gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	108
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	17.1 KiB
Average record size in memory	162.2 B

Variable types

Numeric	17
Categorical	1

Dataset

Description	지역 및 실내외 장소별 폭염 인명피해 통계정보를 제공하는 서비스
Author	충청남도
URL	https://alldam.chungnam.go.kr/bigdata/collect/view.chungnam?menuCd=DOM_000000201001001000&apiIdx=3002

Alerts

`합계(명)` is highly overall correlated with `실외 소계(명)` and 14 other fields	High correlation
`실외 소계(명)` is highly overall correlated with `합계(명)` and 14 other fields	High correlation
`실외 실외작업장(명)` is highly overall correlated with `합계(명)` and 13 other fields	High correlation
`실외 운동장(명)` is highly overall correlated with `합계(명)` and 13 other fields	High correlation
`실외 논밭(명)` is highly overall correlated with `합계(명)` and 14 other fields	High correlation
`실외 산(명)` is highly overall correlated with `합계(명)` and 14 other fields	High correlation
`실외 강가해(명)변` is highly overall correlated with `합계(명)` and 7 other fields	High correlation
`실외 길가(명)` is highly overall correlated with `합계(명)` and 12 other fields	High correlation
`실외 주거지주(명)변` is highly overall correlated with `합계(명)` and 12 other fields	High correlation
`실외 기타(명)` is highly overall correlated with `합계(명)` and 14 other fields	High correlation
`실내 소계(명)` is highly overall correlated with `합계(명)` and 13 other fields	High correlation
`실내 집(명)` is highly overall correlated with `합계(명)` and 12 other fields	High correlation
`실내 건물(명)` is highly overall correlated with `합계(명)` and 12 other fields	High correlation
`실내 작업장(명)` is highly overall correlated with `합계(명)` and 12 other fields	High correlation
`실내 비닐하우스(명)` is highly overall correlated with `합계(명)` and 4 other fields	High correlation
`실내 기타(명)` is highly overall correlated with `합계(명)` and 12 other fields	High correlation
`실외 운동장(명)` has 3 (2.8%) zeros	Zeros
`실외 논밭(명)` has 7 (6.5%) zeros	Zeros
`실외 산(명)` has 18 (16.7%) zeros	Zeros
`실외 강가해(명)변` has 34 (31.5%) zeros	Zeros
`실외 길가(명)` has 5 (4.6%) zeros	Zeros
`실외 주거지주(명)변` has 10 (9.3%) zeros	Zeros
`실외 기타(명)` has 10 (9.3%) zeros	Zeros
`실내 소계(명)` has 2 (1.9%) zeros	Zeros
`실내 집(명)` has 10 (9.3%) zeros	Zeros
`실내 건물(명)` has 23 (21.3%) zeros	Zeros
`실내 작업장(명)` has 8 (7.4%) zeros	Zeros
`실내 비닐하우스(명)` has 42 (38.9%) zeros	Zeros
`실내 기타(명)` has 25 (23.1%) zeros	Zeros

Reproduction

Analysis started	2024-01-09 22:50:31.992687
Analysis finished	2024-01-09 22:50:56.394019
Duration	24.4 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

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(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	91
Distinct (%)	84.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	231.85185

Minimum	2
Maximum	4526
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	2
5-th percentile	15.4
Q1	52.75
median	103
Q3	178.25
95-th percentile	1028.65
Maximum	4526
Range	4524
Interquartile range (IQR)	125.5

Descriptive statistics

Standard deviation	540.73947
Coefficient of variation (CV)	2.3322629
Kurtosis	39.158275
Mean	231.85185
Median Absolute Deviation (MAD)	55
Skewness	5.7035067
Sum	25040
Variance	292399.17
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	5	4.6%
54	3	2.8%
203	2	1.9%
26	2	1.9%
45	2	1.9%
126	2	1.9%
27	2	1.9%
92	2	1.9%
121	2	1.9%
64	2	1.9%
Other values (81)	84	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.9%
4	1	0.9%
11	1	0.9%
12	1	0.9%
13	1	0.9%
14	1	0.9%
18	1	0.9%
26	2	1.9%
27	2	1.9%
28	1	0.9%

Value	Count	Frequency (%)
4526	1	0.9%
2125	1	0.9%
1841	1	0.9%
1574	1	0.9%
1376	1	0.9%
1078	1	0.9%
937	1	0.9%
616	1	0.9%
436	1	0.9%
357	1	0.9%

실외 소계(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	84
Distinct (%)	77.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180.33333

Minimum	2
Maximum	3324
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	2
5-th percentile	12.4
Q1	42.75
median	79.5
Q3	143.75
95-th percentile	825.1
Maximum	3324
Range	3322
Interquartile range (IQR)	101

Descriptive statistics

Standard deviation	409.05914
Coefficient of variation (CV)	2.2683502
Kurtosis	35.004738
Mean	180.33333
Median Absolute Deviation (MAD)	39.5
Skewness	5.418597
Sum	19476
Variance	167329.38
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11	3	2.8%
47	3	2.8%
65	3	2.8%
100	3	2.8%
18	2	1.9%
146	2	1.9%
43	2	1.9%
97	2	1.9%
56	2	1.9%
25	2	1.9%
Other values (74)	84	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.9%
4	1	0.9%
10	1	0.9%
11	3	2.8%
15	1	0.9%
17	1	0.9%
18	2	1.9%
22	1	0.9%
24	2	1.9%
25	2	1.9%

Value	Count	Frequency (%)
3324	1	0.9%
1674	1	0.9%
1476	1	0.9%
1261	1	0.9%
1096	1	0.9%
907	1	0.9%
673	1	0.9%
362	1	0.9%
324	1	0.9%
276	1	0.9%

실외 실외작업장(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	64
Distinct (%)	59.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.166667

Minimum	1
Maximum	1274
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	17.75
median	30
Q3	47
95-th percentile	349.65
Maximum	1274
Range	1273
Interquartile range (IQR)	29.25

Descriptive statistics

Standard deviation	160.98137
Coefficient of variation (CV)	2.2306887
Kurtosis	31.327842
Mean	72.166667
Median Absolute Deviation (MAD)	13.5
Skewness	5.1252037
Sum	7794
Variance	25915
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21	5	4.6%
16	5	4.6%
36	4	3.7%
31	4	3.7%
30	4	3.7%
26	4	3.7%
22	4	3.7%
17	4	3.7%
43	3	2.8%
19	3	2.8%
Other values (54)	68	63.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.9%
2	1	0.9%
3	1	0.9%
4	2	1.9%
5	2	1.9%
6	2	1.9%
8	3	2.8%
10	1	0.9%
11	1	0.9%
12	1	0.9%

Value	Count	Frequency (%)
1274	1	0.9%
603	1	0.9%
596	1	0.9%
555	1	0.9%
491	1	0.9%
378	1	0.9%
297	1	0.9%
147	1	0.9%
143	1	0.9%
129	1	0.9%

실외 운동장(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	24.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.074074

Minimum	0
Maximum	204
Zeros	3
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	5
Q3	9.25
95-th percentile	50.9
Maximum	204
Range	204
Interquartile range (IQR)	7.25

Descriptive statistics

Standard deviation	27.605263
Coefficient of variation (CV)	2.2863255
Kurtosis	26.801349
Mean	12.074074
Median Absolute Deviation (MAD)	3
Skewness	4.8807398
Sum	1304
Variance	762.05054
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
1	17	15.7%
3	12	11.1%
2	12	11.1%
4	9	8.3%
5	8	7.4%
7	6	5.6%
14	5	4.6%
6	5	4.6%
9	5	4.6%
11	4	3.7%
Other values (16)	25	23.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	2.8%
1	17	15.7%
2	12	11.1%
3	12	11.1%
4	9	8.3%
5	8	7.4%
6	5	4.6%
7	6	5.6%
8	4	3.7%
9	5	4.6%

Value	Count	Frequency (%)
204	1	0.9%
127	1	0.9%
126	1	0.9%
95	1	0.9%
56	1	0.9%
53	1	0.9%
47	1	0.9%
31	1	0.9%
26	1	0.9%
16	3	2.8%

실외 논밭(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	51
Distinct (%)	47.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.240741

Minimum	0
Maximum	506
Zeros	7
Zeros (%)	6.5%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	13
Q3	28.25
95-th percentile	129.6
Maximum	506
Range	506
Interquartile range (IQR)	25.25

Descriptive statistics

Standard deviation	70.170403
Coefficient of variation (CV)	2.1764513
Kurtosis	23.756263
Mean	32.240741
Median Absolute Deviation (MAD)	12
Skewness	4.5653503
Sum	3482
Variance	4923.8854
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	12	11.1%
2	7	6.5%
0	7	6.5%
3	6	5.6%
26	4	3.7%
22	4	3.7%
6	4	3.7%
25	4	3.7%
10	3	2.8%
4	3	2.8%
Other values (41)	54	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	6.5%
1	12	11.1%
2	7	6.5%
3	6	5.6%
4	3	2.8%
5	3	2.8%
6	4	3.7%
7	2	1.9%
8	2	1.9%
9	1	0.9%

Value	Count	Frequency (%)
506	1	0.9%
333	1	0.9%
269	1	0.9%
262	1	0.9%
212	1	0.9%
159	1	0.9%
75	1	0.9%
69	1	0.9%
59	1	0.9%
58	1	0.9%

실외 산(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18
Distinct (%)	16.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.1481481

Minimum	0
Maximum	87
Zeros	18
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	6
95-th percentile	25.95
Maximum	87
Range	87
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	12.972159
Coefficient of variation (CV)	2.1099295
Kurtosis	19.930067
Mean	6.1481481
Median Absolute Deviation (MAD)	2
Skewness	4.3127603
Sum	664
Variance	168.27691
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
1	20	18.5%
0	18	16.7%
4	13	12.0%
2	11	10.2%
3	11	10.2%
6	8	7.4%
5	7	6.5%
9	4	3.7%
10	3	2.8%
7	3	2.8%
Other values (8)	10	9.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	16.7%
1	20	18.5%
2	11	10.2%
3	11	10.2%
4	13	12.0%
5	7	6.5%
6	8	7.4%
7	3	2.8%
8	3	2.8%
9	4	3.7%

Value	Count	Frequency (%)
87	1	0.9%
61	1	0.9%
58	1	0.9%
54	1	0.9%
38	1	0.9%
34	1	0.9%
11	1	0.9%
10	3	2.8%
9	4	3.7%
8	3	2.8%

실외 강가해(명)변
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	16
Distinct (%)	14.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5

Minimum	0
Maximum	65
Zeros	34
Zeros (%)	31.5%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	11.3
Maximum	65
Range	65
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	8.5396273
Coefficient of variation (CV)	2.4398935
Kurtosis	33.054734
Mean	3.5
Median Absolute Deviation (MAD)	1
Skewness	5.3993888
Sum	378
Variance	72.925234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	34	31.5%
1	26	24.1%
2	17	15.7%
3	8	7.4%
5	8	7.4%
9	3	2.8%
4	2	1.9%
6	2	1.9%
50	1	0.9%
28	1	0.9%
Other values (6)	6	5.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	31.5%
1	26	24.1%
2	17	15.7%
3	8	7.4%
4	2	1.9%
5	8	7.4%
6	2	1.9%
8	1	0.9%
9	3	2.8%
10	1	0.9%

Value	Count	Frequency (%)
65	1	0.9%
50	1	0.9%
28	1	0.9%
20	1	0.9%
14	1	0.9%
12	1	0.9%
10	1	0.9%
9	3	2.8%
8	1	0.9%
6	2	1.9%

실외 길가(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	37.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.907407

Minimum	0
Maximum	606
Zeros	5
Zeros (%)	4.6%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	10
Q3	19.5
95-th percentile	132
Maximum	606
Range	606
Interquartile range (IQR)	14.5

Descriptive statistics

Standard deviation	68.162332
Coefficient of variation (CV)	2.5332181
Kurtosis	49.88209
Mean	26.907407
Median Absolute Deviation (MAD)	6
Skewness	6.4087987
Sum	2906
Variance	4646.1035
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
8	7	6.5%
7	7	6.5%
5	6	5.6%
10	6	5.6%
4	6	5.6%
6	6	5.6%
0	5	4.6%
1	5	4.6%
12	5	4.6%
2	4	3.7%
Other values (30)	51	47.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	4.6%
1	5	4.6%
2	4	3.7%
3	4	3.7%
4	6	5.6%
5	6	5.6%
6	6	5.6%
7	7	6.5%
8	7	6.5%
9	2	1.9%

Value	Count	Frequency (%)
606	1	0.9%
227	1	0.9%
198	1	0.9%
153	1	0.9%
137	1	0.9%
132	2	1.9%
125	1	0.9%
42	1	0.9%
40	2	1.9%
38	1	0.9%

실외 주거지주(명)변
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	25.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.5

Minimum	0
Maximum	230
Zeros	10
Zeros (%)	9.3%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	8
95-th percentile	48.25
Maximum	230
Range	230
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	26.10636
Coefficient of variation (CV)	2.48632
Kurtosis	48.058743
Mean	10.5
Median Absolute Deviation (MAD)	2
Skewness	6.2901623
Sum	1134
Variance	681.54206
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
3	16	14.8%
4	15	13.9%
5	12	11.1%
1	12	11.1%
0	10	9.3%
2	8	7.4%
6	5	4.6%
8	5	4.6%
12	3	2.8%
10	3	2.8%
Other values (17)	19	17.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	9.3%
1	12	11.1%
2	8	7.4%
3	16	14.8%
4	15	13.9%
5	12	11.1%
6	5	4.6%
7	2	1.9%
8	5	4.6%
9	1	0.9%

Value	Count	Frequency (%)
230	1	0.9%
93	1	0.9%
75	1	0.9%
67	1	0.9%
52	1	0.9%
50	1	0.9%
45	1	0.9%
42	1	0.9%
22	1	0.9%
19	1	0.9%

실외 기타(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	32
Distinct (%)	29.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.796296

Minimum	0
Maximum	352
Zeros	10
Zeros (%)	9.3%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	7
Q3	12.25
95-th percentile	56.6
Maximum	352
Range	352
Interquartile range (IQR)	10.25

Descriptive statistics

Standard deviation	41.528002
Coefficient of variation (CV)	2.4724499
Kurtosis	42.190377
Mean	16.796296
Median Absolute Deviation (MAD)	5
Skewness	5.9507227
Sum	1814
Variance	1724.5749
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
1	12	11.1%
0	10	9.3%
11	9	8.3%
7	8	7.4%
4	8	7.4%
2	6	5.6%
6	6	5.6%
3	6	5.6%
8	5	4.6%
9	5	4.6%
Other values (22)	33	30.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	9.3%
1	12	11.1%
2	6	5.6%
3	6	5.6%
4	8	7.4%
5	4	3.7%
6	6	5.6%
7	8	7.4%
8	5	4.6%
9	5	4.6%

Value	Count	Frequency (%)
352	1	0.9%
180	1	0.9%
126	1	0.9%
119	1	0.9%
90	1	0.9%
58	1	0.9%
54	1	0.9%
40	1	0.9%
39	1	0.9%
35	2	1.9%

실내 소계(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	52
Distinct (%)	48.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.518519

Minimum	0
Maximum	1202
Zeros	2
Zeros (%)	1.9%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	8.75
median	17.5
Q3	36.5
95-th percentile	260.5
Maximum	1202
Range	1202
Interquartile range (IQR)	27.75

Descriptive statistics

Standard deviation	134.31519
Coefficient of variation (CV)	2.6071244
Kurtosis	51.541122
Mean	51.518519
Median Absolute Deviation (MAD)	10.5
Skewness	6.5321369
Sum	5564
Variance	18040.57
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	8	7.4%
13	7	6.5%
19	5	4.6%
5	4	3.7%
8	4	3.7%
18	4	3.7%
3	3	2.8%
6	3	2.8%
17	3	2.8%
24	3	2.8%
Other values (42)	64	59.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	1.9%
1	2	1.9%
2	1	0.9%
3	3	2.8%
5	4	3.7%
6	3	2.8%
7	8	7.4%
8	4	3.7%
9	3	2.8%
10	2	1.9%

Value	Count	Frequency (%)
1202	1	0.9%
451	1	0.9%
365	1	0.9%
313	1	0.9%
280	1	0.9%
264	1	0.9%
254	1	0.9%
171	1	0.9%
112	1	0.9%
99	1	0.9%

실내 집(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	35
Distinct (%)	32.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.537037

Minimum	0
Maximum	624
Zeros	10
Zeros (%)	9.3%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	6.5
Q3	15
95-th percentile	111.95
Maximum	624
Range	624
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	67.572657
Coefficient of variation (CV)	2.9982938
Kurtosis	60.02892
Mean	22.537037
Median Absolute Deviation (MAD)	4.5
Skewness	7.1433154
Sum	2434
Variance	4566.064
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
4	12	11.1%
0	10	9.3%
5	9	8.3%
1	7	6.5%
7	7	6.5%
8	7	6.5%
3	6	5.6%
2	6	5.6%
18	4	3.7%
6	4	3.7%
Other values (25)	36	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	9.3%
1	7	6.5%
2	6	5.6%
3	6	5.6%
4	12	11.1%
5	9	8.3%
6	4	3.7%
7	7	6.5%
8	7	6.5%
9	3	2.8%

Value	Count	Frequency (%)
624	1	0.9%
199	1	0.9%
198	1	0.9%
123	1	0.9%
121	1	0.9%
113	1	0.9%
110	1	0.9%
63	1	0.9%
50	1	0.9%
38	1	0.9%

실내 건물(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	18.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7592593

Minimum	0
Maximum	119
Zeros	23
Zeros (%)	21.3%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	5
95-th percentile	24.95
Maximum	119
Range	119
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	14.015259
Coefficient of variation (CV)	2.4335176
Kurtosis	41.541156
Mean	5.7592593
Median Absolute Deviation (MAD)	2
Skewness	5.8371245
Sum	622
Variance	196.42748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	23	21.3%
1	22	20.4%
2	15	13.9%
5	9	8.3%
4	9	8.3%
3	8	7.4%
6	5	4.6%
8	3	2.8%
7	2	1.9%
9	2	1.9%
Other values (10)	10	9.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	21.3%
1	22	20.4%
2	15	13.9%
3	8	7.4%
4	9	8.3%
5	9	8.3%
6	5	4.6%
7	2	1.9%
8	3	2.8%
9	2	1.9%

Value	Count	Frequency (%)
119	1	0.9%
52	1	0.9%
48	1	0.9%
40	1	0.9%
29	1	0.9%
26	1	0.9%
23	1	0.9%
19	1	0.9%
13	1	0.9%
10	1	0.9%

실내 작업장(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	32
Distinct (%)	29.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.833333

Minimum	0
Maximum	273
Zeros	8
Zeros (%)	7.4%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	10.25
95-th percentile	76.95
Maximum	273
Range	273
Interquartile range (IQR)	8.25

Descriptive statistics

Standard deviation	33.150605
Coefficient of variation (CV)	2.3964293
Kurtosis	36.473126
Mean	13.833333
Median Absolute Deviation (MAD)	3
Skewness	5.4450717
Sum	1494
Variance	1098.9626
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
2	14	13.0%
3	13	12.0%
4	13	12.0%
1	9	8.3%
5	8	7.4%
0	8	7.4%
9	5	4.6%
8	5	4.6%
11	4	3.7%
6	3	2.8%
Other values (22)	26	24.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	7.4%
1	9	8.3%
2	14	13.0%
3	13	12.0%
4	13	12.0%
5	8	7.4%
6	3	2.8%
7	2	1.9%
8	5	4.6%
9	5	4.6%

Value	Count	Frequency (%)
273	1	0.9%
125	1	0.9%
99	1	0.9%
98	1	0.9%
90	1	0.9%
85	1	0.9%
62	1	0.9%
34	1	0.9%
32	1	0.9%
30	1	0.9%

실내 비닐하우스(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9074074

Minimum	0
Maximum	38
Zeros	42
Zeros (%)	38.9%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	14.85
Maximum	38
Range	38
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	6.140926
Coefficient of variation (CV)	2.1121656
Kurtosis	15.259315
Mean	2.9074074
Median Absolute Deviation (MAD)	1
Skewness	3.7884913
Sum	314
Variance	37.710973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	42	38.9%
1	20	18.5%
2	17	15.7%
4	8	7.4%
3	7	6.5%
5	3	2.8%
6	2	1.9%
27	2	1.9%
7	2	1.9%
26	1	0.9%
Other values (4)	4	3.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	42	38.9%
1	20	18.5%
2	17	15.7%
3	7	6.5%
4	8	7.4%
5	3	2.8%
6	2	1.9%
7	2	1.9%
9	1	0.9%
18	1	0.9%

Value	Count	Frequency (%)
38	1	0.9%
27	2	1.9%
26	1	0.9%
21	1	0.9%
18	1	0.9%
9	1	0.9%
7	2	1.9%
6	2	1.9%
5	3	2.8%
4	8	7.4%

실내 기타(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	18.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4814815

Minimum	0
Maximum	148
Zeros	25
Zeros (%)	23.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	5
95-th percentile	26
Maximum	148
Range	148
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	17.174466
Coefficient of variation (CV)	2.6497747
Kurtosis	45.514425
Mean	6.4814815
Median Absolute Deviation (MAD)	2
Skewness	6.1719661
Sum	700
Variance	294.96227
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	25	23.1%
1	19	17.6%
2	17	15.7%
3	10	9.3%
4	9	8.3%
8	5	4.6%
6	4	3.7%
5	3	2.8%
9	3	2.8%
26	2	1.9%
Other values (10)	11	10.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25	23.1%
1	19	17.6%
2	17	15.7%
3	10	9.3%
4	9	8.3%
5	3	2.8%
6	4	3.7%
7	2	1.9%
8	5	4.6%
9	3	2.8%

Value	Count	Frequency (%)
148	1	0.9%
75	1	0.9%
44	1	0.9%
43	1	0.9%
31	1	0.9%
26	2	1.9%
25	1	0.9%
17	1	0.9%
16	1	0.9%
10	1	0.9%

Phik (φk)
Auto

Heatmap
Table

	기준년도	지역	합계(명)	실외 소계(명)	실외 실외작업장(명)	실외 운동장(명)	실외 논밭(명)	실외 산(명)	실외 강가해(명)변	실외 길가(명)	실외 주거지주(명)변	실외 기타(명)	실내 소계(명)	실내 집(명)	실내 건물(명)	실내 작업장(명)	실내 비닐하우스(명)	실내 기타(명)
기준년도	1.000	0.000	0.000	0.000	0.000	0.000	0.229	0.221	0.235	0.000	0.210	0.279	0.000	0.000	0.071	0.000	0.051	0.194
지역	0.000	1.000	0.614	0.419	0.668	0.575	0.559	0.449	0.112	0.617	0.614	0.479	0.501	0.474	0.479	0.603	0.480	0.613
합계(명)	0.000	0.614	1.000	1.000	0.984	0.993	0.884	0.888	0.903	1.000	0.989	0.974	0.939	0.965	0.995	0.966	0.892	0.874
실외 소계(명)	0.000	0.419	1.000	1.000	0.904	0.935	0.981	0.982	0.990	1.000	0.972	0.930	0.936	0.948	0.944	0.907	0.909	0.929
실외 실외작업장(명)	0.000	0.668	0.984	0.904	1.000	0.989	0.873	0.868	0.906	0.963	0.957	0.972	0.874	0.871	0.993	0.970	0.884	0.857
실외 운동장(명)	0.000	0.575	0.993	0.935	0.989	1.000	0.876	0.876	0.918	0.999	0.980	0.972	0.912	0.925	0.994	0.963	0.886	0.834
실외 논밭(명)	0.229	0.559	0.884	0.981	0.873	0.876	1.000	0.997	0.990	0.901	0.907	0.969	0.918	0.882	0.892	0.892	0.966	0.912
실외 산(명)	0.221	0.449	0.888	0.982	0.868	0.876	0.997	1.000	0.990	0.901	0.907	0.957	0.918	0.887	0.897	0.890	0.968	0.912
실외 강가해(명)변	0.235	0.112	0.903	0.990	0.906	0.918	0.990	0.990	1.000	0.929	0.932	0.962	0.879	0.883	0.927	0.878	0.931	0.915
실외 길가(명)	0.000	0.617	1.000	1.000	0.963	0.999	0.901	0.901	0.929	1.000	1.000	0.952	1.000	0.970	0.999	0.956	0.989	0.847
실외 주거지주(명)변	0.210	0.614	0.989	0.972	0.957	0.980	0.907	0.907	0.932	1.000	1.000	0.980	0.923	0.961	0.975	0.976	0.915	0.922
실외 기타(명)	0.279	0.479	0.974	0.930	0.972	0.972	0.969	0.957	0.962	0.952	0.980	1.000	0.853	0.937	0.979	0.955	0.971	0.924
실내 소계(명)	0.000	0.501	0.939	0.936	0.874	0.912	0.918	0.918	0.879	1.000	0.923	0.853	1.000	0.823	0.926	0.924	0.924	0.963
실내 집(명)	0.000	0.474	0.965	0.948	0.871	0.925	0.882	0.887	0.883	0.970	0.961	0.937	0.823	1.000	0.896	0.879	0.983	0.868
실내 건물(명)	0.071	0.479	0.995	0.944	0.993	0.994	0.892	0.897	0.927	0.999	0.975	0.979	0.926	0.896	1.000	0.962	0.898	0.858
실내 작업장(명)	0.000	0.603	0.966	0.907	0.970	0.963	0.892	0.890	0.878	0.956	0.976	0.955	0.924	0.879	0.962	1.000	0.908	0.801
실내 비닐하우스(명)	0.051	0.480	0.892	0.909	0.884	0.886	0.966	0.968	0.931	0.989	0.915	0.971	0.924	0.983	0.898	0.908	1.000	0.917
실내 기타(명)	0.194	0.613	0.874	0.929	0.857	0.834	0.912	0.912	0.915	0.847	0.922	0.924	0.963	0.868	0.858	0.801	0.917	1.000

Heatmap
Table

	기준년도	합계(명)	실외 소계(명)	실외 실외작업장(명)	실외 운동장(명)	실외 논밭(명)	실외 산(명)	실외 강가해(명)변	실외 길가(명)	실외 주거지주(명)변	실외 기타(명)	실내 소계(명)	실내 집(명)	실내 건물(명)	실내 작업장(명)	실내 비닐하우스(명)	실내 기타(명)	지역
기준년도	1.000	-0.236	-0.235	-0.127	-0.343	-0.205	-0.171	-0.295	-0.183	-0.230	-0.300	-0.259	-0.297	-0.271	-0.019	-0.111	-0.322	0.000
합계(명)	-0.236	1.000	0.990	0.920	0.792	0.820	0.804	0.639	0.848	0.858	0.907	0.946	0.868	0.815	0.758	0.550	0.781	0.273
실외 소계(명)	-0.235	0.990	1.000	0.923	0.791	0.854	0.814	0.651	0.821	0.865	0.911	0.906	0.828	0.804	0.720	0.563	0.750	0.186
실외 실외작업장(명)	-0.127	0.920	0.923	1.000	0.681	0.725	0.730	0.584	0.757	0.765	0.799	0.856	0.761	0.756	0.764	0.474	0.711	0.311
실외 운동장(명)	-0.343	0.792	0.791	0.681	1.000	0.605	0.640	0.537	0.688	0.739	0.739	0.757	0.743	0.604	0.545	0.402	0.679	0.249
실외 논밭(명)	-0.205	0.820	0.854	0.725	0.605	1.000	0.723	0.648	0.554	0.692	0.778	0.679	0.587	0.638	0.558	0.742	0.557	0.270
실외 산(명)	-0.171	0.804	0.814	0.730	0.640	0.723	1.000	0.563	0.697	0.692	0.785	0.743	0.701	0.665	0.572	0.551	0.623	0.203
실외 강가해(명)변	-0.295	0.639	0.651	0.584	0.537	0.648	0.563	1.000	0.467	0.498	0.602	0.569	0.489	0.478	0.461	0.464	0.486	0.026
실외 길가(명)	-0.183	0.848	0.821	0.757	0.688	0.554	0.697	0.467	1.000	0.788	0.737	0.864	0.849	0.749	0.664	0.342	0.721	0.358
실외 주거지주(명)변	-0.230	0.858	0.865	0.765	0.739	0.692	0.692	0.498	0.788	1.000	0.794	0.816	0.791	0.669	0.646	0.458	0.628	0.273
실외 기타(명)	-0.300	0.907	0.911	0.799	0.739	0.778	0.785	0.602	0.737	0.794	1.000	0.866	0.822	0.791	0.619	0.505	0.786	0.195
실내 소계(명)	-0.259	0.946	0.906	0.856	0.757	0.679	0.743	0.569	0.864	0.816	0.866	1.000	0.936	0.809	0.808	0.456	0.825	0.262
실내 집(명)	-0.297	0.868	0.828	0.761	0.743	0.587	0.701	0.489	0.849	0.791	0.822	0.936	1.000	0.735	0.628	0.387	0.763	0.255
실내 건물(명)	-0.271	0.815	0.804	0.756	0.604	0.638	0.665	0.478	0.749	0.669	0.791	0.809	0.735	1.000	0.649	0.396	0.647	0.195
실내 작업장(명)	-0.019	0.758	0.720	0.764	0.545	0.558	0.572	0.461	0.664	0.646	0.619	0.808	0.628	0.649	1.000	0.341	0.590	0.266
실내 비닐하우스(명)	-0.111	0.550	0.563	0.474	0.402	0.742	0.551	0.464	0.342	0.458	0.505	0.456	0.387	0.396	0.341	1.000	0.361	0.209
실내 기타(명)	-0.322	0.781	0.750	0.711	0.679	0.557	0.623	0.486	0.721	0.628	0.786	0.825	0.763	0.647	0.590	0.361	1.000	0.343
지역	0.000	0.273	0.186	0.311	0.249	0.270	0.203	0.026	0.358	0.273	0.195	0.262	0.255	0.195	0.266	0.209	0.343	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(명)	실외 소계(명)	실외 실외작업장(명)	실외 운동장(명)	실외 논밭(명)	실외 산(명)	실외 강가해(명)변	실외 길가(명)	실외 주거지주(명)변	실외 기타(명)	실내 소계(명)	실내 집(명)	실내 건물(명)	실내 작업장(명)	실내 비닐하우스(명)	실내 기타(명)
0	2016	합계	2125	1674	603	127	333	61	50	227	93	180	451	199	52	99	26	75
1	2016	서울	170	109	28	9	2	1	1	42	10	16	61	34	8	3	0	16
2	2016	부산	112	71	31	3	3	2	4	17	3	8	41	19	5	14	0	3
3	2016	대구	38	29	5	8	4	2	1	5	2	2	9	4	0	2	0	3
4	2016	인천	102	83	41	6	7	1	1	18	5	4	19	7	1	5	1	5
5	2016	광주	91	75	26	8	22	4	1	2	4	8	16	8	2	2	2	2
6	2016	대전	64	50	20	2	8	0	1	7	6	6	14	9	1	2	1	1
7	2016	울산	53	42	26	2	3	0	3	5	2	1	11	3	4	3	0	1
8	2016	세종	11	10	6	2	1	0	0	1	0	0	1	0	0	1	0	0
9	2016	경기	357	268	129	16	32	6	2	40	8	35	89	38	7	25	2	17

	기준년도	지역	합계(명)	실외 소계(명)	실외 실외작업장(명)	실외 운동장(명)	실외 논밭(명)	실외 산(명)	실외 강가해(명)변	실외 길가(명)	실외 주거지주(명)변	실외 기타(명)	실내 소계(명)	실내 집(명)	실내 건물(명)	실내 작업장(명)	실내 비닐하우스(명)	실내 기타(명)
98	2021	세종	14	11	10	0	1	0	0	0	0	0	3	0	0	3	0	0
99	2021	경기	271	216	114	14	26	3	0	30	5	24	55	18	9	18	2	8
100	2021	강원	55	47	17	1	10	5	1	5	1	7	8	4	0	1	1	2
101	2021	충북	54	47	21	5	12	1	0	1	3	4	7	2	0	2	2	1
102	2021	충남	83	70	35	1	9	5	0	12	4	4	13	4	1	5	1	2
103	2021	전북	93	75	36	2	14	1	0	8	5	9	18	6	2	4	3	3
104	2021	전남	110	97	46	2	26	4	3	4	5	7	13	4	0	3	3	3
105	2021	경북	124	101	48	3	20	4	3	11	5	7	23	6	2	13	0	2
106	2021	경남	126	100	45	4	19	4	2	15	3	8	26	7	4	12	3	0
107	2021	제주	65	58	28	4	13	1	2	1	5	4	7	0	0	4	3	0

Overview

Variables

Common Values

Length

Interactions

Correlations

Missing values

Sample