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	12
Categorical	1

Dataset

Description	통계연도,만나이,만나이명칭,전체아동수_남,국공립아동수_남,민간아동수_남,가정아동수_남,기타아동수_남,전체아동수_여,국공립아동수_여,민간아동수_여,가정아동수_여,기타아동수_여
Author	서울특별시
URL	https://data.seoul.go.kr/dataList/OA-15452/S/1/datasetView.do

Alerts

`만나이` is highly overall correlated with `가정아동수_남` and 2 other fields	High correlation
`전체아동수_남` is highly overall correlated with `국공립아동수_남` and 9 other fields	High correlation
`국공립아동수_남` is highly overall correlated with `전체아동수_남` and 7 other fields	High correlation
`민간아동수_남` is highly overall correlated with `전체아동수_남` and 9 other fields	High correlation
`가정아동수_남` is highly overall correlated with `만나이` and 5 other fields	High correlation
`기타아동수_남` is highly overall correlated with `전체아동수_남` and 7 other fields	High correlation
`전체아동수_여` is highly overall correlated with `전체아동수_남` and 9 other fields	High correlation
`국공립아동수_여` is highly overall correlated with `전체아동수_남` and 7 other fields	High correlation
`민간아동수_여` is highly overall correlated with `전체아동수_남` and 9 other fields	High correlation
`가정아동수_여` is highly overall correlated with `만나이` and 5 other fields	High correlation
`기타아동수_여` is highly overall correlated with `전체아동수_남` and 7 other fields	High correlation
`만나이명칭` is highly overall correlated with `만나이` and 8 other fields	High correlation
`전체아동수_남` has unique values	Unique
`기타아동수_남` has unique values	Unique
`전체아동수_여` has unique values	Unique
`국공립아동수_여` has unique values	Unique
`만나이` has 9 (14.3%) zeros	Zeros

Reproduction

Analysis started	2024-04-06 10:47:51.782994
Analysis finished	2024-04-06 10:48:17.437288
Duration	25.65 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%

만나이
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	11.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3

Minimum	0
Maximum	6
Zeros	9
Zeros (%)	14.3%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.0160645
Coefficient of variation (CV)	0.67202151
Kurtosis	-1.2535519
Mean	3
Median Absolute Deviation (MAD)	2
Skewness	0
Sum	189
Variance	4.0645161
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	9	14.3%
5	9	14.3%
4	9	14.3%
6	9	14.3%
3	9	14.3%
2	9	14.3%
1	9	14.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	14.3%
1	9	14.3%
2	9	14.3%
3	9	14.3%
4	9	14.3%
5	9	14.3%
6	9	14.3%

Value	Count	Frequency (%)
6	9	14.3%
5	9	14.3%
4	9	14.3%
3	9	14.3%
2	9	14.3%
1	9	14.3%
0	9	14.3%

만나이명칭
Categorical

HIGH CORRELATION

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

0세	9
5세	9
4세	9
방과후 (6세이상)	9
3세	9
Other values (2)	18

Length

Max length	10
Median length	2
Mean length	3.1428571
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0세
2nd row	5세
3rd row	4세
4th row	방과후 (6세이상)
5th row	3세

Common Values

Value	Count	Frequency (%)
0세	9	14.3%
5세	9	14.3%
4세	9	14.3%
방과후 (6세이상)	9	14.3%
3세	9	14.3%
2세	9	14.3%
1세	9	14.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0세	9	12.5%
5세	9	12.5%
4세	9	12.5%
방과후	9	12.5%
6세이상	9	12.5%
3세	9	12.5%
2세	9	12.5%
1세	9	12.5%

전체아동수_남
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	63
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15908.984

Minimum	657
Maximum	33642
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	657
5-th percentile	1044.3
Q1	10867
median	14944
Q3	22047
95-th percentile	30946.2
Maximum	33642
Range	32985
Interquartile range (IQR)	11180

Descriptive statistics

Standard deviation	8737.0831
Coefficient of variation (CV)	0.54919177
Kurtosis	-0.48376365
Mean	15908.984
Median Absolute Deviation (MAD)	5066
Skewness	0.0056565947
Sum	1002266
Variance	76336621
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10297	1	1.6%
11047	1	1.6%
1272	1	1.6%
10738	1	1.6%
1318	1	1.6%
14576	1	1.6%
16905	1	1.6%
19827	1	1.6%
30964	1	1.6%
26402	1	1.6%
Other values (53)	53	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
657	1	1.6%
712	1	1.6%
832	1	1.6%
1019	1	1.6%
1272	1	1.6%
1318	1	1.6%
1490	1	1.6%
1561	1	1.6%
1712	1	1.6%
9661	1	1.6%

Value	Count	Frequency (%)
33642	1	1.6%
32779	1	1.6%
30996	1	1.6%
30964	1	1.6%
30786	1	1.6%
29342	1	1.6%
27792	1	1.6%
26402	1	1.6%
25543	1	1.6%
25306	1	1.6%

국공립아동수_남
Real number (ℝ)

HIGH CORRELATION

Distinct	62
Distinct (%)	98.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5587.7302

Minimum	253
Maximum	10852
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	253
5-th percentile	434.8
Q1	3375
median	6694
Q3	7384
95-th percentile	10205.5
Maximum	10852
Range	10599
Interquartile range (IQR)	4009

Descriptive statistics

Standard deviation	3035.4588
Coefficient of variation (CV)	0.54323647
Kurtosis	-0.7787381
Mean	5587.7302
Median Absolute Deviation (MAD)	1499
Skewness	-0.52278622
Sum	352027
Variance	9214010.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
549	2	3.2%
3974	1	1.6%
7242	1	1.6%
1648	1	1.6%
583	1	1.6%
6716	1	1.6%
7368	1	1.6%
7433	1	1.6%
8240	1	1.6%
6145	1	1.6%
Other values (52)	52	82.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
253	1	1.6%
270	1	1.6%
331	1	1.6%
424	1	1.6%
532	1	1.6%
549	2	3.2%
583	1	1.6%
597	1	1.6%
927	1	1.6%
987	1	1.6%

Value	Count	Frequency (%)
10852	1	1.6%
10671	1	1.6%
10401	1	1.6%
10286	1	1.6%
9481	1	1.6%
8704	1	1.6%
8522	1	1.6%
8429	1	1.6%
8323	1	1.6%
8240	1	1.6%

민간아동수_남
Real number (ℝ)

HIGH CORRELATION

Distinct	62
Distinct (%)	98.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6092.1587

Minimum	133
Maximum	16188
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	133
5-th percentile	165.3
Q1	2827
median	6005
Q3	8476.5
95-th percentile	13345.7
Maximum	16188
Range	16055
Interquartile range (IQR)	5649.5

Descriptive statistics

Standard deviation	4117.9165
Coefficient of variation (CV)	0.67593716
Kurtosis	-0.25802674
Mean	6092.1587
Median Absolute Deviation (MAD)	2976
Skewness	0.47369872
Sum	383806
Variance	16957236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
155	2	3.2%
2307	1	1.6%
3033	1	1.6%
2835	1	1.6%
224	1	1.6%
6320	1	1.6%
7654	1	1.6%
10121	1	1.6%
13383	1	1.6%
9348	1	1.6%
Other values (52)	52	82.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
133	1	1.6%
155	2	3.2%
160	1	1.6%
213	1	1.6%
224	1	1.6%
238	1	1.6%
250	1	1.6%
288	1	1.6%
2081	1	1.6%
2170	1	1.6%

Value	Count	Frequency (%)
16188	1	1.6%
15897	1	1.6%
13763	1	1.6%
13383	1	1.6%
13010	1	1.6%
12467	1	1.6%
12410	1	1.6%
12138	1	1.6%
10688	1	1.6%
10626	1	1.6%

가정아동수_남
Real number (ℝ)

HIGH CORRELATION

Distinct	51
Distinct (%)	81.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2746.9048

Minimum	1
Maximum	11438
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	1
5-th percentile	2
Q1	17
median	40
Q3	5555.5
95-th percentile	8996.2
Maximum	11438
Range	11437
Interquartile range (IQR)	5538.5

Descriptive statistics

Standard deviation	3465.3319
Coefficient of variation (CV)	1.2615406
Kurtosis	-0.74188748
Mean	2746.9048
Median Absolute Deviation (MAD)	39
Skewness	0.81366878
Sum	173055
Variance	12008525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	4	6.3%
17	3	4.8%
21	3	4.8%
1	3	4.8%
32	2	3.2%
5	2	3.2%
13	2	3.2%
40	1	1.6%
6938	1	1.6%
9029	1	1.6%
Other values (41)	41	65.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	4.8%
2	4	6.3%
3	1	1.6%
4	1	1.6%
5	2	3.2%
10	1	1.6%
13	2	3.2%
14	1	1.6%
17	3	4.8%
18	1	1.6%

Value	Count	Frequency (%)
11438	1	1.6%
9854	1	1.6%
9655	1	1.6%
9029	1	1.6%
8701	1	1.6%
8310	1	1.6%
8140	1	1.6%
7451	1	1.6%
7174	1	1.6%
6954	1	1.6%

기타아동수_남
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	63
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1482.1905

Minimum	236
Maximum	2540
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	236
5-th percentile	264.3
Q1	715.5
median	1677
Q3	2090
95-th percentile	2398.1
Maximum	2540
Range	2304
Interquartile range (IQR)	1374.5

Descriptive statistics

Standard deviation	757.30571
Coefficient of variation (CV)	0.51093683
Kurtosis	-1.1216715
Mean	1482.1905
Median Absolute Deviation (MAD)	534
Skewness	-0.5285097
Sum	93378
Variance	573511.93
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
370	1	1.6%
1175	1	1.6%
508	1	1.6%
262	1	1.6%
509	1	1.6%
1527	1	1.6%
1847	1	1.6%
2233	1	1.6%
2403	1	1.6%
1880	1	1.6%
Other values (53)	53	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
236	1	1.6%
262	1	1.6%
263	1	1.6%
264	1	1.6%
267	1	1.6%
284	1	1.6%
287	1	1.6%
290	1	1.6%
292	1	1.6%
301	1	1.6%

Value	Count	Frequency (%)
2540	1	1.6%
2534	1	1.6%
2483	1	1.6%
2403	1	1.6%
2354	1	1.6%
2350	1	1.6%
2330	1	1.6%
2318	1	1.6%
2263	1	1.6%
2258	1	1.6%

전체아동수_여
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	63
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14947.587

Minimum	535
Maximum	31932
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	535
5-th percentile	883.9
Q1	10020.5
median	14072
Q3	20493.5
95-th percentile	29675.4
Maximum	31932
Range	31397
Interquartile range (IQR)	10473

Descriptive statistics

Standard deviation	8344.0402
Coefficient of variation (CV)	0.55821986
Kurtosis	-0.46586544
Mean	14947.587
Median Absolute Deviation (MAD)	4838
Skewness	0.047428973
Sum	941698
Variance	69623006
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9471	1	1.6%
10426	1	1.6%
973	1	1.6%
9924	1	1.6%
1125	1	1.6%
13810	1	1.6%
15949	1	1.6%
18586	1	1.6%
29722	1	1.6%
25021	1	1.6%
Other values (53)	53	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
535	1	1.6%
600	1	1.6%
707	1	1.6%
874	1	1.6%
973	1	1.6%
1125	1	1.6%
1275	1	1.6%
1453	1	1.6%
1671	1	1.6%
8624	1	1.6%

Value	Count	Frequency (%)
31932	1	1.6%
31392	1	1.6%
29725	1	1.6%
29722	1	1.6%
29256	1	1.6%
27991	1	1.6%
26208	1	1.6%
25021	1	1.6%
24134	1	1.6%
23990	1	1.6%

국공립아동수_여
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	63
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5230.0794

Minimum	173
Maximum	9960
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	173
5-th percentile	321.1
Q1	2921
median	6253
Q3	6900.5
95-th percentile	9693.4
Maximum	9960
Range	9787
Interquartile range (IQR)	3979.5

Descriptive statistics

Standard deviation	2878.2942
Coefficient of variation (CV)	0.5503347
Kurtosis	-0.80045462
Mean	5230.0794
Median Absolute Deviation (MAD)	1346
Skewness	-0.5319956
Sum	329495
Variance	8284577.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3608	1	1.6%
5728	1	1.6%
367	1	1.6%
1624	1	1.6%
420	1	1.6%
6336	1	1.6%
6851	1	1.6%
6979	1	1.6%
7867	1	1.6%
5888	1	1.6%
Other values (53)	53	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
173	1	1.6%
194	1	1.6%
230	1	1.6%
316	1	1.6%
367	1	1.6%
420	1	1.6%
464	1	1.6%
481	1	1.6%
534	1	1.6%
819	1	1.6%

Value	Count	Frequency (%)
9960	1	1.6%
9955	1	1.6%
9828	1	1.6%
9754	1	1.6%
9148	1	1.6%
8110	1	1.6%
8000	1	1.6%
7883	1	1.6%
7867	1	1.6%
7780	1	1.6%

민간아동수_여
Real number (ℝ)

HIGH CORRELATION

Distinct	62
Distinct (%)	98.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5751.2063

Minimum	110
Maximum	15591
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	110
5-th percentile	150.5
Q1	2618.5
median	5531
Q3	8015
95-th percentile	12776.6
Maximum	15591
Range	15481
Interquartile range (IQR)	5396.5

Descriptive statistics

Standard deviation	3932.3299
Coefficient of variation (CV)	0.68374002
Kurtosis	-0.23044414
Mean	5751.2063
Median Absolute Deviation (MAD)	2858
Skewness	0.48951913
Sum	362326
Variance	15463219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6467	2	3.2%
2156	1	1.6%
6145	1	1.6%
2673	1	1.6%
179	1	1.6%
6068	1	1.6%
7319	1	1.6%
9521	1	1.6%
12836	1	1.6%
8734	1	1.6%
Other values (52)	52	82.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
110	1	1.6%
123	1	1.6%
126	1	1.6%
149	1	1.6%
164	1	1.6%
179	1	1.6%
188	1	1.6%
209	1	1.6%
259	1	1.6%
1869	1	1.6%

Value	Count	Frequency (%)
15591	1	1.6%
15089	1	1.6%
13192	1	1.6%
12836	1	1.6%
12242	1	1.6%
11813	1	1.6%
11686	1	1.6%
11336	1	1.6%
10271	1	1.6%
9847	1	1.6%

가정아동수_여
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	79.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2583.1746

Minimum	1
Maximum	11023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	13.5
median	36
Q3	5183
95-th percentile	8578.7
Maximum	11023
Range	11022
Interquartile range (IQR)	5169.5

Descriptive statistics

Standard deviation	3277.5381
Coefficient of variation (CV)	1.2688024
Kurtosis	-0.65716032
Mean	2583.1746
Median Absolute Deviation (MAD)	35
Skewness	0.84198459
Sum	162740
Variance	10742256
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	7	11.1%
25	3	4.8%
23	3	4.8%
24	2	3.2%
15	2	3.2%
11	2	3.2%
8596	1	1.6%
9044	1	1.6%
36	1	1.6%
31	1	1.6%
Other values (40)	40	63.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	7	11.1%
3	1	1.6%
5	1	1.6%
6	1	1.6%
9	1	1.6%
10	1	1.6%
11	2	3.2%
12	1	1.6%
13	1	1.6%
14	1	1.6%

Value	Count	Frequency (%)
11023	1	1.6%
9306	1	1.6%
9044	1	1.6%
8596	1	1.6%
8423	1	1.6%
7919	1	1.6%
7407	1	1.6%
7108	1	1.6%
6713	1	1.6%
6583	1	1.6%

기타아동수_여
Real number (ℝ)

HIGH CORRELATION

Distinct	60
Distinct (%)	95.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1383.127

Minimum	241
Maximum	2446
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.0 B

Quantile statistics

Minimum	241
5-th percentile	252
Q1	690
median	1539
Q3	1905
95-th percentile	2297.5
Maximum	2446
Range	2205
Interquartile range (IQR)	1215

Descriptive statistics

Standard deviation	702.26469
Coefficient of variation (CV)	0.50773696
Kurtosis	-1.0834506
Mean	1383.127
Median Absolute Deviation (MAD)	473
Skewness	-0.49971323
Sum	87137
Variance	493175.69
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1394	2	3.2%
252	2	3.2%
2062	2	3.2%
2112	1	1.6%
441	1	1.6%
270	1	1.6%
525	1	1.6%
1756	1	1.6%
2035	1	1.6%
2306	1	1.6%
Other values (50)	50	79.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
241	1	1.6%
249	1	1.6%
251	1	1.6%
252	2	3.2%
256	1	1.6%
261	1	1.6%
270	1	1.6%
279	1	1.6%
311	1	1.6%
353	1	1.6%

Value	Count	Frequency (%)
2446	1	1.6%
2425	1	1.6%
2337	1	1.6%
2306	1	1.6%
2221	1	1.6%
2173	1	1.6%
2167	1	1.6%
2148	1	1.6%
2116	1	1.6%
2112	1	1.6%

Phik (φk)
Auto

Heatmap
Table

	통계연도	만나이	만나이명칭	전체아동수_남	국공립아동수_남	민간아동수_남	가정아동수_남	기타아동수_남	전체아동수_여	국공립아동수_여	민간아동수_여	가정아동수_여	기타아동수_여
통계연도	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
만나이	0.000	1.000	1.000	0.860	0.776	0.843	0.609	0.826	0.862	0.806	0.854	0.630	0.795
만나이명칭	0.000	1.000	1.000	0.860	0.776	0.843	0.609	0.826	0.862	0.806	0.854	0.630	0.795
전체아동수_남	0.000	0.860	0.860	1.000	0.770	0.889	0.862	0.867	0.999	0.784	0.904	0.870	0.846
국공립아동수_남	0.000	0.776	0.776	0.770	1.000	0.781	0.714	0.591	0.780	0.991	0.758	0.756	0.648
민간아동수_남	0.000	0.843	0.843	0.889	0.781	1.000	0.697	0.719	0.884	0.791	0.999	0.738	0.682
가정아동수_남	0.000	0.609	0.609	0.862	0.714	0.697	1.000	0.000	0.854	0.783	0.721	0.995	0.000
기타아동수_남	0.000	0.826	0.826	0.867	0.591	0.719	0.000	1.000	0.869	0.665	0.735	0.000	0.978
전체아동수_여	0.000	0.862	0.862	0.999	0.780	0.884	0.854	0.869	1.000	0.786	0.899	0.873	0.847
국공립아동수_여	0.000	0.806	0.806	0.784	0.991	0.791	0.783	0.665	0.786	1.000	0.788	0.820	0.639
민간아동수_여	0.000	0.854	0.854	0.904	0.758	0.999	0.721	0.735	0.899	0.788	1.000	0.766	0.661
가정아동수_여	0.000	0.630	0.630	0.870	0.756	0.738	0.995	0.000	0.873	0.820	0.766	1.000	0.000
기타아동수_여	0.000	0.795	0.795	0.846	0.648	0.682	0.000	0.978	0.847	0.639	0.661	0.000	1.000

Heatmap
Table

	통계연도	만나이	전체아동수_남	국공립아동수_남	민간아동수_남	가정아동수_남	기타아동수_남	전체아동수_여	국공립아동수_여	민간아동수_여	가정아동수_여	기타아동수_여	만나이명칭
통계연도	1.000	0.000	-0.233	0.277	-0.413	-0.246	-0.025	-0.243	0.270	-0.415	-0.257	-0.035	0.000
만나이	0.000	1.000	-0.411	-0.218	-0.255	-0.890	-0.116	-0.403	-0.222	-0.253	-0.888	-0.119	1.000
전체아동수_남	-0.233	-0.411	1.000	0.719	0.928	0.683	0.862	0.998	0.727	0.927	0.690	0.867	0.680
국공립아동수_남	0.277	-0.218	0.719	1.000	0.614	0.280	0.848	0.713	0.996	0.611	0.288	0.842	0.529
민간아동수_남	-0.413	-0.255	0.928	0.614	1.000	0.561	0.830	0.935	0.622	0.999	0.561	0.836	0.624
가정아동수_남	-0.246	-0.890	0.683	0.280	0.561	1.000	0.328	0.679	0.287	0.562	0.987	0.339	0.370
기타아동수_남	-0.025	-0.116	0.862	0.848	0.830	0.328	1.000	0.860	0.854	0.827	0.341	0.991	0.625
전체아동수_여	-0.243	-0.403	0.998	0.713	0.935	0.679	0.860	1.000	0.722	0.934	0.685	0.866	0.683
국공립아동수_여	0.270	-0.222	0.727	0.996	0.622	0.287	0.854	0.722	1.000	0.619	0.298	0.848	0.570
민간아동수_여	-0.415	-0.253	0.927	0.611	0.999	0.562	0.827	0.934	0.619	1.000	0.561	0.833	0.642
가정아동수_여	-0.257	-0.888	0.690	0.288	0.561	0.987	0.341	0.685	0.298	0.561	1.000	0.346	0.389
기타아동수_여	-0.035	-0.119	0.867	0.842	0.836	0.339	0.991	0.866	0.848	0.833	0.346	1.000	0.578
만나이명칭	0.000	1.000	0.680	0.529	0.624	0.370	0.625	0.683	0.570	0.642	0.389	0.578	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	만나이	만나이명칭	전체아동수_남	국공립아동수_남	민간아동수_남	가정아동수_남	기타아동수_남	전체아동수_여	국공립아동수_여	민간아동수_여	가정아동수_여	기타아동수_여
0	2022	0	0세	10297	3974	2307	3646	370	9471	3608	2156	3344	363
1	2022	5	5세	11047	6027	3840	5	1175	10426	5728	3557	10	1131
2	2022	4	4세	10654	5717	3524	17	1396	9849	5338	3258	11	1242
3	2022	6	방과후 (6세이상)	657	253	133	4	267	535	173	110	1	251
4	2022	3	3세	13091	7060	4244	23	1764	11903	6465	3819	23	1596
5	2022	2	2세	22279	10852	6005	3284	2138	20445	9960	5531	3013	1941
6	2022	1	1세	18943	8704	4432	4012	1795	17830	8110	4163	3865	1692
7	2021	0	0세	9661	3560	2081	3719	301	8818	3106	1957	3444	311
8	2021	6	방과후 (6세이상)	712	270	155	3	284	600	194	126	1	279
9	2021	5	5세	13011	6916	4576	17	1502	12242	6452	4339	15	1436

	통계연도	만나이	만나이명칭	전체아동수_남	국공립아동수_남	민간아동수_남	가정아동수_남	기타아동수_남	전체아동수_여	국공립아동수_여	민간아동수_여	가정아동수_여	기타아동수_여
53	2015	3	3세	21369	6902	12138	143	2186	19890	6449	11336	122	1983
54	2015	2	2세	33642	6694	15897	8701	2350	31932	6253	15089	8423	2167
55	2015	0	0세	10996	987	2819	6954	236	10174	889	2564	6465	256
56	2014	1	1세	27792	4171	10626	11438	1557	26208	3876	9847	11023	1462
57	2014	6	방과후 (6세이상)	1712	549	288	1	874	1671	534	259	3	875
58	2014	5	5세	14328	5963	6905	21	1439	13521	5537	6566	18	1400
59	2014	4	4세	15576	6188	7678	33	1677	14799	5909	7328	23	1539
60	2014	3	3세	21969	6572	13010	176	2211	20542	6120	12242	168	2012
61	2014	2	2세	32779	6051	16188	8310	2230	31392	5820	15591	7919	2062
62	2014	0	0세	11026	927	2662	7174	263	10117	819	2463	6583	252

Overview

Variables

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample