gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	9108
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1014.1 KiB
Average record size in memory	114.0 B

Variable types

DateTime	1
Categorical	2
Numeric	10

Dataset

Description	대전교통공사 이벤트수입 현황입니다.2009년 3월부터 2023년 6월까지의 데이터를 조회할 수 있습니다.월별로 각 역사에 따른 이벤트와 관련된 인원 수와 금액 데이터를 제공하고 있습니다.
Author	대전교통공사
URL	https://www.data.go.kr/data/15122689/fileData.do

Alerts

`어른인원` is highly overall correlated with `어른운임` and 6 other fields	High correlation
`어른운임` is highly overall correlated with `어른인원` and 6 other fields	High correlation
`청소년인원` is highly overall correlated with `어른인원` and 6 other fields	High correlation
`청소년운임` is highly overall correlated with `어른인원` and 6 other fields	High correlation
`어린이인원` is highly overall correlated with `어른인원` and 6 other fields	High correlation
`어린이운임` is highly overall correlated with `어른인원` and 6 other fields	High correlation
`기타인원` is highly overall correlated with `기타운임`	High correlation
`기타운임` is highly overall correlated with `기타인원`	High correlation
`확정인원` is highly overall correlated with `어른인원` and 6 other fields	High correlation
`확정금액` is highly overall correlated with `어른인원` and 6 other fields	High correlation
`어른인원` is highly skewed (γ1 = 22.68746048)	Skewed
`어른운임` is highly skewed (γ1 = 21.35111808)	Skewed
`청소년인원` is highly skewed (γ1 = 25.40193187)	Skewed
`청소년운임` is highly skewed (γ1 = 27.82280538)	Skewed
`기타운임` is highly skewed (γ1 = 35.63561547)	Skewed
`확정인원` is highly skewed (γ1 = 21.89382929)	Skewed
`확정금액` is highly skewed (γ1 = 22.21720658)	Skewed
`어른인원` has 7080 (77.7%) zeros	Zeros
`어른운임` has 7150 (78.5%) zeros	Zeros
`청소년인원` has 7660 (84.1%) zeros	Zeros
`청소년운임` has 7665 (84.2%) zeros	Zeros
`어린이인원` has 8262 (90.7%) zeros	Zeros
`어린이운임` has 8264 (90.7%) zeros	Zeros
`기타인원` has 8638 (94.8%) zeros	Zeros
`기타운임` has 8800 (96.6%) zeros	Zeros
`확정인원` has 6549 (71.9%) zeros	Zeros
`확정금액` has 6764 (74.3%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 10:47:15.291216
Analysis finished	2023-12-12 10:47:34.540262
Duration	19.25 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

영업월
Date

Distinct	172
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	71.3 KiB

Minimum	2009-03-01 00:00:00
Maximum	2023-06-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

역사
Categorical

Distinct	22
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	71.3 KiB

판암역	414
신흥역	414
대동역	414
대전역	414
중앙로역	414
Other values (17)	7038

Length

Max length	7
Median length	3
Mean length	3.6818182
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	판암역
2nd row	판암역
3rd row	신흥역
4th row	신흥역
5th row	대동역

Common Values

Value	Count	Frequency (%)
판암역	414	4.5%
신흥역	414	4.5%
대동역	414	4.5%
대전역	414	4.5%
중앙로역	414	4.5%
중구청역	414	4.5%
서대전네거리역	414	4.5%
오룡역	414	4.5%
용문역	414	4.5%
탄방역	414	4.5%
Other values (12)	4968	54.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
판암역	414	4.5%
신흥역	414	4.5%
지족역	414	4.5%
노은역	414	4.5%
월드컵경기장역	414	4.5%
현충원역	414	4.5%
구암역	414	4.5%
유성온천역	414	4.5%
갑천역	414	4.5%
월평역	414	4.5%
Other values (12)	4968	54.5%

이벤트코드
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	71.3 KiB

쿠폰회수	3784
대전시티즌입장권회수	2706
환승손실금	2398
꿈나무 사랑카드	220

Length

Max length	10
Median length	8
Mean length	6.1425121
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	대전시티즌입장권회수
2nd row	쿠폰회수
3rd row	대전시티즌입장권회수
4th row	쿠폰회수
5th row	대전시티즌입장권회수

Common Values

Value	Count	Frequency (%)
쿠폰회수	3784	41.5%
대전시티즌입장권회수	2706	29.7%
환승손실금	2398	26.3%
꿈나무 사랑카드	220	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
쿠폰회수	3784	40.6%
대전시티즌입장권회수	2706	29.0%
환승손실금	2398	25.7%
꿈나무	220	2.4%
사랑카드	220	2.4%

어른인원
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	275
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.555775

Minimum	0
Maximum	14586
Zeros	7080
Zeros (%)	77.7%
Negative	0
Negative (%)	0.0%
Memory size	80.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	33
Maximum	14586
Range	14586
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	291.07946
Coefficient of variation (CV)	9.8484801
Kurtosis	831.68142
Mean	29.555775
Median Absolute Deviation (MAD)	0
Skewness	22.68746
Sum	269194
Variance	84727.254
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7080	77.7%
1	175	1.9%
2	172	1.9%
3	129	1.4%
4	120	1.3%
6	96	1.1%
5	95	1.0%
7	74	0.8%
9	59	0.6%
10	57	0.6%
Other values (265)	1051	11.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7080	77.7%
1	175	1.9%
2	172	1.9%
3	129	1.4%
4	120	1.3%
5	95	1.0%
6	96	1.1%
7	74	0.8%
8	57	0.6%
9	59	0.6%

Value	Count	Frequency (%)
14586	1	< 0.1%
7774	1	< 0.1%
7066	1	< 0.1%
4811	1	< 0.1%
3822	1	< 0.1%
3498	1	< 0.1%
3397	1	< 0.1%
3391	1	< 0.1%
3342	1	< 0.1%
3295	1	< 0.1%

어른운임
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	375
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30873.164

Minimum	0
Maximum	16044600
Zeros	7150
Zeros (%)	78.5%
Negative	0
Negative (%)	0.0%
Memory size	80.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	18500
Maximum	16044600
Range	16044600
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	332134.67
Coefficient of variation (CV)	10.758038
Kurtosis	731.96658
Mean	30873.164
Median Absolute Deviation (MAD)	0
Skewness	21.351118
Sum	2.8119278 × 10⁸
Variance	1.1031344 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7150	78.5%
1400	120	1.3%
700	119	1.3%
2100	72	0.8%
2800	71	0.8%
3500	70	0.8%
4200	57	0.6%
3000	46	0.5%
4900	36	0.4%
6000	35	0.4%
Other values (365)	1332	14.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7150	78.5%
500	26	0.3%
600	22	0.2%
700	119	1.3%
1000	22	0.2%
1200	28	0.3%
1250	6	0.1%
1400	120	1.3%
1500	25	0.3%
1800	28	0.3%

Value	Count	Frequency (%)
16044600	1	< 0.1%
8551400	1	< 0.1%
7772600	1	< 0.1%
6013750	1	< 0.1%
4204200	1	< 0.1%
3847800	1	< 0.1%
3736700	1	< 0.1%
3730100	1	< 0.1%
3676200	1	< 0.1%
3662500	1	< 0.1%

청소년인원
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	133
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.027119

Minimum	0
Maximum	1399
Zeros	7660
Zeros (%)	84.1%
Negative	0
Negative (%)	0.0%
Memory size	80.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	8
Maximum	1399
Range	1399
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	26.119419
Coefficient of variation (CV)	8.6284743
Kurtosis	1039.0616
Mean	3.027119
Median Absolute Deviation (MAD)	0
Skewness	25.401932
Sum	27571
Variance	682.22404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7660	84.1%
1	292	3.2%
2	241	2.6%
3	142	1.6%
4	116	1.3%
5	77	0.8%
6	69	0.8%
7	46	0.5%
8	44	0.5%
9	38	0.4%
Other values (123)	383	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7660	84.1%
1	292	3.2%
2	241	2.6%
3	142	1.6%
4	116	1.3%
5	77	0.8%
6	69	0.8%
7	46	0.5%
8	44	0.5%
9	38	0.4%

Value	Count	Frequency (%)
1399	1	< 0.1%
691	1	< 0.1%
604	1	< 0.1%
442	1	< 0.1%
431	1	< 0.1%
405	2	< 0.1%
379	1	< 0.1%
340	1	< 0.1%
316	1	< 0.1%
293	1	< 0.1%

청소년운임
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	222
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2242.0751

Minimum	0
Maximum	1231120
Zeros	7665
Zeros (%)	84.2%
Negative	0
Negative (%)	0.0%
Memory size	80.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4800
Maximum	1231120
Range	1231120
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	22092.772
Coefficient of variation (CV)	9.8537165
Kurtosis	1208.0014
Mean	2242.0751
Median Absolute Deviation (MAD)	0
Skewness	27.822805
Sum	20420820
Variance	4.880906 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7665	84.2%
700	132	1.4%
600	93	1.0%
1400	89	1.0%
1200	76	0.8%
2100	57	0.6%
1000	55	0.6%
1800	47	0.5%
3000	44	0.5%
2400	44	0.5%
Other values (212)	806	8.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7665	84.2%
500	41	0.5%
600	93	1.0%
700	132	1.4%
880	25	0.3%
1000	55	0.6%
1200	76	0.8%
1400	89	1.0%
1500	31	0.3%
1760	18	0.2%

Value	Count	Frequency (%)
1231120	1	< 0.1%
608080	1	< 0.1%
531520	1	< 0.1%
379280	1	< 0.1%
356400	2	< 0.1%
333520	1	< 0.1%
299200	1	< 0.1%
278080	1	< 0.1%
257840	1	< 0.1%
237600	1	< 0.1%

어린이인원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	72
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.86956522

Minimum	0
Maximum	160
Zeros	8262
Zeros (%)	90.7%
Negative	0
Negative (%)	0.0%
Memory size	80.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	160
Range	160
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.5898094
Coefficient of variation (CV)	6.4282808
Kurtosis	216.0305
Mean	0.86956522
Median Absolute Deviation (MAD)	0
Skewness	12.52005
Sum	7920
Variance	31.245969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8262	90.7%
1	209	2.3%
2	128	1.4%
3	96	1.1%
4	60	0.7%
5	44	0.5%
6	36	0.4%
7	30	0.3%
8	29	0.3%
12	17	0.2%
Other values (62)	197	2.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8262	90.7%
1	209	2.3%
2	128	1.4%
3	96	1.1%
4	60	0.7%
5	44	0.5%
6	36	0.4%
7	30	0.3%
8	29	0.3%
9	12	0.1%

Value	Count	Frequency (%)
160	1	< 0.1%
124	1	< 0.1%
123	1	< 0.1%
118	1	< 0.1%
93	1	< 0.1%
92	1	< 0.1%
90	1	< 0.1%
83	1	< 0.1%
80	1	< 0.1%
78	1	< 0.1%

어린이운임
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	119
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	265.07905

Minimum	0
Maximum	64900
Zeros	8264
Zeros (%)	90.7%
Negative	0
Negative (%)	0.0%
Memory size	80.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	900
Maximum	64900
Range	64900
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1709.6973
Coefficient of variation (CV)	6.4497639
Kurtosis	343.97006
Mean	265.07905
Median Absolute Deviation (MAD)	0
Skewness	14.528403
Sum	2414340
Variance	2923064.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8264	90.7%
300	132	1.4%
600	80	0.9%
900	56	0.6%
250	41	0.5%
500	37	0.4%
1500	37	0.4%
550	35	0.4%
1200	35	0.4%
750	29	0.3%
Other values (109)	362	4.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8264	90.7%
250	41	0.5%
300	132	1.4%
500	37	0.4%
550	35	0.4%
600	80	0.9%
750	29	0.3%
900	56	0.6%
1000	22	0.2%
1100	11	0.1%

Value	Count	Frequency (%)
64900	1	< 0.1%
40000	1	< 0.1%
37200	1	< 0.1%
30750	1	< 0.1%
27600	1	< 0.1%
27000	1	< 0.1%
24000	1	< 0.1%
23400	1	< 0.1%
23250	1	< 0.1%
21300	1	< 0.1%

기타인원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	152
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.9657444

Minimum	0
Maximum	1615
Zeros	8638
Zeros (%)	94.8%
Negative	0
Negative (%)	0.0%
Memory size	80.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1615
Range	1615
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	64.912627
Coefficient of variation (CV)	10.880893
Kurtosis	270.99411
Mean	5.9657444
Median Absolute Deviation (MAD)	0
Skewness	15.276507
Sum	54336
Variance	4213.6492
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8638	94.8%
1	61	0.7%
2	56	0.6%
3	32	0.4%
4	27	0.3%
5	16	0.2%
10	14	0.2%
6	11	0.1%
7	10	0.1%
9	8	0.1%
Other values (142)	235	2.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8638	94.8%
1	61	0.7%
2	56	0.6%
3	32	0.4%
4	27	0.3%
5	16	0.2%
6	11	0.1%
7	10	0.1%
8	6	0.1%
9	8	0.1%

Value	Count	Frequency (%)
1615	1	< 0.1%
1601	1	< 0.1%
1549	1	< 0.1%
1541	1	< 0.1%
1206	1	< 0.1%
1110	1	< 0.1%
1066	1	< 0.1%
1052	1	< 0.1%
1035	1	< 0.1%
1031	1	< 0.1%

기타운임
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	52
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	344.11473

Minimum	0
Maximum	265350
Zeros	8800
Zeros (%)	96.6%
Negative	0
Negative (%)	0.0%
Memory size	80.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	265350
Range	265350
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4090.5186
Coefficient of variation (CV)	11.887078
Kurtosis	2008.5072
Mean	344.11473
Median Absolute Deviation (MAD)	0
Skewness	35.635615
Sum	3134197
Variance	16732342
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8800	96.6%
909	60	0.7%
1818	56	0.6%
2727	30	0.3%
3636	24	0.3%
4545	14	0.2%
5454	11	0.1%
9090	10	0.1%
6363	10	0.1%
8181	6	0.1%
Other values (42)	87	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8800	96.6%
152	1	< 0.1%
800	1	< 0.1%
909	60	0.7%
1818	56	0.6%
2727	30	0.3%
3636	24	0.3%
4545	14	0.2%
5454	11	0.1%
6363	10	0.1%

Value	Count	Frequency (%)
265350	1	< 0.1%
83628	1	< 0.1%
68175	2	< 0.1%
66357	1	< 0.1%
56358	1	< 0.1%
55449	1	< 0.1%
48177	2	< 0.1%
47268	2	< 0.1%
43632	2	< 0.1%
41814	1	< 0.1%

확정인원
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	371
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.305885

Minimum	0
Maximum	16104
Zeros	6549
Zeros (%)	71.9%
Negative	0
Negative (%)	0.0%
Memory size	80.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	68
Maximum	16104
Range	16104
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	324.44429
Coefficient of variation (CV)	8.2543439
Kurtosis	796.17918
Mean	39.305885
Median Absolute Deviation (MAD)	0
Skewness	21.893829
Sum	357998
Variance	105264.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6549	71.9%
2	187	2.1%
1	181	2.0%
3	148	1.6%
4	119	1.3%
6	106	1.2%
5	106	1.2%
7	81	0.9%
10	78	0.9%
8	77	0.8%
Other values (361)	1476	16.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6549	71.9%
1	181	2.0%
2	187	2.1%
3	148	1.6%
4	119	1.3%
5	106	1.2%
6	106	1.2%
7	81	0.9%
8	77	0.8%
9	65	0.7%

Value	Count	Frequency (%)
16104	1	< 0.1%
8540	1	< 0.1%
7781	1	< 0.1%
5258	1	< 0.1%
4272	1	< 0.1%
4230	1	< 0.1%
3831	1	< 0.1%
3682	1	< 0.1%
3650	1	< 0.1%
3588	1	< 0.1%

확정금액
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	638
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33667.977

Minimum	0
Maximum	17605970
Zeros	6764
Zeros (%)	74.3%
Negative	0
Negative (%)	0.0%
Memory size	80.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	700
95-th percentile	28232.5
Maximum	17605970
Range	17605970
Interquartile range (IQR)	700

Descriptive statistics

Standard deviation	355063.55
Coefficient of variation (CV)	10.546032
Kurtosis	796.0193
Mean	33667.977
Median Absolute Deviation (MAD)	0
Skewness	22.217207
Sum	3.0664794 × 10⁸
Variance	1.2607013 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6764	74.3%
1400	88	1.0%
700	74	0.8%
2100	72	0.8%
909	60	0.7%
4200	59	0.6%
1818	56	0.6%
3500	56	0.6%
2800	48	0.5%
2727	30	0.3%
Other values (628)	1801	19.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6764	74.3%
300	3	< 0.1%
500	21	0.2%
600	19	0.2%
700	74	0.8%
900	1	< 0.1%
909	60	0.7%
1000	13	0.1%
1200	24	0.3%
1250	9	0.1%

Value	Count	Frequency (%)
17605970	1	< 0.1%
9088572	1	< 0.1%
8393880	1	< 0.1%
6401830	1	< 0.1%
4553670	1	< 0.1%
4135230	1	< 0.1%
3979250	1	< 0.1%
3957030	1	< 0.1%
3894380	1	< 0.1%
3889050	1	< 0.1%

Heatmap
Table

	역사	이벤트코드	어른인원	어른운임	청소년인원	청소년운임	어린이인원	어린이운임	기타인원	기타운임	확정인원	확정금액
역사	1.000	0.000	0.293	0.282	0.205	0.210	0.088	0.076	0.116	0.029	0.299	0.279
이벤트코드	0.000	1.000	0.111	0.114	0.087	0.090	0.198	0.152	0.487	0.044	0.110	0.112
어른인원	0.293	0.111	1.000	0.999	0.901	0.932	0.478	0.675	0.000	0.657	1.000	0.999
어른운임	0.282	0.114	0.999	1.000	0.902	0.933	0.462	0.671	0.000	0.657	0.999	1.000
청소년인원	0.205	0.087	0.901	0.902	1.000	0.998	0.516	0.709	0.093	0.640	0.904	0.903
청소년운임	0.210	0.090	0.932	0.933	0.998	1.000	0.499	0.700	0.093	0.640	0.935	0.934
어린이인원	0.088	0.198	0.478	0.462	0.516	0.499	1.000	0.971	0.000	0.438	0.485	0.465
어린이운임	0.076	0.152	0.675	0.671	0.709	0.700	0.971	1.000	0.000	0.674	0.674	0.673
기타인원	0.116	0.487	0.000	0.000	0.093	0.093	0.000	0.000	1.000	0.000	0.057	0.000
기타운임	0.029	0.044	0.657	0.657	0.640	0.640	0.438	0.674	0.000	1.000	0.657	0.657
확정인원	0.299	0.110	1.000	0.999	0.904	0.935	0.485	0.674	0.057	0.657	1.000	0.999
확정금액	0.279	0.112	0.999	1.000	0.903	0.934	0.465	0.673	0.000	0.657	0.999	1.000

Heatmap
Table

	역사	이벤트코드
역사	1.000	0.000
이벤트코드	0.000	1.000

Heatmap
Table

	어른인원	어른운임	청소년인원	청소년운임	어린이인원	어린이운임	기타인원	기타운임	확정인원	확정금액	역사	이벤트코드
어른인원	1.000	0.973	0.790	0.788	0.621	0.621	-0.096	-0.090	0.869	0.883	0.129	0.076
어른운임	0.973	1.000	0.806	0.808	0.631	0.633	-0.110	-0.092	0.844	0.908	0.124	0.078
청소년인원	0.790	0.806	1.000	0.998	0.616	0.616	-0.091	-0.075	0.735	0.784	0.095	0.056
청소년운임	0.788	0.808	0.998	1.000	0.613	0.615	-0.090	-0.075	0.734	0.785	0.097	0.058
어린이인원	0.621	0.631	0.616	0.613	1.000	0.999	-0.066	-0.053	0.572	0.599	0.033	0.088
어린이운임	0.621	0.633	0.616	0.615	0.999	1.000	-0.065	-0.053	0.572	0.601	0.031	0.069
기타인원	-0.096	-0.110	-0.091	-0.090	-0.066	-0.065	1.000	0.789	0.362	0.190	0.045	0.333
기타운임	-0.090	-0.092	-0.075	-0.075	-0.053	-0.053	0.789	1.000	0.249	0.289	0.014	0.036
확정인원	0.869	0.844	0.735	0.734	0.572	0.572	0.362	0.249	1.000	0.922	0.132	0.076
확정금액	0.883	0.908	0.784	0.785	0.599	0.601	0.190	0.289	0.922	1.000	0.123	0.077
역사	0.129	0.124	0.095	0.097	0.033	0.031	0.045	0.014	0.132	0.123	1.000	0.000
이벤트코드	0.076	0.078	0.056	0.058	0.088	0.069	0.333	0.036	0.076	0.077	0.000	1.000

Count
Matrix

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.

First rows
Last rows

	영업월	역사	이벤트코드	어른인원	어른운임	청소년인원	청소년운임	어린이인원	어린이운임	기타인원	기타운임	확정인원	확정금액
0	2009-03	판암역	대전시티즌입장권회수	33	16500	2	1000	4	1000	0	0	39	18500
1	2009-03	판암역	쿠폰회수	0	0	0	0	0	0	6	5454	6	5454
2	2009-03	신흥역	대전시티즌입장권회수	6	3000	2	1000	0	0	0	0	8	4000
3	2009-03	신흥역	쿠폰회수	0	0	0	0	0	0	10	9090	10	9090
4	2009-03	대동역	대전시티즌입장권회수	13	6500	55	27500	5	1250	0	0	73	35250
5	2009-03	대동역	쿠폰회수	0	0	0	0	0	0	53	48177	53	48177
6	2009-03	대전역	대전시티즌입장권회수	80	40000	442	221000	18	4500	0	0	540	265500
7	2009-03	대전역	쿠폰회수	0	0	0	0	0	0	37	33633	37	33633
8	2009-03	중앙로역	대전시티즌입장권회수	68	34000	86	43000	8	2000	0	0	162	79000
9	2009-03	중앙로역	쿠폰회수	0	0	0	0	0	0	52	47268	52	47268

	영업월	역사	이벤트코드	어른인원	어른운임	청소년인원	청소년운임	어린이인원	어린이운임	확정인원	확정금액
9098	2023-06	현충원역	대전시티즌입장권회수	0	0	0	0	0	0	0	0
9099	2023-06	현충원역	쿠폰회수	0	0	0	0	0	0	0	0
9100	2023-06	월드컵경기장역	대전시티즌입장권회수	333	233100	96	67200	46	13800	475	314100
9101	2023-06	월드컵경기장역	쿠폰회수	0	0	0	0	0	0	0	0
9102	2023-06	노은역	대전시티즌입장권회수	0	0	0	0	0	0	0	0
9103	2023-06	노은역	쿠폰회수	0	0	0	0	0	0	0	0
9104	2023-06	지족역	대전시티즌입장권회수	0	0	0	0	0	0	0	0
9105	2023-06	지족역	쿠폰회수	0	0	0	0	0	0	0	0
9106	2023-06	반석역	대전시티즌입장권회수	0	0	0	0	0	0	0	0
9107	2023-06	반석역	쿠폰회수	0	0	0	0	0	0	0	0

Overview

Variables

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample