gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	114
Missing cells	125
Missing cells (%)	7.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	14.0 KiB
Average record size in memory	126.1 B

Variable types

Categorical	1
Numeric	13

Dataset

Description	경기주택도시공사의 사업지구별 민원 현황 정보에 대한 데이터로써 사업지구에 대한 연도별, 월별 민원 건수 정보를 포함합니다.
Author	경기주택도시공사
URL	https://www.data.go.kr/data/15061920/fileData.do

Alerts

`1월` is highly overall correlated with `2월` and 9 other fields	High correlation
`2월` is highly overall correlated with `1월` and 9 other fields	High correlation
`3월` is highly overall correlated with `1월` and 10 other fields	High correlation
`4월` is highly overall correlated with `1월` and 10 other fields	High correlation
`5월` is highly overall correlated with `1월` and 10 other fields	High correlation
`6월` is highly overall correlated with `1월` and 10 other fields	High correlation
`7월` is highly overall correlated with `1월` and 10 other fields	High correlation
`8월` is highly overall correlated with `1월` and 10 other fields	High correlation
`9월` is highly overall correlated with `1월` and 10 other fields	High correlation
`10월` is highly overall correlated with `1월` and 10 other fields	High correlation
`11월` is highly overall correlated with `1월` and 10 other fields	High correlation
`12월` is highly overall correlated with `3월` and 8 other fields	High correlation
`1월` has 2 (1.8%) missing values	Missing
`3월` has 12 (10.5%) missing values	Missing
`4월` has 13 (11.4%) missing values	Missing
`5월` has 13 (11.4%) missing values	Missing
`6월` has 12 (10.5%) missing values	Missing
`7월` has 12 (10.5%) missing values	Missing
`8월` has 12 (10.5%) missing values	Missing
`9월` has 12 (10.5%) missing values	Missing
`10월` has 12 (10.5%) missing values	Missing
`11월` has 13 (11.4%) missing values	Missing
`12월` has 12 (10.5%) missing values	Missing
`1월` has 45 (39.5%) zeros	Zeros
`2월` has 46 (40.4%) zeros	Zeros
`3월` has 38 (33.3%) zeros	Zeros
`4월` has 41 (36.0%) zeros	Zeros
`5월` has 40 (35.1%) zeros	Zeros
`6월` has 36 (31.6%) zeros	Zeros
`7월` has 31 (27.2%) zeros	Zeros
`8월` has 36 (31.6%) zeros	Zeros
`9월` has 33 (28.9%) zeros	Zeros
`10월` has 31 (27.2%) zeros	Zeros
`11월` has 37 (32.5%) zeros	Zeros
`12월` has 36 (31.6%) zeros	Zeros

Reproduction

Analysis started	2024-03-14 14:09:25.164609
Analysis finished	2024-03-14 14:10:03.736746
Duration	38.57 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

민원구분
Categorical

Distinct	23
Distinct (%)	20.2%
Missing	0
Missing (%)	0.0%
Memory size	1.0 KiB

기타	9
다산택지	9
동탄택지	9
광교택지	9
고양택지	8
Other values (18)	70

Length

Max length	5
Median length	4
Mean length	3.8684211
Min length	2

Unique

Unique	3 ?
Unique (%)	2.6%

Sample

1st row	도시재생
2nd row	고덕택지
3rd row	고양택지
4th row	광교택지
5th row	다산택지

Common Values

Value	Count	Frequency (%)
기타	9	7.9%
다산택지	9	7.9%
동탄택지	9	7.9%
광교택지	9	7.9%
고양택지	8	7.0%
행복주택	7	6.1%
고덕택지	7	6.1%
다산주택	6	5.3%
임대주택	5	4.4%
산업단지	5	4.4%
Other values (13)	40	35.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
기타	9	7.9%
동탄택지	9	7.9%
광교택지	9	7.9%
다산택지	9	7.9%
고양택지	8	7.0%
행복주택	7	6.1%
고덕택지	7	6.1%
다산주택	6	5.3%
분양주택	5	4.4%
동탄주택	5	4.4%
Other values (13)	40	35.1%

년도
Real number (ℝ)

Distinct	9
Distinct (%)	7.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2020.0702

Minimum	2016
Maximum	2024
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	2016
5-th percentile	2016
Q1	2018
median	2020
Q3	2022
95-th percentile	2024
Maximum	2024
Range	8
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.4664808
Coefficient of variation (CV)	0.0012209877
Kurtosis	-1.1549511
Mean	2020.0702
Median Absolute Deviation (MAD)	2
Skewness	0.025955393
Sum	230288
Variance	6.0835274
Monotonicity	Decreasing

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2021	16	14.0%
2019	14	12.3%
2018	14	12.3%
2017	14	12.3%
2024	12	10.5%
2023	12	10.5%
2022	12	10.5%
2020	12	10.5%
2016	8	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2016	8	7.0%
2017	14	12.3%
2018	14	12.3%
2019	14	12.3%
2020	12	10.5%
2021	16	14.0%
2022	12	10.5%
2023	12	10.5%
2024	12	10.5%

Value	Count	Frequency (%)
2024	12	10.5%
2023	12	10.5%
2022	12	10.5%
2021	16	14.0%
2020	12	10.5%
2019	14	12.3%
2018	14	12.3%
2017	14	12.3%
2016	8	7.0%

1월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	34
Distinct (%)	30.4%
Missing	2
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%
Mean	22.1875

Minimum	0
Maximum	1028
Zeros	45
Zeros (%)	39.5%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	12.5
95-th percentile	64.8
Maximum	1028
Range	1028
Interquartile range (IQR)	12.5

Descriptive statistics

Standard deviation	99.894497
Coefficient of variation (CV)	4.5022872
Kurtosis	94.763308
Mean	22.1875
Median Absolute Deviation (MAD)	2
Skewness	9.4265436
Sum	2485
Variance	9978.9105
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	45	39.5%
1	9	7.9%
3	7	6.1%
2	6	5.3%
7	4	3.5%
4	4	3.5%
12	3	2.6%
11	2	1.8%
58	2	1.8%
15	2	1.8%
Other values (24)	28	24.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	45	39.5%
1	9	7.9%
2	6	5.3%
3	7	6.1%
4	4	3.5%
5	1	0.9%
6	2	1.8%
7	4	3.5%
9	1	0.9%
11	2	1.8%

Value	Count	Frequency (%)
1028	1	0.9%
197	1	0.9%
129	1	0.9%
107	1	0.9%
72	1	0.9%
67	1	0.9%
63	1	0.9%
58	2	1.8%
55	1	0.9%
45	1	0.9%

2월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	32.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.859649

Minimum	0
Maximum	679
Zeros	46
Zeros (%)	40.4%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	11.75
95-th percentile	60.35
Maximum	679
Range	679
Interquartile range (IQR)	11.75

Descriptive statistics

Standard deviation	78.65944
Coefficient of variation (CV)	3.9607669
Kurtosis	54.076462
Mean	19.859649
Median Absolute Deviation (MAD)	1
Skewness	7.1414116
Sum	2264
Variance	6187.3076
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	46	40.4%
1	12	10.5%
2	8	7.0%
3	4	3.5%
5	3	2.6%
9	3	2.6%
6	3	2.6%
4	3	2.6%
19	2	1.8%
26	2	1.8%
Other values (27)	28	24.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46	40.4%
1	12	10.5%
2	8	7.0%
3	4	3.5%
4	3	2.6%
5	3	2.6%
6	3	2.6%
7	1	0.9%
9	3	2.6%
10	1	0.9%

Value	Count	Frequency (%)
679	1	0.9%
482	1	0.9%
104	1	0.9%
88	1	0.9%
74	1	0.9%
61	1	0.9%
60	1	0.9%
58	1	0.9%
51	1	0.9%
48	1	0.9%

3월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	33
Distinct (%)	32.4%
Missing	12
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	129.06863

Minimum	0
Maximum	11157
Zeros	38
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	12
95-th percentile	115.6
Maximum	11157
Range	11157
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	1104.1709
Coefficient of variation (CV)	8.5549135
Kurtosis	101.45605
Mean	129.06863
Median Absolute Deviation (MAD)	2
Skewness	10.060131
Sum	13165
Variance	1219193.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	38	33.3%
1	9	7.9%
2	5	4.4%
5	4	3.5%
3	4	3.5%
4	4	3.5%
8	3	2.6%
6	3	2.6%
12	3	2.6%
23	3	2.6%
Other values (23)	26	22.8%
(Missing)	12	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	38	33.3%
1	9	7.9%
2	5	4.4%
3	4	3.5%
4	4	3.5%
5	4	3.5%
6	3	2.6%
7	3	2.6%
8	3	2.6%
9	1	0.9%

Value	Count	Frequency (%)
11157	1	0.9%
423	1	0.9%
230	1	0.9%
194	1	0.9%
187	1	0.9%
116	1	0.9%
108	1	0.9%
89	1	0.9%
80	1	0.9%
69	1	0.9%

4월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	29
Distinct (%)	28.7%
Missing	13
Missing (%)	11.4%
Infinite	0
Infinite (%)	0.0%
Mean	43.920792

Minimum	0
Maximum	1573
Zeros	41
Zeros (%)	36.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	11
95-th percentile	64
Maximum	1573
Range	1573
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	198.49875
Coefficient of variation (CV)	4.5194711
Kurtosis	41.697492
Mean	43.920792
Median Absolute Deviation (MAD)	2
Skewness	6.2605778
Sum	4436
Variance	39401.754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	41	36.0%
1	8	7.0%
2	7	6.1%
3	6	5.3%
4	4	3.5%
6	4	3.5%
16	3	2.6%
10	3	2.6%
19	3	2.6%
9	2	1.8%
Other values (19)	20	17.5%
(Missing)	13	11.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	41	36.0%
1	8	7.0%
2	7	6.1%
3	6	5.3%
4	4	3.5%
6	4	3.5%
9	2	1.8%
10	3	2.6%
11	1	0.9%
12	1	0.9%

Value	Count	Frequency (%)
1573	1	0.9%
999	1	0.9%
750	1	0.9%
199	1	0.9%
195	1	0.9%
64	1	0.9%
58	1	0.9%
57	1	0.9%
48	1	0.9%
38	1	0.9%

5월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	34
Distinct (%)	33.7%
Missing	13
Missing (%)	11.4%
Infinite	0
Infinite (%)	0.0%
Mean	56.950495

Minimum	0
Maximum	1947
Zeros	40
Zeros (%)	35.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	12
95-th percentile	246
Maximum	1947
Range	1947
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	231.71035
Coefficient of variation (CV)	4.0686275
Kurtosis	47.169228
Mean	56.950495
Median Absolute Deviation (MAD)	2
Skewness	6.4467714
Sum	5752
Variance	53689.688
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	40	35.1%
1	9	7.9%
6	5	4.4%
2	4	3.5%
4	4	3.5%
14	4	3.5%
10	3	2.6%
3	2	1.8%
32	2	1.8%
11	2	1.8%
Other values (24)	26	22.8%
(Missing)	13	11.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	40	35.1%
1	9	7.9%
2	4	3.5%
3	2	1.8%
4	4	3.5%
5	1	0.9%
6	5	4.4%
7	2	1.8%
8	1	0.9%
9	2	1.8%

Value	Count	Frequency (%)
1947	1	0.9%
904	1	0.9%
828	1	0.9%
366	1	0.9%
260	1	0.9%
246	1	0.9%
244	1	0.9%
231	1	0.9%
87	1	0.9%
86	1	0.9%

6월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	36
Distinct (%)	35.3%
Missing	12
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	407.36275

Minimum	0
Maximum	23543
Zeros	36
Zeros (%)	31.6%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2.5
Q3	19
95-th percentile	472.85
Maximum	23543
Range	23543
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	2571.8212
Coefficient of variation (CV)	6.3133441
Kurtosis	68.565727
Mean	407.36275
Median Absolute Deviation (MAD)	2.5
Skewness	8.0363108
Sum	41551
Variance	6614264.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0	36	31.6%
1	10	8.8%
3	6	5.3%
2	5	4.4%
19	3	2.6%
5	3	2.6%
9	3	2.6%
18	2	1.8%
39	2	1.8%
25	2	1.8%
Other values (26)	30	26.3%
(Missing)	12	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36	31.6%
1	10	8.8%
2	5	4.4%
3	6	5.3%
4	2	1.8%
5	3	2.6%
6	2	1.8%
7	1	0.9%
8	1	0.9%
9	3	2.6%

Value	Count	Frequency (%)
23543	1	0.9%
10823	1	0.9%
3467	1	0.9%
825	1	0.9%
503	1	0.9%
479	1	0.9%
356	1	0.9%
342	1	0.9%
280	1	0.9%
168	1	0.9%

7월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	36
Distinct (%)	35.3%
Missing	12
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	69.735294

Minimum	0
Maximum	1688
Zeros	31
Zeros (%)	27.2%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	14.25
95-th percentile	318.25
Maximum	1688
Range	1688
Interquartile range (IQR)	14.25

Descriptive statistics

Standard deviation	245.86328
Coefficient of variation (CV)	3.5256649
Kurtosis	25.513646
Mean	69.735294
Median Absolute Deviation (MAD)	2
Skewness	4.883677
Sum	7113
Variance	60448.751
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0	31	27.2%
1	12	10.5%
2	9	7.9%
4	5	4.4%
8	4	3.5%
3	3	2.6%
21	3	2.6%
15	2	1.8%
6	2	1.8%
9	2	1.8%
Other values (26)	29	25.4%
(Missing)	12	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	27.2%
1	12	10.5%
2	9	7.9%
3	3	2.6%
4	5	4.4%
5	2	1.8%
6	2	1.8%
7	2	1.8%
8	4	3.5%
9	2	1.8%

Value	Count	Frequency (%)
1688	1	0.9%
1195	1	0.9%
1145	1	0.9%
621	1	0.9%
537	1	0.9%
320	1	0.9%
285	1	0.9%
282	1	0.9%
149	1	0.9%
143	1	0.9%

8월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	35
Distinct (%)	34.3%
Missing	12
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	54.127451

Minimum	0
Maximum	1577
Zeros	36
Zeros (%)	31.6%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	9
95-th percentile	241.45
Maximum	1577
Range	1577
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	217.19183
Coefficient of variation (CV)	4.0126004
Kurtosis	37.175936
Mean	54.127451
Median Absolute Deviation (MAD)	2
Skewness	5.9227857
Sum	5521
Variance	47172.291
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	36	31.6%
2	9	7.9%
5	7	6.1%
1	7	6.1%
3	5	4.4%
4	4	3.5%
9	3	2.6%
6	2	1.8%
8	2	1.8%
7	2	1.8%
Other values (25)	25	21.9%
(Missing)	12	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36	31.6%
1	7	6.1%
2	9	7.9%
3	5	4.4%
4	4	3.5%
5	7	6.1%
6	2	1.8%
7	2	1.8%
8	2	1.8%
9	3	2.6%

Value	Count	Frequency (%)
1577	1	0.9%
1380	1	0.9%
477	1	0.9%
435	1	0.9%
293	1	0.9%
242	1	0.9%
231	1	0.9%
143	1	0.9%
110	1	0.9%
103	1	0.9%

9월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	33
Distinct (%)	32.4%
Missing	12
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	89.421569

Minimum	0
Maximum	2969
Zeros	33
Zeros (%)	28.9%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2.5
Q3	11
95-th percentile	318.95
Maximum	2969
Range	2969
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	368.05457
Coefficient of variation (CV)	4.1159485
Kurtosis	40.392107
Mean	89.421569
Median Absolute Deviation (MAD)	2.5
Skewness	5.9725305
Sum	9121
Variance	135464.17
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	33	28.9%
1	11	9.6%
3	8	7.0%
2	7	6.1%
5	5	4.4%
11	4	3.5%
4	3	2.6%
15	3	2.6%
27	2	1.8%
9	2	1.8%
Other values (23)	24	21.1%
(Missing)	12	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	33	28.9%
1	11	9.6%
2	7	6.1%
3	8	7.0%
4	3	2.6%
5	5	4.4%
6	2	1.8%
7	1	0.9%
8	1	0.9%
9	2	1.8%

Value	Count	Frequency (%)
2969	1	0.9%
1509	1	0.9%
1342	1	0.9%
959	1	0.9%
624	1	0.9%
319	1	0.9%
318	1	0.9%
231	1	0.9%
114	1	0.9%
74	1	0.9%

10월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	35
Distinct (%)	34.3%
Missing	12
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	94.803922

Minimum	0
Maximum	4470
Zeros	31
Zeros (%)	27.2%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.5
Q3	14.75
95-th percentile	123.7
Maximum	4470
Range	4470
Interquartile range (IQR)	14.75

Descriptive statistics

Standard deviation	541.7834
Coefficient of variation (CV)	5.7147783
Kurtosis	52.430152
Mean	94.803922
Median Absolute Deviation (MAD)	3.5
Skewness	7.1629235
Sum	9670
Variance	293529.25
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	31	27.2%
1	8	7.0%
2	8	7.0%
5	6	5.3%
7	4	3.5%
3	4	3.5%
9	3	2.6%
10	3	2.6%
28	2	1.8%
16	2	1.8%
Other values (25)	31	27.2%
(Missing)	12	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	27.2%
1	8	7.0%
2	8	7.0%
3	4	3.5%
4	2	1.8%
5	6	5.3%
6	1	0.9%
7	4	3.5%
8	2	1.8%
9	3	2.6%

Value	Count	Frequency (%)
4470	1	0.9%
3164	1	0.9%
674	1	0.9%
226	1	0.9%
132	1	0.9%
124	1	0.9%
118	1	0.9%
67	1	0.9%
42	1	0.9%
38	1	0.9%

11월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	39
Distinct (%)	38.6%
Missing	13
Missing (%)	11.4%
Infinite	0
Infinite (%)	0.0%
Mean	81.356436

Minimum	0
Maximum	2664
Zeros	37
Zeros (%)	32.5%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	19
95-th percentile	337
Maximum	2664
Range	2664
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	327.9237
Coefficient of variation (CV)	4.0307038
Kurtosis	42.602183
Mean	81.356436
Median Absolute Deviation (MAD)	4
Skewness	6.1731914
Sum	8217
Variance	107533.95
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	37	32.5%
7	6	5.3%
1	5	4.4%
2	4	3.5%
8	4	3.5%
4	4	3.5%
11	3	2.6%
3	3	2.6%
16	2	1.8%
13	2	1.8%
Other values (29)	31	27.2%
(Missing)	13	11.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	37	32.5%
1	5	4.4%
2	4	3.5%
3	3	2.6%
4	4	3.5%
5	1	0.9%
6	1	0.9%
7	6	5.3%
8	4	3.5%
9	1	0.9%

Value	Count	Frequency (%)
2664	1	0.9%
1527	1	0.9%
946	1	0.9%
840	1	0.9%
358	1	0.9%
337	1	0.9%
263	1	0.9%
140	1	0.9%
139	1	0.9%
101	1	0.9%

12월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	34
Distinct (%)	33.3%
Missing	12
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	50.77451

Minimum	0
Maximum	3243
Zeros	36
Zeros (%)	31.6%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	13.5
95-th percentile	86.2
Maximum	3243
Range	3243
Interquartile range (IQR)	13.5

Descriptive statistics

Standard deviation	325.30004
Coefficient of variation (CV)	6.4067589
Kurtosis	94.406334
Mean	50.77451
Median Absolute Deviation (MAD)	2
Skewness	9.5804828
Sum	5179
Variance	105820.12
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	36	31.6%
1	9	7.9%
2	8	7.0%
4	7	6.1%
12	3	2.6%
3	3	2.6%
18	3	2.6%
6	2	1.8%
11	2	1.8%
47	2	1.8%
Other values (24)	27	23.7%
(Missing)	12	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36	31.6%
1	9	7.9%
2	8	7.0%
3	3	2.6%
4	7	6.1%
5	1	0.9%
6	2	1.8%
7	1	0.9%
8	2	1.8%
9	2	1.8%

Value	Count	Frequency (%)
3243	1	0.9%
554	1	0.9%
223	1	0.9%
186	1	0.9%
106	1	0.9%
87	1	0.9%
71	1	0.9%
48	1	0.9%
47	2	1.8%
40	1	0.9%

Phik (φk)
Auto

Heatmap
Table

	민원구분	년도	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
민원구분	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.407	0.000	0.000	0.000	0.000	0.000	0.000
년도	0.000	1.000	0.174	0.000	0.095	0.000	0.190	0.117	0.223	0.114	0.000	0.000	0.000	0.000
1월	0.000	0.174	1.000	0.697	0.000	0.790	0.323	0.000	0.000	0.000	0.902	0.381	0.428	0.000
2월	0.000	0.000	0.697	1.000	1.000	0.794	0.710	0.885	0.560	0.590	0.789	0.624	0.324	0.000
3월	0.000	0.095	0.000	1.000	1.000	0.000	0.000	1.000	0.730	0.730	0.000	0.000	0.000	0.000
4월	0.000	0.000	0.790	0.794	0.000	1.000	0.688	0.625	0.620	0.395	0.832	0.625	0.879	0.707
5월	0.000	0.190	0.323	0.710	0.000	0.688	1.000	0.736	0.560	0.431	0.564	0.672	0.393	0.477
6월	0.407	0.117	0.000	0.885	1.000	0.625	0.736	1.000	0.657	0.378	0.000	0.000	0.000	0.668
7월	0.000	0.223	0.000	0.560	0.730	0.620	0.560	0.657	1.000	0.943	0.707	0.796	0.595	0.778
8월	0.000	0.114	0.000	0.590	0.730	0.395	0.431	0.378	0.943	1.000	0.850	0.917	0.597	0.000
9월	0.000	0.000	0.902	0.789	0.000	0.832	0.564	0.000	0.707	0.850	1.000	1.000	0.725	0.000
10월	0.000	0.000	0.381	0.624	0.000	0.625	0.672	0.000	0.796	0.917	1.000	1.000	0.746	0.000
11월	0.000	0.000	0.428	0.324	0.000	0.879	0.393	0.000	0.595	0.597	0.725	0.746	1.000	0.527
12월	0.000	0.000	0.000	0.000	0.000	0.707	0.477	0.668	0.778	0.000	0.000	0.000	0.527	1.000

Heatmap
Table

	년도	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월	민원구분
년도	1.000	-0.076	0.021	0.004	-0.003	-0.018	-0.042	-0.042	-0.042	-0.040	-0.314	-0.376	-0.208	0.000
1월	-0.076	1.000	0.837	0.854	0.802	0.794	0.732	0.799	0.753	0.803	0.632	0.616	0.497	0.000
2월	0.021	0.837	1.000	0.883	0.817	0.788	0.752	0.759	0.739	0.774	0.629	0.624	0.500	0.000
3월	0.004	0.854	0.883	1.000	0.847	0.825	0.745	0.789	0.740	0.739	0.608	0.596	0.501	0.000
4월	-0.003	0.802	0.817	0.847	1.000	0.921	0.767	0.771	0.774	0.765	0.616	0.628	0.538	0.000
5월	-0.018	0.794	0.788	0.825	0.921	1.000	0.778	0.787	0.773	0.756	0.630	0.595	0.521	0.000
6월	-0.042	0.732	0.752	0.745	0.767	0.778	1.000	0.835	0.849	0.789	0.706	0.655	0.529	0.200
7월	-0.042	0.799	0.759	0.789	0.771	0.787	0.835	1.000	0.845	0.801	0.625	0.627	0.508	0.000
8월	-0.042	0.753	0.739	0.740	0.774	0.773	0.849	0.845	1.000	0.855	0.667	0.644	0.523	0.000
9월	-0.040	0.803	0.774	0.739	0.765	0.756	0.789	0.801	0.855	1.000	0.712	0.668	0.531	0.000
10월	-0.314	0.632	0.629	0.608	0.616	0.630	0.706	0.625	0.667	0.712	1.000	0.852	0.691	0.000
11월	-0.376	0.616	0.624	0.596	0.628	0.595	0.655	0.627	0.644	0.668	0.852	1.000	0.741	0.000
12월	-0.208	0.497	0.500	0.501	0.538	0.521	0.529	0.508	0.523	0.531	0.691	0.741	1.000	0.000
민원구분	0.000	0.000	0.000	0.000	0.000	0.000	0.200	0.000	0.000	0.000	0.000	0.000	0.000	1.000

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.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	민원구분	년도	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
0	도시재생	2024	3	1	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1	고덕택지	2024	2	2	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2	고양택지	2024	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
3	광교택지	2024	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
4	다산택지	2024	1	4	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
5	동탄택지	2024	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
6	용인택지	2024	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
7	주택건설	2024	9	1	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
8	분양주택	2024	7	5	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
9	임대주택	2024	67	51	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

	민원구분	년도	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
104	동탄주택	2017	0	0	0	2	1	0	0	0	0	0	1	0
105	기타	2017	1	19	7	4	17	28	8	4	11	16	7	8
106	광교주택	2016	0	0	0	0	0	0	0	0	0	1	<NA>	3
107	광교택지	2016	0	0	0	0	0	0	0	0	0	27	263	18
108	기타	2016	0	0	0	0	0	0	0	0	0	16	16	11
109	다산주택	2016	0	0	0	0	0	0	0	0	0	10	7	48
110	다산택지	2016	0	0	0	0	0	0	0	0	0	8	337	554
111	동탄택지	2016	0	0	0	0	0	0	0	0	0	9	7	2
112	위례주택	2016	0	0	0	0	0	0	0	0	0	12	12	4
113	주거복지	2016	0	0	0	0	0	0	0	0	0	2	2	4

Overview

Variables

Common Values

Length

Interactions

Correlations

Missing values

Sample