gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	341
Missing cells	1
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	38.8 KiB
Average record size in memory	116.4 B

Variable types

Numeric	11
Categorical	2

Dataset

Description	장애정도별 장애수당 수급자 집계현황
Author	경기복지재단(경기도장애인복지종합지원센터)
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=I3KZOXLDEHZXGR0ENX5225657609&infSeq=1

Alerts

`기준년도` is highly overall correlated with `3급경증수급자수(명)` and 5 other fields	High correlation
`합계(명)` is highly overall correlated with `시군명`	High correlation
`2급중증수급자수(명)` is highly overall correlated with `3급경증수급자수(명)` and 3 other fields	High correlation
`3급경증수급자수(명)` is highly overall correlated with `기준년도` and 7 other fields	High correlation
`4급경증수급자수(명)` is highly overall correlated with `기준년도` and 6 other fields	High correlation
`5급경증수급자수(명)` is highly overall correlated with `기준년도` and 6 other fields	High correlation
`6급경증수급자수(명)` is highly overall correlated with `기준년도` and 6 other fields	High correlation
`심한장애(중증)수급자수(명)` is highly overall correlated with `기준년도` and 5 other fields	High correlation
`심하지않은장애(경증)수급자수(명)` is highly overall correlated with `기준년도` and 5 other fields	High correlation
`시군명` is highly overall correlated with `합계(명)` and 1 other fields	High correlation
`3급중증수급자수(명)` is highly imbalanced (63.2%)	Imbalance
`1급중증수급자수(명)` has 307 (90.0%) zeros	Zeros
`2급중증수급자수(명)` has 260 (76.2%) zeros	Zeros
`3급경증수급자수(명)` has 124 (36.4%) zeros	Zeros
`4급경증수급자수(명)` has 124 (36.4%) zeros	Zeros
`5급경증수급자수(명)` has 124 (36.4%) zeros	Zeros
`6급경증수급자수(명)` has 124 (36.4%) zeros	Zeros
`해당없음수급자수(명)` has 285 (83.6%) zeros	Zeros
`심한장애(중증)수급자수(명)` has 247 (72.4%) zeros	Zeros
`심하지않은장애(경증)수급자수(명)` has 227 (66.6%) zeros	Zeros

Reproduction

Analysis started	2024-04-11 04:52:18.117374
Analysis finished	2024-04-11 04:52:29.683830
Duration	11.57 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년도
Real number (ℝ)

HIGH CORRELATION

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%

합계(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	322
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1858.6481

Minimum	165
Maximum	5799
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	165
5-th percentile	525
Q1	974
median	1400
Q3	2598
95-th percentile	4288
Maximum	5799
Range	5634
Interquartile range (IQR)	1624

Descriptive statistics

Standard deviation	1227.4212
Coefficient of variation (CV)	0.66038385
Kurtosis	0.15415882
Mean	1858.6481
Median Absolute Deviation (MAD)	584
Skewness	1.0138967
Sum	633799
Variance	1506562.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
787	2	0.6%
612	2	0.6%
1124	2	0.6%
1104	2	0.6%
1060	2	0.6%
2014	2	0.6%
859	2	0.6%
1278	2	0.6%
858	2	0.6%
1086	2	0.6%
Other values (312)	321	94.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
165	1	0.3%
166	1	0.3%
167	1	0.3%
169	1	0.3%
174	1	0.3%
179	2	0.6%
195	1	0.3%
197	1	0.3%
211	1	0.3%
213	1	0.3%

Value	Count	Frequency (%)
5799	1	0.3%
5634	1	0.3%
5100	1	0.3%
4990	1	0.3%
4943	1	0.3%
4927	1	0.3%
4904	1	0.3%
4872	1	0.3%
4834	1	0.3%
4766	1	0.3%

1급중증수급자수(명)
Real number (ℝ)

ZEROS

Distinct	10
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.52492669

Minimum	0
Maximum	78
Zeros	307
Zeros (%)	90.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	78
Range	78
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.6104224
Coefficient of variation (CV)	8.7829834
Kurtosis	239.87116
Mean	0.52492669
Median Absolute Deviation (MAD)	0
Skewness	14.79968
Sum	179
Variance	21.255994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	307	90.0%
1	22	6.5%
2	4	1.2%
5	2	0.6%
28	1	0.3%
6	1	0.3%
16	1	0.3%
78	1	0.3%
8	1	0.3%
3	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	307	90.0%
1	22	6.5%
2	4	1.2%
3	1	0.3%
5	2	0.6%
6	1	0.3%
8	1	0.3%
16	1	0.3%
28	1	0.3%
78	1	0.3%

Value	Count	Frequency (%)
78	1	0.3%
28	1	0.3%
16	1	0.3%
8	1	0.3%
6	1	0.3%
5	2	0.6%
3	1	0.3%
2	4	1.2%
1	22	6.5%
0	307	90.0%

2급중증수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4516129

Minimum	0
Maximum	17
Zeros	260
Zeros (%)	76.2%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	17
Range	17
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.3937377
Coefficient of variation (CV)	3.0861335
Kurtosis	73.270313
Mean	0.4516129
Median Absolute Deviation (MAD)	0
Skewness	7.4044412
Sum	154
Variance	1.9425047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	260	76.2%
1	55	16.1%
2	12	3.5%
3	7	2.1%
4	2	0.6%
5	2	0.6%
12	1	0.3%
17	1	0.3%
7	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	260	76.2%
1	55	16.1%
2	12	3.5%
3	7	2.1%
4	2	0.6%
5	2	0.6%
7	1	0.3%
12	1	0.3%
17	1	0.3%

Value	Count	Frequency (%)
17	1	0.3%
12	1	0.3%
7	1	0.3%
5	2	0.6%
4	2	0.6%
3	7	2.1%
2	12	3.5%
1	55	16.1%
0	260	76.2%

3급중증수급자수(명)
Categorical

IMBALANCE

Distinct	4
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

0	290
1	41
2	8
3	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	290	85.0%
1	41	12.0%
2	8	2.3%
3	2	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	290	85.0%
1	41	12.0%
2	8	2.3%
3	2	0.6%

3급경증수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	196
Distinct (%)	57.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	412.26393

Minimum	0
Maximum	1626
Zeros	124
Zeros (%)	36.4%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	349
Q3	639
95-th percentile	1394
Maximum	1626
Range	1626
Interquartile range (IQR)	639

Descriptive statistics

Standard deviation	448.54962
Coefficient of variation (CV)	1.0880157
Kurtosis	0.21689276
Mean	412.26393
Median Absolute Deviation (MAD)	349
Skewness	1.0438668
Sum	140582
Variance	201196.77
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	124	36.4%
304	3	0.9%
415	2	0.6%
830	2	0.6%
258	2	0.6%
373	2	0.6%
306	2	0.6%
331	2	0.6%
738	2	0.6%
179	2	0.6%
Other values (186)	198	58.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	124	36.4%
50	1	0.3%
51	1	0.3%
56	1	0.3%
62	1	0.3%
65	1	0.3%
66	1	0.3%
71	1	0.3%
169	1	0.3%
173	1	0.3%

Value	Count	Frequency (%)
1626	1	0.3%
1601	1	0.3%
1579	1	0.3%
1576	1	0.3%
1557	1	0.3%
1534	1	0.3%
1533	1	0.3%
1520	1	0.3%
1519	1	0.3%
1515	1	0.3%

4급경증수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	173
Distinct (%)	50.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	217.81818

Minimum	0
Maximum	950
Zeros	124
Zeros (%)	36.4%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	162
Q3	310
95-th percentile	754
Maximum	950
Range	950
Interquartile range (IQR)	310

Descriptive statistics

Standard deviation	242.65376
Coefficient of variation (CV)	1.1140198
Kurtosis	0.48512917
Mean	217.81818
Median Absolute Deviation (MAD)	162
Skewness	1.1488568
Sum	74276
Variance	58880.849
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	124	36.4%
162	4	1.2%
127	3	0.9%
254	3	0.9%
272	3	0.9%
380	3	0.9%
280	3	0.9%
153	3	0.9%
161	3	0.9%
129	2	0.6%
Other values (163)	190	55.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	124	36.4%
37	1	0.3%
38	1	0.3%
40	2	0.6%
42	1	0.3%
43	1	0.3%
44	1	0.3%
83	2	0.6%
96	1	0.3%
100	1	0.3%

Value	Count	Frequency (%)
950	1	0.3%
913	1	0.3%
902	1	0.3%
864	1	0.3%
844	1	0.3%
836	1	0.3%
828	1	0.3%
817	1	0.3%
812	1	0.3%
807	1	0.3%

5급경증수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	172
Distinct (%)	50.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	222.56012

Minimum	0
Maximum	1043
Zeros	124
Zeros (%)	36.4%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	165
Q3	320
95-th percentile	770
Maximum	1043
Range	1043
Interquartile range (IQR)	320

Descriptive statistics

Standard deviation	248.3557
Coefficient of variation (CV)	1.1159039
Kurtosis	0.64641031
Mean	222.56012
Median Absolute Deviation (MAD)	165
Skewness	1.180741
Sum	75893
Variance	61680.553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	124	36.4%
213	6	1.8%
255	3	0.9%
121	3	0.9%
163	3	0.9%
277	3	0.9%
186	3	0.9%
412	3	0.9%
152	3	0.9%
276	2	0.6%
Other values (162)	188	55.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	124	36.4%
37	1	0.3%
40	2	0.6%
43	1	0.3%
44	1	0.3%
46	1	0.3%
47	1	0.3%
97	1	0.3%
100	1	0.3%
104	1	0.3%

Value	Count	Frequency (%)
1043	1	0.3%
961	1	0.3%
919	1	0.3%
905	1	0.3%
887	1	0.3%
879	1	0.3%
877	1	0.3%
875	1	0.3%
856	1	0.3%
837	1	0.3%

6급경증수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	184
Distinct (%)	54.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	206.26393

Minimum	0
Maximum	894
Zeros	124
Zeros (%)	36.4%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	157
Q3	297
95-th percentile	742
Maximum	894
Range	894
Interquartile range (IQR)	297

Descriptive statistics

Standard deviation	232.23299
Coefficient of variation (CV)	1.1259021
Kurtosis	0.51455409
Mean	206.26393
Median Absolute Deviation (MAD)	157
Skewness	1.1720238
Sum	70336
Variance	53932.16
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	124	36.4%
323	3	0.9%
742	3	0.9%
272	3	0.9%
157	3	0.9%
127	2	0.6%
255	2	0.6%
246	2	0.6%
228	2	0.6%
297	2	0.6%
Other values (174)	195	57.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	124	36.4%
36	1	0.3%
39	1	0.3%
40	1	0.3%
41	1	0.3%
47	1	0.3%
48	1	0.3%
50	1	0.3%
77	1	0.3%
82	1	0.3%

Value	Count	Frequency (%)
894	1	0.3%
881	1	0.3%
822	1	0.3%
810	1	0.3%
806	1	0.3%
798	1	0.3%
796	1	0.3%
793	1	0.3%
784	1	0.3%
775	1	0.3%

해당없음수급자수(명)
Real number (ℝ)

ZEROS

Distinct	17
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.97067449

Minimum	0
Maximum	35
Zeros	285
Zeros (%)	83.6%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	35
Range	35
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.9510634
Coefficient of variation (CV)	4.0704309
Kurtosis	36.477033
Mean	0.97067449
Median Absolute Deviation (MAD)	0
Skewness	5.7424431
Sum	331
Variance	15.610902
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	285	83.6%
1	30	8.8%
5	3	0.9%
3	3	0.9%
4	3	0.9%
14	2	0.6%
8	2	0.6%
7	2	0.6%
9	2	0.6%
21	2	0.6%
Other values (7)	7	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	285	83.6%
1	30	8.8%
3	3	0.9%
4	3	0.9%
5	3	0.9%
6	1	0.3%
7	2	0.6%
8	2	0.6%
9	2	0.6%
10	1	0.3%

Value	Count	Frequency (%)
35	1	0.3%
29	1	0.3%
28	1	0.3%
24	1	0.3%
21	2	0.6%
15	1	0.3%
14	2	0.6%
10	1	0.3%
9	2	0.6%
8	2	0.6%

심한장애(중증)수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	11.8%
Missing	1
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	217.49412

Minimum	0
Maximum	5790
Zeros	247
Zeros (%)	72.4%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1611.05
Maximum	5790
Range	5790
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	824.54195
Coefficient of variation (CV)	3.7911
Kurtosis	21.913796
Mean	217.49412
Median Absolute Deviation (MAD)	0
Skewness	4.5396506
Sum	73948
Variance	679869.42
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	247	72.4%
2	24	7.0%
1	18	5.3%
4	8	2.3%
3	6	1.8%
5	3	0.9%
4208	1	0.3%
2598	1	0.3%
1735	1	0.3%
1313	1	0.3%
Other values (30)	30	8.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	247	72.4%
1	18	5.3%
2	24	7.0%
3	6	1.8%
4	8	2.3%
5	3	0.9%
6	1	0.3%
7	1	0.3%
51	1	0.3%
212	1	0.3%

Value	Count	Frequency (%)
5790	1	0.3%
5631	1	0.3%
4990	1	0.3%
4869	1	0.3%
4208	1	0.3%
4053	1	0.3%
4039	1	0.3%
3159	1	0.3%
3109	1	0.3%
2884	1	0.3%

심하지않은장애(경증)수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	98
Distinct (%)	28.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	311.41642

Minimum	0
Maximum	3171
Zeros	227
Zeros (%)	66.6%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	398
95-th percentile	1741
Maximum	3171
Range	3171
Interquartile range (IQR)	398

Descriptive statistics

Standard deviation	662.58926
Coefficient of variation (CV)	2.1276632
Kurtosis	6.43595
Mean	311.41642
Median Absolute Deviation (MAD)	0
Skewness	2.5617987
Sum	106193
Variance	439024.53
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	227	66.6%
1	9	2.6%
3	4	1.2%
2	4	1.2%
444	2	0.6%
450	2	0.6%
721	2	0.6%
898	1	0.3%
3034	1	0.3%
2870	1	0.3%
Other values (88)	88	25.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	227	66.6%
1	9	2.6%
2	4	1.2%
3	4	1.2%
4	1	0.3%
6	1	0.3%
7	1	0.3%
9	1	0.3%
50	1	0.3%
113	1	0.3%

Value	Count	Frequency (%)
3171	1	0.3%
3142	1	0.3%
3133	1	0.3%
3034	1	0.3%
2987	1	0.3%
2975	1	0.3%
2920	1	0.3%
2870	1	0.3%
2684	1	0.3%
2617	1	0.3%

Heatmap
Table

	기준년도	시군명	합계(명)	1급중증수급자수(명)	2급중증수급자수(명)	3급중증수급자수(명)	3급경증수급자수(명)	4급경증수급자수(명)	5급경증수급자수(명)	6급경증수급자수(명)	해당없음수급자수(명)	심한장애(중증)수급자수(명)	심하지않은장애(경증)수급자수(명)
기준년도	1.000	0.000	0.244	NaN	0.366	0.254	0.727	0.719	0.734	0.722	0.535	0.691	0.750
시군명	0.000	1.000	0.859	0.034	0.072	0.243	0.860	0.807	0.774	0.803	0.000	0.000	0.369
합계(명)	0.244	0.859	1.000	0.000	0.000	0.150	0.894	0.874	0.872	0.894	0.151	0.848	0.770
1급중증수급자수(명)	NaN	0.034	0.000	1.000	0.931	0.517	0.287	0.352	0.215	0.273	0.000	0.000	0.000
2급중증수급자수(명)	0.366	0.072	0.000	0.931	1.000	0.618	0.379	0.384	0.339	0.350	0.460	0.000	0.000
3급중증수급자수(명)	0.254	0.243	0.150	0.517	0.618	1.000	0.420	0.502	0.432	0.498	0.000	0.000	0.000
3급경증수급자수(명)	0.727	0.860	0.894	0.287	0.379	0.420	1.000	0.961	0.955	0.960	0.360	0.000	0.538
4급경증수급자수(명)	0.719	0.807	0.874	0.352	0.384	0.502	0.961	1.000	0.971	0.970	0.399	0.000	0.530
5급경증수급자수(명)	0.734	0.774	0.872	0.215	0.339	0.432	0.955	0.971	1.000	0.973	0.377	0.000	0.525
6급경증수급자수(명)	0.722	0.803	0.894	0.273	0.350	0.498	0.960	0.970	0.973	1.000	0.408	0.000	0.521
해당없음수급자수(명)	0.535	0.000	0.151	0.000	0.460	0.000	0.360	0.399	0.377	0.408	1.000	0.000	0.000
심한장애(중증)수급자수(명)	0.691	0.000	0.848	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
심하지않은장애(경증)수급자수(명)	0.750	0.369	0.770	0.000	0.000	0.000	0.538	0.530	0.525	0.521	0.000	0.000	1.000

Heatmap
Table

	3급중증수급자수(명)	시군명
3급중증수급자수(명)	1.000	0.122
시군명	0.122	1.000

Heatmap
Table

	기준년도	합계(명)	1급중증수급자수(명)	2급중증수급자수(명)	3급경증수급자수(명)	4급경증수급자수(명)	5급경증수급자수(명)	6급경증수급자수(명)	해당없음수급자수(명)	심한장애(중증)수급자수(명)	심하지않은장애(경증)수급자수(명)	시군명	3급중증수급자수(명)
기준년도	1.000	0.203	-0.230	-0.364	-0.689	-0.681	-0.674	-0.673	-0.216	0.622	0.808	0.000	0.151
합계(명)	0.203	1.000	0.108	0.222	0.234	0.236	0.236	0.233	0.075	0.304	0.261	0.501	0.091
1급중증수급자수(명)	-0.230	0.108	1.000	0.189	0.320	0.319	0.313	0.312	0.027	-0.201	-0.229	0.000	0.444
2급중증수급자수(명)	-0.364	0.222	0.189	1.000	0.562	0.549	0.553	0.550	0.351	-0.335	-0.382	0.026	0.447
3급경증수급자수(명)	-0.689	0.234	0.320	0.562	1.000	0.993	0.991	0.988	0.381	-0.684	-0.779	0.502	0.261
4급경증수급자수(명)	-0.681	0.236	0.319	0.549	0.993	1.000	0.997	0.995	0.367	-0.684	-0.779	0.426	0.321
5급경증수급자수(명)	-0.674	0.236	0.313	0.553	0.991	0.997	1.000	0.997	0.371	-0.684	-0.779	0.388	0.269
6급경증수급자수(명)	-0.673	0.233	0.312	0.550	0.988	0.995	0.997	1.000	0.373	-0.684	-0.779	0.422	0.318
해당없음수급자수(명)	-0.216	0.075	0.027	0.351	0.381	0.367	0.371	0.373	1.000	-0.267	-0.304	0.000	0.000
심한장애(중증)수급자수(명)	0.622	0.304	-0.201	-0.335	-0.684	-0.684	-0.684	-0.684	-0.267	1.000	0.670	0.000	0.000
심하지않은장애(경증)수급자수(명)	0.808	0.261	-0.229	-0.382	-0.779	-0.779	-0.779	-0.779	-0.304	0.670	1.000	0.133	0.000
시군명	0.000	0.501	0.000	0.026	0.502	0.426	0.388	0.422	0.000	0.000	0.133	1.000	0.122
3급중증수급자수(명)	0.151	0.091	0.444	0.447	0.261	0.321	0.269	0.318	0.000	0.000	0.000	0.122	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	합계(명)	심한장애(중증)수급자수(명)	심하지않은장애(경증)수급자수(명)
0	2023	가평군	845	0	398
1	2023	고양시	4943	4	1750
2	2023	과천시	167	1	50
3	2023	광명시	1400	0	493
4	2023	광주시	1464	0	509
5	2023	구리시	1067	0	340
6	2023	군포시	1622	0	551
7	2023	김포시	2082	1	668
8	2023	남양주시	4119	2	1271
9	2023	동두천시	1416	1	496

	기준년도	시군명	합계(명)	1급중증수급자수(명)	2급중증수급자수(명)	3급중증수급자수(명)	3급경증수급자수(명)	4급경증수급자수(명)	5급경증수급자수(명)	6급경증수급자수(명)	해당없음수급자수(명)
331	2013	오산시	671	0	0	1	313	125	123	109	0
332	2013	용인시	1531	0	1	1	708	274	285	261	1
333	2013	의왕시	448	0	0	0	179	83	104	82	0
334	2013	의정부시	2271	0	1	1	872	481	465	451	0
335	2013	이천시	1021	0	1	1	410	215	223	171	0
336	2013	파주시	1757	8	7	0	654	412	353	323	0
337	2013	평택시	1953	0	0	0	775	364	397	417	0
338	2013	포천시	1294	0	0	0	483	272	277	262	0
339	2013	하남시	665	0	0	0	242	150	159	114	0
340	2013	화성시	1453	3	1	2	686	259	262	240	0

Overview

Variables

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample