gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	21
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.8 KiB
Average record size in memory	184.1 B

Variable types

Numeric	18
Categorical	1
Text	1

Dataset

Description	에너지다소비사업자의 에너지사용량신고에 대한 데이터로 지역(지자체)별, 연도별, 부문별 다소비사업자의 연료사용량에 대한 데이터 개방
Author	한국에너지공단
URL	https://www.data.go.kr/data/15086729/fileData.do

Alerts

`강원(toe)` is highly overall correlated with `경기(toe)` and 14 other fields	High correlation
`경기(toe)` is highly overall correlated with `강원(toe)` and 14 other fields	High correlation
`경남(toe)` is highly overall correlated with `강원(toe)` and 14 other fields	High correlation
`경북(toe)` is highly overall correlated with `강원(toe)` and 14 other fields	High correlation
`광주(toe)` is highly overall correlated with `강원(toe)` and 14 other fields	High correlation
`대구(toe)` is highly overall correlated with `강원(toe)` and 14 other fields	High correlation
`대전(toe)` is highly overall correlated with `강원(toe)` and 14 other fields	High correlation
`부산(toe)` is highly overall correlated with `경기(toe)` and 13 other fields	High correlation
`서울(toe)` is highly overall correlated with `강원(toe)` and 2 other fields	High correlation
`울산(toe)` is highly overall correlated with `경기(toe)` and 13 other fields	High correlation
`인천(toe)` is highly overall correlated with `강원(toe)` and 14 other fields	High correlation
`전남(toe)` is highly overall correlated with `강원(toe)` and 14 other fields	High correlation
`전북(toe)` is highly overall correlated with `강원(toe)` and 14 other fields	High correlation
`제주(toe)` is highly overall correlated with `강원(toe)` and 2 other fields	High correlation
`충남(toe)` is highly overall correlated with `강원(toe)` and 14 other fields	High correlation
`충북(toe)` is highly overall correlated with `강원(toe)` and 14 other fields	High correlation
`총합계(toe)` is highly overall correlated with `강원(toe)` and 14 other fields	High correlation
`부문` is highly overall correlated with `강원(toe)` and 16 other fields	High correlation
`강원(toe)` has unique values	Unique
`경기(toe)` has unique values	Unique
`경남(toe)` has unique values	Unique
`경북(toe)` has unique values	Unique
`광주(toe)` has unique values	Unique
`대구(toe)` has unique values	Unique
`대전(toe)` has unique values	Unique
`부산(toe)` has unique values	Unique
`서울(toe)` has unique values	Unique
`울산(toe)` has unique values	Unique
`인천(toe)` has unique values	Unique
`전남(toe)` has unique values	Unique
`전북(toe)` has unique values	Unique
`제주(toe)` has unique values	Unique
`충남(toe)` has unique values	Unique
`충북(toe)` has unique values	Unique
`총합계(toe)` has unique values	Unique

Reproduction

Analysis started	2024-04-20 19:32:26.932314
Analysis finished	2024-04-20 19:33:46.353742
Duration	1 minute and 19.42 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Real number (ℝ)

Distinct	7
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2019

Minimum	2016
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	2016
5-th percentile	2016
Q1	2017
median	2019
Q3	2021
95-th percentile	2022
Maximum	2022
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.0493902
Coefficient of variation (CV)	0.0010150521
Kurtosis	-1.2573099
Mean	2019
Median Absolute Deviation (MAD)	2
Skewness	0
Sum	42399
Variance	4.2
Monotonicity	Increasing

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2016	3	14.3%
2017	3	14.3%
2018	3	14.3%
2019	3	14.3%
2020	3	14.3%
2021	3	14.3%
2022	3	14.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2016	3	14.3%
2017	3	14.3%
2018	3	14.3%
2019	3	14.3%
2020	3	14.3%
2021	3	14.3%
2022	3	14.3%

Value	Count	Frequency (%)
2022	3	14.3%
2021	3	14.3%
2020	3	14.3%
2019	3	14.3%
2018	3	14.3%
2017	3	14.3%
2016	3	14.3%

부문
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	14.3%
Missing	0
Missing (%)	0.0%
Memory size	296.0 B

산업	7
건물	7
수송	7

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	산업
2nd row	건물
3rd row	수송
4th row	산업
5th row	건물

Common Values

Value	Count	Frequency (%)
산업	7	33.3%
건물	7	33.3%
수송	7	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
산업	7	33.3%
건물	7	33.3%
수송	7	33.3%

강원(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1352738

Minimum	26340.844
Maximum	4577436.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	26340.844
5-th percentile	32147.854
Q1	52810.067
median	60634.584
Q3	3657098.7
95-th percentile	4513676.6
Maximum	4577436.7
Range	4551095.9
Interquartile range (IQR)	3604288.7

Descriptive statistics

Standard deviation	1926122.1
Coefficient of variation (CV)	1.4238693
Kurtosis	-1.224381
Mean	1352738
Median Absolute Deviation (MAD)	12186.122
Skewness	0.88468657
Sum	28407498
Variance	3.7099465 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
2467781.737	1	4.8%
60634.584	1	4.8%
37663.2	1	4.8%
61608.359	1	4.8%
4513676.558	1	4.8%
26340.844	1	4.8%
52810.067	1	4.8%
3977894.147	1	4.8%
32147.854	1	4.8%
53083.689	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26340.844	1	4.8%
32147.854	1	4.8%
37663.2	1	4.8%
48448.462	1	4.8%
52583.759	1	4.8%
52810.067	1	4.8%
53083.689	1	4.8%
57445.231	1	4.8%
59361.181	1	4.8%
59783.899	1	4.8%

Value	Count	Frequency (%)
4577436.73	1	4.8%
4513676.558	1	4.8%
4357936.978	1	4.8%
4120736.877	1	4.8%
3977894.147	1	4.8%
3657098.724	1	4.8%
2467781.737	1	4.8%
66747.981	1	4.8%
66277.335	1	4.8%
61608.359	1	4.8%

경기(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4502578.5

Minimum	138922.32
Maximum	14822916
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	138922.32
5-th percentile	148121.21
Q1	159188.48
median	557205.68
Q3	11451360
95-th percentile	14182089
Maximum	14822916
Range	14683993
Interquartile range (IQR)	11292171

Descriptive statistics

Standard deviation	6109987.1
Coefficient of variation (CV)	1.3569974
Kurtosis	-1.3369253
Mean	4502578.5
Median Absolute Deviation (MAD)	402059.02
Skewness	0.83698427
Sum	94554148
Variance	3.7331942 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
9695982.976	1	4.8%
151836.261	1	4.8%
420971.164	1	4.8%
148121.211	1	4.8%
14822915.59	1	4.8%
446652.646	1	4.8%
138922.315	1	4.8%
14182088.92	1	4.8%
458377.637	1	4.8%
157851.218	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
138922.315	1	4.8%
148121.211	1	4.8%
151836.261	1	4.8%
155146.657	1	4.8%
157851.218	1	4.8%
159188.478	1	4.8%
180004.954	1	4.8%
420971.164	1	4.8%
446652.646	1	4.8%
458377.637	1	4.8%

Value	Count	Frequency (%)
14822915.59	1	4.8%
14182088.92	1	4.8%
13523257.45	1	4.8%
13109898.82	1	4.8%
13019753.29	1	4.8%
11451359.69	1	4.8%
9695982.976	1	4.8%
597925.1	1	4.8%
594198.808	1	4.8%
582489.45	1	4.8%

경남(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	509290.23

Minimum	26882.905
Maximum	3511650.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	26882.905
5-th percentile	28325.714
Q1	35002.783
median	94381.539
Q3	696069.12
95-th percentile	2623858.2
Maximum	3511650.8
Range	3484767.9
Interquartile range (IQR)	661066.34

Descriptive statistics

Standard deviation	910918.78
Coefficient of variation (CV)	1.7886045
Kurtosis	6.4825238
Mean	509290.23
Median Absolute Deviation (MAD)	60281.474
Skewness	2.5819561
Sum	10695095
Variance	8.2977303 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
792973.959	1	4.8%
28325.714	1	4.8%
75586.619	1	4.8%
33259.664	1	4.8%
3511650.779	1	4.8%
74135.964	1	4.8%
35002.783	1	4.8%
2623858.244	1	4.8%
81692.687	1	4.8%
34100.065	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26882.905	1	4.8%
28325.714	1	4.8%
33259.664	1	4.8%
34100.065	1	4.8%
34198.297	1	4.8%
35002.783	1	4.8%
36415.286	1	4.8%
74135.964	1	4.8%
75586.619	1	4.8%
81692.687	1	4.8%

Value	Count	Frequency (%)
3511650.779	1	4.8%
2623858.244	1	4.8%
821069.379	1	4.8%
792973.959	1	4.8%
711936.008	1	4.8%
696069.121	1	4.8%
683689.173	1	4.8%
102076.165	1	4.8%
99163.562	1	4.8%
98626.999	1	4.8%

경북(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3247457

Minimum	16728.539
Maximum	10100949
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	16728.539
5-th percentile	17904.434
Q1	24054.627
median	81059.629
Q3	9654532.7
95-th percentile	9901747.8
Maximum	10100949
Range	10084220
Interquartile range (IQR)	9630478.1

Descriptive statistics

Standard deviation	4646003.1
Coefficient of variation (CV)	1.4306588
Kurtosis	-1.5292236
Mean	3247457
Median Absolute Deviation (MAD)	60887.072
Skewness	0.77845241
Sum	68196597
Variance	2.1585345 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
9897609.388	1	4.8%
24054.627	1	4.8%
66501.155	1	4.8%
17904.434	1	4.8%
8321800.961	1	4.8%
70771.75	1	4.8%
18278.542	1	4.8%
9770158.375	1	4.8%
71246.72	1	4.8%
16728.539	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16728.539	1	4.8%
17904.434	1	4.8%
18278.542	1	4.8%
20172.557	1	4.8%
24016.434	1	4.8%
24054.627	1	4.8%
24268.683	1	4.8%
66501.155	1	4.8%
70771.75	1	4.8%
71246.72	1	4.8%

Value	Count	Frequency (%)
10100948.84	1	4.8%
9901747.823	1	4.8%
9897609.388	1	4.8%
9857552.286	1	4.8%
9770158.375	1	4.8%
9654532.724	1	4.8%
8321800.961	1	4.8%
88807.044	1	4.8%
87320.465	1	4.8%
81116.011	1	4.8%

광주(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80649.113

Minimum	12280.298
Maximum	200269.43
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	12280.298
5-th percentile	13558.131
Q1	15405.894
median	30452.983
Q3	189811.21
95-th percentile	197748.5
Maximum	200269.43
Range	187989.13
Interquartile range (IQR)	174405.32

Descriptive statistics

Standard deviation	81924.796
Coefficient of variation (CV)	1.0158177
Kurtosis	-1.569871
Mean	80649.113
Median Absolute Deviation (MAD)	15547.745
Skewness	0.71987472
Sum	1693631.4
Variance	6.7116723 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
189811.209	1	4.8%
15186.66	1	4.8%
24405.798	1	4.8%
14905.238	1	4.8%
197748.501	1	4.8%
28226.487	1	4.8%
13558.131	1	4.8%
200269.43	1	4.8%
25999.786	1	4.8%
12280.298	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12280.298	1	4.8%
13558.131	1	4.8%
14905.238	1	4.8%
15090.645	1	4.8%
15186.66	1	4.8%
15405.894	1	4.8%
15798.151	1	4.8%
24405.798	1	4.8%
25999.786	1	4.8%
28226.487	1	4.8%

Value	Count	Frequency (%)
200269.43	1	4.8%
197748.501	1	4.8%
194914.636	1	4.8%
191611.801	1	4.8%
191048.954	1	4.8%
189811.209	1	4.8%
184433.114	1	4.8%
46252.663	1	4.8%
44788.692	1	4.8%
41442.311	1	4.8%

대구(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	319492

Minimum	27168.572
Maximum	928168.66
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	27168.572
5-th percentile	27208.158
Q1	29964.191
median	98240.862
Q3	778471.54
95-th percentile	862497.09
Maximum	928168.66
Range	901000.09
Interquartile range (IQR)	748507.35

Descriptive statistics

Standard deviation	379514.57
Coefficient of variation (CV)	1.1878688
Kurtosis	-1.5120972
Mean	319492
Median Absolute Deviation (MAD)	70411.649
Skewness	0.7634846
Sum	6709331.9
Variance	1.4403131 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
928168.659	1	4.8%
27168.572	1	4.8%
69123.35	1	4.8%
31238.017	1	4.8%
778471.543	1	4.8%
62630.917	1	4.8%
29964.191	1	4.8%
850018.003	1	4.8%
61774.091	1	4.8%
27558.974	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27168.572	1	4.8%
27208.158	1	4.8%
27558.974	1	4.8%
27829.213	1	4.8%
29805.284	1	4.8%
29964.191	1	4.8%
31238.017	1	4.8%
61774.091	1	4.8%
62630.917	1	4.8%
69123.35	1	4.8%

Value	Count	Frequency (%)
928168.659	1	4.8%
862497.091	1	4.8%
850018.003	1	4.8%
845770.84	1	4.8%
844429.489	1	4.8%
778471.543	1	4.8%
772296.452	1	4.8%
114596.516	1	4.8%
114264.369	1	4.8%
106277.309	1	4.8%

대전(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	148105.02

Minimum	70831.04
Maximum	227112.31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	70831.04
5-th percentile	71415.066
Q1	76027.83
median	146879.98
Q3	217368.84
95-th percentile	226192.77
Maximum	227112.31
Range	156281.27
Interquartile range (IQR)	141341.01

Descriptive statistics

Standard deviation	66029.832
Coefficient of variation (CV)	0.44583114
Kurtosis	-1.9130401
Mean	148105.02
Median Absolute Deviation (MAD)	70852.145
Skewness	0.005366284
Sum	3110205.5
Variance	4.3599387 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
220440.233	1	4.8%
76027.83	1	4.8%
98037.402	1	4.8%
71415.066	1	4.8%
217368.839	1	4.8%
111434.327	1	4.8%
72147.623	1	4.8%
227112.314	1	4.8%
122723.58	1	4.8%
70831.04	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
70831.04	1	4.8%
71415.066	1	4.8%
72147.623	1	4.8%
72255.198	1	4.8%
75757.063	1	4.8%
76027.83	1	4.8%
77204.051	1	4.8%
98037.402	1	4.8%
111434.327	1	4.8%
122723.58	1	4.8%

Value	Count	Frequency (%)
227112.314	1	4.8%
226192.766	1	4.8%
223802.841	1	4.8%
220440.233	1	4.8%
218588.063	1	4.8%
217368.839	1	4.8%
216196.791	1	4.8%
207846.381	1	4.8%
197561.309	1	4.8%
160382.804	1	4.8%

부산(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	285391.79

Minimum	58050.221
Maximum	488910.94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	58050.221
5-th percentile	62262.798
Q1	72134.205
median	360270.07
Q3	413930.1
95-th percentile	449458.32
Maximum	488910.94
Range	430860.72
Interquartile range (IQR)	341795.9

Descriptive statistics

Standard deviation	164559.82
Coefficient of variation (CV)	0.57661021
Kurtosis	-1.5923464
Mean	285391.79
Median Absolute Deviation (MAD)	70717.485
Skewness	-0.51830361
Sum	5993227.7
Variance	2.7079935 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
440607.253	1	4.8%
78332.969	1	4.8%
308967.499	1	4.8%
62433.003	1	4.8%
408622.778	1	4.8%
310090.88	1	4.8%
66451.838	1	4.8%
404058.166	1	4.8%
305594.988	1	4.8%
58050.221	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
58050.221	1	4.8%
62262.798	1	4.8%
62433.003	1	4.8%
66451.838	1	4.8%
71285.874	1	4.8%
72134.205	1	4.8%
78332.969	1	4.8%
305594.988	1	4.8%
308967.499	1	4.8%
310090.88	1	4.8%

Value	Count	Frequency (%)
488910.94	1	4.8%
449458.315	1	4.8%
440607.253	1	4.8%
430987.555	1	4.8%
424504.386	1	4.8%
413930.102	1	4.8%
412889.699	1	4.8%
408622.778	1	4.8%
404058.166	1	4.8%
363384.13	1	4.8%

서울(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	526895.77

Minimum	219833.72
Maximum	1077618.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	219833.72
5-th percentile	235406.43
Q1	266436.94
median	341808.39
Q3	931089.21
95-th percentile	1075403.6
Maximum	1077618.8
Range	857785.12
Interquartile range (IQR)	664652.26

Descriptive statistics

Standard deviation	338778.19
Coefficient of variation (CV)	0.64297004
Kurtosis	-1.3827518
Mean	526895.77
Median Absolute Deviation (MAD)	99309.685
Skewness	0.77083773
Sum	11064811
Variance	1.1477066 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
238918.852	1	4.8%
366194.438	1	4.8%
946190.316	1	4.8%
332362.892	1	4.8%
307994.849	1	4.8%
931089.207	1	4.8%
312974.47	1	4.8%
266436.943	1	4.8%
851912.8	1	4.8%
307590.173	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
219833.719	1	4.8%
235406.434	1	4.8%
238918.852	1	4.8%
242498.702	1	4.8%
263553.496	1	4.8%
266436.943	1	4.8%
307590.173	1	4.8%
307994.849	1	4.8%
312974.47	1	4.8%
332362.892	1	4.8%

Value	Count	Frequency (%)
1077618.843	1	4.8%
1075403.6	1	4.8%
1040911.964	1	4.8%
982610.442	1	4.8%
946190.316	1	4.8%
931089.207	1	4.8%
851912.8	1	4.8%
366845.911	1	4.8%
366194.438	1	4.8%
356654.639	1	4.8%

세종(toe)
Text

Distinct	15
Distinct (%)	71.4%
Missing	0
Missing (%)	0.0%
Memory size	296.0 B

Length

Max length	9
Median length	8
Mean length	6.9047619
Min length	4

Characters and Unicode

Total characters	145
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	14 ?
Unique (%)	66.7%

Sample

1st row	52861.618
2nd row	1078.792
3rd row	해당없음
4th row	52064.005
5th row	1019.925

Value	Count	Frequency (%)
해당없음	7	33.3%
52861.618	1	4.8%
1078.792	1	4.8%
52064.005	1	4.8%
1019.925	1	4.8%
54423.472	1	4.8%
871.707	1	4.8%
64087.232	1	4.8%
791.885	1	4.8%
58580.371	1	4.8%
Other values (5)	5	23.8%

Most occurring characters

Value	Count	Frequency (%)
1	17	11.7%
.	14	9.7%
7	14	9.7%
0	13	9.0%
2	11	7.6%
8	11	7.6%
5	9	6.2%
6	8	5.5%
해	7	4.8%
당	7	4.8%
Other values (5)	34	23.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	103	71.0%
Other Letter	28	19.3%
Other Punctuation	14	9.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	17	16.5%
7	14	13.6%
0	13	12.6%
2	11	10.7%
8	11	10.7%
5	9	8.7%
6	8	7.8%
9	7	6.8%
4	7	6.8%
3	6	5.8%

Other Letter

Value	Count	Frequency (%)
해	7	25.0%
당	7	25.0%
없	7	25.0%
음	7	25.0%

Other Punctuation

Value	Count	Frequency (%)
.	14	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	117	80.7%
Hangul	28	19.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	17	14.5%
.	14	12.0%
7	14	12.0%
0	13	11.1%
2	11	9.4%
8	11	9.4%
5	9	7.7%
6	8	6.8%
9	7	6.0%
4	7	6.0%

Hangul

Value	Count	Frequency (%)
해	7	25.0%
당	7	25.0%
없	7	25.0%
음	7	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	117	80.7%
Hangul	28	19.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	17	14.5%
.	14	12.0%
7	14	12.0%
0	13	11.1%
2	11	9.4%
8	11	9.4%
5	9	7.7%
6	8	6.8%
9	7	6.0%
4	7	6.0%

Hangul

Value	Count	Frequency (%)
해	7	25.0%
당	7	25.0%
없	7	25.0%
음	7	25.0%

울산(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2964006.6

Minimum	5948.584
Maximum	9650944.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	5948.584
5-th percentile	6598.161
Q1	7574.82
median	42530.009
Q3	8182314.5
95-th percentile	9407314.4
Maximum	9650944.1
Range	9644995.5
Interquartile range (IQR)	8174739.7

Descriptive statistics

Standard deviation	4274467.2
Coefficient of variation (CV)	1.4421247
Kurtosis	-1.5002996
Mean	2964006.6
Median Absolute Deviation (MAD)	35356.015
Skewness	0.7864344
Sum	62244138
Variance	1.827107 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
7804328.578	1	4.8%
5948.584	1	4.8%
44956.584	1	4.8%
6598.161	1	4.8%
8749397.923	1	4.8%
42530.009	1	4.8%
6771.307	1	4.8%
9124017.86	1	4.8%
43524.567	1	4.8%
7775.23	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5948.584	1	4.8%
6598.161	1	4.8%
6771.307	1	4.8%
7173.994	1	4.8%
7263.066	1	4.8%
7574.82	1	4.8%
7775.23	1	4.8%
37634.24	1	4.8%
40750.296	1	4.8%
41208.8	1	4.8%

Value	Count	Frequency (%)
9650944.094	1	4.8%
9407314.423	1	4.8%
9124017.86	1	4.8%
8978000.783	1	4.8%
8749397.923	1	4.8%
8182314.514	1	4.8%
7804328.578	1	4.8%
48109.926	1	4.8%
44956.584	1	4.8%
43524.567	1	4.8%

인천(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1277441.2

Minimum	24125.798
Maximum	4069071.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	24125.798
5-th percentile	26406.01
Q1	35547.075
median	111197.74
Q3	3480424
95-th percentile	3982716.4
Maximum	4069071.1
Range	4044945.3
Interquartile range (IQR)	3444877

Descriptive statistics

Standard deviation	1758577.2
Coefficient of variation (CV)	1.3766405
Kurtosis	-1.4782629
Mean	1277441.2
Median Absolute Deviation (MAD)	82465.906
Skewness	0.79139745
Sum	26826264
Variance	3.0925938 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
3480424.027	1	4.8%
35547.075	1	4.8%
97336.263	1	4.8%
26406.01	1	4.8%
3500067.886	1	4.8%
95663.962	1	4.8%
26735.815	1	4.8%
3982716.366	1	4.8%
100148.499	1	4.8%
24125.798	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24125.798	1	4.8%
26406.01	1	4.8%
26735.815	1	4.8%
28731.837	1	4.8%
30160.458	1	4.8%
35547.075	1	4.8%
35839.913	1	4.8%
95663.962	1	4.8%
97336.263	1	4.8%
100148.499	1	4.8%

Value	Count	Frequency (%)
4069071.131	1	4.8%
3982716.366	1	4.8%
3911675.701	1	4.8%
3649468.801	1	4.8%
3500067.886	1	4.8%
3480424.027	1	4.8%
3259912.164	1	4.8%
123937.918	1	4.8%
122512.072	1	4.8%
114584.842	1	4.8%

전남(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7243448.2

Minimum	4599.402
Maximum	22448718
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	4599.402
5-th percentile	5621.037
Q1	7997.371
median	76178.379
Q3	20833209
95-th percentile	22303816
Maximum	22448718
Range	22444119
Interquartile range (IQR)	20825211

Descriptive statistics

Standard deviation	10443071
Coefficient of variation (CV)	1.4417264
Kurtosis	-1.5596082
Mean	7243448.2
Median Absolute Deviation (MAD)	68647.633
Skewness	0.76844816
Sum	1.5211241 × 10⁸
Variance	1.0905773 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
21118198.07	1	4.8%
4599.402	1	4.8%
92055.997	1	4.8%
7631.968	1	4.8%
20564816.91	1	4.8%
76178.379	1	4.8%
7997.371	1	4.8%
22303816.08	1	4.8%
73973.588	1	4.8%
7530.746	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4599.402	1	4.8%
5621.037	1	4.8%
7017.332	1	4.8%
7530.746	1	4.8%
7631.968	1	4.8%
7997.371	1	4.8%
8191.669	1	4.8%
73973.588	1	4.8%
75559.115	1	4.8%
75825.017	1	4.8%

Value	Count	Frequency (%)
22448717.97	1	4.8%
22303816.08	1	4.8%
22298871.03	1	4.8%
21940163.75	1	4.8%
21118198.07	1	4.8%
20833208.83	1	4.8%
20564816.91	1	4.8%
92055.997	1	4.8%
81701.733	1	4.8%
80736.992	1	4.8%

전북(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	778945.37

Minimum	16347.706
Maximum	2473157
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	16347.706
5-th percentile	16924.961
Q1	19033.29
median	50383.123
Q3	2122238.7
95-th percentile	2386846
Maximum	2473157
Range	2456809.3
Interquartile range (IQR)	2103205.4

Descriptive statistics

Standard deviation	1074475.6
Coefficient of variation (CV)	1.3793979
Kurtosis	-1.515789
Mean	778945.37
Median Absolute Deviation (MAD)	33458.162
Skewness	0.77966714
Sum	16357853
Variance	1.1544978 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
2473157.05	1	4.8%
18566.765	1	4.8%
39044.604	1	4.8%
17712.696	1	4.8%
2070419.467	1	4.8%
38437.521	1	4.8%
16347.706	1	4.8%
2315257.027	1	4.8%
45876.697	1	4.8%
16924.961	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16347.706	1	4.8%
16924.961	1	4.8%
17712.696	1	4.8%
18566.765	1	4.8%
18622.354	1	4.8%
19033.29	1	4.8%
19140.721	1	4.8%
38437.521	1	4.8%
39044.604	1	4.8%
45876.697	1	4.8%

Value	Count	Frequency (%)
2473157.05	1	4.8%
2386845.996	1	4.8%
2315257.027	1	4.8%
2245513.409	1	4.8%
2189009.105	1	4.8%
2122238.701	1	4.8%
2070419.467	1	4.8%
103130.377	1	4.8%
99556.066	1	4.8%
52635.089	1	4.8%

제주(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22400.172

Minimum	673.058
Maximum	128254.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	673.058
5-th percentile	2056.443
Q1	4086.238
median	10227.885
Q3	27804.375
95-th percentile	93638.015
Maximum	128254.77
Range	127581.72
Interquartile range (IQR)	23718.137

Descriptive statistics

Standard deviation	31637.856
Coefficient of variation (CV)	1.4123934
Kurtosis	6.7680431
Mean	22400.172
Median Absolute Deviation (MAD)	6768.405
Skewness	2.6012846
Sum	470403.61
Variance	1.0009539 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
673.058	1	4.8%
8086.413	1	4.8%
34064.628	1	4.8%
16039.45	1	4.8%
4086.238	1	4.8%
27804.375	1	4.8%
15621.277	1	4.8%
3885.333	1	4.8%
32550.794	1	4.8%
10265.849	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
673.058	1	4.8%
2056.443	1	4.8%
2095.657	1	4.8%
3459.48	1	4.8%
3885.333	1	4.8%
4086.238	1	4.8%
8086.413	1	4.8%
8385.292	1	4.8%
9777.783	1	4.8%
10133.319	1	4.8%

Value	Count	Frequency (%)
128254.774	1	4.8%
93638.015	1	4.8%
34064.628	1	4.8%
32550.794	1	4.8%
28683.739	1	4.8%
27804.375	1	4.8%
20613.805	1	4.8%
16039.45	1	4.8%
15621.277	1	4.8%
10265.849	1	4.8%

충남(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4908874

Minimum	15767.604
Maximum	15521820
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	15767.604
5-th percentile	16312.391
Q1	22563.317
median	40702.775
Q3	14225665
95-th percentile	15207202
Maximum	15521820
Range	15506053
Interquartile range (IQR)	14203102

Descriptive statistics

Standard deviation	7076934.8
Coefficient of variation (CV)	1.4416615
Kurtosis	-1.556596
Mean	4908874
Median Absolute Deviation (MAD)	19067.411
Skewness	0.76926995
Sum	1.0308635 × 10⁸
Variance	5.0083006 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
13997372.42	1	4.8%
24255.877	1	4.8%
33164.129	1	4.8%
21635.364	1	4.8%
14526442.8	1	4.8%
32883.253	1	4.8%
16312.391	1	4.8%
14225665.43	1	4.8%
34843.02	1	4.8%
15767.604	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15767.604	1	4.8%
16312.391	1	4.8%
21119.365	1	4.8%
21635.364	1	4.8%
21650.373	1	4.8%
22563.317	1	4.8%
24255.877	1	4.8%
32883.253	1	4.8%
33164.129	1	4.8%
34843.02	1	4.8%

Value	Count	Frequency (%)
15521820.28	1	4.8%
15207202.41	1	4.8%
14916527.56	1	4.8%
14526442.8	1	4.8%
14271710.22	1	4.8%
14225665.43	1	4.8%
13997372.42	1	4.8%
46236.54	1	4.8%
45367.567	1	4.8%
43111.635	1	4.8%

충북(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	670931.34

Minimum	17101.789
Maximum	2019325.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	17101.789
5-th percentile	17971.446
Q1	20370.548
median	55213.423
Q3	1889540.9
95-th percentile	2000642.5
Maximum	2019325.2
Range	2002223.4
Interquartile range (IQR)	1869170.3

Descriptive statistics

Standard deviation	919339.27
Coefficient of variation (CV)	1.3702434
Kurtosis	-1.5618912
Mean	670931.34
Median Absolute Deviation (MAD)	36749.883
Skewness	0.76679439
Sum	14089558
Variance	8.4518469 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
1967547.752	1	4.8%
17971.446	1	4.8%
49035.715	1	4.8%
18463.54	1	4.8%
2000642.467	1	4.8%
49736.166	1	4.8%
18046.404	1	4.8%
2019325.237	1	4.8%
51175.157	1	4.8%
17101.789	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17101.789	1	4.8%
17971.446	1	4.8%
18046.404	1	4.8%
18463.54	1	4.8%
19617.63	1	4.8%
20370.548	1	4.8%
20519.822	1	4.8%
49035.715	1	4.8%
49736.166	1	4.8%
51175.157	1	4.8%

Value	Count	Frequency (%)
2019325.237	1	4.8%
2000642.467	1	4.8%
1967547.752	1	4.8%
1944217.109	1	4.8%
1915890.486	1	4.8%
1889540.878	1	4.8%
1833066.515	1	4.8%
69477.056	1	4.8%
57330.898	1	4.8%
55268.166	1	4.8%

총합계(toe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28858365

Minimum	838576.51
Maximum	86534226
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	317.0 B

Quantile statistics

Minimum	838576.51
5-th percentile	849212.4
Q1	943816.01
median	2943615.3
Q3	80161498
95-th percentile	86306830
Maximum	86534226
Range	85695650
Interquartile range (IQR)	79217682

Descriptive statistics

Standard deviation	39207839
Coefficient of variation (CV)	1.3586299
Kurtosis	-1.5462074
Mean	28858365
Median Absolute Deviation (MAD)	2018540.1
Skewness	0.77119134
Sum	6.0602567 × 10⁸
Variance	1.5372547 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
75766856.84	1	4.8%
943816.009	1	4.8%
2437104.423	1	4.8%
888965.155	1	4.8%
84563323.87	1	4.8%
2424606.687	1	4.8%
849212.398	1	4.8%
86534226.33	1	4.8%
2393562.465	1	4.8%
838576.507	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
838576.507	1	4.8%
849212.398	1	4.8%
888965.155	1	4.8%
925075.178	1	4.8%
937408.249	1	4.8%
943816.009	1	4.8%
968828.815	1	4.8%
2393562.465	1	4.8%
2424606.687	1	4.8%
2437104.423	1	4.8%

Value	Count	Frequency (%)
86534226.33	1	4.8%
86306830.12	1	4.8%
85014452.09	1	4.8%
84563323.87	1	4.8%
81798752.09	1	4.8%
80161497.53	1	4.8%
75766856.84	1	4.8%
3223329.074	1	4.8%
3126530.284	1	4.8%
2979098.235	1	4.8%

Phik (φk)
Auto

Heatmap
Table

	연도	부문	강원(toe)	경기(toe)	경남(toe)	경북(toe)	광주(toe)	대구(toe)	대전(toe)	부산(toe)	서울(toe)	세종(toe)	울산(toe)	인천(toe)	전남(toe)	전북(toe)	제주(toe)	충남(toe)	충북(toe)	총합계(toe)
연도	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
부문	0.000	1.000	0.647	0.647	0.647	0.926	0.964	0.926	1.000	0.831	0.868	1.000	0.926	0.623	1.000	0.926	0.633	1.000	1.000	0.926
강원(toe)	0.000	0.647	1.000	0.987	0.959	0.722	0.642	0.709	0.000	0.688	0.333	1.000	1.000	0.899	1.000	0.752	0.000	1.000	1.000	1.000
경기(toe)	0.000	0.647	0.987	1.000	0.959	0.722	0.642	0.709	0.000	0.747	0.361	1.000	1.000	0.844	1.000	0.755	0.000	1.000	1.000	1.000
경남(toe)	0.000	0.647	0.959	0.959	1.000	1.000	0.642	0.814	0.000	0.084	0.619	1.000	1.000	0.776	1.000	0.835	0.000	1.000	1.000	0.781
경북(toe)	0.000	0.926	0.722	0.722	1.000	1.000	0.926	0.979	0.611	0.527	0.671	1.000	0.937	0.700	1.000	0.959	0.000	1.000	1.000	0.931
광주(toe)	0.000	0.964	0.642	0.642	0.642	0.926	1.000	0.924	1.000	0.685	0.712	0.000	0.924	0.623	1.000	0.924	0.669	1.000	1.000	0.926
대구(toe)	0.000	0.926	0.709	0.709	0.814	0.979	0.924	1.000	0.589	0.561	0.601	1.000	0.952	0.644	1.000	0.987	0.000	1.000	1.000	0.937
대전(toe)	0.000	1.000	0.000	0.000	0.000	0.611	1.000	0.589	1.000	0.887	0.921	0.000	0.589	0.000	1.000	0.589	0.768	1.000	1.000	0.611
부산(toe)	0.000	0.831	0.688	0.747	0.084	0.527	0.685	0.561	0.887	1.000	0.933	0.000	0.525	0.563	0.640	0.622	0.772	0.650	0.650	0.527
서울(toe)	0.000	0.868	0.333	0.361	0.619	0.671	0.712	0.601	0.921	0.933	1.000	0.000	0.559	0.362	0.723	0.601	0.817	0.723	0.723	0.549
세종(toe)	0.000	1.000	1.000	1.000	1.000	1.000	0.000	1.000	0.000	0.000	0.000	1.000	1.000	1.000	1.000	1.000	0.000	1.000	1.000	1.000
울산(toe)	0.000	0.926	1.000	1.000	1.000	0.937	0.924	0.952	0.589	0.525	0.559	1.000	1.000	0.790	1.000	0.968	0.000	1.000	1.000	0.979
인천(toe)	0.000	0.623	0.899	0.844	0.776	0.700	0.623	0.644	0.000	0.563	0.362	1.000	0.790	1.000	1.000	0.698	0.000	1.000	1.000	0.700
전남(toe)	0.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.640	0.723	1.000	1.000	1.000	1.000	1.000	0.418	0.982	0.982	1.000
전북(toe)	0.000	0.926	0.752	0.755	0.835	0.959	0.924	0.987	0.589	0.622	0.601	1.000	0.968	0.698	1.000	1.000	0.000	1.000	1.000	0.946
제주(toe)	0.000	0.633	0.000	0.000	0.000	0.000	0.669	0.000	0.768	0.772	0.817	0.000	0.000	0.000	0.418	0.000	1.000	0.418	0.418	0.418
충남(toe)	0.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.650	0.723	1.000	1.000	1.000	0.982	1.000	0.418	1.000	0.983	1.000
충북(toe)	0.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.650	0.723	1.000	1.000	1.000	0.982	1.000	0.418	0.983	1.000	1.000
총합계(toe)	0.000	0.926	1.000	1.000	0.781	0.931	0.926	0.937	0.611	0.527	0.549	1.000	0.979	0.700	1.000	0.946	0.418	1.000	1.000	1.000

Heatmap
Table

	연도	강원(toe)	경기(toe)	경남(toe)	경북(toe)	광주(toe)	대구(toe)	대전(toe)	부산(toe)	서울(toe)	울산(toe)	인천(toe)	전남(toe)	전북(toe)	제주(toe)	충남(toe)	충북(toe)	총합계(toe)	부문
연도	1.000	-0.090	-0.051	-0.020	-0.204	-0.102	-0.051	-0.224	-0.346	-0.059	0.067	-0.114	0.079	-0.260	0.177	-0.145	-0.039	-0.102	0.000
강원(toe)	-0.090	1.000	0.577	0.527	0.562	0.568	0.529	0.549	0.475	-0.747	0.477	0.556	0.512	0.539	-0.803	0.584	0.534	0.590	0.577
경기(toe)	-0.051	0.577	1.000	0.952	0.916	0.964	0.903	0.938	0.848	-0.371	0.930	0.945	0.892	0.922	-0.356	0.923	0.943	0.966	0.577
경남(toe)	-0.020	0.527	0.952	1.000	0.882	0.953	0.938	0.932	0.844	-0.388	0.886	0.901	0.910	0.918	-0.365	0.887	0.934	0.923	0.577
경북(toe)	-0.204	0.562	0.916	0.882	1.000	0.913	0.918	0.953	0.929	-0.382	0.883	0.965	0.883	0.942	-0.422	0.970	0.929	0.951	0.667
광주(toe)	-0.102	0.568	0.964	0.953	0.913	1.000	0.899	0.966	0.879	-0.342	0.875	0.952	0.873	0.943	-0.413	0.923	0.956	0.966	0.772
대구(toe)	-0.051	0.529	0.903	0.938	0.918	0.899	1.000	0.925	0.897	-0.431	0.883	0.894	0.952	0.931	-0.336	0.895	0.916	0.921	0.667
대전(toe)	-0.224	0.549	0.938	0.932	0.953	0.966	0.925	1.000	0.931	-0.368	0.884	0.951	0.888	0.970	-0.427	0.943	0.932	0.969	0.850
부산(toe)	-0.346	0.475	0.848	0.844	0.929	0.879	0.897	0.931	1.000	-0.313	0.814	0.882	0.842	0.926	-0.332	0.925	0.834	0.897	0.814
서울(toe)	-0.059	-0.747	-0.371	-0.388	-0.382	-0.342	-0.431	-0.368	-0.313	1.000	-0.455	-0.353	-0.466	-0.399	0.812	-0.371	-0.349	-0.353	0.866
울산(toe)	0.067	0.477	0.930	0.886	0.883	0.875	0.883	0.884	0.814	-0.455	1.000	0.908	0.917	0.869	-0.329	0.877	0.869	0.913	0.667
인천(toe)	-0.114	0.556	0.945	0.901	0.965	0.952	0.894	0.951	0.882	-0.353	0.908	1.000	0.868	0.922	-0.394	0.949	0.951	0.974	0.624
전남(toe)	0.079	0.512	0.892	0.910	0.883	0.873	0.952	0.888	0.842	-0.466	0.917	0.868	1.000	0.895	-0.331	0.874	0.866	0.910	0.973
전북(toe)	-0.260	0.539	0.922	0.918	0.942	0.943	0.931	0.970	0.926	-0.399	0.869	0.922	0.895	1.000	-0.434	0.922	0.938	0.932	0.667
제주(toe)	0.177	-0.803	-0.356	-0.365	-0.422	-0.413	-0.336	-0.427	-0.332	0.812	-0.329	-0.394	-0.331	-0.434	1.000	-0.401	-0.404	-0.370	0.566
충남(toe)	-0.145	0.584	0.923	0.887	0.970	0.923	0.895	0.943	0.925	-0.371	0.877	0.949	0.874	0.922	-0.401	1.000	0.913	0.955	0.973
충북(toe)	-0.039	0.534	0.943	0.934	0.929	0.956	0.916	0.932	0.834	-0.349	0.869	0.951	0.866	0.938	-0.404	0.913	1.000	0.935	0.973
총합계(toe)	-0.102	0.590	0.966	0.923	0.951	0.966	0.921	0.969	0.897	-0.353	0.913	0.974	0.910	0.932	-0.370	0.955	0.935	1.000	0.667
부문	0.000	0.577	0.577	0.577	0.667	0.772	0.667	0.850	0.814	0.866	0.667	0.624	0.973	0.667	0.566	0.973	0.973	0.667	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

	연도	부문	강원(toe)	경기(toe)	경남(toe)	경북(toe)	광주(toe)	대구(toe)	대전(toe)	부산(toe)	서울(toe)	세종(toe)	울산(toe)	인천(toe)	전남(toe)	전북(toe)	제주(toe)	충남(toe)	충북(toe)	총합계(toe)
0	2016	산업	2467781.737	9695982.976	792973.959	9897609.388	189811.209	928168.659	220440.233	440607.253	238918.852	52861.618	7804328.578	3480424.027	21118198.07	2473157.05	673.058	13997372.42	1967547.752	75766856.84
1	2016	건물	60634.584	151836.261	28325.714	24054.627	15186.66	27168.572	76027.83	78332.969	366194.438	1078.792	5948.584	35547.075	4599.402	18566.765	8086.413	24255.877	17971.446	943816.009
2	2016	수송	48448.462	597925.1	102076.165	81059.629	46252.663	114264.369	207846.381	412889.699	1040911.964	해당없음	48109.926	123937.918	75825.017	99556.066	128254.774	40702.775	55268.166	3223329.074
3	2017	산업	3657098.724	11451359.69	821069.379	9654532.724	194914.636	844429.489	223802.841	449458.315	235406.434	52064.005	8182314.514	3259912.164	21940163.75	2386845.996	2056.443	14916527.56	1889540.878	80161497.53
4	2017	건물	59361.181	155146.657	26882.905	24016.434	15090.645	27208.158	75757.063	71285.874	356654.639	1019.925	7173.994	30160.458	5621.037	19140.721	8385.292	21650.373	20519.822	925075.178
5	2017	수송	59783.899	594198.808	98626.999	81116.011	44788.692	114596.516	197561.309	424504.386	982610.442	해당없음	40750.296	111197.743	81701.733	103130.377	93638.015	43111.635	55213.423	3126530.284
6	2018	산업	4577436.73	13109898.82	711936.008	9901747.823	191048.954	845770.84	226192.766	488910.94	263553.496	54423.472	9407314.423	3649468.801	22298871.03	2245513.409	2095.657	15207202.41	1833066.515	85014452.09
7	2018	건물	66747.981	159188.478	34198.297	24268.683	15798.151	29805.284	77204.051	72134.205	366845.911	871.707	7574.82	35839.913	7017.332	18622.354	9777.783	22563.317	20370.548	968828.815
8	2018	수송	57445.231	582489.45	99163.562	87320.465	41442.311	106277.309	160382.804	360270.07	1075403.6	해당없음	37634.24	114584.842	80736.992	52635.089	20613.805	45367.567	57330.898	2979098.235
9	2019	산업	4357936.978	13523257.45	696069.121	10100948.84	184433.114	862497.091	218588.063	430987.555	219833.719	64087.232	9650944.094	3911675.701	22448717.97	2189009.105	10133.319	15521820.28	1915890.486	86306830.12

	연도	부문	강원(toe)	경기(toe)	경남(toe)	경북(toe)	광주(toe)	대구(toe)	대전(toe)	부산(toe)	서울(toe)	세종(toe)	울산(toe)	인천(toe)	전남(toe)	전북(toe)	제주(toe)	충남(toe)	충북(toe)	총합계(toe)
11	2019	수송	52583.759	557205.675	94381.539	88807.044	30452.983	98240.862	146879.975	363384.13	1077618.843	해당없음	41208.8	122512.072	75559.115	50383.123	28683.739	46236.54	69477.056	2943615.255
12	2020	산업	4120736.877	13019753.29	683689.173	9857552.286	191611.801	772296.452	216196.791	413930.102	242498.702	58580.371	8978000.783	4069071.131	20833208.83	2122238.701	3459.48	14271710.22	1944217.109	81798752.09
13	2020	건물	53083.689	157851.218	34100.065	16728.539	12280.298	27558.974	70831.04	58050.221	307590.173	1010.313	7775.23	24125.798	7530.746	16924.961	10265.849	15767.604	17101.789	838576.507
14	2020	수송	32147.854	458377.637	81692.687	71246.72	25999.786	61774.091	122723.58	305594.988	851912.8	해당없음	43524.567	100148.499	73973.588	45876.697	32550.794	34843.02	51175.157	2393562.465
15	2021	산업	3977894.147	14182088.92	2623858.244	9770158.375	200269.43	850018.003	227112.314	404058.166	266436.943	57648.461	9124017.86	3982716.366	22303816.08	2315257.027	3885.333	14225665.43	2019325.237	86534226.33
16	2021	건물	52810.067	138922.315	35002.783	18278.542	13558.131	29964.191	72147.623	66451.838	312974.47	1270.167	6771.307	26735.815	7997.371	16347.706	15621.277	16312.391	18046.404	849212.398
17	2021	수송	26340.844	446652.646	74135.964	70771.75	28226.487	62630.917	111434.327	310090.88	931089.207	해당없음	42530.009	95663.962	76178.379	38437.521	27804.375	32883.253	49736.166	2424606.687
18	2022	산업	4513676.558	14822915.59	3511650.779	8321800.961	197748.501	778471.543	217368.839	408622.778	307994.849	67199.791	8749397.923	3500067.886	20564816.91	2070419.467	4086.238	14526442.8	2000642.467	84563323.87
19	2022	건물	61608.359	148121.211	33259.664	17904.434	14905.238	31238.017	71415.066	62433.003	332362.892	1230.082	6598.161	26406.01	7631.968	17712.696	16039.45	21635.364	18463.54	888965.155
20	2022	수송	37663.2	420971.164	75586.619	66501.155	24405.798	69123.35	98037.402	308967.499	946190.316	해당없음	44956.584	97336.263	92055.997	39044.604	34064.628	33164.129	49035.715	2437104.423

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample