DataFrame
NO COMPARISON TARGET
27499
ROWS
0
DUPLICATES
2.4 MB
RAM
11
FEATURES
7
CATEGORICAL
4
NUMERICAL
0
TEXT
2.0.9
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Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
Age
VALUES:
27,499
(100%)
MISSING:
---
DISTINCT:
53
(<1%)
ZEROES:
---
MAX
70.0
95%
68.0
Q3
57.0
MEDIAN
44.0
AVG
44.0
Q1
31.0
5%
20.0
MIN
18.0
RANGE
52.0
IQR
26.0
STD
15.3
VAR
234
KURT.
-1.20
SKEW
0.004
SUM
1.2M
2
Ethnicity
VALUES:
27,499
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
3
Educational_Level
VALUES:
27,499
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
4
Income
VALUES:
27,499
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
5
Country_region
VALUES:
27,499
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
6
Room_Rate
VALUES:
27,499
(100%)
MISSING:
---
DISTINCT:
151
(<1%)
ZEROES:
---
MAX
250
95%
243
Q3
214
AVG
175
MEDIAN
175
Q1
137
5%
107
MIN
100
RANGE
150
IQR
77.0
STD
43.9
VAR
1,925
KURT.
-1.22
SKEW
-5.33e-4
SUM
4.8M
7
month_Expected_checkin
VALUES:
27,499
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
---
MAX
12.0
95%
12.0
Q3
9.0
AVG
6.2
MEDIAN
6.0
Q1
3.0
5%
1.0
MIN
1.0
RANGE
11.0
IQR
6.00
STD
3.31
VAR
10.9
KURT.
-1.11
SKEW
0.052
SUM
172k
8
dayofweek_Expected_checkin
VALUES:
27,499
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
9
booking_to_checkin
VALUES:
27,499
(100%)
MISSING:
---
DISTINCT:
409
(1%)
ZEROES:
173
(<1%)
MAX
708
95%
223
Q3
166
AVG
110
MEDIAN
101
Q1
45
5%
5
MIN
-4
RANGE
712
IQR
121
STD
78.0
VAR
6,092
KURT.
0.984
SKEW
0.800
SUM
3.0M
10
total_participants
VALUES:
27,499
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
11
Reservation_Status
VALUES:
27,499
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
Associations
[Only including dataset "DataFrame"] Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row). 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, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row). Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Age
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
booking_to_checkin
0.01
month_Expected_checkin
-0.00
Room_Rate
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dayofweek_Expected_checkin
0.02
total_participants
0.01
Country_region
0.01
Ethnicity
0.01
Income
0.01
Reservation_Status
0.01
Educational_Level
0.00
MOST FREQUENT VALUES
66
568
2.1%
51
563
2.0%
60
556
2.0%
28
546
2.0%
42
544
2.0%
44
543
2.0%
68
543
2.0%
34
541
2.0%
37
539
2.0%
69
536
1.9%
38
535
1.9%
45
535
1.9%
27
534
1.9%
18
533
1.9%
29
530
1.9%
SMALLEST VALUES
18
533
1.9%
19
520
1.9%
20
523
1.9%
21
505
1.8%
22
508
1.8%
23
520
1.9%
24
530
1.9%
25
515
1.9%
26
520
1.9%
27
534
1.9%
28
546
2.0%
29
530
1.9%
30
507
1.8%
31
477
1.7%
32
486
1.8%
LARGEST VALUES
70
499
1.8%
69
536
1.9%
68
543
2.0%
67
488
1.8%
66
568
2.1%
65
513
1.9%
64
506
1.8%
63
526
1.9%
62
516
1.9%
61
498
1.8%
60
556
2.0%
59
493
1.8%
58
504
1.8%
57
506
1.8%
56
496
1.8%
Ethnicity
MISSING:
---
TOP CATEGORIES
2
6,965
25%
1
6,890
25%
3
6,838
25%
0
6,806
25%
ALL
27,499
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Ethnicity
PROVIDES INFORMATION ON...
Reservation_Status
0.00
Country_region
0.00
Educational_Level
0.00
total_participants
0.00
dayofweek_Expected_checkin
0.00
Income
0.00

THESE FEATURES
GIVE INFORMATION
ON Ethnicity:
Country_region
0.00
total_participants
0.00
dayofweek_Expected_checkin
0.00
Reservation_Status
0.00
Educational_Level
0.00
Income
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Ethnicity
CORRELATION RATIO WITH...
booking_to_checkin
0.02
Age
0.01
Room_Rate
0.01
month_Expected_checkin
0.01
Educational_Level
MISSING:
---
TOP CATEGORIES
2
11,052
40%
3
5,522
20%
1
5,481
20%
0
5,444
20%
ALL
27,499
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Educational_Level
PROVIDES INFORMATION ON...
total_participants
0.00
Ethnicity
0.00
dayofweek_Expected_checkin
0.00
Country_region
0.00
Reservation_Status
0.00
Income
0.00

THESE FEATURES
GIVE INFORMATION
ON Educational_Level:
total_participants
0.00
dayofweek_Expected_checkin
0.00
Ethnicity
0.00
Country_region
0.00
Income
0.00
Reservation_Status
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Educational_Level
CORRELATION RATIO WITH...
Room_Rate
0.01
booking_to_checkin
0.01
month_Expected_checkin
0.01
Age
0.00
Income
MISSING:
---
TOP CATEGORIES
1
7,936
29%
3
7,870
29%
0
7,739
28%
2
3,954
14%
ALL
27,499
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Income
PROVIDES INFORMATION ON...
total_participants
0.00
Country_region
0.00
dayofweek_Expected_checkin
0.00
Reservation_Status
0.00
Ethnicity
0.00
Educational_Level
0.00

THESE FEATURES
GIVE INFORMATION
ON Income:
total_participants
0.00
dayofweek_Expected_checkin
0.00
Country_region
0.00
Ethnicity
0.00
Educational_Level
0.00
Reservation_Status
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Income
CORRELATION RATIO WITH...
booking_to_checkin
0.01
month_Expected_checkin
0.01
Room_Rate
0.01
Age
0.01
Country_region
MISSING:
---
TOP CATEGORIES
2
10,917
40%
0
5,670
21%
1
5,460
20%
3
5,452
20%
ALL
27,499
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Country_region
PROVIDES INFORMATION ON...
total_participants
0.00
Ethnicity
0.00
Income
0.00
dayofweek_Expected_checkin
0.00
Educational_Level
0.00
Reservation_Status
0.00

THESE FEATURES
GIVE INFORMATION
ON Country_region:
total_participants
0.00
Ethnicity
0.00
dayofweek_Expected_checkin
0.00
Income
0.00
Educational_Level
0.00
Reservation_Status
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Country_region
CORRELATION RATIO WITH...
month_Expected_checkin
0.01
Age
0.01
Room_Rate
0.01
booking_to_checkin
0.00
Room_Rate
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
booking_to_checkin
0.00
month_Expected_checkin
-0.00
Age
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
total_participants
0.02
dayofweek_Expected_checkin
0.02
Educational_Level
0.01
Country_region
0.01
Income
0.01
Ethnicity
0.01
Reservation_Status
0.01
MOST FREQUENT VALUES
168
224
0.8%
165
216
0.8%
237
214
0.8%
243
208
0.8%
133
207
0.8%
208
207
0.8%
244
206
0.7%
229
206
0.7%
139
205
0.7%
203
205
0.7%
155
205
0.7%
222
205
0.7%
240
205
0.7%
204
204
0.7%
231
202
0.7%
SMALLEST VALUES
100
195
0.7%
101
189
0.7%
102
172
0.6%
103
191
0.7%
104
190
0.7%
105
169
0.6%
106
178
0.6%
107
183
0.7%
108
166
0.6%
109
194
0.7%
110
194
0.7%
111
175
0.6%
112
189
0.7%
113
175
0.6%
114
193
0.7%
LARGEST VALUES
250
174
0.6%
249
178
0.6%
248
173
0.6%
247
200
0.7%
246
185
0.7%
245
186
0.7%
244
206
0.7%
243
208
0.8%
242
158
0.6%
241
173
0.6%
240
205
0.7%
239
164
0.6%
238
174
0.6%
237
214
0.8%
236
167
0.6%
month_Expected_checkin
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
booking_to_checkin
-0.04
Age
-0.00
Room_Rate
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dayofweek_Expected_checkin
0.04
Reservation_Status
0.02
total_participants
0.02
Country_region
0.01
Income
0.01
Educational_Level
0.01
Ethnicity
0.01
MOST FREQUENT VALUES
7
3,002
10.9%
8
2,978
10.8%
3
2,580
9.4%
4
2,395
8.7%
1
2,372
8.6%
5
2,256
8.2%
10
2,250
8.2%
2
2,237
8.1%
6
2,139
7.8%
9
1,840
6.7%
11
1,743
6.3%
12
1,707
6.2%
SMALLEST VALUES
1
2,372
8.6%
2
2,237
8.1%
3
2,580
9.4%
4
2,395
8.7%
5
2,256
8.2%
6
2,139
7.8%
7
3,002
10.9%
8
2,978
10.8%
9
1,840
6.7%
10
2,250
8.2%
11
1,743
6.3%
12
1,707
6.2%
LARGEST VALUES
12
1,707
6.2%
11
1,743
6.3%
10
2,250
8.2%
9
1,840
6.7%
8
2,978
10.8%
7
3,002
10.9%
6
2,139
7.8%
5
2,256
8.2%
4
2,395
8.7%
3
2,580
9.4%
2
2,237
8.1%
1
2,372
8.6%
dayofweek_Expected_checkin
MISSING:
---
TOP CATEGORIES
0
4,460
16%
3
4,109
15%
1
4,087
15%
4
4,062
15%
2
3,959
14%
6
3,798
14%
5
3,024
11%
ALL
27,499
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
dayofweek_Expected_checkin
PROVIDES INFORMATION ON...
Reservation_Status
0.00
total_participants
0.00
Country_region
0.00
Income
0.00
Educational_Level
0.00
Ethnicity
0.00

THESE FEATURES
GIVE INFORMATION
ON dayofweek_Expected_checkin:
Reservation_Status
0.00
total_participants
0.00
Country_region
0.00
Income
0.00
Educational_Level
0.00
Ethnicity
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dayofweek_Expected_checkin
CORRELATION RATIO WITH...
month_Expected_checkin
0.04
booking_to_checkin
0.03
Age
0.02
Room_Rate
0.02
booking_to_checkin
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
month_Expected_checkin
-0.04
Age
0.01
Room_Rate
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dayofweek_Expected_checkin
0.03
total_participants
0.02
Ethnicity
0.02
Educational_Level
0.01
Income
0.01
Reservation_Status
0.01
Country_region
0.00
MOST FREQUENT VALUES
-1
274
1.0%
1
187
0.7%
0
173
0.6%
44
165
0.6%
31
161
0.6%
21
161
0.6%
46
157
0.6%
35
155
0.6%
16
155
0.6%
26
152
0.6%
39
152
0.6%
15
151
0.5%
70
150
0.5%
42
148
0.5%
38
148
0.5%
SMALLEST VALUES
-4
23
<0.1%
-3
77
0.3%
-2
132
0.5%
-1
274
1.0%
0
173
0.6%
1
187
0.7%
2
143
0.5%
3
131
0.5%
4
140
0.5%
5
129
0.5%
6
131
0.5%
7
126
0.5%
8
141
0.5%
9
128
0.5%
10
141
0.5%
LARGEST VALUES
708
1
<0.1%
541
5
<0.1%
540
2
<0.1%
538
3
<0.1%
467
7
<0.1%
465
2
<0.1%
464
1
<0.1%
458
1
<0.1%
434
1
<0.1%
433
1
<0.1%
423
1
<0.1%
420
1
<0.1%
404
3
<0.1%
403
1
<0.1%
402
1
<0.1%
total_participants
MISSING:
---
TOP CATEGORIES
4
7,654
28%
3
6,047
22%
5
5,611
20%
6
3,384
12%
2
2,009
7%
7
1,880
7%
8
741
3%
9
159
<1%
10
14
<1%
ALL
27,499
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
total_participants
PROVIDES INFORMATION ON...
Educational_Level
0.00
Reservation_Status
0.00
dayofweek_Expected_checkin
0.00
Country_region
0.00
Income
0.00
Ethnicity
0.00

THESE FEATURES
GIVE INFORMATION
ON total_participants:
dayofweek_Expected_checkin
0.00
Educational_Level
0.00
Country_region
0.00
Income
0.00
Reservation_Status
0.00
Ethnicity
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
total_participants
CORRELATION RATIO WITH...
booking_to_checkin
0.02
Room_Rate
0.02
month_Expected_checkin
0.02
Age
0.01
Reservation_Status
MISSING:
---
TOP CATEGORIES
0
21,240
77%
1
4,134
15%
2
2,125
8%
ALL
27,499
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Reservation_Status
PROVIDES INFORMATION ON...
dayofweek_Expected_checkin
0.00
total_participants
0.00
Ethnicity
0.00
Income
0.00
Educational_Level
0.00
Country_region
0.00

THESE FEATURES
GIVE INFORMATION
ON Reservation_Status:
dayofweek_Expected_checkin
0.00
total_participants
0.00
Ethnicity
0.00
Income
0.00
Educational_Level
0.00
Country_region
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Reservation_Status
CORRELATION RATIO WITH...
month_Expected_checkin
0.02
booking_to_checkin
0.01
Age
0.01
Room_Rate
0.01