gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	131
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	17.4 KiB
Average record size in memory	136.0 B

Variable types

Numeric	15

Dataset

Description	파일 다운로드
Author	서울특별시
URL	https://data.seoul.go.kr/dataList/OA-12051/F/1/datasetView.do

Alerts

`년도` is highly overall correlated with `교통` and 10 other fields	High correlation
`교통` is highly overall correlated with `년도` and 10 other fields	High correlation
`도로` is highly overall correlated with `년도` and 9 other fields	High correlation
`청소` is highly overall correlated with `년도` and 11 other fields	High correlation
`주택건축` is highly overall correlated with `년도` and 11 other fields	High correlation
`치수방재` is highly overall correlated with `년도` and 9 other fields	High correlation
`가로정비` is highly overall correlated with `도로` and 7 other fields	High correlation
`보건` is highly overall correlated with `년도` and 11 other fields	High correlation
`공원녹지` is highly overall correlated with `년도` and 10 other fields	High correlation
`환경` is highly overall correlated with `년도` and 11 other fields	High correlation
`경제/산업` is highly overall correlated with `년도` and 1 other fields	High correlation
`소방안전` is highly overall correlated with `년도` and 8 other fields	High correlation
`기타 불편사항` is highly overall correlated with `청소` and 4 other fields	High correlation
`총합계` is highly overall correlated with `년도` and 10 other fields	High correlation
`교통` has unique values	Unique
`총합계` has unique values	Unique
`보건` has 4 (3.1%) zeros	Zeros
`경제/산업` has 82 (62.6%) zeros	Zeros
`소방안전` has 24 (18.3%) zeros	Zeros

Reproduction

Analysis started	2024-03-30 05:28:06.718412
Analysis finished	2024-03-30 05:29:26.145432
Duration	1 minute and 19.43 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

년도
Real number (ℝ)

HIGH CORRELATION

Distinct	12
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017.542

Minimum	2012
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	2012
5-th percentile	2013
Q1	2015
median	2018
Q3	2020
95-th percentile	2022
Maximum	2023
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.1895491
Coefficient of variation (CV)	0.0015809084
Kurtosis	-1.1591931
Mean	2017.542
Median Absolute Deviation (MAD)	3
Skewness	-5.0923046 × 10^-5
Sum	264298
Variance	10.173224
Monotonicity	Increasing

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
2013	12	9.2%
2014	12	9.2%
2015	12	9.2%
2016	12	9.2%
2017	12	9.2%
2018	12	9.2%
2019	12	9.2%
2020	12	9.2%
2021	12	9.2%
2022	12	9.2%
Other values (2)	11	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2012	5	3.8%
2013	12	9.2%
2014	12	9.2%
2015	12	9.2%
2016	12	9.2%
2017	12	9.2%
2018	12	9.2%
2019	12	9.2%
2020	12	9.2%
2021	12	9.2%

Value	Count	Frequency (%)
2023	6	4.6%
2022	12	9.2%
2021	12	9.2%
2020	12	9.2%
2019	12	9.2%
2018	12	9.2%
2017	12	9.2%
2016	12	9.2%
2015	12	9.2%
2014	12	9.2%

월
Real number (ℝ)

Distinct	12
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4961832

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3.5
median	6
Q3	9.5
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.4782269
Coefficient of variation (CV)	0.53542623
Kurtosis	-1.2307427
Mean	6.4961832
Median Absolute Deviation (MAD)	3
Skewness	0.0033198527
Sum	851
Variance	12.098062
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
8	11	8.4%
9	11	8.4%
10	11	8.4%
11	11	8.4%
12	11	8.4%
1	11	8.4%
2	11	8.4%
3	11	8.4%
4	11	8.4%
5	11	8.4%
Other values (2)	21	16.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	11	8.4%
2	11	8.4%
3	11	8.4%
4	11	8.4%
5	11	8.4%
6	11	8.4%
7	10	7.6%
8	11	8.4%
9	11	8.4%
10	11	8.4%

Value	Count	Frequency (%)
12	11	8.4%
11	11	8.4%
10	11	8.4%
9	11	8.4%
8	11	8.4%
7	10	7.6%
6	11	8.4%
5	11	8.4%
4	11	8.4%
3	11	8.4%

교통
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	131
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26319.397

Minimum	46
Maximum	67792
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	46
5-th percentile	320
Q1	7271
median	23941
Q3	41640.5
95-th percentile	59834.5
Maximum	67792
Range	67746
Interquartile range (IQR)	34369.5

Descriptive statistics

Standard deviation	20095.557
Coefficient of variation (CV)	0.76352651
Kurtosis	-1.1664924
Mean	26319.397
Median Absolute Deviation (MAD)	17352
Skewness	0.26336943
Sum	3447841
Variance	4.0383143 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46	1	0.8%
41523	1	0.8%
40405	1	0.8%
42374	1	0.8%
45930	1	0.8%
45510	1	0.8%
45637	1	0.8%
39210	1	0.8%
33170	1	0.8%
33380	1	0.8%
Other values (121)	121	92.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
46	1	0.8%
83	1	0.8%
87	1	0.8%
99	1	0.8%
149	1	0.8%
195	1	0.8%
251	1	0.8%
389	1	0.8%
579	1	0.8%
713	1	0.8%

Value	Count	Frequency (%)
67792	1	0.8%
65903	1	0.8%
65631	1	0.8%
65565	1	0.8%
63571	1	0.8%
62497	1	0.8%
60088	1	0.8%
59581	1	0.8%
58486	1	0.8%
56818	1	0.8%

도로
Real number (ℝ)

HIGH CORRELATION

Distinct	127
Distinct (%)	96.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1367.6412

Minimum	34
Maximum	5000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	34
5-th percentile	333
Q1	905.5
median	1307
Q3	1812
95-th percentile	2439
Maximum	5000
Range	4966
Interquartile range (IQR)	906.5

Descriptive statistics

Standard deviation	724.17834
Coefficient of variation (CV)	0.529509
Kurtosis	4.1070179
Mean	1367.6412
Median Absolute Deviation (MAD)	455
Skewness	1.1181582
Sum	179161
Variance	524434.26
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2019	2	1.5%
1166	2	1.5%
1318	2	1.5%
1726	2	1.5%
1377	1	0.8%
1983	1	0.8%
1932	1	0.8%
1972	1	0.8%
57	1	0.8%
1662	1	0.8%
Other values (117)	117	89.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34	1	0.8%
57	1	0.8%
60	1	0.8%
86	1	0.8%
105	1	0.8%
187	1	0.8%
238	1	0.8%
428	1	0.8%
439	1	0.8%
447	1	0.8%

Value	Count	Frequency (%)
5000	1	0.8%
3494	1	0.8%
2998	1	0.8%
2758	1	0.8%
2557	1	0.8%
2531	1	0.8%
2483	1	0.8%
2395	1	0.8%
2350	1	0.8%
2339	1	0.8%

청소
Real number (ℝ)

HIGH CORRELATION

Distinct	130
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2675.3893

Minimum	8
Maximum	8515
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	8
5-th percentile	32
Q1	1488
median	3082
Q3	3713.5
95-th percentile	5013
Maximum	8515
Range	8507
Interquartile range (IQR)	2225.5

Descriptive statistics

Standard deviation	1641.0573
Coefficient of variation (CV)	0.61339009
Kurtosis	0.13406875
Mean	2675.3893
Median Absolute Deviation (MAD)	835
Skewness	-0.0091930062
Sum	350476
Variance	2693069
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22	2	1.5%
15	1	0.8%
3417	1	0.8%
5966	1	0.8%
5664	1	0.8%
5254	1	0.8%
3785	1	0.8%
3321	1	0.8%
3294	1	0.8%
3459	1	0.8%
Other values (120)	120	91.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	0.8%
9	1	0.8%
15	1	0.8%
17	1	0.8%
22	2	1.5%
29	1	0.8%
35	1	0.8%
62	1	0.8%
66	1	0.8%
67	1	0.8%

Value	Count	Frequency (%)
8515	1	0.8%
5966	1	0.8%
5938	1	0.8%
5664	1	0.8%
5259	1	0.8%
5254	1	0.8%
5144	1	0.8%
4882	1	0.8%
4793	1	0.8%
4731	1	0.8%

주택건축
Real number (ℝ)

HIGH CORRELATION

Distinct	118
Distinct (%)	90.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	399.84733

Minimum	2
Maximum	3185
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	2
5-th percentile	8.5
Q1	143
median	354
Q3	497
95-th percentile	982
Maximum	3185
Range	3183
Interquartile range (IQR)	354

Descriptive statistics

Standard deviation	432.9103
Coefficient of variation (CV)	1.082689
Kurtosis	17.227826
Mean	399.84733
Median Absolute Deviation (MAD)	176
Skewness	3.4783625
Sum	52380
Variance	187411.33
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
274	3	2.3%
9	3	2.3%
483	2	1.5%
352	2	1.5%
602	2	1.5%
466	2	1.5%
36	2	1.5%
174	2	1.5%
302	2	1.5%
2	2	1.5%
Other values (108)	109	83.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	2	1.5%
3	1	0.8%
5	1	0.8%
6	1	0.8%
7	1	0.8%
8	1	0.8%
9	3	2.3%
11	1	0.8%
13	1	0.8%
15	1	0.8%

Value	Count	Frequency (%)
3185	1	0.8%
2464	1	0.8%
1957	1	0.8%
1636	1	0.8%
1363	1	0.8%
1012	1	0.8%
999	1	0.8%
965	1	0.8%
759	1	0.8%
752	1	0.8%

치수방재
Real number (ℝ)

HIGH CORRELATION

Distinct	117
Distinct (%)	89.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	243.79389

Minimum	0
Maximum	807
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	16.5
Q1	102.5
median	216
Q3	367
95-th percentile	496
Maximum	807
Range	807
Interquartile range (IQR)	264.5

Descriptive statistics

Standard deviation	166.68149
Coefficient of variation (CV)	0.68369838
Kurtosis	0.3905753
Mean	243.79389
Median Absolute Deviation (MAD)	133
Skewness	0.67190193
Sum	31937
Variance	27782.719
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
181	2	1.5%
102	2	1.5%
156	2	1.5%
304	2	1.5%
207	2	1.5%
384	2	1.5%
325	2	1.5%
201	2	1.5%
165	2	1.5%
127	2	1.5%
Other values (107)	111	84.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
2	1	0.8%
7	1	0.8%
9	2	1.5%
11	1	0.8%
14	1	0.8%
19	1	0.8%
20	1	0.8%
22	1	0.8%
28	1	0.8%

Value	Count	Frequency (%)
807	1	0.8%
720	1	0.8%
706	1	0.8%
646	1	0.8%
593	1	0.8%
510	1	0.8%
503	1	0.8%
489	1	0.8%
477	1	0.8%
464	1	0.8%

가로정비
Real number (ℝ)

HIGH CORRELATION

Distinct	129
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4496.0076

Minimum	11
Maximum	12906
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	11
5-th percentile	77.5
Q1	3261
median	4533
Q3	5757.5
95-th percentile	9685
Maximum	12906
Range	12895
Interquartile range (IQR)	2496.5

Descriptive statistics

Standard deviation	2616.9816
Coefficient of variation (CV)	0.58206786
Kurtosis	0.50938758
Mean	4496.0076
Median Absolute Deviation (MAD)	1252
Skewness	0.35230254
Sum	588977
Variance	6848592.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
516	2	1.5%
4281	2	1.5%
11	1	0.8%
4602	1	0.8%
7263	1	0.8%
5800	1	0.8%
4761	1	0.8%
4743	1	0.8%
4663	1	0.8%
4203	1	0.8%
Other values (119)	119	90.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	1	0.8%
34	1	0.8%
50	1	0.8%
53	1	0.8%
59	1	0.8%
69	1	0.8%
72	1	0.8%
83	1	0.8%
97	1	0.8%
151	1	0.8%

Value	Count	Frequency (%)
12906	1	0.8%
10761	1	0.8%
10527	1	0.8%
10396	1	0.8%
10196	1	0.8%
9945	1	0.8%
9806	1	0.8%
9564	1	0.8%
9169	1	0.8%
8910	1	0.8%

보건
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	106
Distinct (%)	80.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	215.10687

Minimum	0
Maximum	1206
Zeros	4
Zeros (%)	3.1%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	44.5
median	148
Q3	328.5
95-th percentile	571.5
Maximum	1206
Range	1206
Interquartile range (IQR)	284

Descriptive statistics

Standard deviation	211.05531
Coefficient of variation (CV)	0.98116488
Kurtosis	3.0615957
Mean	215.10687
Median Absolute Deviation (MAD)	123
Skewness	1.4792106
Sum	28179
Variance	44544.342
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4	3.1%
66	4	3.1%
32	3	2.3%
258	3	2.3%
378	2	1.5%
300	2	1.5%
149	2	1.5%
346	2	1.5%
42	2	1.5%
118	2	1.5%
Other values (96)	105	80.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	3.1%
1	2	1.5%
2	2	1.5%
3	2	1.5%
4	2	1.5%
7	1	0.8%
8	2	1.5%
9	1	0.8%
11	1	0.8%
13	1	0.8%

Value	Count	Frequency (%)
1206	1	0.8%
803	1	0.8%
726	1	0.8%
707	1	0.8%
694	1	0.8%
688	1	0.8%
583	1	0.8%
560	1	0.8%
550	1	0.8%
546	1	0.8%

공원녹지
Real number (ℝ)

HIGH CORRELATION

Distinct	123
Distinct (%)	93.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	356.52672

Minimum	3
Maximum	1055
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	3
5-th percentile	26
Q1	131.5
median	273
Q3	542.5
95-th percentile	884.5
Maximum	1055
Range	1052
Interquartile range (IQR)	411

Descriptive statistics

Standard deviation	282.16507
Coefficient of variation (CV)	0.79142757
Kurtosis	-0.53336433
Mean	356.52672
Median Absolute Deviation (MAD)	176
Skewness	0.77591804
Sum	46705
Variance	79617.128
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
160	2	1.5%
693	2	1.5%
276	2	1.5%
70	2	1.5%
51	2	1.5%
91	2	1.5%
182	2	1.5%
378	2	1.5%
264	1	0.8%
539	1	0.8%
Other values (113)	113	86.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	0.8%
4	1	0.8%
6	1	0.8%
10	1	0.8%
14	1	0.8%
15	1	0.8%
22	1	0.8%
30	1	0.8%
35	1	0.8%
42	1	0.8%

Value	Count	Frequency (%)
1055	1	0.8%
1030	1	0.8%
970	1	0.8%
964	1	0.8%
919	1	0.8%
902	1	0.8%
885	1	0.8%
884	1	0.8%
879	1	0.8%
875	1	0.8%

환경
Real number (ℝ)

HIGH CORRELATION

Distinct	122
Distinct (%)	93.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1233.3206

Minimum	1
Maximum	9985
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1
5-th percentile	6.5
Q1	239
median	1035
Q3	1578
95-th percentile	3874.5
Maximum	9985
Range	9984
Interquartile range (IQR)	1339

Descriptive statistics

Standard deviation	1506.8254
Coefficient of variation (CV)	1.2217629
Kurtosis	12.922551
Mean	1233.3206
Median Absolute Deviation (MAD)	692
Skewness	3.1415947
Sum	161565
Variance	2270522.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	3	2.3%
50	2	1.5%
1044	2	1.5%
1066	2	1.5%
1549	2	1.5%
34	2	1.5%
641	2	1.5%
4	2	1.5%
779	1	0.8%
2098	1	0.8%
Other values (112)	112	85.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.8%
2	1	0.8%
4	2	1.5%
6	3	2.3%
7	1	0.8%
13	1	0.8%
15	1	0.8%
17	1	0.8%
19	1	0.8%
20	1	0.8%

Value	Count	Frequency (%)
9985	1	0.8%
8225	1	0.8%
6539	1	0.8%
6285	1	0.8%
5125	1	0.8%
4496	1	0.8%
4090	1	0.8%
3659	1	0.8%
2794	1	0.8%
2711	1	0.8%

경제/산업
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6259542

Minimum	0
Maximum	6
Zeros	82
Zeros (%)	62.6%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2.5
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0907716
Coefficient of variation (CV)	1.7425742
Kurtosis	7.1679258
Mean	0.6259542
Median Absolute Deviation (MAD)	0
Skewness	2.4884374
Sum	82
Variance	1.1897827
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	82	62.6%
1	32	24.4%
2	10	7.6%
4	4	3.1%
3	1	0.8%
6	1	0.8%
5	1	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	82	62.6%
1	32	24.4%
2	10	7.6%
3	1	0.8%
4	4	3.1%
5	1	0.8%
6	1	0.8%

Value	Count	Frequency (%)
6	1	0.8%
5	1	0.8%
4	4	3.1%
3	1	0.8%
2	10	7.6%
1	32	24.4%
0	82	62.6%

소방안전
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	20.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.2900763

Minimum	0
Maximum	65
Zeros	24
Zeros (%)	18.3%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.5
median	5
Q3	13
95-th percentile	23
Maximum	65
Range	65
Interquartile range (IQR)	11.5

Descriptive statistics

Standard deviation	9.1386656
Coefficient of variation (CV)	1.1023621
Kurtosis	10.200026
Mean	8.2900763
Median Absolute Deviation (MAD)	5
Skewness	2.3024635
Sum	1086
Variance	83.515208
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	24	18.3%
2	10	7.6%
8	10	7.6%
1	9	6.9%
3	8	6.1%
5	8	6.1%
4	7	5.3%
6	6	4.6%
20	6	4.6%
11	5	3.8%
Other values (17)	38	29.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	18.3%
1	9	6.9%
2	10	7.6%
3	8	6.1%
4	7	5.3%
5	8	6.1%
6	6	4.6%
7	4	3.1%
8	10	7.6%
10	3	2.3%

Value	Count	Frequency (%)
65	1	0.8%
30	1	0.8%
27	1	0.8%
26	1	0.8%
25	1	0.8%
23	4	3.1%
22	1	0.8%
21	3	2.3%
20	6	4.6%
18	2	1.5%

기타 불편사항
Real number (ℝ)

HIGH CORRELATION

Distinct	129
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2364.8855

Minimum	16
Maximum	7847
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	16
5-th percentile	51
Q1	407
median	2533
Q3	3441
95-th percentile	5826.5
Maximum	7847
Range	7831
Interquartile range (IQR)	3034

Descriptive statistics

Standard deviation	1885.3964
Coefficient of variation (CV)	0.79724638
Kurtosis	-0.27872847
Mean	2364.8855
Median Absolute Deviation (MAD)	1240
Skewness	0.53428873
Sum	309800
Variance	3554719.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3071	2	1.5%
99	2	1.5%
2385	1	0.8%
2881	1	0.8%
3434	1	0.8%
3254	1	0.8%
2782	1	0.8%
2688	1	0.8%
16	1	0.8%
3311	1	0.8%
Other values (119)	119	90.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16	1	0.8%
24	1	0.8%
28	1	0.8%
30	1	0.8%
33	1	0.8%
43	1	0.8%
49	1	0.8%
53	1	0.8%
54	1	0.8%
66	1	0.8%

Value	Count	Frequency (%)
7847	1	0.8%
7191	1	0.8%
6947	1	0.8%
6184	1	0.8%
6055	1	0.8%
5972	1	0.8%
5893	1	0.8%
5760	1	0.8%
5545	1	0.8%
5493	1	0.8%

총합계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	131
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42262.45

Minimum	230
Maximum	107800
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	230
5-th percentile	1353.5
Q1	18515.5
median	43389
Q3	63886
95-th percentile	85310
Maximum	107800
Range	107570
Interquartile range (IQR)	45370.5

Descriptive statistics

Standard deviation	27661.911
Coefficient of variation (CV)	0.65452691
Kurtosis	-0.90528013
Mean	42262.45
Median Absolute Deviation (MAD)	22707
Skewness	0.083650793
Sum	5536381
Variance	7.6518132 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
230	1	0.8%
66096	1	0.8%
63570	1	0.8%
63909	1	0.8%
68704	1	0.8%
69507	1	0.8%
67111	1	0.8%
57806	1	0.8%
50517	1	0.8%
49544	1	0.8%
Other values (121)	121	92.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
230	1	0.8%
315	1	0.8%
342	1	0.8%
396	1	0.8%
427	1	0.8%
682	1	0.8%
1168	1	0.8%
1539	1	0.8%
2246	1	0.8%
2338	1	0.8%

Value	Count	Frequency (%)
107800	1	0.8%
104091	1	0.8%
99268	1	0.8%
94613	1	0.8%
94321	1	0.8%
92212	1	0.8%
87543	1	0.8%
83077	1	0.8%
81979	1	0.8%
79948	1	0.8%

Phik (φk)
Auto

Heatmap
Table

	년도	월	교통	도로	청소	주택건축	치수방재	가로정비	보건	공원녹지	환경	경제/산업	소방안전	기타 불편사항	총합계
년도	1.000	0.000	0.963	0.504	0.697	0.607	0.585	0.774	0.404	0.756	0.556	0.350	0.579	0.863	0.895
월	0.000	1.000	0.000	0.383	0.197	0.170	0.515	0.536	0.387	0.460	0.261	0.177	0.000	0.000	0.000
교통	0.963	0.000	1.000	0.521	0.677	0.624	0.740	0.734	0.628	0.773	0.553	0.467	0.656	0.888	0.959
도로	0.504	0.383	0.521	1.000	0.384	0.393	0.659	0.346	0.830	0.657	0.294	0.000	0.272	0.276	0.535
청소	0.697	0.197	0.677	0.384	1.000	0.620	0.452	0.642	0.461	0.634	0.643	0.000	0.474	0.710	0.692
주택건축	0.607	0.170	0.624	0.393	0.620	1.000	0.390	0.315	0.452	0.426	0.979	0.000	0.426	0.762	0.593
치수방재	0.585	0.515	0.740	0.659	0.452	0.390	1.000	0.819	0.721	0.846	0.387	0.484	0.292	0.525	0.808
가로정비	0.774	0.536	0.734	0.346	0.642	0.315	0.819	1.000	0.396	0.700	0.268	0.209	0.121	0.671	0.756
보건	0.404	0.387	0.628	0.830	0.461	0.452	0.721	0.396	1.000	0.766	0.534	0.299	0.469	0.422	0.671
공원녹지	0.756	0.460	0.773	0.657	0.634	0.426	0.846	0.700	0.766	1.000	0.548	0.493	0.574	0.638	0.785
환경	0.556	0.261	0.553	0.294	0.643	0.979	0.387	0.268	0.534	0.548	1.000	0.000	0.526	0.594	0.503
경제/산업	0.350	0.177	0.467	0.000	0.000	0.000	0.484	0.209	0.299	0.493	0.000	1.000	0.000	0.157	0.478
소방안전	0.579	0.000	0.656	0.272	0.474	0.426	0.292	0.121	0.469	0.574	0.526	0.000	1.000	0.510	0.553
기타 불편사항	0.863	0.000	0.888	0.276	0.710	0.762	0.525	0.671	0.422	0.638	0.594	0.157	0.510	1.000	0.837
총합계	0.895	0.000	0.959	0.535	0.692	0.593	0.808	0.756	0.671	0.785	0.503	0.478	0.553	0.837	1.000

Heatmap
Table

	년도	월	교통	도로	청소	주택건축	치수방재	가로정비	보건	공원녹지	환경	경제/산업	소방안전	기타 불편사항	총합계
년도	1.000	-0.130	0.983	0.601	0.536	0.784	0.613	0.380	0.740	0.798	0.751	0.514	0.555	0.367	0.955
월	-0.130	1.000	-0.008	-0.076	0.065	0.033	-0.028	0.046	0.130	-0.004	0.101	0.076	0.035	0.023	0.015
교통	0.983	-0.008	1.000	0.632	0.594	0.829	0.661	0.440	0.809	0.840	0.803	0.532	0.571	0.405	0.986
도로	0.601	-0.076	0.632	1.000	0.532	0.536	0.799	0.562	0.720	0.819	0.508	0.254	0.459	0.173	0.669
청소	0.536	0.065	0.594	0.532	1.000	0.759	0.637	0.739	0.762	0.717	0.764	0.245	0.524	0.701	0.656
주택건축	0.784	0.033	0.829	0.536	0.759	1.000	0.584	0.520	0.790	0.747	0.931	0.392	0.599	0.672	0.865
치수방재	0.613	-0.028	0.661	0.799	0.637	0.584	1.000	0.741	0.819	0.869	0.570	0.323	0.477	0.331	0.706
가로정비	0.380	0.046	0.440	0.562	0.739	0.520	0.741	1.000	0.686	0.651	0.523	0.145	0.282	0.428	0.516
보건	0.740	0.130	0.809	0.720	0.762	0.790	0.819	0.686	1.000	0.924	0.824	0.402	0.587	0.557	0.855
공원녹지	0.798	-0.004	0.840	0.819	0.717	0.747	0.869	0.651	0.924	1.000	0.744	0.417	0.624	0.444	0.871
환경	0.751	0.101	0.803	0.508	0.764	0.931	0.570	0.523	0.824	0.744	1.000	0.347	0.590	0.687	0.847
경제/산업	0.514	0.076	0.532	0.254	0.245	0.392	0.323	0.145	0.402	0.417	0.347	1.000	0.223	0.141	0.495
소방안전	0.555	0.035	0.571	0.459	0.524	0.599	0.477	0.282	0.587	0.624	0.590	0.223	1.000	0.618	0.573
기타 불편사항	0.367	0.023	0.405	0.173	0.701	0.672	0.331	0.428	0.557	0.444	0.687	0.141	0.618	1.000	0.453
총합계	0.955	0.015	0.986	0.669	0.656	0.865	0.706	0.516	0.855	0.871	0.847	0.495	0.573	0.453	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

	년도	월	교통	도로	청소	주택건축	치수방재	가로정비	보건	공원녹지	환경	소방안전	기타 불편사항	총합계
0	2012	8	46	57	15	3	7	11	0	10	6	0	16	230
1	2012	9	83	105	17	2	11	50	4	46	7	0	49	427
2	2012	10	87	86	8	8	9	83	0	22	4	0	33	396
3	2012	11	99	60	22	5	2	69	1	3	2	1	28	342
4	2012	12	149	34	9	2	0	34	2	4	1	0	24	315
5	2013	1	195	238	29	7	19	53	0	6	6	0	30	682
6	2013	2	251	619	22	9	22	59	3	15	4	0	66	1168
7	2013	3	389	710	35	15	56	72	3	51	15	0	98	1539
8	2013	4	579	1066	62	6	30	97	1	42	13	0	97	2246
9	2013	5	713	1214	67	13	56	151	0	64	21	1	103	2491

	년도	월	교통	도로	청소	주택건축	치수방재	가로정비	보건	공원녹지	환경	경제/산업	소방안전	기타 불편사항	총합계
121	2022	9	60088	2328	3454	466	384	4236	726	964	1593	1	12	2159	79948
122	2022	10	65631	5000	2941	483	333	4909	707	668	1923	0	0	166	94613
123	2022	11	62497	1550	2830	502	296	5210	346	500	1983	1	0	68	104091
124	2022	12	52332	1615	2096	352	165	3600	149	200	1781	2	0	54	73449
125	2023	1	54307	1452	2650	443	190	3773	108	214	579	0	0	43	70869
126	2023	2	54449	1403	2719	616	378	5304	142	356	779	1	0	53	71097
127	2023	3	65903	1938	3325	430	593	10527	251	759	1087	2	0	99	107800
128	2023	4	67792	1881	3200	447	503	9945	460	753	1632	5	0	116	94321
129	2023	5	65565	2339	3770	752	807	7681	803	1030	2177	2	0	114	92212
130	2023	6	63571	2557	3542	493	706	5978	1206	1055	2102	1	0	119	87543

Overview

Variables

Interactions

Correlations

Missing values

Sample