.1%
-114.58
2
<0.1%
-114.59
2
<0.1%
-114.6
3
<0.1%
-114.61
3
<0.1%
-114.62
1
<0.1%
-114.63
1
<0.1%
-114.64
1
<0.1%
-114.65
3
<0.1%
-114.66
1
<0.1%
latitude
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
longitude
-0.92
median_house_value
-0.14
population
-0.11
median_income
-0.08
households
-0.07
total_bedrooms
-0.07
total_rooms
-0.04
housing_median_age
0.01
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ocean_proximity
0.58
MOST FREQUENT VALUES
34.06
244
1.2%
34.05
236
1.1%
34.08
234
1.1%
34.07
231
1.1%
34.04
221
1.1%
34.09
212
1.0%
34.02
208
1.0%
34.1
203
1.0%
34.03
193
0.9%
33.93
181
0.9%
33.94
175
0.8%
33.97
172
0.8%
33.99
168
0.8%
33.88
164
0.8%
34.11
162
0.8%
SMALLEST VALUES
32.54
1
<0.1%
32.55
3
<0.1%
32.56
10
<0.1%
32.57
18
<0.1%
32.58
26
0.1%
32.59
11
<0.1%
32.6
9
<0.1%
32.61
14
<0.1%
32.62
13
<0.1%
32.63
18
<0.1%
32.64
19
<0.1%
32.65
9
<0.1%
32.66
12
<0.1%
32.67
26
0.1%
32.68
30
0.1%
LARGEST VALUES
41.95
2
<0.1%
41.92
1
<0.1%
41.88
1
<0.1%
41.86
3
<0.1%
41.84
1
<0.1%
41.82
1
<0.1%
41.81
2
<0.1%
41.8
3
<0.1%
41.79
1
<0.1%
41.78
3
<0.1%
41.77
1
<0.1%
41.76
2
<0.1%
41.75
2
<0.1%
41.74
3
<0.1%
41.73
3
<0.1%
housing_median_age
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_rooms
-0.36
total_bedrooms
-0.32
households
-0.30
population
-0.30
median_income
-0.12
longitude
-0.11
median_house_value
0.11
latitude
0.01
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ocean_proximity
0.31
MOST FREQUENT VALUES
52.0
1,273
6.2%
36.0
862
4.2%
35.0
824
4.0%
16.0
771
3.7%
17.0
698
3.4%
34.0
689
3.3%
26.0
619
3.0%
33.0
615
3.0%
18.0
570
2.8%
25.0
566
2.7%
32.0
565
2.7%
37.0
537
2.6%
15.0
512
2.5%
19.0
502
2.4%
27.0
488
2.4%
SMALLEST VALUES
1.0
4
<0.1%
2.0
58
0.3%
3.0
62
0.3%
4.0
191
0.9%
5.0
244
1.2%
6.0
160
0.8%
7.0
175
0.8%
8.0
206
1.0%
9.0
205
1.0%
10.0
264
1.3%
11.0
254
1.2%
12.0
238
1.2%
13.0
302
1.5%
14.0
412
2.0%
15.0
512
2.5%
LARGEST VALUES
52.0
1,273
6.2%
51.0
48
0.2%
50.0
136
0.7%
49.0
134
0.6%
48.0
177
0.9%
47.0
198
1.0%
46.0
245
1.2%
45.0
294
1.4%
44.0
356
1.7%
43.0
353
1.7%
42.0
368
1.8%
41.0
296
1.4%
40.0
304
1.5%
39.0
369
1.8%
38.0
394
1.9%
total_rooms
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_bedrooms
0.93
households
0.92
population
0.86
housing_median_age
-0.36
median_income
0.20
median_house_value
0.13
longitude
0.04
latitude
-0.04
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ocean_proximity
0.03
MOST FREQUENT VALUES
1527.0
18
<0.1%
1613.0
17
<0.1%
1582.0
17
<0.1%
2127.0
16
<0.1%
1717.0
15
<0.1%
2053.0
15
<0.1%
1607.0
15
<0.1%
1722.0
15
<0.1%
1471.0
15
<0.1%
1703.0
15
<0.1%
1724.0
14
<0.1%
1743.0
14
<0.1%
1745.0
14
<0.1%
1787.0
14
<0.1%
1562.0
14
<0.1%
SMALLEST VALUES
2.0
1
<0.1%
6.0
1
<0.1%
8.0
1
<0.1%
11.0
1
<0.1%
12.0
1
<0.1%
15.0
2
<0.1%
16.0
1
<0.1%
18.0
4
<0.1%
19.0
2
<0.1%
20.0
2
<0.1%
21.0
1
<0.1%
22.0
2
<0.1%
24.0
2
<0.1%
25.0
2
<0.1%
26.0
2
<0.1%
LARGEST VALUES
39320.0
1
<0.1%
37937.0
1
<0.1%
32627.0
1
<0.1%
32054.0
1
<0.1%
30450.0
1
<0.1%
30405.0
1
<0.1%
30401.0
1
<0.1%
28258.0
1
<0.1%
27870.0
1
<0.1%
27700.0
1
<0.1%
26322.0
1
<0.1%
25957.0
1
<0.1%
25187.0
1
<0.1%
25135.0
1
<0.1%
24121.0
1
<0.1%
total_bedrooms
MISSING:
207
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
households
0.98
total_rooms
0.93
population
0.88
housing_median_age
-0.32
longitude
0.07
latitude
-0.07
median_house_value
0.05
median_income
-0.01
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ocean_proximity
0.02
MOST FREQUENT VALUES
280.0
55
0.3%
331.0
51
0.2%
345.0
50
0.2%
343.0
49
0.2%
393.0
49
0.2%
348.0
48
0.2%
394.0
48
0.2%
328.0
48
0.2%
309.0
47
0.2%
272.0
47
0.2%
295.0
46
0.2%
322.0
46
0.2%
317.0
46
0.2%
399.0
46
0.2%
314.0
46
0.2%
SMALLEST VALUES
1.0
1
<0.1%
2.0
2
<0.1%
3.0
5
<0.1%
4.0
7
<0.1%
5.0
6
<0.1%
6.0
5
<0.1%
7.0
6
<0.1%
8.0
8
<0.1%
9.0
7
<0.1%
10.0
8
<0.1%
11.0
9
<0.1%
12.0
7
<0.1%
13.0
2
<0.1%
14.0
6
<0.1%
15.0
3
<0.1%
LARGEST VALUES
6445.0
1
<0.1%
6210.0
1
<0.1%
5471.0
1
<0.1%
5419.0
1
<0.1%
5290.0
1
<0.1%
5033.0
1
<0.1%
5027.0
1
<0.1%
4957.0
1
<0.1%
4952.0
1
<0.1%
4819.0
1
<0.1%
4798.0
1
<0.1%
4585.0
1
<0.1%
4522.0
1
<0.1%
4492.0
1
<0.1%
4457.0
1
<0.1%
population
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
households
0.91
total_bedrooms
0.88
total_rooms
0.86
housing_median_age
-0.30
latitude
-0.11
longitude
0.10
median_house_value
-0.02
median_income
0.00
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ocean_proximity
0.09
MOST FREQUENT VALUES
891.0
25
0.1%
761.0
24
0.1%
1227.0
24
0.1%
1052.0
24
0.1%
850.0
24
0.1%
825.0
23
0.1%
782.0
22
0.1%
999.0
22
0.1%
1005.0
22
0.1%
753.0
21
0.1%
781.0
21
0.1%
1098.0
21
0.1%
872.0
21
0.1%
1155.0
20
<0.1%
1301.0
20
<0.1%
SMALLEST VALUES
3.0
1
<0.1%
5.0
1
<0.1%
6.0
1
<0.1%
8.0
4
<0.1%
9.0
2
<0.1%
11.0
1
<0.1%
13.0
4
<0.1%
14.0
3
<0.1%
15.0
2
<0.1%
17.0
2
<0.1%
18.0
2
<0.1%
19.0
1
<0.1%
20.0
3
<0.1%
21.0
1
<0.1%
22.0
1
<0.1%
LARGEST VALUES
35682.0
1
<0.1%
28566.0
1
<0.1%
16305.0
1
<0.1%
16122.0
1
<0.1%
15507.0
1
<0.1%
15037.0
1
<0.1%
13251.0
1
<0.1%
12873.0
1
<0.1%
12427.0
1
<0.1%
12203.0
1
<0.1%
12153.0
1
<0.1%
11973.0
1
<0.1%
11956.0
1
<0.1%
11935.0
1
<0.1%
11272.0
1
<0.1%
households
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_bedrooms
0.98
total_rooms
0.92
population
0.91
housing_median_age
-0.30
latitude
-0.07
median_house_value
0.07
longitude
0.06
median_income
0.01
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ocean_proximity
0.05
MOST FREQUENT VALUES
306.0
57
0.3%
386.0
56
0.3%
335.0
56
0.3%
282.0
55
0.3%
429.0
54
0.3%
375.0
53
0.3%
284.0
51
0.2%
297.0
51
0.2%
278.0
50
0.2%
340.0
50
0.2%
362.0
50
0.2%
380.0
50
0.2%
316.0
49
0.2%
329.0
49
0.2%
319.0
49
0.2%
SMALLEST VALUES
1.0
1
<0.1%
2.0
3
<0.1%
3.0
4
<0.1%
4.0
4
<0.1%
5.0
7
<0.1%
6.0
5
<0.1%
7.0
10
<0.1%
8.0
8
<0.1%
9.0
9
<0.1%
10.0
7
<0.1%
11.0
4
<0.1%
12.0
2
<0.1%
13.0
10
<0.1%
14.0
12
<0.1%
15.0
7
<0.1%
LARGEST VALUES
6082.0
1
<0.1%
5358.0
1
<0.1%
5189.0
1
<0.1%
5050.0
1
<0.1%
4930.0
1
<0.1%
4855.0
1
<0.1%
4769.0
1
<0.1%
4616.0
1
<0.1%
4490.0
1
<0.1%
4372.0
1
<0.1%
4339.0
1
<0.1%
4204.0
1
<0.1%
4176.0
1
<0.1%
4072.0
1
<0.1%
4012.0
1
<0.1%
median_income
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
median_house_value
0.69
total_rooms
0.20
housing_median_age
-0.12
latitude
-0.08
longitude
-0.02
households
0.01
total_bedrooms
-0.01
population
0.00
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ocean_proximity
0.24
MOST FREQUENT VALUES
3.125
49
0.2%
15.0001
49
0.2%
2.875
46
0.2%
2.625
44
0.2%
4.125
44
0.2%
3.875
41
0.2%
3.375
38
0.2%
3.0
38
0.2%
4.0
37
0.2%
3.625
37
0.2%
4.375
35
0.2%
2.125
33
0.2%
2.375
32
0.2%
4.625
31
0.2%
3.5
30
0.1%
SMALLEST VALUES
0.4999
12
<0.1%
0.536
10
<0.1%
0.5495
1
<0.1%
0.6433
1
<0.1%
0.6775
1
<0.1%
0.6825
1
<0.1%
0.6831
1
<0.1%
0.696
1
<0.1%
0.6991
1
<0.1%
0.7007
1
<0.1%
0.7025
1
<0.1%
0.7054
1
<0.1%
0.7068
1
<0.1%
0.7069
1
<0.1%
0.7075
1
<0.1%
LARGEST VALUES
15.0001
49
0.2%
15.0
2
<0.1%
14.9009
1
<0.1%
14.5833
1
<0.1%
14.4219
1
<0.1%
14.4113
1
<0.1%
14.2959
1
<0.1%
14.2867
1
<0.1%
13.947
1
<0.1%
13.8556
1
<0.1%
13.8093
1
<0.1%
13.6842
1
<0.1%
13.6623
1
<0.1%
13.5728
1
<0.1%
13.499
1
<0.1%
median_house_value
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
median_income
0.69
latitude
-0.14
total_rooms
0.13
housing_median_age
0.11
households
0.07
total_bedrooms
0.05
longitude
-0.05
population
-0.02
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ocean_proximity
0.49
MOST FREQUENT VALUES
500001.0
965
4.7%
137500.0
122
0.6%
162500.0
117
0.6%
112500.0
103
0.5%
187500.0
93
0.5%
225000.0
92
0.4%
350000.0
79
0.4%
87500.0
78
0.4%
275000.0
65
0.3%
150000.0
64
0.3%
175000.0
63
0.3%
100000.0
62
0.3%
125000.0
56
0.3%
67500.0
55
0.3%
250000.0
47
0.2%
SMALLEST VALUES
14999.0
4
<0.1%
17500.0
1
<0.1%
22500.0
4
<0.1%
25000.0
1
<0.1%
26600.0
1
<0.1%
26900.0
1
<0.1%
27500.0
1
<0.1%
28300.0
1
<0.1%
30000.0
2
<0.1%
32500.0
4
<0.1%
32900.0
1
<0.1%
33200.0
1
<0.1%
34200.0
1
<0.1%
34400.0
1
<0.1%
34600.0
1
<0.1%
LARGEST VALUES
500001.0
965
4.7%
500000.0
27
0.1%
499100.0
1
<0.1%
499000.0
1
<0.1%
498800.0
1
<0.1%
498700.0
1
<0.1%
498600.0
1
<0.1%
498400.0
1
<0.1%
497600.0
1
<0.1%
497400.0
1
<0.1%
496400.0
2
<0.1%
496000.0
1
<0.1%
495900.0
1
<0.1%
495800.0
1
<0.1%
495600.0
2
<0.1%
ocean_proximity
MISSING:
---
TOP CATEGORIES
<1H OCEAN
9,136
44%
INLAND
6,551
32%
NEAR OCEAN
2,658
13%
NEAR BAY
2,290
11%
ISLAND
5
<1%
ALL
20,640
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ocean_proximity
PROVIDES INFORMATION ON...
THESE FEATURES GIVE INFORMATION
ON ocean_proximity:
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)