gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	121
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	16.1 KiB
Average record size in memory	136.1 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 10 other fields	High correlation
`가로정비` is highly overall correlated with `도로` and 8 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 11 other fields	High correlation
`환경` is highly overall correlated with `년도` and 10 other fields	High correlation
`소방안전` is highly overall correlated with `년도` and 10 other fields	High correlation
`기타 불편사항` is highly overall correlated with `년도` and 9 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 (3.3%) zeros	Zeros
`경제/산업` has 80 (66.1%) zeros	Zeros
`소방안전` has 15 (12.4%) zeros	Zeros

Reproduction

Analysis started	2024-03-30 05:24:10.835109
Analysis finished	2024-03-30 05:25:37.869408
Duration	1 minute and 27.03 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

년도
Real number (ℝ)

HIGH CORRELATION

Distinct	11
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017.124

Minimum	2012
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	2012
5-th percentile	2013
Q1	2015
median	2017
Q3	2020
95-th percentile	2022
Maximum	2022
Range	10
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.9483618
Coefficient of variation (CV)	0.0014616662
Kurtosis	-1.1599382
Mean	2017.124
Median Absolute Deviation (MAD)	3
Skewness	-0.0043558841
Sum	244072
Variance	8.6928375
Monotonicity	Increasing

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2013	12	9.9%
2014	12	9.9%
2015	12	9.9%
2016	12	9.9%
2017	12	9.9%
2018	12	9.9%
2019	12	9.9%
2020	12	9.9%
2021	12	9.9%
2022	8	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2012	5	4.1%
2013	12	9.9%
2014	12	9.9%
2015	12	9.9%
2016	12	9.9%
2017	12	9.9%
2018	12	9.9%
2019	12	9.9%
2020	12	9.9%
2021	12	9.9%

Value	Count	Frequency (%)
2022	8	6.6%
2021	12	9.9%
2020	12	9.9%
2019	12	9.9%
2018	12	9.9%
2017	12	9.9%
2016	12	9.9%
2015	12	9.9%
2014	12	9.9%
2013	12	9.9%

월
Real number (ℝ)

Distinct	12
Distinct (%)	9.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5123967

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 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	3.4547448
Coefficient of variation (CV)	0.53048746
Kurtosis	-1.2072886
Mean	6.5123967
Median Absolute Deviation (MAD)	3
Skewness	-0.010252341
Sum	788
Variance	11.935262
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
8	11	9.1%
9	10	8.3%
10	10	8.3%
11	10	8.3%
12	10	8.3%
1	10	8.3%
2	10	8.3%
3	10	8.3%
4	10	8.3%
5	10	8.3%
Other values (2)	20	16.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	10	8.3%
2	10	8.3%
3	10	8.3%
4	10	8.3%
5	10	8.3%
6	10	8.3%
7	10	8.3%
8	11	9.1%
9	10	8.3%
10	10	8.3%

Value	Count	Frequency (%)
12	10	8.3%
11	10	8.3%
10	10	8.3%
9	10	8.3%
8	11	9.1%
7	10	8.3%
6	10	8.3%
5	10	8.3%
4	10	8.3%
3	10	8.3%

교통
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	121
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23435.587

Minimum	46
Maximum	59581
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	46
5-th percentile	251
Q1	6605
median	21294
Q3	39628
95-th percentile	51365
Maximum	59581
Range	59535
Interquartile range (IQR)	33023

Descriptive statistics

Standard deviation	18034.987
Coefficient of variation (CV)	0.76955561
Kurtosis	-1.2855621
Mean	23435.587
Median Absolute Deviation (MAD)	16148
Skewness	0.23154858
Sum	2835706
Variance	3.2526077 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46	1	0.8%
33170	1	0.8%
35082	1	0.8%
38404	1	0.8%
39628	1	0.8%
42206	1	0.8%
38355	1	0.8%
40621	1	0.8%
41523	1	0.8%
41234	1	0.8%
Other values (111)	111	91.7%

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 (%)
59581	1	0.8%
58486	1	0.8%
56818	1	0.8%
56449	1	0.8%
53254	1	0.8%
51854	1	0.8%
51365	1	0.8%
50225	1	0.8%
49825	1	0.8%
49080	1	0.8%

도로
Real number (ℝ)

HIGH CORRELATION

Distinct	117
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1298.2893

Minimum	34
Maximum	3494
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	34
5-th percentile	238
Q1	856
median	1223
Q3	1734
95-th percentile	2350
Maximum	3494
Range	3460
Interquartile range (IQR)	878

Descriptive statistics

Standard deviation	648.15197
Coefficient of variation (CV)	0.49923541
Kurtosis	0.35533994
Mean	1298.2893
Median Absolute Deviation (MAD)	440
Skewness	0.40763231
Sum	157093
Variance	420100.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1726	2	1.7%
2019	2	1.7%
1166	2	1.7%
1318	2	1.7%
57	1	0.8%
657	1	0.8%
1377	1	0.8%
1972	1	0.8%
1932	1	0.8%
1983	1	0.8%
Other values (107)	107	88.4%

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 (%)
3494	1	0.8%
2993	1	0.8%
2758	1	0.8%
2531	1	0.8%
2483	1	0.8%
2395	1	0.8%
2350	1	0.8%
2197	1	0.8%
2191	1	0.8%
2168	1	0.8%

청소
Real number (ℝ)

HIGH CORRELATION

Distinct	120
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2644.1901

Minimum	8
Maximum	8515
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	8
5-th percentile	29
Q1	863
median	3082
Q3	3734
95-th percentile	5144
Maximum	8515
Range	8507
Interquartile range (IQR)	2871

Descriptive statistics

Standard deviation	1698.7587
Coefficient of variation (CV)	0.64244953
Kurtosis	-0.043196965
Mean	2644.1901
Median Absolute Deviation (MAD)	875
Skewness	0.042403337
Sum	319947
Variance	2885781
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22	2	1.7%
15	1	0.8%
2598	1	0.8%
3294	1	0.8%
3321	1	0.8%
3785	1	0.8%
5254	1	0.8%
5664	1	0.8%
5966	1	0.8%
5938	1	0.8%
Other values (110)	110	90.9%

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	1.7%
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	112
Distinct (%)	92.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	391.70248

Minimum	2
Maximum	3185
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	2
5-th percentile	8
Q1	87
median	336
Q3	496
95-th percentile	999
Maximum	3185
Range	3183
Interquartile range (IQR)	409

Descriptive statistics

Standard deviation	448.58133
Coefficient of variation (CV)	1.1452093
Kurtosis	16.323829
Mean	391.70248
Median Absolute Deviation (MAD)	192
Skewness	3.4413604
Sum	47396
Variance	201225.21
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
274	3	2.5%
9	3	2.5%
36	2	1.7%
302	2	1.7%
174	2	1.7%
602	2	1.7%
2	2	1.7%
367	1	0.8%
396	1	0.8%
664	1	0.8%
Other values (102)	102	84.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	2	1.7%
3	1	0.8%
5	1	0.8%
6	1	0.8%
7	1	0.8%
8	1	0.8%
9	3	2.5%
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%
743	1	0.8%

치수방재
Real number (ℝ)

HIGH CORRELATION

Distinct	109
Distinct (%)	90.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	227.95868

Minimum	0
Maximum	720
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	0
5-th percentile	14
Q1	101
median	207
Q3	352
95-th percentile	462
Maximum	720
Range	720
Interquartile range (IQR)	251

Descriptive statistics

Standard deviation	152.88326
Coefficient of variation (CV)	0.67066215
Kurtosis	-0.29879126
Mean	227.95868
Median Absolute Deviation (MAD)	129
Skewness	0.44995798
Sum	27583
Variance	23373.29
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127	2	1.7%
102	2	1.7%
304	2	1.7%
181	2	1.7%
325	2	1.7%
154	2	1.7%
207	2	1.7%
156	2	1.7%
56	2	1.7%
201	2	1.7%
Other values (99)	101	83.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
2	1	0.8%
7	1	0.8%
9	2	1.7%
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 (%)
720	1	0.8%
647	1	0.8%
510	1	0.8%
489	1	0.8%
477	1	0.8%
464	1	0.8%
462	1	0.8%
450	1	0.8%
445	1	0.8%
431	1	0.8%

가로정비
Real number (ℝ)

HIGH CORRELATION

Distinct	119
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4362.0992

Minimum	11
Maximum	12906
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	11
5-th percentile	72
Q1	3051
median	4511
Q3	5664
95-th percentile	9169
Maximum	12906
Range	12895
Interquartile range (IQR)	2613

Descriptive statistics

Standard deviation	2593.2863
Coefficient of variation (CV)	0.59450421
Kurtosis	0.57019226
Mean	4362.0992
Median Absolute Deviation (MAD)	1289
Skewness	0.34798701
Sum	527814
Variance	6725133.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
516	2	1.7%
4281	2	1.7%
11	1	0.8%
3797	1	0.8%
4743	1	0.8%
4761	1	0.8%
5800	1	0.8%
7263	1	0.8%
5730	1	0.8%
5488	1	0.8%
Other values (109)	109	90.1%

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%
10396	1	0.8%
10196	1	0.8%
9806	1	0.8%
9564	1	0.8%
9169	1	0.8%
8910	1	0.8%
8494	1	0.8%
8001	1	0.8%

보건
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	98
Distinct (%)	81.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	192.40496

Minimum	0
Maximum	694
Zeros	4
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	40
median	128
Q3	300
95-th percentile	545
Maximum	694
Range	694
Interquartile range (IQR)	260

Descriptive statistics

Standard deviation	177.91302
Coefficient of variation (CV)	0.92468002
Kurtosis	-0.11621578
Mean	192.40496
Median Absolute Deviation (MAD)	108
Skewness	0.89798113
Sum	23281
Variance	31653.043
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4	3.3%
66	4	3.3%
32	3	2.5%
258	3	2.5%
126	2	1.7%
4	2	1.7%
118	2	1.7%
378	2	1.7%
300	2	1.7%
42	2	1.7%
Other values (88)	95	78.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	3.3%
1	2	1.7%
2	2	1.7%
3	2	1.7%
4	2	1.7%
7	1	0.8%
8	2	1.7%
9	1	0.8%
11	1	0.8%
13	1	0.8%

Value	Count	Frequency (%)
694	1	0.8%
688	1	0.8%
583	1	0.8%
560	1	0.8%
550	1	0.8%
546	1	0.8%
545	1	0.8%
538	1	0.8%
528	1	0.8%
521	1	0.8%

공원녹지
Real number (ℝ)

HIGH CORRELATION

Distinct	113
Distinct (%)	93.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	332.28926

Minimum	3
Maximum	970
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	3
5-th percentile	22
Q1	116
median	265
Q3	497
95-th percentile	876
Maximum	970
Range	967
Interquartile range (IQR)	381

Descriptive statistics

Standard deviation	265.95953
Coefficient of variation (CV)	0.8003856
Kurtosis	-0.44581749
Mean	332.28926
Median Absolute Deviation (MAD)	164
Skewness	0.82282252
Sum	40207
Variance	70734.474
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
276	2	1.7%
182	2	1.7%
378	2	1.7%
70	2	1.7%
160	2	1.7%
51	2	1.7%
91	2	1.7%
693	2	1.7%
583	1	0.8%
624	1	0.8%
Other values (103)	103	85.1%

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 (%)
970	1	0.8%
919	1	0.8%
902	1	0.8%
885	1	0.8%
884	1	0.8%
879	1	0.8%
876	1	0.8%
856	1	0.8%
848	1	0.8%
791	1	0.8%

환경
Real number (ℝ)

HIGH CORRELATION

Distinct	112
Distinct (%)	92.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1206.0248

Minimum	1
Maximum	9985
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	217
median	961
Q3	1522
95-th percentile	4090
Maximum	9985
Range	9984
Interquartile range (IQR)	1305

Descriptive statistics

Standard deviation	1557.6445
Coefficient of variation (CV)	1.2915526
Kurtosis	12.376795
Mean	1206.0248
Median Absolute Deviation (MAD)	666
Skewness	3.1336402
Sum	145929
Variance	2426256.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	3	2.5%
50	2	1.7%
1549	2	1.7%
1066	2	1.7%
641	2	1.7%
34	2	1.7%
1044	2	1.7%
4	2	1.7%
1107	1	0.8%
788	1	0.8%
Other values (102)	102	84.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.8%
2	1	0.8%
4	2	1.7%
6	3	2.5%
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)

ZEROS

Distinct	6
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.55371901

Minimum	0
Maximum	6
Zeros	80
Zeros (%)	66.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0323954
Coefficient of variation (CV)	1.8644752
Kurtosis	8.6386971
Mean	0.55371901
Median Absolute Deviation (MAD)	0
Skewness	2.6951303
Sum	67
Variance	1.0658402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	80	66.1%
1	28	23.1%
2	7	5.8%
4	4	3.3%
3	1	0.8%
6	1	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	80	66.1%
1	28	23.1%
2	7	5.8%
3	1	0.8%
4	4	3.3%
6	1	0.8%

Value	Count	Frequency (%)
6	1	0.8%
4	4	3.3%
3	1	0.8%
2	7	5.8%
1	28	23.1%
0	80	66.1%

소방안전
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	22.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.8760331

Minimum	0
Maximum	65
Zeros	15
Zeros (%)	12.4%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	6
Q3	14
95-th percentile	23
Maximum	65
Range	65
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	9.2119218
Coefficient of variation (CV)	1.0378422
Kurtosis	10.219407
Mean	8.8760331
Median Absolute Deviation (MAD)	5
Skewness	2.2991552
Sum	1074
Variance	84.859504
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	15	12.4%
2	10	8.3%
8	10	8.3%
1	9	7.4%
3	8	6.6%
5	8	6.6%
4	7	5.8%
6	6	5.0%
20	6	5.0%
11	5	4.1%
Other values (17)	37	30.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	12.4%
1	9	7.4%
2	10	8.3%
3	8	6.6%
4	7	5.8%
5	8	6.6%
6	6	5.0%
7	4	3.3%
8	10	8.3%
10	3	2.5%

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	3.3%
22	1	0.8%
21	3	2.5%
20	6	5.0%
18	2	1.7%

기타 불편사항
Real number (ℝ)

HIGH CORRELATION

Distinct	119
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2535.595

Minimum	16
Maximum	7847
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	16
5-th percentile	66
Q1	562
median	2688
Q3	3474
95-th percentile	5893
Maximum	7847
Range	7831
Interquartile range (IQR)	2912

Descriptive statistics

Standard deviation	1853.0529
Coefficient of variation (CV)	0.73081581
Kurtosis	-0.23389097
Mean	2535.595
Median Absolute Deviation (MAD)	1226
Skewness	0.46939792
Sum	306807
Variance	3433805.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3442	2	1.7%
3071	2	1.7%
16	1	0.8%
5461	1	0.8%
2782	1	0.8%
3254	1	0.8%
3434	1	0.8%
2881	1	0.8%
3356	1	0.8%
3311	1	0.8%
Other values (109)	109	90.1%

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%
49	1	0.8%
66	1	0.8%
97	1	0.8%
98	1	0.8%
99	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	121
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38516.017

Minimum	230
Maximum	99268
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	230
5-th percentile	1168
Q1	16076
median	38336
Q3	61043
95-th percentile	72633
Maximum	99268
Range	99038
Interquartile range (IQR)	44967

Descriptive statistics

Standard deviation	25102.918
Coefficient of variation (CV)	0.6517527
Kurtosis	-1.150761
Mean	38516.017
Median Absolute Deviation (MAD)	22707
Skewness	-0.036519641
Sum	4660438
Variance	6.3015648 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
230	1	0.8%
50517	1	0.8%
50606	1	0.8%
54987	1	0.8%
59699	1	0.8%
66417	1	0.8%
62711	1	0.8%
62998	1	0.8%
66096	1	0.8%
63922	1	0.8%
Other values (111)	111	91.7%

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 (%)
99268	1	0.8%
83077	1	0.8%
81979	1	0.8%
78128	1	0.8%
73786	1	0.8%
73765	1	0.8%
72633	1	0.8%
72502	1	0.8%
71331	1	0.8%
69859	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	0.969	0.707	0.693	0.612	0.637	0.784	0.631	0.725	0.560	0.369	0.641	0.882	0.901
월	0.000	1.000	0.000	0.506	0.129	0.185	0.445	0.472	0.606	0.340	0.247	0.201	0.000	0.000	0.000
교통	0.969	0.000	1.000	0.722	0.730	0.630	0.777	0.761	0.798	0.754	0.607	0.427	0.688	0.904	0.955
도로	0.707	0.506	0.722	1.000	0.393	0.364	0.883	0.650	0.758	0.810	0.000	0.166	0.406	0.498	0.815
청소	0.693	0.129	0.730	0.393	1.000	0.596	0.523	0.651	0.595	0.608	0.661	0.000	0.516	0.750	0.712
주택건축	0.612	0.185	0.630	0.364	0.596	1.000	0.371	0.339	0.530	0.382	0.979	0.000	0.503	0.781	0.642
치수방재	0.637	0.445	0.777	0.883	0.523	0.371	1.000	0.838	0.785	0.824	0.355	0.272	0.385	0.681	0.875
가로정비	0.784	0.472	0.761	0.650	0.651	0.339	0.838	1.000	0.625	0.720	0.304	0.000	0.157	0.748	0.759
보건	0.631	0.606	0.798	0.758	0.595	0.530	0.785	0.625	1.000	0.828	0.582	0.437	0.627	0.726	0.844
공원녹지	0.725	0.340	0.754	0.810	0.608	0.382	0.824	0.720	0.828	1.000	0.449	0.439	0.631	0.742	0.802
환경	0.560	0.247	0.607	0.000	0.661	0.979	0.355	0.304	0.582	0.449	1.000	0.000	0.572	0.623	0.505
경제/산업	0.369	0.201	0.427	0.166	0.000	0.000	0.272	0.000	0.437	0.439	0.000	1.000	0.333	0.339	0.350
소방안전	0.641	0.000	0.688	0.406	0.516	0.503	0.385	0.157	0.627	0.631	0.572	0.333	1.000	0.493	0.635
기타 불편사항	0.882	0.000	0.904	0.498	0.750	0.781	0.681	0.748	0.726	0.742	0.623	0.339	0.493	1.000	0.882
총합계	0.901	0.000	0.955	0.815	0.712	0.642	0.875	0.759	0.844	0.802	0.505	0.350	0.635	0.882	1.000

Heatmap
Table

	년도	월	교통	도로	청소	주택건축	치수방재	가로정비	보건	공원녹지	환경	경제/산업	소방안전	기타 불편사항	총합계
년도	1.000	-0.133	0.980	0.565	0.599	0.810	0.594	0.368	0.749	0.810	0.783	0.470	0.866	0.633	0.947
월	-0.133	1.000	-0.002	-0.099	0.070	0.045	-0.007	0.078	0.122	-0.001	0.066	0.090	0.017	0.011	0.020
교통	0.980	-0.002	1.000	0.594	0.661	0.859	0.647	0.435	0.821	0.854	0.835	0.491	0.883	0.676	0.984
도로	0.565	-0.099	0.594	1.000	0.546	0.519	0.796	0.563	0.689	0.807	0.486	0.198	0.627	0.288	0.637
청소	0.599	0.070	0.661	0.546	1.000	0.788	0.658	0.761	0.792	0.738	0.796	0.250	0.574	0.762	0.730
주택건축	0.810	0.045	0.859	0.519	0.788	1.000	0.586	0.532	0.808	0.756	0.953	0.379	0.757	0.838	0.898
치수방재	0.594	-0.007	0.647	0.796	0.658	0.586	1.000	0.734	0.820	0.864	0.583	0.261	0.646	0.470	0.700
가로정비	0.368	0.078	0.435	0.563	0.761	0.532	0.734	1.000	0.700	0.650	0.538	0.088	0.396	0.542	0.523
보건	0.749	0.122	0.821	0.689	0.792	0.808	0.820	0.700	1.000	0.921	0.832	0.372	0.763	0.728	0.873
공원녹지	0.810	-0.001	0.854	0.807	0.738	0.756	0.864	0.650	0.921	1.000	0.756	0.373	0.805	0.594	0.888
환경	0.783	0.066	0.835	0.486	0.796	0.953	0.583	0.538	0.832	0.756	1.000	0.322	0.759	0.857	0.882
경제/산업	0.470	0.090	0.491	0.198	0.250	0.379	0.261	0.088	0.372	0.373	0.322	1.000	0.369	0.275	0.446
소방안전	0.866	0.017	0.883	0.627	0.574	0.757	0.646	0.396	0.763	0.805	0.759	0.369	1.000	0.538	0.874
기타 불편사항	0.633	0.011	0.676	0.288	0.762	0.838	0.470	0.542	0.728	0.594	0.857	0.275	0.538	1.000	0.727
총합계	0.947	0.020	0.984	0.637	0.730	0.898	0.700	0.523	0.873	0.888	0.882	0.446	0.874	0.727	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
111	2021	11	49080	1243	2935	376	376	4052	211	419	1066	1	18	2161	65259
112	2021	12	47891	1201	2652	483	181	4533	116	354	893	4	13	2057	63863
113	2022	1	47919	1001	2425	303	147	3749	114	272	693	2	15	2247	62349
114	2022	2	41541	1166	2247	343	207	3149	121	293	999	4	21	1626	55081
115	2022	3	47990	1601	2671	438	350	3858	164	544	1445	0	21	2236	65584
116	2022	4	53254	1415	3024	498	464	4268	300	693	1333	0	15	3442	72633
117	2022	5	59581	1588	3161	602	369	4749	545	879	1829	0	23	3071	83077
118	2022	6	56818	1665	3194	466	489	4281	560	856	1549	2	20	4120	78128
119	2022	7	56449	1853	3245	3185	394	3627	538	727	1252	1	15	6947	81979
120	2022	8	58486	2993	3212	426	647	5927	370	876	1371	2	21	2806	99268

Overview

Variables

Interactions

Correlations

Missing values

Sample