gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	341
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	53.7 KiB
Average record size in memory	161.4 B

Variable types

Numeric	13
Categorical	5

Dataset

Description	연령별 장애아동수당 수급자 집계현황
Author	경기복지재단(경기도장애인복지종합지원센터)
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=XAXEHLVZQSWKIR9SW77M25701717&infSeq=1

Alerts

`전체총계(명)` is highly overall correlated with `18세미만총계(명)` and 10 other fields	High correlation
`18세미만총계(명)` is highly overall correlated with `전체총계(명)` and 10 other fields	High correlation
`18세이상20세이하총계(명)` is highly overall correlated with `전체총계(명)` and 10 other fields	High correlation
`기초생활수급자합계(명)` is highly overall correlated with `전체총계(명)` and 8 other fields	High correlation
`18세미만기초생활수급자수(명)` is highly overall correlated with `전체총계(명)` and 8 other fields	High correlation
`18세이상20세이하기초생활수급자수(명)` is highly overall correlated with `전체총계(명)` and 7 other fields	High correlation
`시설수급자합계(명)` is highly overall correlated with `전체총계(명)` and 4 other fields	High correlation
`18세미만시설수급자수(명)` is highly overall correlated with `전체총계(명)` and 4 other fields	High correlation
`18세이상20세이하시설수급자수(명)` is highly overall correlated with `18세이상20세이하총계(명)` and 2 other fields	High correlation
`차상위계층수급자합계(명)` is highly overall correlated with `전체총계(명)` and 8 other fields	High correlation
`18세미만차상위계층수급자수(명)` is highly overall correlated with `전체총계(명)` and 8 other fields	High correlation
`18세이상20세이하차상위계층수급자수(명)` is highly overall correlated with `전체총계(명)` and 7 other fields	High correlation
`시군명` is highly overall correlated with `전체총계(명)` and 5 other fields	High correlation
`20세초과총계(명)` is highly overall correlated with `20세초과기초생활수급자수(명)` and 1 other fields	High correlation
`20세초과기초생활수급자수(명)` is highly overall correlated with `20세초과총계(명)`	High correlation
`20세초과시설수급자수(명)` is highly overall correlated with `20세초과총계(명)`	High correlation
`20세초과총계(명)` is highly imbalanced (78.1%)	Imbalance
`20세초과기초생활수급자수(명)` is highly imbalanced (89.8%)	Imbalance
`20세초과시설수급자수(명)` is highly imbalanced (86.6%)	Imbalance
`20세초과차상위계층수급자수(명)` is highly imbalanced (92.7%)	Imbalance
`18세이상20세이하총계(명)` has 4 (1.2%) zeros	Zeros
`18세이상20세이하기초생활수급자수(명)` has 10 (2.9%) zeros	Zeros
`시설수급자합계(명)` has 66 (19.4%) zeros	Zeros
`18세미만시설수급자수(명)` has 76 (22.3%) zeros	Zeros
`18세이상20세이하시설수급자수(명)` has 149 (43.7%) zeros	Zeros
`18세이상20세이하차상위계층수급자수(명)` has 28 (8.2%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 02:50:26.145149
Analysis finished	2024-03-23 02:51:11.891959
Duration	45.75 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년도
Real number (ℝ)

Distinct	11
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2018

Minimum	2013
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	2013
5-th percentile	2013
Q1	2015
median	2018
Q3	2021
95-th percentile	2023
Maximum	2023
Range	10
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.1669247
Coefficient of variation (CV)	0.0015693383
Kurtosis	-1.2202754
Mean	2018
Median Absolute Deviation (MAD)	3
Skewness	0
Sum	688138
Variance	10.029412
Monotonicity	Decreasing

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2023	31	9.1%
2022	31	9.1%
2021	31	9.1%
2020	31	9.1%
2019	31	9.1%
2018	31	9.1%
2017	31	9.1%
2016	31	9.1%
2015	31	9.1%
2014	31	9.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2013	31	9.1%
2014	31	9.1%
2015	31	9.1%
2016	31	9.1%
2017	31	9.1%
2018	31	9.1%
2019	31	9.1%
2020	31	9.1%
2021	31	9.1%
2022	31	9.1%

Value	Count	Frequency (%)
2023	31	9.1%
2022	31	9.1%
2021	31	9.1%
2020	31	9.1%
2019	31	9.1%
2018	31	9.1%
2017	31	9.1%
2016	31	9.1%
2015	31	9.1%
2014	31	9.1%

시군명
Categorical

HIGH CORRELATION

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

가평군	11
고양시	11
과천시	11
광명시	11
광주시	11
Other values (26)	286

Length

Max length	4
Median length	3
Mean length	3.0967742
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	가평군
2nd row	고양시
3rd row	과천시
4th row	광명시
5th row	광주시

Common Values

Value	Count	Frequency (%)
가평군	11	3.2%
고양시	11	3.2%
과천시	11	3.2%
광명시	11	3.2%
광주시	11	3.2%
구리시	11	3.2%
군포시	11	3.2%
김포시	11	3.2%
남양주시	11	3.2%
동두천시	11	3.2%
Other values (21)	231	67.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
가평군	11	3.2%
안양시	11	3.2%
하남시	11	3.2%
포천시	11	3.2%
평택시	11	3.2%
파주시	11	3.2%
이천시	11	3.2%
의정부시	11	3.2%
의왕시	11	3.2%
용인시	11	3.2%
Other values (21)	231	67.7%

전체총계(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	186
Distinct (%)	54.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	111.75367

Minimum	8
Maximum	359
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	8
5-th percentile	22
Q1	52
median	97
Q3	156
95-th percentile	263
Maximum	359
Range	351
Interquartile range (IQR)	104

Descriptive statistics

Standard deviation	73.964167
Coefficient of variation (CV)	0.66185003
Kurtosis	0.46659071
Mean	111.75367
Median Absolute Deviation (MAD)	50
Skewness	0.9358538
Sum	38108
Variance	5470.698
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52	7	2.1%
56	5	1.5%
45	5	1.5%
27	5	1.5%
97	4	1.2%
21	4	1.2%
22	4	1.2%
51	4	1.2%
102	4	1.2%
46	4	1.2%
Other values (176)	295	86.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	2	0.6%
9	1	0.3%
10	1	0.3%
11	2	0.6%
12	2	0.6%
13	2	0.6%
20	3	0.9%
21	4	1.2%
22	4	1.2%
23	1	0.3%

Value	Count	Frequency (%)
359	1	0.3%
337	1	0.3%
331	1	0.3%
328	1	0.3%
322	1	0.3%
317	1	0.3%
311	1	0.3%
306	1	0.3%
296	2	0.6%
278	1	0.3%

18세미만총계(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	172
Distinct (%)	50.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	94.774194

Minimum	7
Maximum	306
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	7
5-th percentile	17
Q1	44
median	83
Q3	132
95-th percentile	213
Maximum	306
Range	299
Interquartile range (IQR)	88

Descriptive statistics

Standard deviation	63.226428
Coefficient of variation (CV)	0.66712705
Kurtosis	0.4527102
Mean	94.774194
Median Absolute Deviation (MAD)	41
Skewness	0.93524666
Sum	32318
Variance	3997.5812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42	7	2.1%
41	7	2.1%
57	6	1.8%
45	6	1.8%
17	5	1.5%
23	5	1.5%
85	5	1.5%
44	5	1.5%
67	4	1.2%
25	4	1.2%
Other values (162)	287	84.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	0.3%
8	3	0.9%
9	2	0.6%
10	1	0.3%
11	1	0.3%
12	2	0.6%
15	1	0.3%
16	2	0.6%
17	5	1.5%
18	3	0.9%

Value	Count	Frequency (%)
306	1	0.3%
288	1	0.3%
286	1	0.3%
273	1	0.3%
266	1	0.3%
263	1	0.3%
257	1	0.3%
255	1	0.3%
254	1	0.3%
253	1	0.3%

18세이상20세이하총계(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	54
Distinct (%)	15.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.909091

Minimum	0
Maximum	74
Zeros	4
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	7
median	14
Q3	22
95-th percentile	44
Maximum	74
Range	74
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	12.904876
Coefficient of variation (CV)	0.7631916
Kurtosis	1.9838713
Mean	16.909091
Median Absolute Deviation (MAD)	7
Skewness	1.3301096
Sum	5766
Variance	166.53583
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	17	5.0%
4	17	5.0%
11	16	4.7%
14	15	4.4%
18	13	3.8%
10	13	3.8%
7	13	3.8%
15	12	3.5%
12	12	3.5%
2	12	3.5%
Other values (44)	201	58.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	1.2%
1	6	1.8%
2	12	3.5%
3	10	2.9%
4	17	5.0%
5	17	5.0%
6	10	2.9%
7	13	3.8%
8	9	2.6%
9	11	3.2%

Value	Count	Frequency (%)
74	1	0.3%
64	1	0.3%
59	1	0.3%
57	1	0.3%
56	1	0.3%
55	1	0.3%
54	1	0.3%
53	2	0.6%
52	1	0.3%
49	2	0.6%

20세초과총계(명)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

0	323
1	12
2	6

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	323	94.7%
1	12	3.5%
2	6	1.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	323	94.7%
1	12	3.5%
2	6	1.8%

기초생활수급자합계(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	116
Distinct (%)	34.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.175953

Minimum	4
Maximum	183
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	4
5-th percentile	10
Q1	27
median	42
Q3	68
95-th percentile	142
Maximum	183
Range	179
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	38.831667
Coefficient of variation (CV)	0.71676943
Kurtosis	1.175306
Mean	54.175953
Median Absolute Deviation (MAD)	18
Skewness	1.2804418
Sum	18474
Variance	1507.8984
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	9	2.6%
41	9	2.6%
21	8	2.3%
24	7	2.1%
51	7	2.1%
20	7	2.1%
31	7	2.1%
34	7	2.1%
56	7	2.1%
39	6	1.8%
Other values (106)	267	78.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	5	1.5%
5	3	0.9%
7	4	1.2%
8	1	0.3%
9	4	1.2%
10	1	0.3%
11	2	0.6%
12	5	1.5%
13	2	0.6%
14	4	1.2%

Value	Count	Frequency (%)
183	1	0.3%
182	1	0.3%
181	1	0.3%
175	1	0.3%
173	1	0.3%
167	1	0.3%
159	1	0.3%
157	1	0.3%
152	1	0.3%
151	1	0.3%

18세미만기초생활수급자수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	99
Distinct (%)	29.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.771261

Minimum	3
Maximum	154
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	3
5-th percentile	8
Q1	23
median	35
Q3	56
95-th percentile	107
Maximum	154
Range	151
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	32.356387
Coefficient of variation (CV)	0.72270439
Kurtosis	1.3383594
Mean	44.771261
Median Absolute Deviation (MAD)	15
Skewness	1.309087
Sum	15267
Variance	1046.9358
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	12	3.5%
33	11	3.2%
24	11	3.2%
23	10	2.9%
20	10	2.9%
15	9	2.6%
29	9	2.6%
56	9	2.6%
27	7	2.1%
26	7	2.1%
Other values (89)	246	72.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	3	0.9%
4	4	1.2%
5	2	0.6%
6	4	1.2%
7	1	0.3%
8	4	1.2%
9	4	1.2%
10	4	1.2%
11	3	0.9%
12	5	1.5%

Value	Count	Frequency (%)
154	1	0.3%
153	1	0.3%
149	1	0.3%
148	1	0.3%
146	1	0.3%
143	2	0.6%
141	1	0.3%
140	1	0.3%
132	1	0.3%
128	1	0.3%

18세이상20세이하기초생활수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	36
Distinct (%)	10.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.3782991

Minimum	0
Maximum	45
Zeros	10
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	7
Q3	13
95-th percentile	27
Maximum	45
Range	45
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	8.0308595
Coefficient of variation (CV)	0.85632367
Kurtosis	2.8721266
Mean	9.3782991
Median Absolute Deviation (MAD)	4
Skewness	1.5972079
Sum	3198
Variance	64.494704
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
4	31	9.1%
6	30	8.8%
2	24	7.0%
3	23	6.7%
5	22	6.5%
1	20	5.9%
7	19	5.6%
8	18	5.3%
11	17	5.0%
13	16	4.7%
Other values (26)	121	35.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	2.9%
1	20	5.9%
2	24	7.0%
3	23	6.7%
4	31	9.1%
5	22	6.5%
6	30	8.8%
7	19	5.6%
8	18	5.3%
9	13	3.8%

Value	Count	Frequency (%)
45	1	0.3%
44	1	0.3%
36	3	0.9%
33	2	0.6%
32	2	0.6%
31	1	0.3%
30	3	0.9%
29	1	0.3%
28	3	0.9%
27	2	0.6%

20세초과기초생활수급자수(명)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

0	334
1	5
2	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	334	97.9%
1	5	1.5%
2	2	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	334	97.9%
1	5	1.5%
2	2	0.6%

시설수급자합계(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	58
Distinct (%)	17.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.894428

Minimum	0
Maximum	121
Zeros	66
Zeros (%)	19.4%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	6
Q3	14
95-th percentile	53
Maximum	121
Range	121
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	18.891813
Coefficient of variation (CV)	1.4651144
Kurtosis	8.320036
Mean	12.894428
Median Absolute Deviation (MAD)	6
Skewness	2.5778718
Sum	4397
Variance	356.90059
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	66	19.4%
1	28	8.2%
2	24	7.0%
6	20	5.9%
11	17	5.0%
3	16	4.7%
4	16	4.7%
5	14	4.1%
12	12	3.5%
10	10	2.9%
Other values (48)	118	34.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	66	19.4%
1	28	8.2%
2	24	7.0%
3	16	4.7%
4	16	4.7%
5	14	4.1%
6	20	5.9%
7	9	2.6%
8	6	1.8%
9	8	2.3%

Value	Count	Frequency (%)
121	1	0.3%
118	1	0.3%
110	1	0.3%
86	1	0.3%
68	1	0.3%
67	2	0.6%
66	1	0.3%
64	1	0.3%
62	1	0.3%
60	3	0.9%

18세미만시설수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	55
Distinct (%)	16.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.601173

Minimum	0
Maximum	112
Zeros	76
Zeros (%)	22.3%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	11
95-th percentile	45
Maximum	112
Range	112
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	16.237734
Coefficient of variation (CV)	1.5316922
Kurtosis	9.342711
Mean	10.601173
Median Absolute Deviation (MAD)	5
Skewness	2.7103058
Sum	3615
Variance	263.664
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	76	22.3%
1	31	9.1%
2	27	7.9%
4	21	6.2%
5	19	5.6%
8	15	4.4%
6	14	4.1%
3	13	3.8%
10	13	3.8%
9	13	3.8%
Other values (45)	99	29.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	76	22.3%
1	31	9.1%
2	27	7.9%
3	13	3.8%
4	21	6.2%
5	19	5.6%
6	14	4.1%
7	11	3.2%
8	15	4.4%
9	13	3.8%

Value	Count	Frequency (%)
112	1	0.3%
102	1	0.3%
87	1	0.3%
74	1	0.3%
65	1	0.3%
59	1	0.3%
57	1	0.3%
56	1	0.3%
54	1	0.3%
53	2	0.6%

18세이상20세이하시설수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2580645

Minimum	0
Maximum	23
Zeros	149
Zeros (%)	43.7%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	9
Maximum	23
Range	23
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.3127607
Coefficient of variation (CV)	1.4670797
Kurtosis	6.198809
Mean	2.2580645
Median Absolute Deviation (MAD)	1
Skewness	2.1855942
Sum	770
Variance	10.974383
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	149	43.7%
1	51	15.0%
2	42	12.3%
3	18	5.3%
4	17	5.0%
5	17	5.0%
6	11	3.2%
8	7	2.1%
7	7	2.1%
11	5	1.5%
Other values (7)	17	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	149	43.7%
1	51	15.0%
2	42	12.3%
3	18	5.3%
4	17	5.0%
5	17	5.0%
6	11	3.2%
7	7	2.1%
8	7	2.1%
9	5	1.5%

Value	Count	Frequency (%)
23	1	0.3%
16	1	0.3%
14	1	0.3%
13	2	0.6%
12	4	1.2%
11	5	1.5%
10	3	0.9%
9	5	1.5%
8	7	2.1%
7	7	2.1%

20세초과시설수급자수(명)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

0	331
1	8
2	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	331	97.1%
1	8	2.3%
2	2	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	331	97.1%
1	8	2.3%
2	2	0.6%

차상위계층수급자합계(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	108
Distinct (%)	31.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.683284

Minimum	0
Maximum	170
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	9
Q1	21
median	36
Q3	62
95-th percentile	106
Maximum	170
Range	170
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	32.750743
Coefficient of variation (CV)	0.7329529
Kurtosis	1.1536817
Mean	44.683284
Median Absolute Deviation (MAD)	19
Skewness	1.1787464
Sum	15237
Variance	1072.6112
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	10	2.9%
21	10	2.9%
23	10	2.9%
42	8	2.3%
24	8	2.3%
16	8	2.3%
22	8	2.3%
15	8	2.3%
14	7	2.1%
20	7	2.1%
Other values (98)	257	75.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
3	2	0.6%
4	1	0.3%
5	2	0.6%
6	5	1.5%
7	3	0.9%
8	2	0.6%
9	6	1.8%
10	6	1.8%
11	5	1.5%

Value	Count	Frequency (%)
170	1	0.3%
168	1	0.3%
164	1	0.3%
147	1	0.3%
136	2	0.6%
126	1	0.3%
125	1	0.3%
124	1	0.3%
123	1	0.3%
122	1	0.3%

18세미만차상위계층수급자수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	100
Distinct (%)	29.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.40176

Minimum	0
Maximum	158
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	18
median	30
Q3	55
95-th percentile	95
Maximum	158
Range	158
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	29.196492
Coefficient of variation (CV)	0.74099464
Kurtosis	1.163853
Mean	39.40176
Median Absolute Deviation (MAD)	17
Skewness	1.1740364
Sum	13436
Variance	852.43517
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	11	3.2%
28	11	3.2%
19	10	2.9%
21	9	2.6%
22	9	2.6%
23	9	2.6%
29	8	2.3%
18	7	2.1%
17	7	2.1%
34	7	2.1%
Other values (90)	253	74.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
3	2	0.6%
4	3	0.9%
5	4	1.2%
6	6	1.8%
7	3	0.9%
8	11	3.2%
9	6	1.8%
10	5	1.5%
11	6	1.8%

Value	Count	Frequency (%)
158	1	0.3%
143	2	0.6%
133	1	0.3%
120	2	0.6%
112	1	0.3%
109	1	0.3%
108	1	0.3%
106	2	0.6%
105	1	0.3%
104	1	0.3%

18세이상20세이하차상위계층수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.2727273

Minimum	0
Maximum	27
Zeros	28
Zeros (%)	8.2%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	7
95-th percentile	16
Maximum	27
Range	27
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	4.5939975
Coefficient of variation (CV)	0.87127538
Kurtosis	2.484835
Mean	5.2727273
Median Absolute Deviation (MAD)	2
Skewness	1.4868129
Sum	1798
Variance	21.104813
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
3	44	12.9%
2	40	11.7%
1	36	10.6%
4	35	10.3%
5	31	9.1%
6	30	8.8%
0	28	8.2%
7	23	6.7%
8	17	5.0%
16	8	2.3%
Other values (14)	49	14.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28	8.2%
1	36	10.6%
2	40	11.7%
3	44	12.9%
4	35	10.3%
5	31	9.1%
6	30	8.8%
7	23	6.7%
8	17	5.0%
9	7	2.1%

Value	Count	Frequency (%)
27	1	0.3%
22	1	0.3%
21	1	0.3%
20	2	0.6%
19	1	0.3%
18	1	0.3%
17	3	0.9%
16	8	2.3%
15	3	0.9%
14	6	1.8%

20세초과차상위계층수급자수(명)
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

0	338
1	3

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	338	99.1%
1	3	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	338	99.1%
1	3	0.9%

Heatmap
Table

	기준년도	시군명	전체총계(명)	18세미만총계(명)	18세이상20세이하총계(명)	20세초과총계(명)	기초생활수급자합계(명)	18세미만기초생활수급자수(명)	18세이상20세이하기초생활수급자수(명)	20세초과기초생활수급자수(명)	시설수급자합계(명)	18세미만시설수급자수(명)	18세이상20세이하시설수급자수(명)	20세초과시설수급자수(명)	차상위계층수급자합계(명)	18세미만차상위계층수급자수(명)	18세이상20세이하차상위계층수급자수(명)	20세초과차상위계층수급자수(명)
기준년도	1.000	0.000	0.000	0.000	0.291	0.412	0.000	0.000	0.180	0.266	0.000	0.000	0.000	0.321	0.000	0.000	0.197	0.000
시군명	0.000	1.000	0.915	0.920	0.740	0.202	0.905	0.916	0.721	0.000	0.778	0.728	0.630	0.309	0.898	0.890	0.639	0.291
전체총계(명)	0.000	0.915	1.000	0.989	0.861	0.304	0.943	0.935	0.710	0.158	0.476	0.462	0.367	0.241	0.915	0.913	0.813	0.086
18세미만총계(명)	0.000	0.920	0.989	1.000	0.808	0.272	0.926	0.945	0.653	0.237	0.477	0.458	0.314	0.253	0.924	0.933	0.784	0.036
18세이상20세이하총계(명)	0.291	0.740	0.861	0.808	1.000	0.377	0.858	0.778	0.864	0.155	0.350	0.269	0.424	0.441	0.786	0.760	0.915	0.154
20세초과총계(명)	0.412	0.202	0.304	0.272	0.377	1.000	0.130	0.317	0.351	0.864	0.520	0.516	0.415	0.903	0.222	0.149	0.339	0.241
기초생활수급자합계(명)	0.000	0.905	0.943	0.926	0.858	0.130	1.000	0.971	0.733	0.266	0.359	0.334	0.339	0.179	0.885	0.863	0.779	0.149
18세미만기초생활수급자수(명)	0.000	0.916	0.935	0.945	0.778	0.317	0.971	1.000	0.682	0.509	0.356	0.321	0.267	0.209	0.879	0.882	0.725	0.000
18세이상20세이하기초생활수급자수(명)	0.180	0.721	0.710	0.653	0.864	0.351	0.733	0.682	1.000	0.362	0.237	0.218	0.218	0.358	0.584	0.558	0.699	0.000
20세초과기초생활수급자수(명)	0.266	0.000	0.158	0.237	0.155	0.864	0.266	0.509	0.362	1.000	0.143	0.195	0.000	0.211	0.183	0.100	0.105	0.000
시설수급자합계(명)	0.000	0.778	0.476	0.477	0.350	0.520	0.359	0.356	0.237	0.143	1.000	0.941	0.866	0.617	0.275	0.258	0.189	0.101
18세미만시설수급자수(명)	0.000	0.728	0.462	0.458	0.269	0.516	0.334	0.321	0.218	0.195	0.941	1.000	0.788	0.625	0.250	0.229	0.000	0.000
18세이상20세이하시설수급자수(명)	0.000	0.630	0.367	0.314	0.424	0.415	0.339	0.267	0.218	0.000	0.866	0.788	1.000	0.622	0.000	0.000	0.189	0.000
20세초과시설수급자수(명)	0.321	0.309	0.241	0.253	0.441	0.903	0.179	0.209	0.358	0.211	0.617	0.625	0.622	1.000	0.000	0.078	0.374	0.107
차상위계층수급자합계(명)	0.000	0.898	0.915	0.924	0.786	0.222	0.885	0.879	0.584	0.183	0.275	0.250	0.000	0.000	1.000	0.993	0.820	0.285
18세미만차상위계층수급자수(명)	0.000	0.890	0.913	0.933	0.760	0.149	0.863	0.882	0.558	0.100	0.258	0.229	0.000	0.078	0.993	1.000	0.792	0.278
18세이상20세이하차상위계층수급자수(명)	0.197	0.639	0.813	0.784	0.915	0.339	0.779	0.725	0.699	0.105	0.189	0.000	0.189	0.374	0.820	0.792	1.000	0.118
20세초과차상위계층수급자수(명)	0.000	0.291	0.086	0.036	0.154	0.241	0.149	0.000	0.000	0.000	0.101	0.000	0.000	0.107	0.285	0.278	0.118	1.000

Heatmap
Table

	20세초과총계(명)	20세초과기초생활수급자수(명)	20세초과차상위계층수급자수(명)	20세초과시설수급자수(명)	시군명
20세초과총계(명)	1.000	0.553	0.392	0.621	0.097
20세초과기초생활수급자수(명)	0.553	1.000	0.000	0.066	0.000
20세초과차상위계층수급자수(명)	0.392	0.000	1.000	0.177	0.236
20세초과시설수급자수(명)	0.621	0.066	0.177	1.000	0.156
시군명	0.097	0.000	0.236	0.156	1.000

Heatmap
Table

	기준년도	전체총계(명)	18세미만총계(명)	18세이상20세이하총계(명)	기초생활수급자합계(명)	18세미만기초생활수급자수(명)	18세이상20세이하기초생활수급자수(명)	시설수급자합계(명)	18세미만시설수급자수(명)	18세이상20세이하시설수급자수(명)	차상위계층수급자합계(명)	18세미만차상위계층수급자수(명)	18세이상20세이하차상위계층수급자수(명)	시군명	20세초과총계(명)	20세초과기초생활수급자수(명)	20세초과시설수급자수(명)	20세초과차상위계층수급자수(명)
기준년도	1.000	-0.066	-0.042	-0.221	-0.102	-0.077	-0.215	-0.078	-0.057	-0.191	0.018	0.029	-0.097	0.000	0.192	0.085	0.140	0.000
전체총계(명)	-0.066	1.000	0.995	0.857	0.955	0.949	0.773	0.560	0.551	0.436	0.907	0.899	0.732	0.612	0.189	0.093	0.146	0.065
18세미만총계(명)	-0.042	0.995	1.000	0.807	0.947	0.951	0.725	0.549	0.546	0.402	0.911	0.908	0.696	0.624	0.167	0.143	0.154	0.025
18세이상20세이하총계(명)	-0.221	0.857	0.807	1.000	0.842	0.787	0.920	0.551	0.514	0.567	0.736	0.703	0.802	0.355	0.242	0.091	0.292	0.117
기초생활수급자합계(명)	-0.102	0.955	0.947	0.842	1.000	0.991	0.819	0.420	0.407	0.341	0.896	0.888	0.736	0.588	0.076	0.163	0.106	0.113
18세미만기초생활수급자수(명)	-0.077	0.949	0.951	0.787	0.991	1.000	0.743	0.407	0.396	0.321	0.900	0.894	0.721	0.613	0.198	0.351	0.126	0.000
18세이상20세이하기초생활수급자수(명)	-0.215	0.773	0.725	0.920	0.819	0.743	1.000	0.392	0.371	0.363	0.691	0.673	0.676	0.361	0.179	0.193	0.180	0.023
시설수급자합계(명)	-0.078	0.560	0.549	0.551	0.420	0.407	0.392	1.000	0.985	0.791	0.345	0.336	0.290	0.423	0.383	0.090	0.483	0.074
18세미만시설수급자수(명)	-0.057	0.551	0.546	0.514	0.407	0.396	0.371	0.985	1.000	0.695	0.343	0.336	0.271	0.360	0.263	0.085	0.341	0.000
18세이상20세이하시설수급자수(명)	-0.191	0.436	0.402	0.567	0.341	0.321	0.363	0.791	0.695	1.000	0.234	0.219	0.263	0.292	0.289	0.000	0.489	0.000
차상위계층수급자합계(명)	0.018	0.907	0.911	0.736	0.896	0.900	0.691	0.345	0.343	0.234	1.000	0.995	0.770	0.565	0.143	0.121	0.000	0.221
18세미만차상위계층수급자수(명)	0.029	0.899	0.908	0.703	0.888	0.894	0.673	0.336	0.336	0.219	0.995	1.000	0.712	0.548	0.089	0.062	0.047	0.211
18세이상20세이하차상위계층수급자수(명)	-0.097	0.732	0.696	0.802	0.736	0.721	0.676	0.290	0.271	0.263	0.770	0.712	1.000	0.274	0.214	0.061	0.240	0.089
시군명	0.000	0.612	0.624	0.355	0.588	0.613	0.361	0.423	0.360	0.292	0.565	0.548	0.274	1.000	0.097	0.000	0.156	0.236
20세초과총계(명)	0.192	0.189	0.167	0.242	0.076	0.198	0.179	0.383	0.263	0.289	0.143	0.089	0.214	0.097	1.000	0.553	0.621	0.392
20세초과기초생활수급자수(명)	0.085	0.093	0.143	0.091	0.163	0.351	0.193	0.090	0.085	0.000	0.121	0.062	0.061	0.000	0.553	1.000	0.066	0.000
20세초과시설수급자수(명)	0.140	0.146	0.154	0.292	0.106	0.126	0.180	0.483	0.341	0.489	0.000	0.047	0.240	0.156	0.621	0.066	1.000	0.177
20세초과차상위계층수급자수(명)	0.000	0.065	0.025	0.117	0.113	0.000	0.023	0.074	0.000	0.000	0.221	0.211	0.089	0.236	0.392	0.000	0.177	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	시군명	전체총계(명)	18세미만총계(명)	18세이상20세이하총계(명)	기초생활수급자합계(명)	18세미만기초생활수급자수(명)	18세이상20세이하기초생활수급자수(명)	시설수급자합계(명)	18세미만시설수급자수(명)	18세이상20세이하시설수급자수(명)	차상위계층수급자합계(명)	18세미만차상위계층수급자수(명)	18세이상20세이하차상위계층수급자수(명)
0	2023	가평군	29	24	5	16	12	4	1	1	0	12	11	1
1	2023	고양시	210	189	21	92	81	11	28	27	1	90	81	9
2	2023	과천시	8	7	1	4	3	1	0	0	0	4	4	0
3	2023	광명시	52	42	10	24	20	4	0	0	0	28	22	6
4	2023	광주시	108	91	17	40	33	7	10	8	2	58	50	8
5	2023	구리시	41	39	2	26	24	2	0	0	0	15	15	0
6	2023	군포시	63	62	1	28	27	1	4	4	0	31	31	0
7	2023	김포시	115	98	17	63	52	11	1	0	1	51	46	5
8	2023	남양주시	167	146	21	73	63	10	0	0	0	94	83	11
9	2023	동두천시	48	43	5	24	21	3	3	3	0	21	19	2

	기준년도	시군명	전체총계(명)	18세미만총계(명)	18세이상20세이하총계(명)	20세초과총계(명)	기초생활수급자합계(명)	18세미만기초생활수급자수(명)	18세이상20세이하기초생활수급자수(명)	시설수급자합계(명)	18세미만시설수급자수(명)	18세이상20세이하시설수급자수(명)	20세초과시설수급자수(명)	차상위계층수급자합계(명)	18세미만차상위계층수급자수(명)	18세이상20세이하차상위계층수급자수(명)
331	2013	오산시	59	46	13	0	31	24	7	6	3	3	0	22	19	3
332	2013	용인시	189	169	19	1	69	67	2	66	53	12	1	54	49	5
333	2013	의왕시	28	26	2	0	12	12	0	0	0	0	0	16	14	2
334	2013	의정부시	165	149	16	0	94	83	11	12	11	1	0	59	55	4
335	2013	이천시	56	49	7	0	31	25	6	2	2	0	0	23	22	1
336	2013	파주시	151	122	29	0	64	50	14	12	10	2	0	75	62	13
337	2013	평택시	160	141	18	1	56	50	6	67	57	9	1	37	34	3
338	2013	포천시	130	102	28	0	48	35	13	54	43	11	0	28	24	4
339	2013	하남시	45	43	2	0	22	20	2	0	0	0	0	23	23	0
340	2013	화성시	115	103	12	0	45	43	2	24	18	6	0	46	42	4

Overview

Variables

Common Values

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample