gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	182
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	25.2 KiB
Average record size in memory	141.7 B

Variable types

Numeric	11
Categorical	4
DateTime	1

Dataset

Description	대구광역시 남구 연도별 기초생활보장수급자 수에 대한 데이터로 동 및 조건부, 특례, 기타별 가구수, 수급권자수 등의 항목을 제공합니다.
Author	대구광역시 남구
URL	https://www.data.go.kr/data/15034114/fileData.do

Alerts

`시군구` has constant value ""	Constant
`데이터기준일자` has constant value ""	Constant
`기타-가구수` is highly overall correlated with `기타-수급권자수`	High correlation
`기타-수급권자수` is highly overall correlated with `기타-가구수`	High correlation
`날짜` is highly overall correlated with `총 가구수` and 2 other fields	High correlation
`총 가구수` is highly overall correlated with `날짜` and 6 other fields	High correlation
`총 수급권자수` is highly overall correlated with `총 가구수` and 4 other fields	High correlation
`일반수급자-가구수` is highly overall correlated with `날짜` and 6 other fields	High correlation
`일반수급자-수급권자수` is highly overall correlated with `총 가구수` and 4 other fields	High correlation
`조건부수급자-가구수` is highly overall correlated with `날짜` and 5 other fields	High correlation
`조건부수급자-수급권자수` is highly overall correlated with `총 가구수` and 4 other fields	High correlation
`특례수급자-가구수` is highly overall correlated with `총 가구수` and 2 other fields	High correlation
`특례수급자-수급권자수` is highly overall correlated with `특례수급자-가구수`	High correlation
`시설수급자-가구수` is highly overall correlated with `시설수급자-수급권자수`	High correlation
`시설수급자-수급권자수` is highly overall correlated with `시설수급자-가구수`	High correlation
`기타-가구수` is highly imbalanced (64.9%)	Imbalance
`기타-수급권자수` is highly imbalanced (75.4%)	Imbalance
`총 가구수` has 13 (7.1%) zeros	Zeros
`일반수급자-가구수` has 13 (7.1%) zeros	Zeros
`조건부수급자-가구수` has 13 (7.1%) zeros	Zeros
`특례수급자-가구수` has 13 (7.1%) zeros	Zeros
`시설수급자-가구수` has 73 (40.1%) zeros	Zeros
`시설수급자-수급권자수` has 64 (35.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 03:24:34.862825
Analysis finished	2023-12-12 03:24:51.805717
Duration	16.94 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

날짜
Real number (ℝ)

HIGH CORRELATION

Distinct	14
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2016.5

Minimum	2010
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	2010
5-th percentile	2010
Q1	2013
median	2016.5
Q3	2020
95-th percentile	2023
Maximum	2023
Range	13
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.0422493
Coefficient of variation (CV)	0.0020045868
Kurtosis	-1.2125781
Mean	2016.5
Median Absolute Deviation (MAD)	3.5
Skewness	0
Sum	367003
Variance	16.339779
Monotonicity	Increasing

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
2010	13	7.1%
2011	13	7.1%
2012	13	7.1%
2013	13	7.1%
2014	13	7.1%
2015	13	7.1%
2016	13	7.1%
2017	13	7.1%
2018	13	7.1%
2019	13	7.1%
Other values (4)	52	28.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2010	13	7.1%
2011	13	7.1%
2012	13	7.1%
2013	13	7.1%
2014	13	7.1%
2015	13	7.1%
2016	13	7.1%
2017	13	7.1%
2018	13	7.1%
2019	13	7.1%

Value	Count	Frequency (%)
2023	13	7.1%
2022	13	7.1%
2021	13	7.1%
2020	13	7.1%
2019	13	7.1%
2018	13	7.1%
2017	13	7.1%
2016	13	7.1%
2015	13	7.1%
2014	13	7.1%

시군구
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

남구	182

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
남구	182	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
남구	182	100.0%

읍면동
Categorical

Distinct	13
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

이천동	14
봉덕1동	14
봉덕2동	14
봉덕3동	14
대명1동	14
Other values (8)	112

Length

Max length	5
Median length	4
Mean length	4.0769231
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	이천동
2nd row	봉덕1동
3rd row	봉덕2동
4th row	봉덕3동
5th row	대명1동

Common Values

Value	Count	Frequency (%)
이천동	14	7.7%
봉덕1동	14	7.7%
봉덕2동	14	7.7%
봉덕3동	14	7.7%
대명1동	14	7.7%
대명2동	14	7.7%
대명3동	14	7.7%
대명4동	14	7.7%
대명5동	14	7.7%
대명6동	14	7.7%
Other values (3)	42	23.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
이천동	14	7.7%
봉덕1동	14	7.7%
봉덕2동	14	7.7%
봉덕3동	14	7.7%
대명1동	14	7.7%
대명2동	14	7.7%
대명3동	14	7.7%
대명4동	14	7.7%
대명5동	14	7.7%
대명6동	14	7.7%
Other values (3)	42	23.1%

총 가구수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	155
Distinct (%)	85.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	575.65385

Minimum	0
Maximum	1466
Zeros	13
Zeros (%)	7.1%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	385.5
median	525.5
Q3	776
95-th percentile	1066.6
Maximum	1466
Range	1466
Interquartile range (IQR)	390.5

Descriptive statistics

Standard deviation	296.76135
Coefficient of variation (CV)	0.51552049
Kurtosis	0.54687658
Mean	575.65385
Median Absolute Deviation (MAD)	170.5
Skewness	0.42653061
Sum	104769
Variance	88067.299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13	7.1%
296	2	1.1%
371	2	1.1%
1067	2	1.1%
466	2	1.1%
343	2	1.1%
1250	2	1.1%
409	2	1.1%
406	2	1.1%
309	2	1.1%
Other values (145)	151	83.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	7.1%
281	1	0.5%
289	1	0.5%
296	2	1.1%
307	1	0.5%
309	2	1.1%
311	1	0.5%
322	1	0.5%
325	1	0.5%
330	1	0.5%

Value	Count	Frequency (%)
1466	1	0.5%
1441	1	0.5%
1427	1	0.5%
1300	1	0.5%
1272	1	0.5%
1250	2	1.1%
1085	1	0.5%
1067	2	1.1%
1059	1	0.5%
1054	1	0.5%

총 수급권자수
Real number (ℝ)

HIGH CORRELATION

Distinct	163
Distinct (%)	89.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	883.84615

Minimum	401
Maximum	1964
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	401
5-th percentile	478.2
Q1	587.5
median	815
Q3	1093.25
95-th percentile	1494.9
Maximum	1964
Range	1563
Interquartile range (IQR)	505.75

Descriptive statistics

Standard deviation	342.71095
Coefficient of variation (CV)	0.38774955
Kurtosis	0.50112287
Mean	883.84615
Median Absolute Deviation (MAD)	235.5
Skewness	0.9207631
Sum	160860
Variance	117450.79
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
634	3	1.6%
561	2	1.1%
931	2	1.1%
562	2	1.1%
580	2	1.1%
1096	2	1.1%
743	2	1.1%
1037	2	1.1%
531	2	1.1%
477	2	1.1%
Other values (153)	161	88.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
401	1	0.5%
405	1	0.5%
412	1	0.5%
434	1	0.5%
449	1	0.5%
467	1	0.5%
472	1	0.5%
477	2	1.1%
478	1	0.5%
482	1	0.5%

Value	Count	Frequency (%)
1964	1	0.5%
1939	1	0.5%
1915	1	0.5%
1812	1	0.5%
1766	1	0.5%
1725	1	0.5%
1714	1	0.5%
1564	1	0.5%
1515	1	0.5%
1496	1	0.5%

일반수급자-가구수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	147
Distinct (%)	80.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	505.58791

Minimum	0
Maximum	1300
Zeros	13
Zeros (%)	7.1%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	342.25
median	465.5
Q3	671.75
95-th percentile	944.15
Maximum	1300
Range	1300
Interquartile range (IQR)	329.5

Descriptive statistics

Standard deviation	260.43828
Coefficient of variation (CV)	0.51511968
Kurtosis	0.63963987
Mean	505.58791
Median Absolute Deviation (MAD)	148
Skewness	0.44112433
Sum	92017
Variance	67828.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13	7.1%
364	3	1.6%
433	3	1.6%
521	2	1.1%
423	2	1.1%
595	2	1.1%
656	2	1.1%
683	2	1.1%
448	2	1.1%
252	2	1.1%
Other values (137)	149	81.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	7.1%
244	1	0.5%
252	2	1.1%
255	1	0.5%
258	1	0.5%
259	1	0.5%
269	1	0.5%
270	1	0.5%
282	1	0.5%
286	1	0.5%

Value	Count	Frequency (%)
1300	1	0.5%
1290	1	0.5%
1284	1	0.5%
1114	1	0.5%
1101	1	0.5%
1090	1	0.5%
1078	1	0.5%
948	1	0.5%
946	1	0.5%
945	1	0.5%

일반수급자-수급권자수
Real number (ℝ)

HIGH CORRELATION

Distinct	164
Distinct (%)	90.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	748.04945

Minimum	321
Maximum	1690
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	321
5-th percentile	393.7
Q1	516.75
median	697.5
Q3	907
95-th percentile	1241.95
Maximum	1690
Range	1369
Interquartile range (IQR)	390.25

Descriptive statistics

Standard deviation	285.31822
Coefficient of variation (CV)	0.38141626
Kurtosis	0.82664328
Mean	748.04945
Median Absolute Deviation (MAD)	191.5
Skewness	0.97373464
Sum	136145
Variance	81406.489
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
542	3	1.6%
575	2	1.1%
476	2	1.1%
486	2	1.1%
933	2	1.1%
742	2	1.1%
850	2	1.1%
607	2	1.1%
1025	2	1.1%
508	2	1.1%
Other values (154)	161	88.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
321	1	0.5%
335	1	0.5%
340	1	0.5%
359	1	0.5%
361	1	0.5%
383	1	0.5%
385	1	0.5%
389	1	0.5%
392	1	0.5%
393	1	0.5%

Value	Count	Frequency (%)
1690	1	0.5%
1684	1	0.5%
1665	1	0.5%
1499	1	0.5%
1464	1	0.5%
1453	1	0.5%
1437	1	0.5%
1285	1	0.5%
1270	1	0.5%
1242	1	0.5%

조건부수급자-가구수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	85
Distinct (%)	46.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.241758

Minimum	0
Maximum	150
Zeros	13
Zeros (%)	7.1%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	24.25
median	41
Q3	69
95-th percentile	110.6
Maximum	150
Range	150
Interquartile range (IQR)	44.75

Descriptive statistics

Standard deviation	32.516665
Coefficient of variation (CV)	0.66034736
Kurtosis	-0.054732286
Mean	49.241758
Median Absolute Deviation (MAD)	21
Skewness	0.66801623
Sum	8962
Variance	1057.3335
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13	7.1%
40	7	3.8%
31	7	3.8%
20	5	2.7%
27	5	2.7%
21	4	2.2%
22	4	2.2%
38	3	1.6%
69	3	1.6%
65	3	1.6%
Other values (75)	128	70.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	7.1%
9	2	1.1%
12	1	0.5%
13	1	0.5%
15	3	1.6%
16	2	1.1%
17	2	1.1%
18	2	1.1%
19	2	1.1%
20	5	2.7%

Value	Count	Frequency (%)
150	1	0.5%
131	1	0.5%
129	1	0.5%
128	1	0.5%
126	1	0.5%
125	1	0.5%
124	1	0.5%
117	1	0.5%
115	1	0.5%
111	1	0.5%

조건부수급자-수급권자수
Real number (ℝ)

HIGH CORRELATION

Distinct	125
Distinct (%)	68.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	105.5

Minimum	16
Maximum	262
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	16
5-th percentile	34
Q1	55.75
median	94.5
Q3	143.5
95-th percentile	221.75
Maximum	262
Range	246
Interquartile range (IQR)	87.75

Descriptive statistics

Standard deviation	59.177862
Coefficient of variation (CV)	0.5609276
Kurtosis	-0.36505806
Mean	105.5
Median Absolute Deviation (MAD)	43
Skewness	0.686118
Sum	19201
Variance	3502.0193
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42	7	3.8%
66	4	2.2%
37	3	1.6%
137	3	1.6%
77	3	1.6%
64	3	1.6%
55	3	1.6%
71	3	1.6%
141	2	1.1%
44	2	1.1%
Other values (115)	149	81.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16	1	0.5%
21	1	0.5%
24	1	0.5%
28	1	0.5%
29	2	1.1%
31	1	0.5%
32	2	1.1%
34	2	1.1%
35	2	1.1%
36	2	1.1%

Value	Count	Frequency (%)
262	1	0.5%
261	1	0.5%
252	1	0.5%
249	1	0.5%
238	1	0.5%
231	1	0.5%
229	2	1.1%
228	1	0.5%
222	1	0.5%
217	1	0.5%

특례수급자-가구수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	39
Distinct (%)	21.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.510989

Minimum	0
Maximum	53
Zeros	13
Zeros (%)	7.1%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8
median	13
Q3	19
95-th percentile	38.95
Maximum	53
Range	53
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	11.199713
Coefficient of variation (CV)	0.72205024
Kurtosis	1.2601767
Mean	15.510989
Median Absolute Deviation (MAD)	5
Skewness	1.165767
Sum	2823
Variance	125.43358
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
11	15	8.2%
0	13	7.1%
12	12	6.6%
16	10	5.5%
15	9	4.9%
18	8	4.4%
4	8	4.4%
9	8	4.4%
7	8	4.4%
6	7	3.8%
Other values (29)	84	46.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	7.1%
1	1	0.5%
3	1	0.5%
4	8	4.4%
5	3	1.6%
6	7	3.8%
7	8	4.4%
8	7	3.8%
9	8	4.4%
10	5	2.7%

Value	Count	Frequency (%)
53	2	1.1%
49	1	0.5%
47	1	0.5%
42	3	1.6%
41	1	0.5%
40	1	0.5%
39	1	0.5%
38	2	1.1%
37	3	1.6%
34	1	0.5%

특례수급자-수급권자수
Real number (ℝ)

HIGH CORRELATION

Distinct	56
Distinct (%)	30.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.67033

Minimum	1
Maximum	82
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	1
5-th percentile	6.05
Q1	13
median	20
Q3	29
95-th percentile	52.95
Maximum	82
Range	81
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	15.37671
Coefficient of variation (CV)	0.64961959
Kurtosis	1.6173669
Mean	23.67033
Median Absolute Deviation (MAD)	8
Skewness	1.2730481
Sum	4308
Variance	236.4432
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	13	7.1%
13	10	5.5%
8	10	5.5%
12	9	4.9%
15	8	4.4%
9	6	3.3%
19	6	3.3%
28	6	3.3%
17	6	3.3%
21	5	2.7%
Other values (46)	103	56.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.5%
3	1	0.5%
4	1	0.5%
5	4	2.2%
6	3	1.6%
7	1	0.5%
8	10	5.5%
9	6	3.3%
10	5	2.7%
11	4	2.2%

Value	Count	Frequency (%)
82	1	0.5%
80	1	0.5%
72	1	0.5%
62	2	1.1%
60	1	0.5%
58	1	0.5%
56	1	0.5%
54	1	0.5%
53	1	0.5%
52	1	0.5%

기타-가구수
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

0	170
1	12

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	170	93.4%
1	12	6.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	170	93.4%
1	12	6.6%

기타-수급권자수
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

0	171
1	6
2	5

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	171	94.0%
1	6	3.3%
2	5	2.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	171	94.0%
1	6	3.3%
2	5	2.7%

시설수급자-가구수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	15.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7417582

Minimum	0
Maximum	72
Zeros	73
Zeros (%)	40.1%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	6
95-th percentile	26.9
Maximum	72
Range	72
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	10.337632
Coefficient of variation (CV)	1.8004298
Kurtosis	12.029212
Mean	5.7417582
Median Absolute Deviation (MAD)	1
Skewness	2.9996126
Sum	1045
Variance	106.86664
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	73	40.1%
1	23	12.6%
2	15	8.2%
3	10	5.5%
4	7	3.8%
5	7	3.8%
20	6	3.3%
7	4	2.2%
6	4	2.2%
19	4	2.2%
Other values (19)	29	15.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	73	40.1%
1	23	12.6%
2	15	8.2%
3	10	5.5%
4	7	3.8%
5	7	3.8%
6	4	2.2%
7	4	2.2%
8	1	0.5%
9	4	2.2%

Value	Count	Frequency (%)
72	1	0.5%
56	1	0.5%
35	1	0.5%
33	1	0.5%
32	2	1.1%
31	2	1.1%
29	1	0.5%
27	1	0.5%
25	1	0.5%
24	1	0.5%

시설수급자-수급권자수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	17.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5384615

Minimum	0
Maximum	72
Zeros	64
Zeros (%)	35.2%
Negative	0
Negative (%)	0.0%
Memory size	1.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	7
95-th percentile	31
Maximum	72
Range	72
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	11.104036
Coefficient of variation (CV)	1.6982643
Kurtosis	8.7532891
Mean	6.5384615
Median Absolute Deviation (MAD)	2
Skewness	2.6385393
Sum	1190
Variance	123.29962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	64	35.2%
1	26	14.3%
2	15	8.2%
3	11	6.0%
5	7	3.8%
4	7	3.8%
20	6	3.3%
9	5	2.7%
6	4	2.2%
7	4	2.2%
Other values (21)	33	18.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	64	35.2%
1	26	14.3%
2	15	8.2%
3	11	6.0%
4	7	3.8%
5	7	3.8%
6	4	2.2%
7	4	2.2%
8	1	0.5%
9	5	2.7%

Value	Count	Frequency (%)
72	1	0.5%
56	1	0.5%
41	1	0.5%
38	1	0.5%
35	2	1.1%
33	1	0.5%
32	2	1.1%
31	2	1.1%
29	1	0.5%
27	1	0.5%

데이터기준일자
Date

CONSTANT

Distinct	1
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

Minimum	2023-08-31 00:00:00
Maximum	2023-08-31 00:00:00

Histogram

Histogram with fixed size bins (bins=1)

Heatmap
Table

	날짜	읍면동	총 가구수	총 수급권자수	일반수급자-가구수	일반수급자-수급권자수	조건부수급자-가구수	조건부수급자-수급권자수	특례수급자-가구수	특례수급자-수급권자수	기타-가구수	기타-수급권자수	시설수급자-가구수	시설수급자-수급권자수
날짜	1.000	0.000	0.348	0.270	0.373	0.341	0.572	0.496	0.677	0.378	0.000	0.000	0.224	0.221
읍면동	0.000	1.000	0.560	0.639	0.558	0.679	0.499	0.610	0.428	0.496	0.190	0.370	0.632	0.615
총 가구수	0.348	0.560	1.000	0.955	0.994	0.966	0.925	0.844	0.727	0.424	0.181	0.276	0.204	0.320
총 수급권자수	0.270	0.639	0.955	1.000	0.958	0.983	0.891	0.867	0.691	0.499	0.000	0.169	0.214	0.099
일반수급자-가구수	0.373	0.558	0.994	0.958	1.000	0.968	0.920	0.810	0.739	0.386	0.203	0.320	0.304	0.391
일반수급자-수급권자수	0.341	0.679	0.966	0.983	0.968	1.000	0.879	0.830	0.818	0.597	0.066	0.246	0.330	0.323
조건부수급자-가구수	0.572	0.499	0.925	0.891	0.920	0.879	1.000	0.932	0.635	0.284	0.000	0.000	0.000	0.247
조건부수급자-수급권자수	0.496	0.610	0.844	0.867	0.810	0.830	0.932	1.000	0.540	0.450	0.066	0.000	0.210	0.192
특례수급자-가구수	0.677	0.428	0.727	0.691	0.739	0.818	0.635	0.540	1.000	0.909	0.000	0.000	0.340	0.337
특례수급자-수급권자수	0.378	0.496	0.424	0.499	0.386	0.597	0.284	0.450	0.909	1.000	0.075	0.194	0.246	0.164
기타-가구수	0.000	0.190	0.181	0.000	0.203	0.066	0.000	0.066	0.000	0.075	1.000	0.710	0.000	0.000
기타-수급권자수	0.000	0.370	0.276	0.169	0.320	0.246	0.000	0.000	0.000	0.194	0.710	1.000	0.000	0.000
시설수급자-가구수	0.224	0.632	0.204	0.214	0.304	0.330	0.000	0.210	0.340	0.246	0.000	0.000	1.000	0.978
시설수급자-수급권자수	0.221	0.615	0.320	0.099	0.391	0.323	0.247	0.192	0.337	0.164	0.000	0.000	0.978	1.000

Heatmap
Table

	기타-가구수	기타-수급권자수	읍면동
기타-가구수	1.000	0.951	0.170
기타-수급권자수	0.951	1.000	0.219
읍면동	0.170	0.219	1.000

Heatmap
Table

	날짜	총 가구수	총 수급권자수	일반수급자-가구수	일반수급자-수급권자수	조건부수급자-가구수	조건부수급자-수급권자수	특례수급자-가구수	특례수급자-수급권자수	시설수급자-가구수	시설수급자-수급권자수	읍면동	기타-가구수	기타-수급권자수
날짜	1.000	0.687	0.479	0.687	0.474	0.635	0.472	0.467	0.154	0.169	0.009	0.000	0.000	0.000
총 가구수	0.687	1.000	0.913	0.996	0.906	0.903	0.800	0.605	0.401	0.265	0.105	0.268	0.134	0.167
총 수급권자수	0.479	0.913	1.000	0.907	0.991	0.835	0.874	0.488	0.415	0.186	0.150	0.328	0.000	0.095
일반수급자-가구수	0.687	0.996	0.907	1.000	0.909	0.880	0.772	0.589	0.384	0.228	0.068	0.266	0.151	0.198
일반수급자-수급권자수	0.474	0.906	0.991	0.909	1.000	0.800	0.826	0.449	0.369	0.151	0.111	0.361	0.030	0.141
조건부수급자-가구수	0.635	0.903	0.835	0.880	0.800	1.000	0.914	0.494	0.316	0.188	0.033	0.217	0.000	0.000
조건부수급자-수급권자수	0.472	0.800	0.874	0.772	0.826	0.914	1.000	0.391	0.320	0.152	0.120	0.303	0.047	0.000
특례수급자-가구수	0.467	0.605	0.488	0.589	0.449	0.494	0.391	1.000	0.873	0.307	0.150	0.190	0.000	0.000
특례수급자-수급권자수	0.154	0.401	0.415	0.384	0.369	0.316	0.320	0.873	1.000	0.197	0.121	0.228	0.054	0.114
시설수급자-가구수	0.169	0.265	0.186	0.228	0.151	0.188	0.152	0.307	0.197	1.000	0.899	0.351	0.000	0.000
시설수급자-수급권자수	0.009	0.105	0.150	0.068	0.111	0.033	0.120	0.150	0.121	0.899	1.000	0.330	0.000	0.000
읍면동	0.000	0.268	0.328	0.266	0.361	0.217	0.303	0.190	0.228	0.351	0.330	1.000	0.170	0.219
기타-가구수	0.000	0.134	0.000	0.151	0.030	0.000	0.047	0.000	0.054	0.000	0.000	0.170	1.000	0.951
기타-수급권자수	0.000	0.167	0.095	0.198	0.141	0.000	0.000	0.000	0.114	0.000	0.000	0.219	0.951	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

	날짜	시군구	읍면동	총 수급권자수	일반수급자-수급권자수	조건부수급자-수급권자수	특례수급자-수급권자수	시설수급자-수급권자수	데이터기준일자
0	2010	남구	이천동	662	575	37	12	38	2023-08-31
1	2010	남구	봉덕1동	540	486	35	19	0	2023-08-31
2	2010	남구	봉덕2동	583	486	53	9	35	2023-08-31
3	2010	남구	봉덕3동	900	761	121	6	12	2023-08-31
4	2010	남구	대명1동	666	575	71	20	0	2023-08-31
5	2010	남구	대명2동	815	706	86	14	9	2023-08-31
6	2010	남구	대명3동	1074	964	89	20	1	2023-08-31
7	2010	남구	대명4동	877	747	101	28	1	2023-08-31
8	2010	남구	대명5동	557	449	97	10	1	2023-08-31
9	2010	남구	대명6동	566	520	42	3	1	2023-08-31

	날짜	시군구	읍면동	총 가구수	총 수급권자수	일반수급자-가구수	일반수급자-수급권자수	조건부수급자-가구수	조건부수급자-수급권자수	특례수급자-가구수	특례수급자-수급권자수	시설수급자-가구수	시설수급자-수급권자수	데이터기준일자
172	2023	남구	봉덕3동	1300	1812	1114	1499	129	249	37	44	20	20	2023-08-31
173	2023	남구	대명1동	914	1304	808	1097	94	194	11	12	1	1	2023-08-31
174	2023	남구	대명2동	847	1109	730	936	85	137	31	35	1	1	2023-08-31
175	2023	남구	대명3동	1085	1411	946	1181	103	184	33	43	3	3	2023-08-31
176	2023	남구	대명4동	1067	1474	948	1270	91	171	22	27	6	6	2023-08-31
177	2023	남구	대명5동	408	562	357	468	42	81	9	13	0	0	2023-08-31
178	2023	남구	대명6동	1059	1515	918	1241	131	261	9	12	1	1	2023-08-31
179	2023	남구	대명9동	1466	1964	1300	1684	150	262	13	15	3	3	2023-08-31
180	2023	남구	대명10동	778	1017	674	850	98	159	6	8	0	0	2023-08-31
181	2023	남구	대명11동	927	1230	819	1045	86	159	18	22	4	4	2023-08-31

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample