gimi9 Pandas Profiling

Dataset statistics

Number of variables	11
Number of observations	108
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	10.5 KiB
Average record size in memory	99.2 B

Variable types

Numeric	10
Categorical	1

Dataset

Description	지역별 이재민 구호물자(응급구호세트, 취사구호세트) 비축 통계정보를 제공하는 서비스
Author	충청남도
URL	https://alldam.chungnam.go.kr/bigdata/collect/view.chungnam?menuCd=DOM_000000201001001000&apiIdx=3005

Alerts

`합계 기준(세트)` is highly overall correlated with `합계 비축량(세트)` and 5 other fields	High correlation
`합계 비축량(세트)` is highly overall correlated with `합계 기준(세트)` and 4 other fields	High correlation
`합계 비축률(%)` is highly overall correlated with `응급구호세트 비축률(%)` and 1 other fields	High correlation
`응급구호세트 기준(세트)` is highly overall correlated with `합계 기준(세트)` and 5 other fields	High correlation
`응급구호세트 비축량(세트)` is highly overall correlated with `합계 기준(세트)` and 4 other fields	High correlation
`응급구호세트 비축률(%)` is highly overall correlated with `합계 비축률(%)`	High correlation
`취사구호세트 기준(세트)` is highly overall correlated with `합계 기준(세트)` and 5 other fields	High correlation
`취사구호세트 비축량(세트)` is highly overall correlated with `합계 기준(세트)` and 5 other fields	High correlation
`취사구호세트 비축률(%)` is highly overall correlated with `합계 비축률(%)` and 1 other fields	High correlation
`지역` is highly overall correlated with `합계 기준(세트)` and 2 other fields	High correlation

Reproduction

Analysis started	2024-01-09 22:27:16.161879
Analysis finished	2024-01-09 22:27:24.443135
Duration	8.28 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년도
Real number (ℝ)

Distinct	6
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2018.5

Minimum	2016
Maximum	2021
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	2016
5-th percentile	2016
Q1	2017
median	2018.5
Q3	2020
95-th percentile	2021
Maximum	2021
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.7157871
Coefficient of variation (CV)	0.00085003075
Kurtosis	-1.2716396
Mean	2018.5
Median Absolute Deviation (MAD)	1.5
Skewness	0
Sum	217998
Variance	2.9439252
Monotonicity	Increasing

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2016	18	16.7%
2017	18	16.7%
2018	18	16.7%
2019	18	16.7%
2020	18	16.7%
2021	18	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2016	18	16.7%
2017	18	16.7%
2018	18	16.7%
2019	18	16.7%
2020	18	16.7%
2021	18	16.7%

Value	Count	Frequency (%)
2021	18	16.7%
2020	18	16.7%
2019	18	16.7%
2018	18	16.7%
2017	18	16.7%
2016	18	16.7%

지역
Categorical

HIGH CORRELATION

Distinct	18
Distinct (%)	16.7%
Missing	0
Missing (%)	0.0%
Memory size	996.0 B

합계	6
서울	6
부산	6
대구	6
인천	6
Other values (13)	78

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	합계
2nd row	서울
3rd row	부산
4th row	대구
5th row	인천

Common Values

Value	Count	Frequency (%)
합계	6	5.6%
서울	6	5.6%
부산	6	5.6%
대구	6	5.6%
인천	6	5.6%
광주	6	5.6%
대전	6	5.6%
울산	6	5.6%
세종	6	5.6%
경기	6	5.6%
Other values (8)	48	44.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
합계	6	5.6%
서울	6	5.6%
경남	6	5.6%
경북	6	5.6%
전남	6	5.6%
전북	6	5.6%
충남	6	5.6%
충북	6	5.6%
강원	6	5.6%
경기	6	5.6%
Other values (8)	48	44.4%

합계 기준(세트)
Real number (ℝ)

HIGH CORRELATION

Distinct	35
Distinct (%)	32.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5133.6667

Minimum	111
Maximum	53453
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	111
5-th percentile	222
Q1	686
median	2616
Q3	4831
95-th percentile	31966
Maximum	53453
Range	53342
Interquartile range (IQR)	4145

Descriptive statistics

Standard deviation	10324.199
Coefficient of variation (CV)	2.011077
Kurtosis	13.261602
Mean	5133.6667
Median Absolute Deviation (MAD)	1977
Skewness	3.7390431
Sum	554436
Variance	1.0658908 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
686	6	5.6%
42578	4	3.7%
3517	4	3.7%
1657	4	3.7%
639	4	3.7%
555	4	3.7%
943	4	3.7%
111	4	3.7%
5937	4	3.7%
2616	4	3.7%
Other values (25)	66	61.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
111	4	3.7%
222	4	3.7%
312	2	1.9%
352	2	1.9%
420	2	1.9%
555	4	3.7%
582	2	1.9%
639	4	3.7%
686	6	5.6%
943	4	3.7%

Value	Count	Frequency (%)
53453	2	1.9%
42578	4	3.7%
12258	2	1.9%
6642	2	1.9%
5937	4	3.7%
4974	2	1.9%
4965	4	3.7%
4957	2	1.9%
4875	2	1.9%
4831	4	3.7%

합계 비축량(세트)
Real number (ℝ)

HIGH CORRELATION

Distinct	99
Distinct (%)	91.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7568.3148

Minimum	119
Maximum	84851
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	119
5-th percentile	388.45
Q1	982.5
median	3279.5
Q3	5817
95-th percentile	43626.35
Maximum	84851
Range	84732
Interquartile range (IQR)	4834.5

Descriptive statistics

Standard deviation	15710.648
Coefficient of variation (CV)	2.075845
Kurtosis	13.863295
Mean	7568.3148
Median Absolute Deviation (MAD)	2386
Skewness	3.7369492
Sum	817378
Variance	2.4682447 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
670	3	2.8%
3527	2	1.9%
783	2	1.9%
5823	2	1.9%
7923	2	1.9%
1962	2	1.9%
119	2	1.9%
3244	2	1.9%
787	1	0.9%
1644	1	0.9%
Other values (89)	89	82.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
119	2	1.9%
168	1	0.9%
196	1	0.9%
377	1	0.9%
379	1	0.9%
406	1	0.9%
503	1	0.9%
612	1	0.9%
618	1	0.9%
645	1	0.9%

Value	Count	Frequency (%)
84851	1	0.9%
83974	1	0.9%
72588	1	0.9%
59405	1	0.9%
54907	1	0.9%
52964	1	0.9%
26285	1	0.9%
24704	1	0.9%
22040	1	0.9%
14043	1	0.9%

합계 비축률(%)
Real number (ℝ)

HIGH CORRELATION

Distinct	101
Distinct (%)	93.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	160.6437

Minimum	63.54
Maximum	775.64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	63.54
5-th percentile	85.3915
Q1	107.21
median	127.675
Q3	151.64
95-th percentile	343.776
Maximum	775.64
Range	712.1
Interquartile range (IQR)	44.43

Descriptive statistics

Standard deviation	130.0385
Coefficient of variation (CV)	0.80948398
Kurtosis	15.720537
Mean	160.6437
Median Absolute Deviation (MAD)	21.575
Skewness	3.9335619
Sum	17349.52
Variance	16910.013
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
113.39	2	1.9%
119.29	2	1.9%
83.63	2	1.9%
134.54	2	1.9%
159.52	2	1.9%
107.21	2	1.9%
119.45	2	1.9%
157.1	1	0.9%
63.54	1	0.9%
94.36	1	0.9%
Other values (91)	91	84.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
63.54	1	0.9%
79.23	1	0.9%
83.46	1	0.9%
83.63	2	1.9%
83.96	1	0.9%
88.05	1	0.9%
90.63	1	0.9%
94.28	1	0.9%
94.36	1	0.9%
94.97	1	0.9%

Value	Count	Frequency (%)
775.64	1	0.9%
774.32	1	0.9%
768.59	1	0.9%
740.54	1	0.9%
443.69	1	0.9%
371.23	1	0.9%
292.79	1	0.9%
236.53	1	0.9%
233.7	1	0.9%
219.5	1	0.9%

응급구호세트 기준(세트)
Real number (ℝ)

HIGH CORRELATION

Distinct	35
Distinct (%)	32.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1256.4074

Minimum	26
Maximum	16017
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	26
5-th percentile	52
Q1	189
median	587
Q3	967
95-th percentile	7105.35
Maximum	16017
Range	15991
Interquartile range (IQR)	778

Descriptive statistics

Standard deviation	2644.7349
Coefficient of variation (CV)	2.1049979
Kurtosis	18.959016
Mean	1256.4074
Median Absolute Deviation (MAD)	390.5
Skewness	4.2321065
Sum	135692
Variance	6994622.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
204	6	5.6%
8953	4	3.7%
732	4	3.7%
403	4	3.7%
149	4	3.7%
130	4	3.7%
189	4	3.7%
26	4	3.7%
1299	4	3.7%
483	4	3.7%
Other values (25)	66	61.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26	4	3.7%
52	4	3.7%
93	2	1.9%
106	2	1.9%
125	2	1.9%
130	4	3.7%
149	4	3.7%
174	2	1.9%
189	4	3.7%
204	6	5.6%

Value	Count	Frequency (%)
16017	2	1.9%
8953	4	3.7%
3674	2	1.9%
1993	2	1.9%
1494	2	1.9%
1487	2	1.9%
1461	2	1.9%
1299	4	3.7%
1120	2	1.9%
1006	4	3.7%

응급구호세트 비축량(세트)
Real number (ℝ)

HIGH CORRELATION

Distinct	99
Distinct (%)	91.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5198.7593

Minimum	86
Maximum	55318
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	86
5-th percentile	273
Q1	800.5
median	2201.5
Q3	3812.5
95-th percentile	30656.1
Maximum	55318
Range	55232
Interquartile range (IQR)	3012

Descriptive statistics

Standard deviation	10688.354
Coefficient of variation (CV)	2.0559432
Kurtosis	12.731201
Mean	5198.7593
Median Absolute Deviation (MAD)	1506
Skewness	3.6307668
Sum	561466
Variance	1.142409 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2264	2	1.9%
1344	2	1.9%
488	2	1.9%
545	2	1.9%
4163	2	1.9%
273	2	1.9%
3227	2	1.9%
88	2	1.9%
2299	2	1.9%
55318	1	0.9%
Other values (89)	89	82.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
86	1	0.9%
88	2	1.9%
114	1	0.9%
263	1	0.9%
273	2	1.9%
333	1	0.9%
408	1	0.9%
470	1	0.9%
471	1	0.9%
488	2	1.9%

Value	Count	Frequency (%)
55318	1	0.9%
54883	1	0.9%
47669	1	0.9%
45464	1	0.9%
39535	1	0.9%
37864	1	0.9%
17270	1	0.9%
17136	1	0.9%
14080	1	0.9%
11072	1	0.9%

응급구호세트 비축률(%)
Real number (ℝ)

HIGH CORRELATION

Distinct	98
Distinct (%)	90.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	152.13269

Minimum	53.67
Maximum	893.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	53.67
5-th percentile	78.4515
Q1	100.59
median	117.025
Q3	139.925
95-th percentile	294.0915
Maximum	893.53
Range	839.86
Interquartile range (IQR)	39.335

Descriptive statistics

Standard deviation	137.5011
Coefficient of variation (CV)	0.90382353
Kurtosis	17.610535
Mean	152.13269
Median Absolute Deviation (MAD)	18.54
Skewness	4.1330771
Sum	16430.33
Variance	18906.553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
103.53	3	2.8%
94.52	2	1.9%
112.92	2	1.9%
81.75	2	1.9%
119.61	2	1.9%
184.75	2	1.9%
110.98	2	1.9%
89.55	2	1.9%
103.37	2	1.9%
116.47	1	0.9%
Other values (88)	88	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
53.67	1	0.9%
72.24	1	0.9%
74.48	1	0.9%
77.22	1	0.9%
77.85	1	0.9%
78.35	1	0.9%
78.64	1	0.9%
81.75	2	1.9%
82.63	1	0.9%
83.27	1	0.9%

Value	Count	Frequency (%)
893.53	1	0.9%
852.35	1	0.9%
714.61	1	0.9%
705.02	1	0.9%
473.53	1	0.9%
303.58	1	0.9%
276.47	1	0.9%
253.33	1	0.9%
241.21	1	0.9%
238.72	1	0.9%

취사구호세트 기준(세트)
Real number (ℝ)

HIGH CORRELATION

Distinct	35
Distinct (%)	32.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3877.2593

Minimum	85
Maximum	37436
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	85
5-th percentile	170
Q1	490
median	1940
Q3	3480
95-th percentile	24860.65
Maximum	37436
Range	37351
Interquartile range (IQR)	2990

Descriptive statistics

Standard deviation	7746.9616
Coefficient of variation (CV)	1.998051
Kurtosis	12.491338
Mean	3877.2593
Median Absolute Deviation (MAD)	1458
Skewness	3.6712592
Sum	418744
Variance	60015414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
482	6	5.6%
33625	4	3.7%
2785	4	3.7%
1254	4	3.7%
490	4	3.7%
425	4	3.7%
754	4	3.7%
85	4	3.7%
4638	4	3.7%
2133	4	3.7%
Other values (25)	66	61.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
85	4	3.7%
170	4	3.7%
219	2	1.9%
246	2	1.9%
295	2	1.9%
408	2	1.9%
425	4	3.7%
482	6	5.6%
490	4	3.7%
667	2	1.9%

Value	Count	Frequency (%)
37436	2	1.9%
33625	4	3.7%
8584	2	1.9%
4649	2	1.9%
4638	4	3.7%
3998	4	3.7%
3825	4	3.7%
3730	4	3.7%
3480	2	1.9%
3470	2	1.9%

취사구호세트 비축량(세트)
Real number (ℝ)

HIGH CORRELATION

Distinct	91
Distinct (%)	84.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2369.5556

Minimum	31
Maximum	29968
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	31
5-th percentile	111.95
Q1	254.75
median	890.5
Q3	1682.75
95-th percentile	11884.1
Maximum	29968
Range	29937
Interquartile range (IQR)	1428

Descriptive statistics

Standard deviation	5119.8429
Coefficient of variation (CV)	2.1606764
Kurtosis	17.056396
Mean	2369.5556
Median Absolute Deviation (MAD)	680.5
Skewness	4.033388
Sum	255912
Variance	26212791
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
180	3	2.8%
207	3	2.8%
2596	2	1.9%
82	2	1.9%
31	2	1.9%
200	2	1.9%
3760	2	1.9%
1373	2	1.9%
1980	2	1.9%
297	2	1.9%
Other values (81)	86	79.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
31	2	1.9%
82	2	1.9%
104	1	0.9%
106	1	0.9%
123	1	0.9%
125	2	1.9%
130	1	0.9%
143	1	0.9%
155	1	0.9%
170	1	0.9%

Value	Count	Frequency (%)
29968	1	0.9%
28656	1	0.9%
24919	1	0.9%
17043	1	0.9%
13941	1	0.9%
13429	1	0.9%
9015	1	0.9%
7960	1	0.9%
7568	1	0.9%
5095	1	0.9%

취사구호세트 비축률(%)
Real number (ℝ)

HIGH CORRELATION

Distinct	90
Distinct (%)	83.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	188.40065

Minimum	88.03
Maximum	919.35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	88.03
5-th percentile	97.9085
Q1	111.785
median	152.185
Q3	201.325
95-th percentile	372.2245
Maximum	919.35
Range	831.32
Interquartile range (IQR)	89.54

Descriptive statistics

Standard deviation	132.82502
Coefficient of variation (CV)	0.70501363
Kurtosis	16.349402
Mean	188.40065
Median Absolute Deviation (MAD)	42.805
Skewness	3.5801566
Sum	20347.27
Variance	17642.487
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	4	3.7%
101.47	3	2.8%
177.69	2	1.9%
346.15	2	1.9%
136.91	2	1.9%
119.23	2	1.9%
315.38	2	1.9%
133.15	2	1.9%
171.41	2	1.9%
188.66	2	1.9%
Other values (80)	85	78.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
88.03	2	1.9%
94.02	1	0.9%
94.62	1	0.9%
95.97	1	0.9%
97.8	1	0.9%
98.11	1	0.9%
98.63	1	0.9%
99.47	1	0.9%
99.59	1	0.9%
100.0	4	3.7%

Value	Count	Frequency (%)
919.35	1	0.9%
918.28	1	0.9%
612.78	1	0.9%
392.22	1	0.9%
384.62	1	0.9%
375.0	1	0.9%
367.07	1	0.9%
346.15	2	1.9%
324.64	1	0.9%
319.26	1	0.9%

Phik (φk)
Auto

Heatmap
Table

	기준년도	지역	합계 기준(세트)	합계 비축량(세트)	합계 비축률(%)	응급구호세트 기준(세트)	응급구호세트 비축량(세트)	응급구호세트 비축률(%)	취사구호세트 기준(세트)	취사구호세트 비축량(세트)	취사구호세트 비축률(%)
기준년도	1.000	0.000	0.000	0.000	0.112	0.000	0.000	0.000	0.000	0.000	0.154
지역	0.000	1.000	0.827	0.733	0.696	0.784	0.686	0.752	0.864	0.638	0.774
합계 기준(세트)	0.000	0.827	1.000	0.915	0.300	0.996	0.947	0.250	0.997	0.939	0.364
합계 비축량(세트)	0.000	0.733	0.915	1.000	0.810	0.884	0.947	0.443	0.895	0.964	0.503
합계 비축률(%)	0.112	0.696	0.300	0.810	1.000	0.000	0.707	0.889	0.143	0.474	0.832
응급구호세트 기준(세트)	0.000	0.784	0.996	0.884	0.000	1.000	0.915	0.063	0.993	0.945	0.162
응급구호세트 비축량(세트)	0.000	0.686	0.947	0.947	0.707	0.915	1.000	0.494	0.927	0.984	0.672
응급구호세트 비축률(%)	0.000	0.752	0.250	0.443	0.889	0.063	0.494	1.000	0.154	0.000	0.908
취사구호세트 기준(세트)	0.000	0.864	0.997	0.895	0.143	0.993	0.927	0.154	1.000	0.912	0.210
취사구호세트 비축량(세트)	0.000	0.638	0.939	0.964	0.474	0.945	0.984	0.000	0.912	1.000	0.535
취사구호세트 비축률(%)	0.154	0.774	0.364	0.503	0.832	0.162	0.672	0.908	0.210	0.535	1.000

Heatmap
Table

	기준년도	합계 기준(세트)	합계 비축량(세트)	합계 비축률(%)	응급구호세트 기준(세트)	응급구호세트 비축량(세트)	응급구호세트 비축률(%)	취사구호세트 기준(세트)	취사구호세트 비축량(세트)	취사구호세트 비축률(%)	지역
기준년도	1.000	-0.056	-0.093	-0.205	-0.157	-0.025	-0.117	0.010	-0.199	-0.131	0.000
합계 기준(세트)	-0.056	1.000	0.952	0.095	0.983	0.950	-0.016	0.992	0.924	0.237	0.567
합계 비축량(세트)	-0.093	0.952	1.000	0.343	0.936	0.986	0.202	0.943	0.971	0.455	0.413
합계 비축률(%)	-0.205	0.095	0.343	1.000	0.091	0.313	0.878	0.072	0.347	0.778	0.378
응급구호세트 기준(세트)	-0.157	0.983	0.936	0.091	1.000	0.923	-0.019	0.961	0.926	0.213	0.511
응급구호세트 비축량(세트)	-0.025	0.950	0.986	0.313	0.923	1.000	0.227	0.947	0.928	0.379	0.351
응급구호세트 비축률(%)	-0.117	-0.016	0.202	0.878	-0.019	0.227	1.000	-0.042	0.156	0.465	0.380
취사구호세트 기준(세트)	0.010	0.992	0.943	0.072	0.961	0.947	-0.042	1.000	0.908	0.235	0.622
취사구호세트 비축량(세트)	-0.199	0.924	0.971	0.347	0.926	0.928	0.156	0.908	1.000	0.514	0.312
취사구호세트 비축률(%)	-0.131	0.237	0.455	0.778	0.213	0.379	0.465	0.235	0.514	1.000	0.401
지역	0.000	0.567	0.413	0.378	0.511	0.351	0.380	0.622	0.312	0.401	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

	기준년도	지역	합계 기준(세트)	합계 비축량(세트)	합계 비축률(%)	응급구호세트 기준(세트)	응급구호세트 비축량(세트)	응급구호세트 비축률(%)	취사구호세트 기준(세트)	취사구호세트 비축량(세트)	취사구호세트 비축률(%)
0	2016	합계	53453	83974	157.1	16017	55318	147.77	37436	28656	178.91
1	2016	서울	4974	11624	233.7	1494	8816	253.33	3480	2808	187.95
2	2016	부산	2861	3244	113.39	856	2264	112.92	2005	980	114.49
3	2016	대구	686	754	109.91	204	499	103.53	482	255	125.0
4	2016	인천	2346	1962	83.63	702	1344	81.75	1644	618	88.03
5	2016	광주	582	783	134.54	174	488	119.61	408	295	169.54
6	2016	대전	420	670	159.52	125	545	184.75	295	125	100.0
7	2016	울산	953	1264	132.63	286	967	144.98	667	297	103.85
8	2016	세종	352	379	107.67	106	273	110.98	246	106	100.0
9	2016	경기	12258	24704	201.53	3674	17136	199.63	8584	7568	205.99

	기준년도	지역	합계 기준(세트)	합계 비축량(세트)	합계 비축률(%)	응급구호세트 기준(세트)	응급구호세트 비축량(세트)	응급구호세트 비축률(%)	취사구호세트 기준(세트)	취사구호세트 비축량(세트)	취사구호세트 비축률(%)
98	2021	세종	111	119	107.21	26	88	103.53	85	31	119.23
99	2021	경기	5937	14043	236.53	1299	11072	238.72	4638	2971	228.71
100	2021	강원	3517	3527	100.28	732	2805	100.72	2785	722	98.63
101	2021	충북	2616	3487	133.3	483	2713	127.19	2133	774	160.25
102	2021	충남	3432	4111	119.78	662	3191	115.2	2770	920	138.97
103	2021	전북	1852	2703	145.95	432	1785	125.7	1420	918	212.5
104	2021	전남	3556	4869	136.92	753	3841	137.03	2803	1028	136.52
105	2021	경북	4684	6649	141.95	954	4983	133.59	3730	1666	174.63
106	2021	경남	4965	6040	121.65	967	4483	112.13	3998	1557	161.01
107	2021	제주	222	985	443.69	52	805	473.53	170	180	346.15

Overview

Variables

Common Values

Length

Interactions

Correlations

Missing values

Sample