gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	133
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	17.7 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 9 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 10 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 2 other fields	High correlation
`소방안전` is highly overall correlated with `교통` and 6 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 11 other fields	High correlation
`교통` has unique values	Unique
`총합계` has unique values	Unique
`보건` has 4 (3.0%) zeros	Zeros
`경제/산업` has 82 (61.7%) zeros	Zeros
`소방안전` has 26 (19.5%) zeros	Zeros

Reproduction

Analysis started	2024-03-30 05:44:12.730626
Analysis finished	2024-03-30 05:45:31.385362
Duration	1 minute and 18.65 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

년도
Real number (ℝ)

HIGH CORRELATION

Distinct	12
Distinct (%)	9.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017.6241

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	2023
Maximum	2023
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.234758
Coefficient of variation (CV)	0.0016032511
Kurtosis	-1.1665157
Mean	2017.6241
Median Absolute Deviation (MAD)	3
Skewness	-0.0034507707
Sum	268344
Variance	10.463659
Monotonicity	Increasing

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
2013	12	9.0%
2014	12	9.0%
2015	12	9.0%
2016	12	9.0%
2017	12	9.0%
2018	12	9.0%
2019	12	9.0%
2020	12	9.0%
2021	12	9.0%
2022	12	9.0%
Other values (2)	13	9.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2012	5	3.8%
2013	12	9.0%
2014	12	9.0%
2015	12	9.0%
2016	12	9.0%
2017	12	9.0%
2018	12	9.0%
2019	12	9.0%
2020	12	9.0%
2021	12	9.0%

Value	Count	Frequency (%)
2023	8	6.0%
2022	12	9.0%
2021	12	9.0%
2020	12	9.0%
2019	12	9.0%
2018	12	9.0%
2017	12	9.0%
2016	12	9.0%
2015	12	9.0%
2014	12	9.0%

월
Real number (ℝ)

Distinct	12
Distinct (%)	9.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5112782

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	4
median	7
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.454502
Coefficient of variation (CV)	0.5305413
Kurtosis	-1.2082065
Mean	6.5112782
Median Absolute Deviation (MAD)	3
Skewness	-0.0093142275
Sum	866
Variance	11.933584
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
8	12	9.0%
9	11	8.3%
10	11	8.3%
11	11	8.3%
12	11	8.3%
1	11	8.3%
2	11	8.3%
3	11	8.3%
4	11	8.3%
5	11	8.3%
Other values (2)	22	16.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	11	8.3%
2	11	8.3%
3	11	8.3%
4	11	8.3%
5	11	8.3%
6	11	8.3%
7	11	8.3%
8	12	9.0%
9	11	8.3%
10	11	8.3%

Value	Count	Frequency (%)
12	11	8.3%
11	11	8.3%
10	11	8.3%
9	11	8.3%
8	12	9.0%
7	11	8.3%
6	11	8.3%
5	11	8.3%
4	11	8.3%
3	11	8.3%

교통
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	133
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26926.331

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	333.8
Q1	7286
median	24970
Q3	42206
95-th percentile	62926.6
Maximum	67792
Range	67746
Interquartile range (IQR)	34920

Descriptive statistics

Standard deviation	20543.444
Coefficient of variation (CV)	0.76294999
Kurtosis	-1.155241
Mean	26926.331
Median Absolute Deviation (MAD)	17404
Skewness	0.26950194
Sum	3581202
Variance	4.2203308 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46	1	0.8%
40621	1	0.8%
41293	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%
Other values (123)	123	92.5%

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%
67467	1	0.8%
65903	1	0.8%
65894	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%

도로
Real number (ℝ)

HIGH CORRELATION

Distinct	129
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1387.6541

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	352
Q1	916
median	1318
Q3	1831
95-th percentile	2541.4
Maximum	5000
Range	4966
Interquartile range (IQR)	915

Descriptive statistics

Standard deviation	736.89994
Coefficient of variation (CV)	0.53104006
Kurtosis	3.5689652
Mean	1387.6541
Median Absolute Deviation (MAD)	474
Skewness	1.0538153
Sum	184558
Variance	543021.52
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2019	2	1.5%
1726	2	1.5%
1166	2	1.5%
1318	2	1.5%
1792	1	0.8%
1972	1	0.8%
1377	1	0.8%
1388	1	0.8%
1831	1	0.8%
1983	1	0.8%
Other values (119)	119	89.5%

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%
2780	1	0.8%
2758	1	0.8%
2617	1	0.8%
2557	1	0.8%
2531	1	0.8%
2483	1	0.8%
2395	1	0.8%

청소
Real number (ℝ)

HIGH CORRELATION

Distinct	132
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2690.5263

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	32.6
Q1	1600
median	3115
Q3	3719
95-th percentile	4986.8
Maximum	8515
Range	8507
Interquartile range (IQR)	2119

Descriptive statistics

Standard deviation	1633.3758
Coefficient of variation (CV)	0.60708411
Kurtosis	0.14764436
Mean	2690.5263
Median Absolute Deviation (MAD)	786
Skewness	-0.03343385
Sum	357840
Variance	2667916.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22	2	1.5%
15	1	0.8%
3761	1	0.8%
5254	1	0.8%
3785	1	0.8%
3321	1	0.8%
3294	1	0.8%
3417	1	0.8%
3459	1	0.8%
4086	1	0.8%
Other values (122)	122	91.7%

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	120
Distinct (%)	90.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	399.99248

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	8.6
Q1	146
median	355
Q3	496
95-th percentile	978.6
Maximum	3185
Range	3183
Interquartile range (IQR)	350

Descriptive statistics

Standard deviation	429.62137
Coefficient of variation (CV)	1.0740736
Kurtosis	17.521289
Mean	399.99248
Median Absolute Deviation (MAD)	175
Skewness	3.5030931
Sum	53199
Variance	184574.52
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
274	3	2.3%
9	3	2.3%
174	2	1.5%
36	2	1.5%
443	2	1.5%
602	2	1.5%
466	2	1.5%
483	2	1.5%
352	2	1.5%
2	2	1.5%
Other values (110)	111	83.5%

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	119
Distinct (%)	89.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	249.37594

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	17
Q1	103
median	218
Q3	376
95-th percentile	529.2
Maximum	807
Range	807
Interquartile range (IQR)	273

Descriptive statistics

Standard deviation	171.66068
Coefficient of variation (CV)	0.68836102
Kurtosis	0.25756863
Mean	249.37594
Median Absolute Deviation (MAD)	134
Skewness	0.67312722
Sum	33167
Variance	29467.388
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71	2	1.5%
156	2	1.5%
154	2	1.5%
127	2	1.5%
325	2	1.5%
207	2	1.5%
201	2	1.5%
304	2	1.5%
384	2	1.5%
165	2	1.5%
Other values (109)	113	85.0%

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%
672	1	0.8%
646	1	0.8%
593	1	0.8%
558	1	0.8%
510	1	0.8%
503	1	0.8%
489	1	0.8%

가로정비
Real number (ℝ)

HIGH CORRELATION

Distinct	131
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4501.8421

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	78.6
Q1	3345
median	4533
Q3	5730
95-th percentile	9660.8
Maximum	12906
Range	12895
Interquartile range (IQR)	2385

Descriptive statistics

Standard deviation	2598.6885
Coefficient of variation (CV)	0.57725003
Kurtosis	0.5509639
Mean	4501.8421
Median Absolute Deviation (MAD)	1197
Skewness	0.34788521
Sum	598745
Variance	6753181.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4281	2	1.5%
516	2	1.5%
11	1	0.8%
4203	1	0.8%
5800	1	0.8%
4761	1	0.8%
4743	1	0.8%
4663	1	0.8%
4602	1	0.8%
4868	1	0.8%
Other values (121)	121	91.0%

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	108
Distinct (%)	81.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	218.27068

Minimum	0
Maximum	1206
Zeros	4
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	47
median	149
Q3	346
95-th percentile	569.2
Maximum	1206
Range	1206
Interquartile range (IQR)	299

Descriptive statistics

Standard deviation	211.14006
Coefficient of variation (CV)	0.96733129
Kurtosis	2.8889771
Mean	218.27068
Median Absolute Deviation (MAD)	124
Skewness	1.4276933
Sum	29030
Variance	44580.123
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4	3.0%
66	4	3.0%
32	3	2.3%
258	3	2.3%
149	2	1.5%
42	2	1.5%
346	2	1.5%
126	2	1.5%
1	2	1.5%
128	2	1.5%
Other values (98)	107	80.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	3.0%
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	125
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	364.33835

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	26.8
Q1	138
median	275
Q3	545
95-th percentile	889
Maximum	1055
Range	1052
Interquartile range (IQR)	407

Descriptive statistics

Standard deviation	287.12971
Coefficient of variation (CV)	0.78808533
Kurtosis	-0.6564285
Mean	364.33835
Median Absolute Deviation (MAD)	179
Skewness	0.73361129
Sum	48457
Variance	82443.468
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
693	2	1.5%
51	2	1.5%
70	2	1.5%
276	2	1.5%
91	2	1.5%
378	2	1.5%
182	2	1.5%
160	2	1.5%
884	1	0.8%
760	1	0.8%
Other values (115)	115	86.5%

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%
895	1	0.8%
885	1	0.8%
884	1	0.8%
879	1	0.8%

환경
Real number (ℝ)

HIGH CORRELATION

Distinct	123
Distinct (%)	92.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1231.7293

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	6.6
Q1	248
median	1036
Q3	1563
95-th percentile	3831.4
Maximum	9985
Range	9984
Interquartile range (IQR)	1315

Descriptive statistics

Standard deviation	1495.4256
Coefficient of variation (CV)	1.2140862
Kurtosis	13.169655
Mean	1231.7293
Median Absolute Deviation (MAD)	687
Skewness	3.1677897
Sum	163820
Variance	2236297.8
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%
1153	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%
Other values (113)	113	85.0%

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	0.66165414

Minimum	0
Maximum	6
Zeros	82
Zeros (%)	61.7%
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	3.4
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1473766
Coefficient of variation (CV)	1.7341032
Kurtosis	6.5166655
Mean	0.66165414
Median Absolute Deviation (MAD)	0
Skewness	2.4367215
Sum	88
Variance	1.316473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	82	61.7%
1	33	24.8%
2	10	7.5%
4	4	3.0%
5	2	1.5%
3	1	0.8%
6	1	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	82	61.7%
1	33	24.8%
2	10	7.5%
3	1	0.8%
4	4	3.0%
5	2	1.5%
6	1	0.8%

Value	Count	Frequency (%)
6	1	0.8%
5	2	1.5%
4	4	3.0%
3	1	0.8%
2	10	7.5%
1	33	24.8%
0	82	61.7%

소방안전
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	20.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.1654135

Minimum	0
Maximum	65
Zeros	26
Zeros (%)	19.5%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	13
95-th percentile	23
Maximum	65
Range	65
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	9.125539
Coefficient of variation (CV)	1.1175844
Kurtosis	10.20578
Mean	8.1654135
Median Absolute Deviation (MAD)	5
Skewness	2.3069244
Sum	1086
Variance	83.275461
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	26	19.5%
2	10	7.5%
8	10	7.5%
1	9	6.8%
3	8	6.0%
5	8	6.0%
4	7	5.3%
6	6	4.5%
20	6	4.5%
11	5	3.8%
Other values (17)	38	28.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	26	19.5%
1	9	6.8%
2	10	7.5%
3	8	6.0%
4	7	5.3%
5	8	6.0%
6	6	4.5%
7	4	3.0%
8	10	7.5%
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	3.0%
22	1	0.8%
21	3	2.3%
20	6	4.5%
18	2	1.5%

기타 불편사항
Real number (ℝ)

HIGH CORRELATION

Distinct	130
Distinct (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2330.7594

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	51.4
Q1	382
median	2492
Q3	3440
95-th percentile	5813.2
Maximum	7847
Range	7831
Interquartile range (IQR)	3058

Descriptive statistics

Standard deviation	1891.4859
Coefficient of variation (CV)	0.81153204
Kurtosis	-0.28539322
Mean	2330.7594
Median Absolute Deviation (MAD)	1252
Skewness	0.54939664
Sum	309991
Variance	3577719
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	3	2.3%
3071	2	1.5%
2533	1	0.8%
3434	1	0.8%
3254	1	0.8%
2782	1	0.8%
2688	1	0.8%
2385	1	0.8%
16	1	0.8%
3356	1	0.8%
Other values (120)	120	90.2%

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	133
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42938.654

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	1390.6
Q1	18947
median	44713
Q3	63922
95-th percentile	87931
Maximum	107800
Range	107570
Interquartile range (IQR)	44975

Descriptive statistics

Standard deviation	27996.24
Coefficient of variation (CV)	0.65200554
Kurtosis	-0.94303118
Mean	42938.654
Median Absolute Deviation (MAD)	22398
Skewness	0.069766713
Sum	5710841
Variance	7.8378947 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
230	1	0.8%
62998	1	0.8%
61221	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%
Other values (123)	123	92.5%

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%
88513	1	0.8%
87543	1	0.8%
85947	1	0.8%
83077	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	0.964	0.519	0.692	0.609	0.611	0.773	0.403	0.760	0.561	0.373	0.576	0.862	0.897
월	0.000	1.000	0.000	0.388	0.201	0.145	0.523	0.543	0.390	0.464	0.260	0.155	0.000	0.000	0.000
교통	0.964	0.000	1.000	0.547	0.677	0.626	0.746	0.730	0.605	0.759	0.553	0.503	0.658	0.889	0.954
도로	0.519	0.388	0.547	1.000	0.405	0.396	0.671	0.355	0.823	0.677	0.274	0.000	0.259	0.271	0.536
청소	0.692	0.201	0.677	0.405	1.000	0.618	0.453	0.643	0.455	0.640	0.644	0.000	0.463	0.703	0.692
주택건축	0.609	0.145	0.626	0.396	0.618	1.000	0.399	0.324	0.454	0.435	0.979	0.000	0.414	0.760	0.581
치수방재	0.611	0.523	0.746	0.671	0.453	0.399	1.000	0.811	0.711	0.851	0.389	0.553	0.293	0.521	0.823
가로정비	0.773	0.543	0.730	0.355	0.643	0.324	0.811	1.000	0.400	0.705	0.274	0.000	0.079	0.661	0.758
보건	0.403	0.390	0.605	0.823	0.455	0.454	0.711	0.400	1.000	0.765	0.537	0.349	0.439	0.388	0.632
공원녹지	0.760	0.464	0.759	0.677	0.640	0.435	0.851	0.705	0.765	1.000	0.553	0.469	0.542	0.620	0.780
환경	0.561	0.260	0.553	0.274	0.644	0.979	0.389	0.274	0.537	0.553	1.000	0.000	0.516	0.588	0.501
경제/산업	0.373	0.155	0.503	0.000	0.000	0.000	0.553	0.000	0.349	0.469	0.000	1.000	0.000	0.174	0.449
소방안전	0.576	0.000	0.658	0.259	0.463	0.414	0.293	0.079	0.439	0.542	0.516	0.000	1.000	0.516	0.545
기타 불편사항	0.862	0.000	0.889	0.271	0.703	0.760	0.521	0.661	0.388	0.620	0.588	0.174	0.516	1.000	0.828
총합계	0.897	0.000	0.954	0.536	0.692	0.581	0.823	0.758	0.632	0.780	0.501	0.449	0.545	0.828	1.000

Heatmap
Table

	년도	월	교통	도로	청소	주택건축	치수방재	가로정비	보건	공원녹지	환경	경제/산업	소방안전	기타 불편사항	총합계
년도	1.000	-0.121	0.983	0.617	0.536	0.775	0.628	0.375	0.745	0.805	0.739	0.531	0.495	0.317	0.957
월	-0.121	1.000	-0.002	-0.069	0.068	0.033	-0.023	0.044	0.130	0.001	0.100	0.080	0.028	0.014	0.020
교통	0.983	-0.002	1.000	0.647	0.593	0.819	0.675	0.434	0.812	0.846	0.791	0.548	0.511	0.354	0.987
도로	0.617	-0.069	0.647	1.000	0.535	0.535	0.807	0.553	0.728	0.825	0.505	0.281	0.407	0.135	0.682
청소	0.536	0.068	0.593	0.535	1.000	0.752	0.637	0.731	0.758	0.714	0.758	0.256	0.492	0.667	0.653
주택건축	0.775	0.033	0.819	0.535	0.752	1.000	0.580	0.516	0.786	0.742	0.930	0.391	0.580	0.649	0.855
치수방재	0.628	-0.023	0.675	0.807	0.637	0.580	1.000	0.729	0.822	0.873	0.565	0.347	0.424	0.285	0.717
가로정비	0.375	0.044	0.434	0.553	0.731	0.516	0.729	1.000	0.678	0.641	0.517	0.142	0.273	0.418	0.510
보건	0.745	0.130	0.812	0.728	0.758	0.786	0.822	0.678	1.000	0.925	0.819	0.415	0.544	0.516	0.857
공원녹지	0.805	0.001	0.846	0.825	0.714	0.742	0.873	0.641	0.925	1.000	0.737	0.437	0.569	0.398	0.875
환경	0.739	0.100	0.791	0.505	0.758	0.930	0.565	0.517	0.819	0.737	1.000	0.347	0.574	0.669	0.836
경제/산업	0.531	0.080	0.548	0.281	0.256	0.391	0.347	0.142	0.415	0.437	0.347	1.000	0.183	0.105	0.512
소방안전	0.495	0.028	0.511	0.407	0.492	0.580	0.424	0.273	0.544	0.569	0.574	0.183	1.000	0.634	0.514
기타 불편사항	0.317	0.014	0.354	0.135	0.667	0.649	0.285	0.418	0.516	0.398	0.669	0.105	0.634	1.000	0.400
총합계	0.957	0.020	0.987	0.682	0.653	0.855	0.717	0.510	0.857	0.875	0.836	0.512	0.514	0.400	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	기타 불편사항	총합계
123	2022	11	62497	1550	2830	502	296	5210	346	500	1983	1	68	104091
124	2022	12	52332	1615	2096	352	165	3600	149	200	1781	2	54	73449
125	2023	1	54307	1452	2650	443	190	3773	108	214	579	0	43	70869
126	2023	2	54449	1403	2719	616	378	5304	142	356	779	1	53	71097
127	2023	3	65903	1938	3325	430	593	10527	251	759	1087	2	99	107800
128	2023	4	67792	1881	3200	447	503	9945	460	753	1632	5	116	94321
129	2023	5	65565	2339	3770	752	807	7681	803	1030	2177	2	114	92212
130	2023	6	63571	2557	3542	493	706	5978	1206	1055	2102	1	119	87543
131	2023	7	67467	2617	3495	419	672	5519	483	857	1102	1	99	88513
132	2023	8	65894	2780	3869	400	558	4249	368	895	1153	5	92	85947

Overview

Variables

Interactions

Correlations

Missing values

Sample