gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	63
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.3 KiB
Average record size in memory	118.1 B

Variable types

Numeric	11
Categorical	2

Dataset

Description	통계연도,어린이집유형코드,어린이집유형 명칭,전체_교직원수,전체_원장수,전체_보육교사수,전체_특수교사수,전체_치료사수,전체_영양사수,전체_간호사수,전체_사무원수,전체_조리원수,전체_기타수
Author	서울특별시
URL	https://data.seoul.go.kr/dataList/OA-15453/S/1/datasetView.do

Alerts

`전체_사무원수` has constant value ""	Constant
`어린이집유형코드` is highly overall correlated with `전체_특수교사수` and 2 other fields	High correlation
`전체_교직원수` is highly overall correlated with `전체_원장수` and 6 other fields	High correlation
`전체_원장수` is highly overall correlated with `전체_교직원수` and 3 other fields	High correlation
`전체_보육교사수` is highly overall correlated with `전체_교직원수` and 6 other fields	High correlation
`전체_특수교사수` is highly overall correlated with `어린이집유형코드` and 3 other fields	High correlation
`전체_치료사수` is highly overall correlated with `어린이집유형코드` and 3 other fields	High correlation
`전체_영양사수` is highly overall correlated with `전체_교직원수` and 4 other fields	High correlation
`전체_간호사수` is highly overall correlated with `전체_교직원수` and 6 other fields	High correlation
`전체_조리원수` is highly overall correlated with `전체_교직원수` and 5 other fields	High correlation
`전체_기타수` is highly overall correlated with `전체_교직원수` and 4 other fields	High correlation
`어린이집유형 명칭` is highly overall correlated with `어린이집유형코드` and 5 other fields	High correlation
`전체_보육교사수` has unique values	Unique
`전체_특수교사수` has 18 (28.6%) zeros	Zeros
`전체_치료사수` has 31 (49.2%) zeros	Zeros
`전체_영양사수` has 16 (25.4%) zeros	Zeros
`전체_간호사수` has 18 (28.6%) zeros	Zeros

Reproduction

Analysis started	2024-04-06 13:27:20.828068
Analysis finished	2024-04-06 13:27:31.984095
Duration	11.16 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

통계연도
Real number (ℝ)

Distinct	9
Distinct (%)	14.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2018

Minimum	2014
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	2014
5-th percentile	2014
Q1	2016
median	2018
Q3	2020
95-th percentile	2022
Maximum	2022
Range	8
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.6027281
Coefficient of variation (CV)	0.0012897562
Kurtosis	-1.2318689
Mean	2018
Median Absolute Deviation (MAD)	2
Skewness	0
Sum	127134
Variance	6.7741935
Monotonicity	Decreasing

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2022	7	11.1%
2021	7	11.1%
2020	7	11.1%
2019	7	11.1%
2018	7	11.1%
2017	7	11.1%
2016	7	11.1%
2015	7	11.1%
2014	7	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2014	7	11.1%
2015	7	11.1%
2016	7	11.1%
2017	7	11.1%
2018	7	11.1%
2019	7	11.1%
2020	7	11.1%
2021	7	11.1%
2022	7	11.1%

Value	Count	Frequency (%)
2022	7	11.1%
2021	7	11.1%
2020	7	11.1%
2019	7	11.1%
2018	7	11.1%
2017	7	11.1%
2016	7	11.1%
2015	7	11.1%
2014	7	11.1%

어린이집유형코드
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	11.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	344.28571

Minimum	101
Maximum	603
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	101
5-th percentile	101
Q1	201
median	302
Q3	501
95-th percentile	603
Maximum	603
Range	502
Interquartile range (IQR)	300

Descriptive statistics

Standard deviation	160.78461
Coefficient of variation (CV)	0.46700924
Kurtosis	-0.99129309
Mean	344.28571
Median Absolute Deviation (MAD)	101
Skewness	0.13885319
Sum	21690
Variance	25851.691
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
101	9	14.3%
501	9	14.3%
401	9	14.3%
603	9	14.3%
302	9	14.3%
301	9	14.3%
201	9	14.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
101	9	14.3%
201	9	14.3%
301	9	14.3%
302	9	14.3%
401	9	14.3%
501	9	14.3%
603	9	14.3%

Value	Count	Frequency (%)
603	9	14.3%
501	9	14.3%
401	9	14.3%
302	9	14.3%
301	9	14.3%
201	9	14.3%
101	9	14.3%

어린이집유형 명칭
Categorical

HIGH CORRELATION

Distinct	7
Distinct (%)	11.1%
Missing	0
Missing (%)	0.0%
Memory size	636.0 B

국공립	9
협동	9
가정	9
직장	9
민간	9
Other values (2)	18

Length

Max length	6
Median length	2
Mean length	3.1428571
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	국공립
2nd row	협동
3rd row	가정
4th row	직장
5th row	민간

Common Values

Value	Count	Frequency (%)
국공립	9	14.3%
협동	9	14.3%
가정	9	14.3%
직장	9	14.3%
민간	9	14.3%
법인단체등	9	14.3%
사회복지법인	9	14.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
국공립	9	14.3%
협동	9	14.3%
가정	9	14.3%
직장	9	14.3%
민간	9	14.3%
법인단체등	9	14.3%
사회복지법인	9	14.3%

전체_교직원수
Real number (ℝ)

HIGH CORRELATION

Distinct	62
Distinct (%)	98.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7708.6349

Minimum	193
Maximum	23139
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	193
5-th percentile	218.9
Q1	358
median	4024
Q3	14934.5
95-th percentile	21980.7
Maximum	23139
Range	22946
Interquartile range (IQR)	14576.5

Descriptive statistics

Standard deviation	7978.1207
Coefficient of variation (CV)	1.034959
Kurtosis	-1.1854523
Mean	7708.6349
Median Absolute Deviation (MAD)	3797
Skewness	0.60014843
Sum	485644
Variance	63650410
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
218	2	3.2%
13505	1	1.6%
242	1	1.6%
4024	1	1.6%
14918	1	1.6%
3647	1	1.6%
227	1	1.6%
14977	1	1.6%
21268	1	1.6%
1045	1	1.6%
Other values (52)	52	82.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
193	1	1.6%
210	1	1.6%
218	2	3.2%
227	1	1.6%
239	1	1.6%
242	1	1.6%
247	1	1.6%
249	1	1.6%
258	1	1.6%
275	1	1.6%

Value	Count	Frequency (%)
23139	1	1.6%
22513	1	1.6%
22062	1	1.6%
21998	1	1.6%
21825	1	1.6%
21268	1	1.6%
21190	1	1.6%
19319	1	1.6%
19274	1	1.6%
17216	1	1.6%

전체_원장수
Real number (ℝ)

HIGH CORRELATION

Distinct	55
Distinct (%)	87.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	834.65079

Minimum	20
Maximum	3267
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	20
5-th percentile	27
Q1	34
median	256
Q3	1643
95-th percentile	2562.4
Maximum	3267
Range	3247
Interquartile range (IQR)	1609

Descriptive statistics

Standard deviation	946.67907
Coefficient of variation (CV)	1.1342217
Kurtosis	-0.46134248
Mean	834.65079
Median Absolute Deviation (MAD)	229
Skewness	0.88014561
Sum	52583
Variance	896201.26
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28	3	4.8%
27	3	4.8%
29	2	3.2%
32	2	3.2%
92	2	3.2%
33	2	3.2%
1825	1	1.6%
131	1	1.6%
1262	1	1.6%
244	1	1.6%
Other values (45)	45	71.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	1	1.6%
22	1	1.6%
26	1	1.6%
27	3	4.8%
28	3	4.8%
29	2	3.2%
30	1	1.6%
32	2	3.2%
33	2	3.2%
35	1	1.6%

Value	Count	Frequency (%)
3267	1	1.6%
3096	1	1.6%
2814	1	1.6%
2585	1	1.6%
2359	1	1.6%
2267	1	1.6%
2171	1	1.6%
2091	1	1.6%
2049	1	1.6%
1936	1	1.6%

전체_보육교사수
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	63
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5578.381

Minimum	125
Maximum	17604
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	125
5-th percentile	150.2
Q1	230
median	2971
Q3	10512.5
95-th percentile	16013
Maximum	17604
Range	17479
Interquartile range (IQR)	10282.5

Descriptive statistics

Standard deviation	5845.7717
Coefficient of variation (CV)	1.0479334
Kurtosis	-1.0572585
Mean	5578.381
Median Absolute Deviation (MAD)	2819
Skewness	0.65109373
Sum	351438
Variance	34173047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17604	1	1.6%
152	1	1.6%
2971	1	1.6%
10917	1	1.6%
2675	1	1.6%
150	1	1.6%
10266	1	1.6%
15567	1	1.6%
679	1	1.6%
221	1	1.6%
Other values (53)	53	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
125	1	1.6%
139	1	1.6%
144	1	1.6%
150	1	1.6%
152	1	1.6%
167	1	1.6%
168	1	1.6%
170	1	1.6%
175	1	1.6%
177	1	1.6%

Value	Count	Frequency (%)
17604	1	1.6%
17095	1	1.6%
16026	1	1.6%
16020	1	1.6%
15950	1	1.6%
15677	1	1.6%
15567	1	1.6%
14508	1	1.6%
14121	1	1.6%
12638	1	1.6%

전체_특수교사수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	46.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61.111111

Minimum	0
Maximum	410
Zeros	18
Zeros (%)	28.6%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	10
Q3	28
95-th percentile	388.2
Maximum	410
Range	410
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	126.73354
Coefficient of variation (CV)	2.0738216
Kurtosis	2.7488316
Mean	61.111111
Median Absolute Deviation (MAD)	10
Skewness	2.1236066
Sum	3850
Variance	16061.391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	18	28.6%
2	5	7.9%
1	4	6.3%
21	4	6.3%
7	3	4.8%
23	2	3.2%
28	2	3.2%
32	2	3.2%
17	2	3.2%
14	2	3.2%
Other values (19)	19	30.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	28.6%
1	4	6.3%
2	5	7.9%
7	3	4.8%
8	1	1.6%
10	1	1.6%
14	2	3.2%
15	1	1.6%
16	1	1.6%
17	2	3.2%

Value	Count	Frequency (%)
410	1	1.6%
395	1	1.6%
393	1	1.6%
389	1	1.6%
381	1	1.6%
374	1	1.6%
354	1	1.6%
329	1	1.6%
264	1	1.6%
33	1	1.6%

전체_치료사수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	22.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.1111111

Minimum	0
Maximum	60
Zeros	31
Zeros (%)	49.2%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	45.9
Maximum	60
Range	60
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	15.241191
Coefficient of variation (CV)	2.1432925
Kurtosis	4.9389954
Mean	7.1111111
Median Absolute Deviation (MAD)	1
Skewness	2.5095503
Sum	448
Variance	232.29391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	31	49.2%
3	7	11.1%
4	6	9.5%
8	3	4.8%
1	3	4.8%
2	2	3.2%
6	2	3.2%
9	2	3.2%
43	2	3.2%
57	1	1.6%
Other values (4)	4	6.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	49.2%
1	3	4.8%
2	2	3.2%
3	7	11.1%
4	6	9.5%
6	2	3.2%
8	3	4.8%
9	2	3.2%
43	2	3.2%
45	1	1.6%

Value	Count	Frequency (%)
60	1	1.6%
57	1	1.6%
48	1	1.6%
46	1	1.6%
45	1	1.6%
43	2	3.2%
9	2	3.2%
8	3	4.8%
6	2	3.2%
4	6	9.5%

전체_영양사수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	42.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.873016

Minimum	0
Maximum	63
Zeros	16
Zeros (%)	25.4%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.5
median	5
Q3	48
95-th percentile	58.9
Maximum	63
Range	63
Interquartile range (IQR)	47.5

Descriptive statistics

Standard deviation	24.718735
Coefficient of variation (CV)	1.0806942
Kurtosis	-1.7615133
Mean	22.873016
Median Absolute Deviation (MAD)	5
Skewness	0.38401772
Sum	1441
Variance	611.01587
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	16	25.4%
4	8	12.7%
5	5	7.9%
3	4	6.3%
48	3	4.8%
49	2	3.2%
40	2	3.2%
58	2	3.2%
1	2	3.2%
55	2	3.2%
Other values (17)	17	27.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	25.4%
1	2	3.2%
2	1	1.6%
3	4	6.3%
4	8	12.7%
5	5	7.9%
40	2	3.2%
41	1	1.6%
42	1	1.6%
43	1	1.6%

Value	Count	Frequency (%)
63	1	1.6%
61	1	1.6%
60	1	1.6%
59	1	1.6%
58	2	3.2%
57	1	1.6%
56	1	1.6%
55	2	3.2%
54	1	1.6%
52	1	1.6%

전체_간호사수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	39.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.873016

Minimum	0
Maximum	74
Zeros	18
Zeros (%)	28.6%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	47
95-th percentile	68
Maximum	74
Range	74
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	27.564875
Coefficient of variation (CV)	1.1546457
Kurtosis	-1.4450161
Mean	23.873016
Median Absolute Deviation (MAD)	3
Skewness	0.55406359
Sum	1504
Variance	759.82232
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	18	28.6%
2	10	15.9%
3	5	7.9%
4	3	4.8%
45	3	4.8%
64	2	3.2%
47	2	3.2%
43	2	3.2%
68	2	3.2%
42	1	1.6%
Other values (15)	15	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	28.6%
2	10	15.9%
3	5	7.9%
4	3	4.8%
31	1	1.6%
33	1	1.6%
37	1	1.6%
40	1	1.6%
42	1	1.6%
43	2	3.2%

Value	Count	Frequency (%)
74	1	1.6%
72	1	1.6%
71	1	1.6%
68	2	3.2%
67	1	1.6%
66	1	1.6%
64	2	3.2%
62	1	1.6%
61	1	1.6%
60	1	1.6%

전체_사무원수
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Memory size	636.0 B

0	63

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	63	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	63	100.0%

전체_조리원수
Real number (ℝ)

HIGH CORRELATION

Distinct	55
Distinct (%)	87.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	620.95238

Minimum	19
Maximum	2140
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	19
5-th percentile	22.1
Q1	39
median	309
Q3	1161
95-th percentile	2065.7
Maximum	2140
Range	2121
Interquartile range (IQR)	1122

Descriptive statistics

Standard deviation	713.29398
Coefficient of variation (CV)	1.1487096
Kurtosis	-0.48815047
Mean	620.95238
Median Absolute Deviation (MAD)	282
Skewness	0.9734249
Sum	39120
Variance	508788.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	3	4.8%
106	2	3.2%
87	2	3.2%
23	2	3.2%
25	2	3.2%
22	2	3.2%
30	2	3.2%
2130	1	1.6%
1001	1	1.6%
398	1	1.6%
Other values (45)	45	71.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	1.6%
21	1	1.6%
22	2	3.2%
23	2	3.2%
24	1	1.6%
25	2	3.2%
26	1	1.6%
27	1	1.6%
29	1	1.6%
30	2	3.2%

Value	Count	Frequency (%)
2140	1	1.6%
2130	1	1.6%
2115	1	1.6%
2068	1	1.6%
2045	1	1.6%
1986	1	1.6%
1844	1	1.6%
1828	1	1.6%
1646	1	1.6%
1615	1	1.6%

전체_기타수
Real number (ℝ)

HIGH CORRELATION

Distinct	56
Distinct (%)	88.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	559.68254

Minimum	16
Maximum	1968
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	16
5-th percentile	18.1
Q1	27
median	218
Q3	1107
95-th percentile	1817.5
Maximum	1968
Range	1952
Interquartile range (IQR)	1080

Descriptive statistics

Standard deviation	642.36167
Coefficient of variation (CV)	1.147725
Kurtosis	-0.68277507
Mean	559.68254
Median Absolute Deviation (MAD)	199
Skewness	0.94269915
Sum	35260
Variance	412628.51
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21	3	4.8%
27	3	4.8%
19	2	3.2%
22	2	3.2%
18	2	3.2%
1198	1	1.6%
121	1	1.6%
23	1	1.6%
1551	1	1.6%
1968	1	1.6%
Other values (46)	46	73.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16	1	1.6%
17	1	1.6%
18	2	3.2%
19	2	3.2%
20	1	1.6%
21	3	4.8%
22	2	3.2%
23	1	1.6%
26	1	1.6%
27	3	4.8%

Value	Count	Frequency (%)
1968	1	1.6%
1840	1	1.6%
1836	1	1.6%
1827	1	1.6%
1732	1	1.6%
1702	1	1.6%
1551	1	1.6%
1521	1	1.6%
1516	1	1.6%
1493	1	1.6%

Phik (φk)
Auto

Heatmap
Table

	통계연도	어린이집유형코드	어린이집유형 명칭	전체_교직원수	전체_원장수	전체_보육교사수	전체_특수교사수	전체_치료사수	전체_영양사수	전체_간호사수	전체_조리원수	전체_기타수
통계연도	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.185
어린이집유형코드	0.000	1.000	1.000	0.789	0.681	0.801	0.652	0.778	0.655	0.905	0.709	0.788
어린이집유형 명칭	0.000	1.000	1.000	0.789	0.681	0.801	0.652	0.778	0.655	0.905	0.709	0.788
전체_교직원수	0.000	0.789	0.789	1.000	0.798	0.989	0.411	0.688	0.867	0.767	0.899	0.797
전체_원장수	0.000	0.681	0.681	0.798	1.000	0.859	0.554	0.760	0.626	0.590	0.769	0.888
전체_보육교사수	0.000	0.801	0.801	0.989	0.859	1.000	0.410	0.692	0.858	0.791	0.910	0.810
전체_특수교사수	0.000	0.652	0.652	0.411	0.554	0.410	1.000	0.870	0.497	0.596	0.484	0.784
전체_치료사수	0.000	0.778	0.778	0.688	0.760	0.692	0.870	1.000	0.623	0.736	0.708	0.842
전체_영양사수	0.000	0.655	0.655	0.867	0.626	0.858	0.497	0.623	1.000	0.729	0.857	0.754
전체_간호사수	0.000	0.905	0.905	0.767	0.590	0.791	0.596	0.736	0.729	1.000	0.830	0.777
전체_조리원수	0.000	0.709	0.709	0.899	0.769	0.910	0.484	0.708	0.857	0.830	1.000	0.796
전체_기타수	0.185	0.788	0.788	0.797	0.888	0.810	0.784	0.842	0.754	0.777	0.796	1.000

Heatmap
Table

	통계연도	어린이집유형코드	전체_교직원수	전체_원장수	전체_보육교사수	전체_특수교사수	전체_치료사수	전체_영양사수	전체_간호사수	전체_조리원수	전체_기타수	어린이집유형 명칭
통계연도	1.000	0.000	-0.031	-0.103	-0.018	-0.142	-0.370	-0.004	0.002	-0.122	0.027	0.000
어린이집유형코드	0.000	1.000	-0.213	-0.025	-0.230	-0.792	-0.626	-0.166	-0.390	-0.230	-0.061	1.000
전체_교직원수	-0.031	-0.213	1.000	0.943	0.998	0.352	0.381	0.573	0.597	0.966	0.932	0.543
전체_원장수	-0.103	-0.025	0.943	1.000	0.933	0.120	0.228	0.345	0.347	0.874	0.926	0.437
전체_보육교사수	-0.018	-0.230	0.998	0.933	1.000	0.372	0.399	0.584	0.618	0.968	0.927	0.559
전체_특수교사수	-0.142	-0.792	0.352	0.120	0.372	1.000	0.707	0.518	0.690	0.451	0.203	0.499
전체_치료사수	-0.370	-0.626	0.381	0.228	0.399	0.707	1.000	0.445	0.574	0.455	0.259	0.583
전체_영양사수	-0.004	-0.166	0.573	0.345	0.584	0.518	0.445	1.000	0.917	0.685	0.477	0.488
전체_간호사수	0.002	-0.390	0.597	0.347	0.618	0.690	0.574	0.917	1.000	0.725	0.455	0.547
전체_조리원수	-0.122	-0.230	0.966	0.874	0.968	0.451	0.455	0.685	0.725	1.000	0.850	0.447
전체_기타수	0.027	-0.061	0.932	0.926	0.927	0.203	0.259	0.477	0.455	0.850	1.000	0.564
어린이집유형 명칭	0.000	1.000	0.543	0.437	0.559	0.499	0.583	0.488	0.547	0.447	0.564	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

	통계연도	어린이집유형코드	어린이집유형 명칭	전체_교직원수	전체_원장수	전체_보육교사수	전체_특수교사수	전체_영양사수	전체_간호사수	전체_조리원수	전체_기타수
0	2022	101	국공립	23139	1825	17604	264	54	64	2130	1198
1	2022	501	협동	218	26	152	0	0	0	19	21
2	2022	401	가정	9048	1403	6262	0	0	0	87	1296
3	2022	603	직장	4849	304	3613	0	59	47	540	286
4	2022	302	민간	12536	1041	9252	15	40	31	785	1372
5	2022	301	법인단체등	898	84	607	23	5	4	76	99
6	2022	201	사회복지법인	258	20	177	7	3	2	22	27
7	2021	101	국공립	22513	1803	17095	329	56	74	2140	1016
8	2021	603	직장	4811	294	3623	0	58	45	527	264
9	2021	501	협동	239	28	168	0	0	0	21	22

	통계연도	어린이집유형코드	어린이집유형 명칭	전체_교직원수	전체_원장수	전체_보육교사수	전체_특수교사수	전체_치료사수	전체_영양사수	전체_간호사수	전체_조리원수	전체_기타수
53	2015	302	민간	22062	2171	16020	21	9	61	62	1986	1732
54	2015	301	법인단체등	1168	142	757	28	3	4	2	106	126
55	2015	101	국공립	11757	901	8609	381	43	41	64	1207	511
56	2014	201	사회복지법인	376	37	246	14	4	5	3	40	27
57	2014	603	직장	2595	177	1916	2	0	42	33	309	116
58	2014	501	협동	193	27	125	1	0	0	0	23	17
59	2014	401	가정	16018	3267	10759	1	1	0	0	1421	569
60	2014	302	민간	21998	2267	15677	23	8	63	56	2068	1836
61	2014	301	법인단체등	1231	152	787	28	3	4	2	110	145
62	2014	101	국공립	10890	824	7932	354	43	40	60	1115	522

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample