gimi9 Pandas Profiling

Dataset statistics

Number of variables	11
Number of observations	341
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	32.4 KiB
Average record size in memory	97.4 B

Variable types

Categorical	2
Numeric	9

Dataset

Description	e음카드 군구별_일별_업종별_일별(월단위)_ 결제금액 (지역, 문화,취미,숙박,약국,주유소,유통업,학원)등의 정보를 제공
Author	인천광역시
URL	https://data.incheon.go.kr/findData/publicDataDetail?dataId=15067973&srcSe=7661IVAWM27C61E190

Alerts

`문화취미-영화관` is highly overall correlated with `숙박` and 7 other fields	High correlation
`숙박` is highly overall correlated with `문화취미-영화관` and 7 other fields	High correlation
`약국` is highly overall correlated with `문화취미-영화관` and 7 other fields	High correlation
`연료` is highly overall correlated with `문화취미-영화관` and 8 other fields	High correlation
`유통업영리 - 편의점` is highly overall correlated with `문화취미-영화관` and 8 other fields	High correlation
`일반휴게` is highly overall correlated with `문화취미-영화관` and 7 other fields	High correlation
`학원` is highly overall correlated with `문화취미-영화관` and 7 other fields	High correlation
`기타` is highly overall correlated with `문화취미-영화관` and 8 other fields	High correlation
`전체금액` is highly overall correlated with `문화취미-영화관` and 8 other fields	High correlation
`지역` is highly overall correlated with `연료` and 3 other fields	High correlation
`기타` has unique values	Unique
`전체금액` has unique values	Unique
`문화취미-영화관` has 73 (21.4%) zeros	Zeros
`숙박` has 55 (16.1%) zeros	Zeros
`약국` has 31 (9.1%) zeros	Zeros
`연료` has 31 (9.1%) zeros	Zeros
`유통업영리 - 편의점` has 31 (9.1%) zeros	Zeros
`일반휴게` has 31 (9.1%) zeros	Zeros
`학원` has 45 (13.2%) zeros	Zeros

Reproduction

Analysis started	2024-01-28 14:50:58.778640
Analysis finished	2024-01-28 14:51:06.353862
Duration	7.58 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

일자
Categorical

Distinct	31
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

2023-08-01	11
2023-08-02	11
2023-08-03	11
2023-08-04	11
2023-08-05	11
Other values (26)	286

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2023-08-01
2nd row	2023-08-02
3rd row	2023-08-03
4th row	2023-08-04
5th row	2023-08-05

Common Values

Value	Count	Frequency (%)
2023-08-01	11	3.2%
2023-08-02	11	3.2%
2023-08-03	11	3.2%
2023-08-04	11	3.2%
2023-08-05	11	3.2%
2023-08-06	11	3.2%
2023-08-07	11	3.2%
2023-08-08	11	3.2%
2023-08-09	11	3.2%
2023-08-10	11	3.2%
Other values (21)	231	67.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2023-08-01	11	3.2%
2023-08-17	11	3.2%
2023-08-30	11	3.2%
2023-08-29	11	3.2%
2023-08-28	11	3.2%
2023-08-27	11	3.2%
2023-08-26	11	3.2%
2023-08-25	11	3.2%
2023-08-24	11	3.2%
2023-08-23	11	3.2%
Other values (21)	231	67.7%

지역
Categorical

HIGH CORRELATION

Distinct	11
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

인천광역시 강화군	31
인천광역시 계양구	31
인천광역시 남동구	31
인천광역시 동구	31
인천광역시 미추홀구	31
Other values (6)	186

Length

Max length	10
Median length	9
Mean length	8.1818182
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	인천광역시 강화군
2nd row	인천광역시 강화군
3rd row	인천광역시 강화군
4th row	인천광역시 강화군
5th row	인천광역시 강화군

Common Values

Value	Count	Frequency (%)
인천광역시 강화군	31	9.1%
인천광역시 계양구	31	9.1%
인천광역시 남동구	31	9.1%
인천광역시 동구	31	9.1%
인천광역시 미추홀구	31	9.1%
인천광역시 부평구	31	9.1%
인천광역시 서구	31	9.1%
인천광역시 연수구	31	9.1%
인천광역시 옹진군	31	9.1%
인천광역시 중구	31	9.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
인천광역시	310	47.6%
강화군	31	4.8%
계양구	31	4.8%
남동구	31	4.8%
동구	31	4.8%
미추홀구	31	4.8%
부평구	31	4.8%
서구	31	4.8%
연수구	31	4.8%
옹진군	31	4.8%
Other values (2)	62	9.5%

문화취미-영화관
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	227
Distinct (%)	66.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	239066.72

Minimum	0
Maximum	2028850
Zeros	73
Zeros (%)	21.4%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7000
median	103800
Q3	326000
95-th percentile	977600
Maximum	2028850
Range	2028850
Interquartile range (IQR)	319000

Descriptive statistics

Standard deviation	341207.59
Coefficient of variation (CV)	1.4272484
Kurtosis	5.4901509
Mean	239066.72
Median Absolute Deviation (MAD)	103800
Skewness	2.220439
Sum	81521750
Variance	1.1642262 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	73	21.4%
6000	7	2.1%
15000	5	1.5%
3000	4	1.2%
21000	4	1.2%
60000	3	0.9%
12000	3	0.9%
28000	3	0.9%
48000	3	0.9%
29000	2	0.6%
Other values (217)	234	68.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	73	21.4%
3000	4	1.2%
6000	7	2.1%
7000	2	0.6%
9000	1	0.3%
12000	3	0.9%
13000	2	0.6%
14000	2	0.6%
15000	5	1.5%
15500	1	0.3%

Value	Count	Frequency (%)
2028850	1	0.3%
1739130	1	0.3%
1637500	1	0.3%
1553740	1	0.3%
1499760	1	0.3%
1465160	1	0.3%
1318500	1	0.3%
1301900	1	0.3%
1236110	1	0.3%
1219000	1	0.3%

숙박
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	272
Distinct (%)	79.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1011399.4

Minimum	0
Maximum	9346750
Zeros	55
Zeros (%)	16.1%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	119500
median	475000
Q3	944100
95-th percentile	5170590
Maximum	9346750
Range	9346750
Interquartile range (IQR)	824600

Descriptive statistics

Standard deviation	1685352.6
Coefficient of variation (CV)	1.6663571
Kurtosis	7.6248621
Mean	1011399.4
Median Absolute Deviation (MAD)	400000
Skewness	2.8057562
Sum	3.448872 × 10⁸
Variance	2.8404133 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	55	16.1%
35000	3	0.9%
227500	2	0.6%
60000	2	0.6%
436000	2	0.6%
185000	2	0.6%
75000	2	0.6%
120000	2	0.6%
20000	2	0.6%
30000	2	0.6%
Other values (262)	267	78.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	55	16.1%
7000	1	0.3%
10000	1	0.3%
15000	1	0.3%
20000	2	0.6%
22000	1	0.3%
24000	1	0.3%
30000	2	0.6%
34500	1	0.3%
35000	3	0.9%

Value	Count	Frequency (%)
9346750	1	0.3%
8617775	1	0.3%
8067898	1	0.3%
7638875	1	0.3%
7607700	1	0.3%
7372500	1	0.3%
7280875	1	0.3%
7225235	1	0.3%
6858370	1	0.3%
6820200	1	0.3%

약국
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	311
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26271028

Minimum	0
Maximum	89928503
Zeros	31
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3009280
median	16962530
Q3	48101910
95-th percentile	72300510
Maximum	89928503
Range	89928503
Interquartile range (IQR)	45092630

Descriptive statistics

Standard deviation	25570717
Coefficient of variation (CV)	0.97334285
Kurtosis	-0.9818871
Mean	26271028
Median Absolute Deviation (MAD)	16903230
Skewness	0.59995221
Sum	8.9584205 × 10⁹
Variance	6.5386158 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31	9.1%
3726670	1	0.3%
9331440	1	0.3%
8107450	1	0.3%
46359371	1	0.3%
60304863	1	0.3%
60952812	1	0.3%
45358955	1	0.3%
59832830	1	0.3%
77920092	1	0.3%
Other values (301)	301	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	9.1%
21000	1	0.3%
32000	1	0.3%
37600	1	0.3%
39200	1	0.3%
52200	1	0.3%
58000	1	0.3%
58200	1	0.3%
59300	1	0.3%
61200	1	0.3%

Value	Count	Frequency (%)
89928503	1	0.3%
88519405	1	0.3%
86579027	1	0.3%
81968488	1	0.3%
79428999	1	0.3%
77920092	1	0.3%
77680039	1	0.3%
75815031	1	0.3%
75770207	1	0.3%
75744945	1	0.3%

연료
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	311
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49541429

Minimum	0
Maximum	1.7544237 × 10⁸
Zeros	31
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10886646
median	46388825
Q3	71615896
95-th percentile	1.4104893 × 10⁸
Maximum	1.7544237 × 10⁸
Range	1.7544237 × 10⁸
Interquartile range (IQR)	60729250

Descriptive statistics

Standard deviation	43481457
Coefficient of variation (CV)	0.87767869
Kurtosis	0.30244048
Mean	49541429
Median Absolute Deviation (MAD)	33925408
Skewness	0.87731338
Sum	1.6893627 × 10¹⁰
Variance	1.8906371 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31	9.1%
12505324	1	0.3%
133645279	1	0.3%
126070332	1	0.3%
155272077	1	0.3%
151784247	1	0.3%
130217142	1	0.3%
119775784	1	0.3%
126705969	1	0.3%
141048931	1	0.3%
Other values (301)	301	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	9.1%
529800	1	0.3%
555550	1	0.3%
625000	1	0.3%
656645	1	0.3%
660000	1	0.3%
667000	1	0.3%
709216	1	0.3%
996424	1	0.3%
1065705	1	0.3%

Value	Count	Frequency (%)
175442374	1	0.3%
174009399	1	0.3%
171972218	1	0.3%
171291455	1	0.3%
170444919	1	0.3%
167706423	1	0.3%
161554161	1	0.3%
160874261	1	0.3%
160451564	1	0.3%
159387739	1	0.3%

유통업영리 - 편의점
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	311
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20989820

Minimum	0
Maximum	60448230
Zeros	31
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2787700
median	18989170
Q3	34154748
95-th percentile	52736500
Maximum	60448230
Range	60448230
Interquartile range (IQR)	31367048

Descriptive statistics

Standard deviation	17369812
Coefficient of variation (CV)	0.82753509
Kurtosis	-0.98225921
Mean	20989820
Median Absolute Deviation (MAD)	15961880
Skewness	0.33352441
Sum	7.1575286 × 10⁹
Variance	3.0171038 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31	9.1%
2787700	1	0.3%
48585950	1	0.3%
48360490	1	0.3%
52006950	1	0.3%
56013830	1	0.3%
52173090	1	0.3%
49821920	1	0.3%
53453620	1	0.3%
56830130	1	0.3%
Other values (301)	301	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	9.1%
902180	1	0.3%
956630	1	0.3%
959150	1	0.3%
1050310	1	0.3%
1053790	1	0.3%
1103580	1	0.3%
1115790	1	0.3%
1155600	1	0.3%
1212120	1	0.3%

Value	Count	Frequency (%)
60448230	1	0.3%
60386450	1	0.3%
60332680	1	0.3%
59208100	1	0.3%
58899650	1	0.3%
58844970	1	0.3%
57640610	1	0.3%
57110100	1	0.3%
56830130	1	0.3%
56158730	1	0.3%

일반휴게
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	311
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7501142 × 10⁸

Minimum	0
Maximum	6.9642822 × 10⁸
Zeros	31
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	25478129
median	1.7153289 × 10⁸
Q3	2.7879455 × 10⁸
95-th percentile	4.4671257 × 10⁸
Maximum	6.9642822 × 10⁸
Range	6.9642822 × 10⁸
Interquartile range (IQR)	2.5331642 × 10⁸

Descriptive statistics

Standard deviation	1.5223199 × 10⁸
Coefficient of variation (CV)	0.86984034
Kurtosis	-0.33062816
Mean	1.7501142 × 10⁸
Median Absolute Deviation (MAD)	1.3345892 × 10⁸
Skewness	0.6293039
Sum	5.9678893 × 10¹⁰
Variance	2.3174579 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31	9.1%
52586480	1	0.3%
380559423	1	0.3%
369697553	1	0.3%
446712568	1	0.3%
372544785	1	0.3%
292254958	1	0.3%
269420554	1	0.3%
273818833	1	0.3%
261463318	1	0.3%
Other values (301)	301	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	9.1%
2359900	1	0.3%
3046200	1	0.3%
3091300	1	0.3%
3209760	1	0.3%
3553800	1	0.3%
3592500	1	0.3%
3601127	1	0.3%
3669450	1	0.3%
3779000	1	0.3%

Value	Count	Frequency (%)
696428218	1	0.3%
603048404	1	0.3%
591759757	1	0.3%
576740402	1	0.3%
551350458	1	0.3%
541448208	1	0.3%
515082034	1	0.3%
507590028	1	0.3%
494198376	1	0.3%
491825176	1	0.3%

학원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	296
Distinct (%)	86.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	68843935

Minimum	0
Maximum	5.0496013 × 10⁸
Zeros	45
Zeros (%)	13.2%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3064000
median	26357300
Q3	1.120825 × 10⁸
95-th percentile	2.5564127 × 10⁸
Maximum	5.0496013 × 10⁸
Range	5.0496013 × 10⁸
Interquartile range (IQR)	1.090185 × 10⁸

Descriptive statistics

Standard deviation	89733009
Coefficient of variation (CV)	1.3034265
Kurtosis	3.7743751
Mean	68843935
Median Absolute Deviation (MAD)	26357300
Skewness	1.84666
Sum	2.3475782 × 10¹⁰
Variance	8.0520129 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	45	13.2%
292500	2	0.6%
155304800	1	0.3%
190636540	1	0.3%
23856200	1	0.3%
181883681	1	0.3%
19959900	1	0.3%
64725420	1	0.3%
190100730	1	0.3%
12135000	1	0.3%
Other values (286)	286	83.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	45	13.2%
120000	1	0.3%
150000	1	0.3%
165000	1	0.3%
180000	1	0.3%
202500	1	0.3%
230000	1	0.3%
250000	1	0.3%
253700	1	0.3%
279400	1	0.3%

Value	Count	Frequency (%)
504960132	1	0.3%
447128040	1	0.3%
405399170	1	0.3%
399592950	1	0.3%
375170000	1	0.3%
366535370	1	0.3%
361773130	1	0.3%
351634125	1	0.3%
311938010	1	0.3%
311832750	1	0.3%

기타
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	341
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7237113 × 10⁸

Minimum	5532500
Maximum	1.1250689 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	5532500
5-th percentile	8052322
Q1	59588441
median	3.6342909 × 10⁸
Q3	6.3066129 × 10⁸
95-th percentile	8.7594697 × 10⁸
Maximum	1.1250689 × 10⁹
Range	1.1195364 × 10⁹
Interquartile range (IQR)	5.7107285 × 10⁸

Descriptive statistics

Standard deviation	3.0908187 × 10⁸
Coefficient of variation (CV)	0.83003714
Kurtosis	-1.2023188
Mean	3.7237113 × 10⁸
Median Absolute Deviation (MAD)	2.968505 × 10⁸
Skewness	0.34271423
Sum	1.2697856 × 10¹¹
Variance	9.5531604 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58192690	1	0.3%
590417342	1	0.3%
590167049	1	0.3%
592807350	1	0.3%
586527864	1	0.3%
666160478	1	0.3%
561907284	1	0.3%
812212005	1	0.3%
681605670	1	0.3%
486240516	1	0.3%
Other values (331)	331	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5532500	1	0.3%
5606777	1	0.3%
5990830	1	0.3%
6441434	1	0.3%
6848300	1	0.3%
6887110	1	0.3%
7266570	1	0.3%
7290690	1	0.3%
7365579	1	0.3%
7404620	1	0.3%

Value	Count	Frequency (%)
1125068857	1	0.3%
1070837426	1	0.3%
1028112955	1	0.3%
998349473	1	0.3%
993916526	1	0.3%
977792763	1	0.3%
972666978	1	0.3%
972123805	1	0.3%
952952277	1	0.3%
937521807	1	0.3%

전체금액
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	341
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.1427923 × 10⁸

Minimum	7365579
Maximum	2.0916502 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	7365579
5-th percentile	15832070
Q1	1.1346135 × 10⁸
median	6.6497458 × 10⁸
Q3	1.1887298 × 10⁹
95-th percentile	1.7194522 × 10⁹
Maximum	2.0916502 × 10⁹
Range	2.0842846 × 10⁹
Interquartile range (IQR)	1.0752685 × 10⁹

Descriptive statistics

Standard deviation	5.9664996 × 10⁸
Coefficient of variation (CV)	0.83531753
Kurtosis	-1.1009135
Mean	7.1427923 × 10⁸
Median Absolute Deviation (MAD)	5.4578972 × 10⁸
Skewness	0.36910906
Sum	2.4356922 × 10¹¹
Variance	3.5599117 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
142131864	1	0.3%
1390291389	1	0.3%
1120807359	1	0.3%
1142594553	1	0.3%
1098802807	1	0.3%
1260177654	1	0.3%
1083492536	1	0.3%
1498964367	1	0.3%
1311750843	1	0.3%
908490581	1	0.3%
Other values (331)	331	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7365579	1	0.3%
8480315	1	0.3%
8707850	1	0.3%
9785616	1	0.3%
11004697	1	0.3%
11176085	1	0.3%
13019466	1	0.3%
13043134	1	0.3%
13051951	1	0.3%
13375400	1	0.3%

Value	Count	Frequency (%)
2091650171	1	0.3%
2082924428	1	0.3%
2055280560	1	0.3%
2036573885	1	0.3%
1987166938	1	0.3%
1956233041	1	0.3%
1952153781	1	0.3%
1941292282	1	0.3%
1923801742	1	0.3%
1829558851	1	0.3%

Heatmap
Table

	일자	지역	문화취미-영화관	숙박	약국	연료	유통업영리 - 편의점	일반휴게	학원	기타	전체금액
일자	1.000	0.000	0.078	0.000	0.274	0.000	0.000	0.000	0.000	0.000	0.000
지역	0.000	1.000	0.550	0.624	0.740	0.857	0.897	0.722	0.596	0.832	0.835
문화취미-영화관	0.078	0.550	1.000	0.246	0.546	0.784	0.607	0.855	0.665	0.691	0.734
숙박	0.000	0.624	0.246	1.000	0.574	0.674	0.552	0.601	0.000	0.703	0.720
약국	0.274	0.740	0.546	0.574	1.000	0.838	0.743	0.769	0.822	0.874	0.855
연료	0.000	0.857	0.784	0.674	0.838	1.000	0.861	0.900	0.797	0.908	0.961
유통업영리 - 편의점	0.000	0.897	0.607	0.552	0.743	0.861	1.000	0.770	0.650	0.837	0.864
일반휴게	0.000	0.722	0.855	0.601	0.769	0.900	0.770	1.000	0.716	0.878	0.902
학원	0.000	0.596	0.665	0.000	0.822	0.797	0.650	0.716	1.000	0.715	0.807
기타	0.000	0.832	0.691	0.703	0.874	0.908	0.837	0.878	0.715	1.000	0.964
전체금액	0.000	0.835	0.734	0.720	0.855	0.961	0.864	0.902	0.807	0.964	1.000

Heatmap
Table

	지역	일자
지역	1.000	0.000
일자	0.000	1.000

Heatmap
Table

	문화취미-영화관	숙박	약국	연료	유통업영리 - 편의점	일반휴게	학원	기타	전체금액	일자	지역
문화취미-영화관	1.000	0.696	0.689	0.860	0.856	0.899	0.697	0.809	0.839	0.021	0.271
숙박	0.696	1.000	0.503	0.615	0.563	0.687	0.552	0.580	0.600	0.000	0.324
약국	0.689	0.503	1.000	0.867	0.889	0.808	0.934	0.896	0.899	0.095	0.430
연료	0.860	0.615	0.867	1.000	0.944	0.961	0.863	0.960	0.974	0.000	0.590
유통업영리 - 편의점	0.856	0.563	0.889	0.944	1.000	0.922	0.836	0.930	0.938	0.000	0.714
일반휴게	0.899	0.687	0.808	0.961	0.922	1.000	0.809	0.928	0.955	0.000	0.411
학원	0.697	0.552	0.934	0.863	0.836	0.809	1.000	0.851	0.887	0.000	0.303
기타	0.809	0.580	0.896	0.960	0.930	0.928	0.851	1.000	0.987	0.000	0.549
전체금액	0.839	0.600	0.899	0.974	0.938	0.955	0.887	0.987	1.000	0.000	0.553
일자	0.021	0.000	0.095	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
지역	0.271	0.324	0.430	0.590	0.714	0.411	0.303	0.549	0.553	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

	일자	지역	문화취미-영화관	숙박	약국	연료	유통업영리 - 편의점	일반휴게	학원	기타	전체금액
0	2023-08-01	인천광역시 강화군	21000	177000	3726670	12505324	2787700	52586480	12135000	58192690	142131864
1	2023-08-02	인천광역시 강화군	7000	396500	3348530	11501757	3625570	54763320	7714000	63841050	145197727
2	2023-08-03	인천광역시 강화군	93000	1033000	3759320	10911559	2521760	55241680	10331500	59230076	143121895
3	2023-08-04	인천광역시 강화군	6000	193500	4150600	11146319	3258690	52406340	8638000	64222710	144022159
4	2023-08-05	인천광역시 강화군	55000	194500	1747900	11122102	3103420	73006218	2199000	73288166	164716306
5	2023-08-06	인천광역시 강화군	13000	270000	365500	7812964	2939420	57473210	677000	53260500	122811594
6	2023-08-07	인천광역시 강화군	60000	124000	4448440	13999256	2810260	34958638	10330000	53589935	120320529
7	2023-08-08	인천광역시 강화군	21000	158000	3557640	12208793	2528880	40073220	10122000	50515326	119184859
8	2023-08-09	인천광역시 강화군	60000	57500	2917122	12254009	2671550	37450936	5541000	59166704	120118821
9	2023-08-10	인천광역시 강화군	14000	227500	3009280	6146434	1811230	24863400	1461500	44460500	81993844

	일자	지역	기타	전체금액
331	2023-08-22	기타	75010518	75010518
332	2023-08-23	기타	45304383	45304383
333	2023-08-24	기타	57659180	57659180
334	2023-08-25	기타	44793830	44793830
335	2023-08-26	기타	18512100	18512100
336	2023-08-27	기타	8480315	8480315
337	2023-08-28	기타	45226720	45226720
338	2023-08-29	기타	25627264	25627264
339	2023-08-30	기타	28542783	28542783
340	2023-08-31	기타	151777129	151777129

Overview

Variables

Common Values

Length

Common Values

Length

Interactions

Correlations

Missing values

Sample