gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	121
Missing cells	1423
Missing cells (%)	61.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	20.3 KiB
Average record size in memory	172.1 B

Variable types

Numeric	19

Dataset

Description	SRT 열차별 역별 하차인원 수에 따른 공공데이터로 SRT가 운행중인 경부선, 호남선 모두 포함되어 있습니다.(연간데이터)
URL	https://www.data.go.kr/data/15081921/fileData.do

Alerts

`열차번호` is highly overall correlated with `부산` and 1 other fields	High correlation
`수서` is highly overall correlated with `공주`	High correlation
`동탄` is highly overall correlated with `김천구미` and 5 other fields	High correlation
`평택지제` is highly overall correlated with `부산` and 1 other fields	High correlation
`천안아산` is highly overall correlated with `서대구` and 3 other fields	High correlation
`오송` is highly overall correlated with `대전` and 9 other fields	High correlation
`대전` is highly overall correlated with `오송` and 5 other fields	High correlation
`김천구미` is highly overall correlated with `동탄` and 6 other fields	High correlation
`서대구` is highly overall correlated with `동탄` and 8 other fields	High correlation
`동대구` is highly overall correlated with `동탄` and 6 other fields	High correlation
`신경주` is highly overall correlated with `동탄` and 7 other fields	High correlation
`울산` is highly overall correlated with `동탄` and 6 other fields	High correlation
`부산` is highly overall correlated with `열차번호` and 3 other fields	High correlation
`공주` is highly overall correlated with `수서` and 5 other fields	High correlation
`익산` is highly overall correlated with `천안아산` and 5 other fields	High correlation
`정읍` is highly overall correlated with `천안아산` and 4 other fields	High correlation
`광주송정` is highly overall correlated with `열차번호` and 5 other fields	High correlation
`나주` is highly overall correlated with `동탄` and 4 other fields	High correlation
`목포` is highly overall correlated with `평택지제` and 2 other fields	High correlation
`수서` has 60 (49.6%) missing values	Missing
`동탄` has 49 (40.5%) missing values	Missing
`평택지제` has 75 (62.0%) missing values	Missing
`천안아산` has 57 (47.1%) missing values	Missing
`오송` has 60 (49.6%) missing values	Missing
`대전` has 41 (33.9%) missing values	Missing
`김천구미` has 100 (82.6%) missing values	Missing
`서대구` has 111 (91.7%) missing values	Missing
`동대구` has 41 (33.9%) missing values	Missing
`신경주` has 89 (73.6%) missing values	Missing
`울산` has 72 (59.5%) missing values	Missing
`부산` has 81 (66.9%) missing values	Missing
`공주` has 102 (84.3%) missing values	Missing
`익산` has 81 (66.9%) missing values	Missing
`정읍` has 97 (80.2%) missing values	Missing
`광주송정` has 92 (76.0%) missing values	Missing
`나주` has 103 (85.1%) missing values	Missing
`목포` has 112 (92.6%) missing values	Missing
`열차번호` has unique values	Unique

Reproduction

Analysis started	2023-12-12 06:27:31.332452
Analysis finished	2023-12-12 06:28:11.410080
Duration	40.08 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

열차번호
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	121
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	440.1157

Minimum	301
Maximum	690
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	301
5-th percentile	307
Q1	331
median	361
Q3	611
95-th percentile	663
Maximum	690
Range	389
Interquartile range (IQR)	280

Descriptive statistics

Standard deviation	141.79981
Coefficient of variation (CV)	0.32218758
Kurtosis	-1.4441791
Mean	440.1157
Median Absolute Deviation (MAD)	41
Skewness	0.66972547
Sum	53254
Variance	20107.187
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
301	1	0.8%
612	1	0.8%
610	1	0.8%
609	1	0.8%
608	1	0.8%
607	1	0.8%
606	1	0.8%
605	1	0.8%
604	1	0.8%
603	1	0.8%
Other values (111)	111	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
301	1	0.8%
302	1	0.8%
303	1	0.8%
304	1	0.8%
305	1	0.8%
306	1	0.8%
307	1	0.8%
308	1	0.8%
309	1	0.8%
310	1	0.8%

Value	Count	Frequency (%)
690	1	0.8%
668	1	0.8%
667	1	0.8%
666	1	0.8%
665	1	0.8%
664	1	0.8%
663	1	0.8%
662	1	0.8%
661	1	0.8%
660	1	0.8%

수서
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	61
Distinct (%)	100.0%
Missing	60
Missing (%)	49.6%
Infinite	0
Infinite (%)	0.0%
Mean	123081.66

Minimum	36217
Maximum	206963
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	36217
5-th percentile	46280
Q1	102385
median	123418
Q3	143487
95-th percentile	193206
Maximum	206963
Range	170746
Interquartile range (IQR)	41102

Descriptive statistics

Standard deviation	38732.874
Coefficient of variation (CV)	0.3146925
Kurtosis	0.22967406
Mean	123081.66
Median Absolute Deviation (MAD)	20647
Skewness	-0.13191814
Sum	7507981
Variance	1.5002356 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
142610	1	0.8%
101302	1	0.8%
61871	1	0.8%
65106	1	0.8%
92806	1	0.8%
56272	1	0.8%
36217	1	0.8%
42801	1	0.8%
103431	1	0.8%
135222	1	0.8%
Other values (51)	51	42.1%
(Missing)	60	49.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36217	1	0.8%
42801	1	0.8%
43958	1	0.8%
46280	1	0.8%
56272	1	0.8%
61871	1	0.8%
65106	1	0.8%
76578	1	0.8%
85542	1	0.8%
92806	1	0.8%

Value	Count	Frequency (%)
206963	1	0.8%
202565	1	0.8%
195010	1	0.8%
193206	1	0.8%
189109	1	0.8%
184242	1	0.8%
175881	1	0.8%
157252	1	0.8%
152226	1	0.8%
149842	1	0.8%

동탄
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	72
Distinct (%)	100.0%
Missing	49
Missing (%)	40.5%
Infinite	0
Infinite (%)	0.0%
Mean	23961.125

Minimum	892
Maximum	64196
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	892
5-th percentile	5502.7
Q1	11224.5
median	17865
Q3	35410.75
95-th percentile	55406.2
Maximum	64196
Range	63304
Interquartile range (IQR)	24186.25

Descriptive statistics

Standard deviation	16047.696
Coefficient of variation (CV)	0.66973882
Kurtosis	-0.43907228
Mean	23961.125
Median Absolute Deviation (MAD)	9958
Skewness	0.70092204
Sum	1725201
Variance	2.5752854 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15767	1	0.8%
33105	1	0.8%
36271	1	0.8%
13279	1	0.8%
34787	1	0.8%
8975	1	0.8%
25007	1	0.8%
10236	1	0.8%
12388	1	0.8%
10477	1	0.8%
Other values (62)	62	51.2%
(Missing)	49	40.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
892	1	0.8%
1052	1	0.8%
1970	1	0.8%
4670	1	0.8%
6184	1	0.8%
6198	1	0.8%
6787	1	0.8%
7494	1	0.8%
8432	1	0.8%
8527	1	0.8%

Value	Count	Frequency (%)
64196	1	0.8%
61678	1	0.8%
56217	1	0.8%
56196	1	0.8%
54760	1	0.8%
53118	1	0.8%
47603	1	0.8%
45063	1	0.8%
44891	1	0.8%
43628	1	0.8%

평택지제
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	46
Distinct (%)	100.0%
Missing	75
Missing (%)	62.0%
Infinite	0
Infinite (%)	0.0%
Mean	23933.565

Minimum	9284
Maximum	50340
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	9284
5-th percentile	11376.75
Q1	18318.75
median	22519.5
Q3	29870.75
95-th percentile	38593.25
Maximum	50340
Range	41056
Interquartile range (IQR)	11552

Descriptive statistics

Standard deviation	8897.2655
Coefficient of variation (CV)	0.37174844
Kurtosis	0.53915389
Mean	23933.565
Median Absolute Deviation (MAD)	5405
Skewness	0.64003538
Sum	1100944
Variance	79161334
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
21351	1	0.8%
31332	1	0.8%
39247	1	0.8%
26716	1	0.8%
29067	1	0.8%
9284	1	0.8%
19927	1	0.8%
20139	1	0.8%
17727	1	0.8%
20481	1	0.8%
Other values (36)	36	29.8%
(Missing)	75	62.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9284	1	0.8%
10898	1	0.8%
11286	1	0.8%
11649	1	0.8%
11748	1	0.8%
11759	1	0.8%
13352	1	0.8%
15708	1	0.8%
17130	1	0.8%
17727	1	0.8%

Value	Count	Frequency (%)
50340	1	0.8%
42685	1	0.8%
39247	1	0.8%
36632	1	0.8%
33923	1	0.8%
33691	1	0.8%
32408	1	0.8%
32025	1	0.8%
31917	1	0.8%
31332	1	0.8%

천안아산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	64
Distinct (%)	100.0%
Missing	57
Missing (%)	47.1%
Infinite	0
Infinite (%)	0.0%
Mean	18428.5

Minimum	3460
Maximum	41400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	3460
5-th percentile	8179.15
Q1	12840.25
median	18062.5
Q3	22236.5
95-th percentile	32792.55
Maximum	41400
Range	37940
Interquartile range (IQR)	9396.25

Descriptive statistics

Standard deviation	7769.0912
Coefficient of variation (CV)	0.42158023
Kurtosis	0.48127557
Mean	18428.5
Median Absolute Deviation (MAD)	4991
Skewness	0.71153642
Sum	1179424
Variance	60358778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16643	1	0.8%
18800	1	0.8%
11346	1	0.8%
34382	1	0.8%
19792	1	0.8%
10368	1	0.8%
19158	1	0.8%
25833	1	0.8%
17708	1	0.8%
3460	1	0.8%
Other values (54)	54	44.6%
(Missing)	57	47.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3460	1	0.8%
5800	1	0.8%
8132	1	0.8%
8176	1	0.8%
8197	1	0.8%
8900	1	0.8%
9734	1	0.8%
9767	1	0.8%
10368	1	0.8%
10665	1	0.8%

Value	Count	Frequency (%)
41400	1	0.8%
37217	1	0.8%
34382	1	0.8%
32952	1	0.8%
31889	1	0.8%
30013	1	0.8%
29446	1	0.8%
28369	1	0.8%
27034	1	0.8%
25969	1	0.8%

오송
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	61
Distinct (%)	100.0%
Missing	60
Missing (%)	49.6%
Infinite	0
Infinite (%)	0.0%
Mean	18282.443

Minimum	3310
Maximum	45361
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	3310
5-th percentile	6491
Q1	11571
median	17398
Q3	23563
95-th percentile	32730
Maximum	45361
Range	42051
Interquartile range (IQR)	11992

Descriptive statistics

Standard deviation	8979.9996
Coefficient of variation (CV)	0.49118161
Kurtosis	0.14057761
Mean	18282.443
Median Absolute Deviation (MAD)	6091
Skewness	0.62309297
Sum	1115229
Variance	80640393
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18523	1	0.8%
22180	1	0.8%
6379	1	0.8%
8412	1	0.8%
13754	1	0.8%
3310	1	0.8%
9991	1	0.8%
33561	1	0.8%
11351	1	0.8%
21134	1	0.8%
Other values (51)	51	42.1%
(Missing)	60	49.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3310	1	0.8%
5498	1	0.8%
6379	1	0.8%
6491	1	0.8%
6607	1	0.8%
6750	1	0.8%
7162	1	0.8%
7419	1	0.8%
8389	1	0.8%
8412	1	0.8%

Value	Count	Frequency (%)
45361	1	0.8%
38218	1	0.8%
33561	1	0.8%
32730	1	0.8%
31557	1	0.8%
30259	1	0.8%
30182	1	0.8%
30026	1	0.8%
29887	1	0.8%
27675	1	0.8%

대전
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	80
Distinct (%)	100.0%
Missing	41
Missing (%)	33.9%
Infinite	0
Infinite (%)	0.0%
Mean	21377.925

Minimum	4513
Maximum	42044
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	4513
5-th percentile	7431
Q1	14031.25
median	20852
Q3	28385.5
95-th percentile	35742.45
Maximum	42044
Range	37531
Interquartile range (IQR)	14354.25

Descriptive statistics

Standard deviation	8730.0832
Coefficient of variation (CV)	0.40836906
Kurtosis	-0.76541485
Mean	21377.925
Median Absolute Deviation (MAD)	6994.5
Skewness	0.19442621
Sum	1710234
Variance	76214353
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19151	1	0.8%
16623	1	0.8%
27707	1	0.8%
14791	1	0.8%
36150	1	0.8%
22199	1	0.8%
35721	1	0.8%
26872	1	0.8%
27646	1	0.8%
20759	1	0.8%
Other values (70)	70	57.9%
(Missing)	41	33.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4513	1	0.8%
6125	1	0.8%
6760	1	0.8%
7393	1	0.8%
7433	1	0.8%
8236	1	0.8%
10118	1	0.8%
10651	1	0.8%
11046	1	0.8%
11247	1	0.8%

Value	Count	Frequency (%)
42044	1	0.8%
36648	1	0.8%
36152	1	0.8%
36150	1	0.8%
35721	1	0.8%
35488	1	0.8%
34615	1	0.8%
34174	1	0.8%
33697	1	0.8%
32741	1	0.8%

김천구미
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	21
Distinct (%)	100.0%
Missing	100
Missing (%)	82.6%
Infinite	0
Infinite (%)	0.0%
Mean	12549.476

Minimum	1293
Maximum	28190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	1293
5-th percentile	3819
Q1	5819
median	13259
Q3	17063
95-th percentile	24217
Maximum	28190
Range	26897
Interquartile range (IQR)	11244

Descriptive statistics

Standard deviation	7478.7662
Coefficient of variation (CV)	0.5959425
Kurtosis	-0.76813913
Mean	12549.476
Median Absolute Deviation (MAD)	6453
Skewness	0.35608326
Sum	263539
Variance	55931944
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
24217	1	0.8%
15594	1	0.8%
19272	1	0.8%
10498	1	0.8%
13259	1	0.8%
16815	1	0.8%
4510	1	0.8%
8805	1	0.8%
28190	1	0.8%
13627	1	0.8%
Other values (11)	11	9.1%
(Missing)	100	82.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1293	1	0.8%
3819	1	0.8%
4204	1	0.8%
4510	1	0.8%
5450	1	0.8%
5819	1	0.8%
6199	1	0.8%
8380	1	0.8%
8805	1	0.8%
10498	1	0.8%

Value	Count	Frequency (%)
28190	1	0.8%
24217	1	0.8%
21092	1	0.8%
19712	1	0.8%
19272	1	0.8%
17063	1	0.8%
16815	1	0.8%
15721	1	0.8%
15594	1	0.8%
13627	1	0.8%

서대구
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	10
Distinct (%)	100.0%
Missing	111
Missing (%)	91.7%
Infinite	0
Infinite (%)	0.0%
Mean	9170.5

Minimum	754
Maximum	18139
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	754
5-th percentile	1229.65
Q1	4555
median	7839
Q3	15579.75
95-th percentile	17804.65
Maximum	18139
Range	17385
Interquartile range (IQR)	11024.75

Descriptive statistics

Standard deviation	6571.8659
Coefficient of variation (CV)	0.71663114
Kurtosis	-1.5350737
Mean	9170.5
Median Absolute Deviation (MAD)	4855.5
Skewness	0.28901725
Sum	91705
Variance	43189421
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
754	1	0.8%
1811	1	0.8%
9922	1	0.8%
10869	1	0.8%
18139	1	0.8%
5752	1	0.8%
4156	1	0.8%
17150	1	0.8%
17396	1	0.8%
5756	1	0.8%
(Missing)	111	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
754	1	0.8%
1811	1	0.8%
4156	1	0.8%
5752	1	0.8%
5756	1	0.8%
9922	1	0.8%
10869	1	0.8%
17150	1	0.8%
17396	1	0.8%
18139	1	0.8%

Value	Count	Frequency (%)
18139	1	0.8%
17396	1	0.8%
17150	1	0.8%
10869	1	0.8%
9922	1	0.8%
5756	1	0.8%
5752	1	0.8%
4156	1	0.8%
1811	1	0.8%
754	1	0.8%

동대구
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	80
Distinct (%)	100.0%
Missing	41
Missing (%)	33.9%
Infinite	0
Infinite (%)	0.0%
Mean	30788.375

Minimum	2201
Maximum	74939
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	2201
5-th percentile	9089.3
Q1	15789.5
median	29081
Q3	45537.25
95-th percentile	59511.05
Maximum	74939
Range	72738
Interquartile range (IQR)	29747.75

Descriptive statistics

Standard deviation	17855.93
Coefficient of variation (CV)	0.57995688
Kurtosis	-0.96719637
Mean	30788.375
Median Absolute Deviation (MAD)	14379
Skewness	0.38690722
Sum	2463070
Variance	3.1883423 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18083	1	0.8%
19945	1	0.8%
54280	1	0.8%
17622	1	0.8%
63927	1	0.8%
22394	1	0.8%
52008	1	0.8%
29900	1	0.8%
48777	1	0.8%
26065	1	0.8%
Other values (70)	70	57.9%
(Missing)	41	33.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2201	1	0.8%
3182	1	0.8%
5810	1	0.8%
9057	1	0.8%
9091	1	0.8%
9142	1	0.8%
9478	1	0.8%
9520	1	0.8%
9711	1	0.8%
10655	1	0.8%

Value	Count	Frequency (%)
74939	1	0.8%
63927	1	0.8%
63322	1	0.8%
60291	1	0.8%
59470	1	0.8%
58972	1	0.8%
57346	1	0.8%
57190	1	0.8%
56135	1	0.8%
54280	1	0.8%

신경주
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	32
Distinct (%)	100.0%
Missing	89
Missing (%)	73.6%
Infinite	0
Infinite (%)	0.0%
Mean	14723.531

Minimum	346
Maximum	40037
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	346
5-th percentile	2076.85
Q1	3592
median	10513.5
Q3	22484.25
95-th percentile	36231.5
Maximum	40037
Range	39691
Interquartile range (IQR)	18892.25

Descriptive statistics

Standard deviation	11820.834
Coefficient of variation (CV)	0.8028532
Kurtosis	-0.82252454
Mean	14723.531
Median Absolute Deviation (MAD)	8266
Skewness	0.58997497
Sum	471153
Variance	1.3973212 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
31732	1	0.8%
2264	1	0.8%
18226	1	0.8%
2143	1	0.8%
19772	1	0.8%
2974	1	0.8%
17993	1	0.8%
3017	1	0.8%
21673	1	0.8%
2821	1	0.8%
Other values (22)	22	18.2%
(Missing)	89	73.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
346	1	0.8%
1996	1	0.8%
2143	1	0.8%
2264	1	0.8%
2821	1	0.8%
2974	1	0.8%
3017	1	0.8%
3346	1	0.8%
3674	1	0.8%
5101	1	0.8%

Value	Count	Frequency (%)
40037	1	0.8%
37106	1	0.8%
35516	1	0.8%
31732	1	0.8%
27863	1	0.8%
25751	1	0.8%
25434	1	0.8%
24918	1	0.8%
21673	1	0.8%
21654	1	0.8%

울산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	49
Distinct (%)	100.0%
Missing	72
Missing (%)	59.5%
Infinite	0
Infinite (%)	0.0%
Mean	18956.449

Minimum	1
Maximum	53658
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1261.6
Q1	3220
median	9610
Q3	36275
95-th percentile	42620.8
Maximum	53658
Range	53657
Interquartile range (IQR)	33055

Descriptive statistics

Standard deviation	17401.716
Coefficient of variation (CV)	0.91798397
Kurtosis	-1.4584506
Mean	18956.449
Median Absolute Deviation (MAD)	7835
Skewness	0.44884033
Sum	928866
Variance	3.0281973 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
5700	1	0.8%
11362	1	0.8%
42808	1	0.8%
51637	1	0.8%
5973	1	0.8%
9610	1	0.8%
32328	1	0.8%
5398	1	0.8%
35269	1	0.8%
42069	1	0.8%
Other values (39)	39	32.2%
(Missing)	72	59.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.8%
778	1	0.8%
816	1	0.8%
1930	1	0.8%
2055	1	0.8%
2244	1	0.8%
2399	1	0.8%
2476	1	0.8%
2670	1	0.8%
2776	1	0.8%

Value	Count	Frequency (%)
53658	1	0.8%
51637	1	0.8%
42808	1	0.8%
42340	1	0.8%
42069	1	0.8%
41711	1	0.8%
40420	1	0.8%
40246	1	0.8%
40060	1	0.8%
40016	1	0.8%

부산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	40
Distinct (%)	100.0%
Missing	81
Missing (%)	66.9%
Infinite	0
Infinite (%)	0.0%
Mean	70608.1

Minimum	32699
Maximum	125768
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	32699
5-th percentile	35524.5
Q1	57954.25
median	71453.5
Q3	83724.75
95-th percentile	101122.25
Maximum	125768
Range	93069
Interquartile range (IQR)	25770.5

Descriptive statistics

Standard deviation	21053.121
Coefficient of variation (CV)	0.29816863
Kurtosis	0.10861645
Mean	70608.1
Median Absolute Deviation (MAD)	12440
Skewness	0.25479162
Sum	2824324
Variance	4.4323388 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
71719	1	0.8%
54520	1	0.8%
73909	1	0.8%
70501	1	0.8%
75445	1	0.8%
53447	1	0.8%
78588	1	0.8%
67887	1	0.8%
61350	1	0.8%
59099	1	0.8%
Other values (30)	30	24.8%
(Missing)	81	66.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
32699	1	0.8%
34717	1	0.8%
35567	1	0.8%
40308	1	0.8%
41624	1	0.8%
44200	1	0.8%
51007	1	0.8%
51153	1	0.8%
53447	1	0.8%
54520	1	0.8%

Value	Count	Frequency (%)
125768	1	0.8%
110342	1	0.8%
100637	1	0.8%
99386	1	0.8%
96259	1	0.8%
94116	1	0.8%
88713	1	0.8%
85295	1	0.8%
84566	1	0.8%
83979	1	0.8%

공주
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	19
Distinct (%)	100.0%
Missing	102
Missing (%)	84.3%
Infinite	0
Infinite (%)	0.0%
Mean	1924.4737

Minimum	398
Maximum	4817
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	398
5-th percentile	401.6
Q1	732.5
median	1458
Q3	3108.5
95-th percentile	4106
Maximum	4817
Range	4419
Interquartile range (IQR)	2376

Descriptive statistics

Standard deviation	1383.7746
Coefficient of variation (CV)	0.71904054
Kurtosis	-0.74436642
Mean	1924.4737
Median Absolute Deviation (MAD)	949
Skewness	0.66380176
Sum	36565
Variance	1914832.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
515	1	0.8%
2354	1	0.8%
402	1	0.8%
398	1	0.8%
1176	1	0.8%
2920	1	0.8%
1687	1	0.8%
473	1	0.8%
509	1	0.8%
950	1	0.8%
Other values (9)	9	7.4%
(Missing)	102	84.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
398	1	0.8%
402	1	0.8%
473	1	0.8%
509	1	0.8%
515	1	0.8%
950	1	0.8%
1176	1	0.8%
1234	1	0.8%
1432	1	0.8%
1458	1	0.8%

Value	Count	Frequency (%)
4817	1	0.8%
4027	1	0.8%
3698	1	0.8%
3412	1	0.8%
3297	1	0.8%
2920	1	0.8%
2354	1	0.8%
1806	1	0.8%
1687	1	0.8%
1458	1	0.8%

익산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	40
Distinct (%)	100.0%
Missing	81
Missing (%)	66.9%
Infinite	0
Infinite (%)	0.0%
Mean	19219.725

Minimum	1323
Maximum	48555
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	1323
5-th percentile	3571.9
Q1	6913
median	12286
Q3	32371.5
95-th percentile	42640.85
Maximum	48555
Range	47232
Interquartile range (IQR)	25458.5

Descriptive statistics

Standard deviation	14357.919
Coefficient of variation (CV)	0.74704081
Kurtosis	-1.3045582
Mean	19219.725
Median Absolute Deviation (MAD)	8290.5
Skewness	0.47306697
Sum	768789
Variance	2.0614984 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
4487	1	0.8%
5841	1	0.8%
23186	1	0.8%
8785	1	0.8%
29790	1	0.8%
7977	1	0.8%
34893	1	0.8%
8039	1	0.8%
28779	1	0.8%
9429	1	0.8%
Other values (30)	30	24.8%
(Missing)	81	66.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1323	1	0.8%
1898	1	0.8%
3660	1	0.8%
4331	1	0.8%
4487	1	0.8%
5664	1	0.8%
5823	1	0.8%
5841	1	0.8%
6158	1	0.8%
6691	1	0.8%

Value	Count	Frequency (%)
48555	1	0.8%
43208	1	0.8%
42611	1	0.8%
40142	1	0.8%
39503	1	0.8%
36393	1	0.8%
35484	1	0.8%
35458	1	0.8%
34893	1	0.8%
32910	1	0.8%

정읍
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	24
Distinct (%)	100.0%
Missing	97
Missing (%)	80.2%
Infinite	0
Infinite (%)	0.0%
Mean	5711.6667

Minimum	287
Maximum	17902
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	287
5-th percentile	635.5
Q1	1426
median	2546
Q3	9845.75
95-th percentile	16673
Maximum	17902
Range	17615
Interquartile range (IQR)	8419.75

Descriptive statistics

Standard deviation	6090.2306
Coefficient of variation (CV)	1.0662791
Kurtosis	-0.59837502
Mean	5711.6667
Median Absolute Deviation (MAD)	1355
Skewness	1.0326917
Sum	137080
Variance	37090909
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
1721	1	0.8%
4121	1	0.8%
1531	1	0.8%
2535	1	0.8%
1279	1	0.8%
15267	1	0.8%
1303	1	0.8%
1103	1	0.8%
1449	1	0.8%
16571	1	0.8%
Other values (14)	14	11.6%
(Missing)	97	80.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
287	1	0.8%
553	1	0.8%
1103	1	0.8%
1279	1	0.8%
1303	1	0.8%
1357	1	0.8%
1449	1	0.8%
1526	1	0.8%
1531	1	0.8%
1623	1	0.8%

Value	Count	Frequency (%)
17902	1	0.8%
16691	1	0.8%
16571	1	0.8%
15267	1	0.8%
13526	1	0.8%
11819	1	0.8%
9188	1	0.8%
7582	1	0.8%
4121	1	0.8%
2926	1	0.8%

광주송정
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	29
Distinct (%)	100.0%
Missing	92
Missing (%)	76.0%
Infinite	0
Infinite (%)	0.0%
Mean	46176.724

Minimum	3566
Maximum	100083
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	3566
5-th percentile	4331
Q1	5421
median	53219
Q3	71832
95-th percentile	92815
Maximum	100083
Range	96517
Interquartile range (IQR)	66411

Descriptive statistics

Standard deviation	33909.301
Coefficient of variation (CV)	0.73433751
Kurtosis	-1.5255787
Mean	46176.724
Median Absolute Deviation (MAD)	30691
Skewness	-0.082206892
Sum	1339125
Variance	1.1498407 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
70144	1	0.8%
4641	1	0.8%
56849	1	0.8%
4165	1	0.8%
64015	1	0.8%
4580	1	0.8%
72142	1	0.8%
5191	1	0.8%
71832	1	0.8%
4629	1	0.8%
Other values (19)	19	15.7%
(Missing)	92	76.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3566	1	0.8%
4165	1	0.8%
4580	1	0.8%
4629	1	0.8%
4641	1	0.8%
4735	1	0.8%
5191	1	0.8%
5421	1	0.8%
6279	1	0.8%
9783	1	0.8%

Value	Count	Frequency (%)
100083	1	0.8%
93395	1	0.8%
91945	1	0.8%
88025	1	0.8%
83910	1	0.8%
81199	1	0.8%
72142	1	0.8%
71832	1	0.8%
71815	1	0.8%
70144	1	0.8%

나주
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	17
Distinct (%)	94.4%
Missing	103
Missing (%)	85.1%
Infinite	0
Infinite (%)	0.0%
Mean	8520.8333

Minimum	242
Maximum	21861
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	242
5-th percentile	510.6
Q1	826.75
median	2557
Q3	16260.25
95-th percentile	20903.9
Maximum	21861
Range	21619
Interquartile range (IQR)	15433.5

Descriptive statistics

Standard deviation	8799.1005
Coefficient of variation (CV)	1.0326573
Kurtosis	-1.8434299
Mean	8520.8333
Median Absolute Deviation (MAD)	2157
Skewness	0.37494283
Sum	153375
Variance	77424170
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
807	2	1.7%
18918	1	0.8%
886	1	0.8%
15319	1	0.8%
1004	1	0.8%
21861	1	0.8%
590	1	0.8%
14726	1	0.8%
4110	1	0.8%
242	1	0.8%
Other values (7)	7	5.8%
(Missing)	103	85.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
242	1	0.8%
558	1	0.8%
590	1	0.8%
807	2	1.7%
886	1	0.8%
912	1	0.8%
973	1	0.8%
1004	1	0.8%
4110	1	0.8%
14128	1	0.8%

Value	Count	Frequency (%)
21861	1	0.8%
20735	1	0.8%
20225	1	0.8%
18918	1	0.8%
16574	1	0.8%
15319	1	0.8%
14726	1	0.8%
14128	1	0.8%
4110	1	0.8%
1004	1	0.8%

목포
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	9
Distinct (%)	100.0%
Missing	112
Missing (%)	92.6%
Infinite	0
Infinite (%)	0.0%
Mean	31704.778

Minimum	11688
Maximum	58475
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	11688
5-th percentile	15256
Q1	23780
median	32895
Q3	35705
95-th percentile	50508.2
Maximum	58475
Range	46787
Interquartile range (IQR)	11925

Descriptive statistics

Standard deviation	13176.748
Coefficient of variation (CV)	0.41560766
Kurtosis	1.6119839
Mean	31704.778
Median Absolute Deviation (MAD)	5663
Skewness	0.6810629
Sum	285343
Variance	1.736267 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
11688	1	0.8%
35084	1	0.8%
58475	1	0.8%
28550	1	0.8%
38558	1	0.8%
35705	1	0.8%
23780	1	0.8%
32895	1	0.8%
20608	1	0.8%
(Missing)	112	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11688	1	0.8%
20608	1	0.8%
23780	1	0.8%
28550	1	0.8%
32895	1	0.8%
35084	1	0.8%
35705	1	0.8%
38558	1	0.8%
58475	1	0.8%

Value	Count	Frequency (%)
58475	1	0.8%
38558	1	0.8%
35705	1	0.8%
35084	1	0.8%
32895	1	0.8%
28550	1	0.8%
23780	1	0.8%
20608	1	0.8%
11688	1	0.8%

Phik (φk)
Auto

Heatmap
Table

	열차번호	수서	동탄	평택지제	천안아산	오송	대전	김천구미	서대구	동대구	신경주	울산	부산	공주	익산	정읍	광주송정	나주	목포
열차번호	1.000	0.500	0.000	0.000	0.000	0.000	0.000	0.000	0.192	0.000	0.411	0.000	0.497	0.471	0.000	0.313	0.770	1.000	NaN
수서	0.500	1.000	0.000	0.000	0.279	0.000	0.661	0.000	1.000	0.224	0.000	0.000	NaN	0.741	0.000	0.000	NaN	NaN	NaN
동탄	0.000	0.000	1.000	0.000	0.000	0.000	0.403	0.000	1.000	0.477	0.000	0.000	0.720	0.585	0.577	0.000	0.326	0.306	0.647
평택지제	0.000	0.000	0.000	1.000	0.481	0.000	0.530	0.942	NaN	0.775	0.867	0.903	0.254	1.000	0.000	0.000	0.000	0.532	0.827
천안아산	0.000	0.279	0.000	0.481	1.000	0.481	0.861	0.873	1.000	0.578	0.862	0.586	0.000	0.000	0.368	0.000	0.000	0.000	0.913
오송	0.000	0.000	0.000	0.000	0.481	1.000	0.541	1.000	NaN	0.585	0.776	0.519	0.000	0.856	0.497	0.505	0.402	0.781	0.913
대전	0.000	0.661	0.403	0.530	0.861	0.541	1.000	0.716	1.000	0.759	0.614	0.619	0.000	NaN	NaN	NaN	NaN	NaN	NaN
김천구미	0.000	0.000	0.000	0.942	0.873	1.000	0.716	1.000	NaN	0.813	0.843	0.801	0.000	NaN	NaN	NaN	NaN	NaN	NaN
서대구	0.192	1.000	1.000	NaN	1.000	NaN	1.000	NaN	1.000	0.655	1.000	0.000	1.000	NaN	NaN	NaN	NaN	NaN	NaN
동대구	0.000	0.224	0.477	0.775	0.578	0.585	0.759	0.813	0.655	1.000	0.810	0.667	0.000	NaN	NaN	NaN	NaN	NaN	NaN
신경주	0.411	0.000	0.000	0.867	0.862	0.776	0.614	0.843	1.000	0.810	1.000	0.849	0.000	NaN	NaN	NaN	NaN	NaN	NaN
울산	0.000	0.000	0.000	0.903	0.586	0.519	0.619	0.801	0.000	0.667	0.849	1.000	0.330	NaN	NaN	NaN	NaN	NaN	NaN
부산	0.497	NaN	0.720	0.254	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.330	1.000	NaN	NaN	NaN	NaN	NaN	NaN
공주	0.471	0.741	0.585	1.000	0.000	0.856	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.000	0.883	0.800	0.716	1.000	0.000
익산	0.000	0.000	0.577	0.000	0.368	0.497	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.883	1.000	0.706	0.774	0.792	0.000
정읍	0.313	0.000	0.000	0.000	0.000	0.505	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.800	0.706	1.000	0.814	0.772	1.000
광주송정	0.770	NaN	0.326	0.000	0.000	0.402	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.716	0.774	0.814	1.000	0.763	0.486
나주	1.000	NaN	0.306	0.532	0.000	0.781	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.000	0.792	0.772	0.763	1.000	0.000
목포	NaN	NaN	0.647	0.827	0.913	0.913	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.000	0.000	1.000	0.486	0.000	1.000

Heatmap
Table

	열차번호	수서	동탄	평택지제	천안아산	오송	대전	김천구미	서대구	동대구	신경주	울산	부산	공주	익산	정읍	광주송정	나주	목포
열차번호	1.000	-0.471	-0.059	0.033	-0.109	-0.008	0.077	0.212	0.467	0.206	-0.086	0.046	-0.550	-0.328	-0.050	-0.052	-0.509	0.053	-0.133
수서	-0.471	1.000	-0.068	-0.261	0.370	0.112	0.447	-0.264	-0.300	-0.005	0.321	-0.122	NaN	0.600	0.332	-0.029	0.150	-0.268	NaN
동탄	-0.059	-0.068	1.000	0.363	0.033	-0.337	-0.336	-0.601	-0.800	-0.508	-0.533	-0.538	0.347	-0.095	-0.430	-0.434	-0.374	-0.650	0.429
평택지제	0.033	-0.261	0.363	1.000	0.222	0.002	0.222	0.314	NaN	0.290	-0.103	0.277	-0.654	-0.167	0.176	-0.030	-0.027	-0.095	-1.000
천안아산	-0.109	0.370	0.033	0.222	1.000	0.468	0.424	0.376	1.000	0.413	0.268	0.284	0.127	0.555	0.658	0.636	0.245	0.291	0.100
오송	-0.008	0.112	-0.337	0.002	0.468	1.000	0.712	0.750	0.500	0.764	0.903	0.696	0.356	0.538	0.758	0.591	0.579	0.152	0.029
대전	0.077	0.447	-0.336	0.222	0.424	0.712	1.000	0.606	0.709	0.868	0.709	0.691	0.267	NaN	NaN	NaN	NaN	NaN	NaN
김천구미	0.212	-0.264	-0.601	0.314	0.376	0.750	0.606	1.000	1.000	0.795	0.786	0.622	0.430	NaN	NaN	NaN	NaN	NaN	NaN
서대구	0.467	-0.300	-0.800	NaN	1.000	0.500	0.709	1.000	1.000	0.891	0.500	0.786	-0.700	NaN	NaN	NaN	NaN	NaN	NaN
동대구	0.206	-0.005	-0.508	0.290	0.413	0.764	0.868	0.795	0.891	1.000	0.815	0.849	0.270	NaN	NaN	NaN	NaN	NaN	NaN
신경주	-0.086	0.321	-0.533	-0.103	0.268	0.903	0.709	0.786	0.500	0.815	1.000	0.768	0.753	NaN	NaN	NaN	NaN	NaN	NaN
울산	0.046	-0.122	-0.538	0.277	0.284	0.696	0.691	0.622	0.786	0.849	0.768	1.000	0.245	NaN	NaN	NaN	NaN	NaN	NaN
부산	-0.550	NaN	0.347	-0.654	0.127	0.356	0.267	0.430	-0.700	0.270	0.753	0.245	1.000	NaN	NaN	NaN	NaN	NaN	NaN
공주	-0.328	0.600	-0.095	-0.167	0.555	0.538	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.000	0.686	0.255	0.783	-0.086	0.500
익산	-0.050	0.332	-0.430	0.176	0.658	0.758	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.686	1.000	0.717	0.925	0.655	0.267
정읍	-0.052	-0.029	-0.434	-0.030	0.636	0.591	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.255	0.717	1.000	0.792	0.762	-0.100
광주송정	-0.509	0.150	-0.374	-0.027	0.245	0.579	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.783	0.925	0.792	1.000	0.857	0.317
나주	0.053	-0.268	-0.650	-0.095	0.291	0.152	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-0.086	0.655	0.762	0.857	1.000	0.767
목포	-0.133	NaN	0.429	-1.000	0.100	0.029	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.500	0.267	-0.100	0.317	0.767	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	열차번호	수서	동탄	평택지제	천안아산	오송	대전	김천구미	서대구	동대구	신경주	울산	부산	공주	익산	정읍	광주송정	나주	목포
0	301	<NA>	1052	<NA>	<NA>	17109	13601	<NA>	<NA>	18894	10665	17445	44200	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1	302	132443	14039	11759	8197	<NA>	6125	<NA>	<NA>	5810	<NA>	816	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2	303	<NA>	<NA>	20082	11470	<NA>	13671	<NA>	<NA>	28262	<NA>	<NA>	100637	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
3	304	149842	15048	15708	<NA>	6607	4513	<NA>	<NA>	2201	346	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
4	305	<NA>	4670	<NA>	<NA>	25627	21430	<NA>	<NA>	32461	18796	21795	51153	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
5	306	137891	22001	<NA>	8900	5498	7433	1293	754	3182	<NA>	778	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
6	307	<NA>	<NA>	<NA>	31889	<NA>	21383	24217	<NA>	35633	<NA>	<NA>	83979	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
7	308	189109	<NA>	20439	<NA>	6491	11247	6199	<NA>	9091	3346	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
8	309	<NA>	6184	25822	17030	22939	19741	<NA>	<NA>	36588	<NA>	42340	65135	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
9	310	157252	<NA>	<NA>	13883	9079	11258	4204	1811	9142	<NA>	2055	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

	열차번호	수서	동탄	평택지제	천안아산	오송	대전	김천구미	서대구	동대구	신경주	울산	부산	공주	익산	정읍	광주송정	나주	목포
111	660	119644	45063	<NA>	19217	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	1687	9429	1103	4629	558	<NA>
112	661	<NA>	9699	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2920	36393	<NA>	71832	18918	35705
113	662	118676	36684	<NA>	<NA>	26221	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	15353	1303	5191	807	<NA>
114	663	<NA>	11238	<NA>	<NA>	30026	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	35458	15267	72142	14726	23780
115	664	101501	29002	27940	<NA>	13301	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	1176	7588	1279	4580	590	<NA>
116	665	<NA>	9221	32025	<NA>	22323	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	398	31252	2535	64015	21861	32895
117	666	85542	<NA>	<NA>	<NA>	9633	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	402	5664	1531	4165	1004	<NA>
118	667	<NA>	6787	<NA>	17931	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2354	28388	<NA>	56849	15319	20608
119	668	46280	27334	<NA>	8132	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	5823	4121	4641	886	<NA>
120	690	105559	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

Overview

Variables

Interactions

Correlations

Missing values

Sample