gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	130
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	17.3 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 10 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 9 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 (63.1%) zeros	Zeros
`소방안전` has 23 (17.7%) zeros	Zeros

Reproduction

Analysis started	2024-04-20 16:57:40.243958
Analysis finished	2024-04-20 16:58:35.188246
Duration	54.94 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	2017.5

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	2017.5
Q3	2020
95-th percentile	2022
Maximum	2023
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.1653404
Coefficient of variation (CV)	0.001568942
Kurtosis	-1.1575155
Mean	2017.5
Median Absolute Deviation (MAD)	2.5
Skewness	0
Sum	262275
Variance	10.01938
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)	10	7.7%

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	5	3.8%
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	6.5

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	3.25
median	6.5
Q3	9.75
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	3.4914069
Coefficient of variation (CV)	0.53713953
Kurtosis	-1.2442322
Mean	6.5
Median Absolute Deviation (MAD)	3.5
Skewness	0
Sum	845
Variance	12.189922
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
8	11	8.5%
9	11	8.5%
10	11	8.5%
11	11	8.5%
12	11	8.5%
1	11	8.5%
2	11	8.5%
3	11	8.5%
4	11	8.5%
5	11	8.5%
Other values (2)	20	15.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	11	8.5%
2	11	8.5%
3	11	8.5%
4	11	8.5%
5	11	8.5%
6	10	7.7%
7	10	7.7%
8	11	8.5%
9	11	8.5%
10	11	8.5%

Value	Count	Frequency (%)
12	11	8.5%
11	11	8.5%
10	11	8.5%
9	11	8.5%
8	11	8.5%
7	10	7.7%
6	10	7.7%
5	11	8.5%
4	11	8.5%
3	11	8.5%

교통
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	130
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26032.846

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	313.1
Q1	7263.5
median	23820
Q3	41536.5
95-th percentile	59088.25
Maximum	67792
Range	67746
Interquartile range (IQR)	34273

Descriptive statistics

Standard deviation	19902.812
Coefficient of variation (CV)	0.76452694
Kurtosis	-1.1613566
Mean	26032.846
Median Absolute Deviation (MAD)	17443.5
Skewness	0.26547794
Sum	3384270
Variance	3.9612193 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46	1	0.8%
41293	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%
35082	1	0.8%
Other values (120)	120	92.3%

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%
62497	1	0.8%
60088	1	0.8%
59581	1	0.8%
58486	1	0.8%
56818	1	0.8%
56449	1	0.8%

도로
Real number (ℝ)

HIGH CORRELATION

Distinct	126
Distinct (%)	96.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1358.4308

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	323.5
Q1	900.25
median	1290.5
Q3	1807.5
95-th percentile	2374.75
Maximum	5000
Range	4966
Interquartile range (IQR)	907.25

Descriptive statistics

Standard deviation	719.2555
Coefficient of variation (CV)	0.52947527
Kurtosis	4.363129
Mean	1358.4308
Median Absolute Deviation (MAD)	441
Skewness	1.1532043
Sum	176596
Variance	517328.48
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 (116)	116	89.2%

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%
2531	1	0.8%
2483	1	0.8%
2395	1	0.8%
2350	1	0.8%
2331	1	0.8%
2328	1	0.8%

청소
Real number (ℝ)

HIGH CORRELATION

Distinct	129
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2668.7231

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	31.7
Q1	1432
median	3064.5
Q3	3716.25
95-th percentile	5026.1
Maximum	8515
Range	8507
Interquartile range (IQR)	2284.25

Descriptive statistics

Standard deviation	1645.6242
Coefficient of variation (CV)	0.61663355
Kurtosis	0.12310302
Mean	2668.7231
Median Absolute Deviation (MAD)	839
Skewness	0.0020043578
Sum	346934
Variance	2708078.9
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 (119)	119	91.5%

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	117
Distinct (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	399.13077

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	8.45
Q1	141.5
median	353
Q3	497.5
95-th percentile	983.7
Maximum	3185
Range	3183
Interquartile range (IQR)	356

Descriptive statistics

Standard deviation	434.50702
Coefficient of variation (CV)	1.0886332
Kurtosis	17.116401
Mean	399.13077
Median Absolute Deviation (MAD)	178
Skewness	3.4721852
Sum	51887
Variance	188796.35
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
274	3	2.3%
9	3	2.3%
466	2	1.5%
36	2	1.5%
602	2	1.5%
483	2	1.5%
352	2	1.5%
174	2	1.5%
443	2	1.5%
302	2	1.5%
Other values (107)	108	83.1%

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	116
Distinct (%)	89.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	240.22308

Minimum	0
Maximum	805
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	16.25
Q1	102.25
median	215.5
Q3	364.75
95-th percentile	483.6
Maximum	805
Range	805
Interquartile range (IQR)	262.5

Descriptive statistics

Standard deviation	162.20889
Coefficient of variation (CV)	0.67524276
Kurtosis	0.32000867
Mean	240.22308
Median Absolute Deviation (MAD)	133
Skewness	0.61620325
Sum	31229
Variance	26311.725
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
165	2	1.5%
325	2	1.5%
9	2	1.5%
201	2	1.5%
71	2	1.5%
156	2	1.5%
56	2	1.5%
127	2	1.5%
154	2	1.5%
102	2	1.5%
Other values (106)	110	84.6%

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 (%)
805	1	0.8%
720	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%
462	1	0.8%

가로정비
Real number (ℝ)

HIGH CORRELATION

Distinct	128
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4484.5923

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	76.95
Q1	3219
median	4531.5
Q3	5713.5
95-th percentile	9697.1
Maximum	12906
Range	12895
Interquartile range (IQR)	2494.5

Descriptive statistics

Standard deviation	2623.8191
Coefficient of variation (CV)	0.58507416
Kurtosis	0.50594779
Mean	4484.5923
Median Absolute Deviation (MAD)	1226
Skewness	0.36411801
Sum	582997
Variance	6884426.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4281	2	1.5%
516	2	1.5%
4663	1	0.8%
5730	1	0.8%
7263	1	0.8%
5800	1	0.8%
4761	1	0.8%
4743	1	0.8%
11	1	0.8%
5494	1	0.8%
Other values (118)	118	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	105
Distinct (%)	80.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	207.48462

Minimum	0
Maximum	803
Zeros	4
Zeros (%)	3.1%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	43.25
median	145
Q3	310
95-th percentile	555.5
Maximum	803
Range	803
Interquartile range (IQR)	266.75

Descriptive statistics

Standard deviation	192.9241
Coefficient of variation (CV)	0.92982365
Kurtosis	0.28580065
Mean	207.48462
Median Absolute Deviation (MAD)	119.5
Skewness	1.0056201
Sum	26973
Variance	37219.709
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%
126	2	1.5%
Other values (95)	104	80.0%

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 (%)
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%
545	1	0.8%

공원녹지
Real number (ℝ)

HIGH CORRELATION

Distinct	122
Distinct (%)	93.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	351.13846

Minimum	3
Maximum	1028
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	3
5-th percentile	25.6
Q1	128.25
median	272.5
Q3	540.5
95-th percentile	881.75
Maximum	1028
Range	1025
Interquartile range (IQR)	412.25

Descriptive statistics

Standard deviation	276.40967
Coefficient of variation (CV)	0.78718142
Kurtosis	-0.56907851
Mean	351.13846
Median Absolute Deviation (MAD)	173.5
Skewness	0.76325351
Sum	45648
Variance	76402.306
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
160	2	1.5%
91	2	1.5%
276	2	1.5%
70	2	1.5%
51	2	1.5%
693	2	1.5%
182	2	1.5%
378	2	1.5%
257	1	0.8%
264	1	0.8%
Other values (112)	112	86.2%

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 (%)
1028	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%
856	1	0.8%

환경
Real number (ℝ)

HIGH CORRELATION

Distinct	121
Distinct (%)	93.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1226.6385

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	6.45
Q1	234.5
median	1017
Q3	1559.5
95-th percentile	3896.05
Maximum	9985
Range	9984
Interquartile range (IQR)	1325

Descriptive statistics

Standard deviation	1510.7048
Coefficient of variation (CV)	1.2315811
Kurtosis	12.943315
Mean	1226.6385
Median Absolute Deviation (MAD)	683
Skewness	3.1539755
Sum	159463
Variance	2282229
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%
579	1	0.8%
2075	1	0.8%
Other values (111)	111	85.4%

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 (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.62307692

Minimum	0
Maximum	6
Zeros	82
Zeros (%)	63.1%
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	2.55
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0944921
Coefficient of variation (CV)	1.7565922
Kurtosis	7.1376585
Mean	0.62307692
Median Absolute Deviation (MAD)	0
Skewness	2.4902328
Sum	81
Variance	1.1979129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	82	63.1%
1	31	23.8%
2	10	7.7%
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	63.1%
1	31	23.8%
2	10	7.7%
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	7.7%
1	31	23.8%
0	82	63.1%

소방안전
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	20.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.3538462

Minimum	0
Maximum	65
Zeros	23
Zeros (%)	17.7%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5.5
Q3	13
95-th percentile	23
Maximum	65
Range	65
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	9.1447121
Coefficient of variation (CV)	1.0946709
Kurtosis	10.199796
Mean	8.3538462
Median Absolute Deviation (MAD)	5
Skewness	2.3006068
Sum	1086
Variance	83.62576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	23	17.7%
2	10	7.7%
8	10	7.7%
1	9	6.9%
3	8	6.2%
5	8	6.2%
4	7	5.4%
6	6	4.6%
20	6	4.6%
11	5	3.8%
Other values (17)	38	29.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	17.7%
1	9	6.9%
2	10	7.7%
3	8	6.2%
4	7	5.4%
5	8	6.2%
6	6	4.6%
7	4	3.1%
8	10	7.7%
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	128
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2382.1615

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	50.8
Q1	418.25
median	2540.5
Q3	3441.5
95-th percentile	5833.15
Maximum	7847
Range	7831
Interquartile range (IQR)	3023.25

Descriptive statistics

Standard deviation	1882.2524
Coefficient of variation (CV)	0.79014473
Kurtosis	-0.27471779
Mean	2382.1615
Median Absolute Deviation (MAD)	1238.5
Skewness	0.52660583
Sum	309681
Variance	3542874
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3071	2	1.5%
99	2	1.5%
16	1	0.8%
3356	1	0.8%
2881	1	0.8%
3434	1	0.8%
3254	1	0.8%
2782	1	0.8%
2688	1	0.8%
3640	1	0.8%
Other values (118)	118	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	130
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41914.138

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	1334.95
Q1	18299.75
median	43001.5
Q3	63789.75
95-th percentile	82582.9
Maximum	107800
Range	107570
Interquartile range (IQR)	45490

Descriptive statistics

Standard deviation	27479.023
Coefficient of variation (CV)	0.6556027
Kurtosis	-0.88578823
Mean	41914.138
Median Absolute Deviation (MAD)	22470
Skewness	0.089399895
Sum	5448838
Variance	7.5509668 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
230	1	0.8%
61221	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%
50606	1	0.8%
Other values (120)	120	92.3%

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%
83077	1	0.8%
81979	1	0.8%
79948	1	0.8%
78128	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	0.700	0.605	0.573	0.775	0.627	0.732	0.560	0.358	0.582	0.864	0.893
월	0.000	1.000	0.000	0.388	0.184	0.169	0.500	0.538	0.544	0.486	0.253	0.198	0.000	0.000	0.000
교통	0.963	0.000	1.000	0.532	0.679	0.624	0.751	0.736	0.768	0.765	0.546	0.487	0.655	0.888	0.958
도로	0.504	0.388	0.532	1.000	0.374	0.395	0.632	0.322	0.664	0.661	0.229	0.000	0.292	0.298	0.557
청소	0.700	0.184	0.679	0.374	1.000	0.621	0.445	0.642	0.558	0.661	0.650	0.000	0.480	0.715	0.692
주택건축	0.605	0.169	0.624	0.395	0.621	1.000	0.388	0.309	0.528	0.404	0.980	0.000	0.433	0.764	0.594
치수방재	0.573	0.500	0.751	0.632	0.445	0.388	1.000	0.836	0.821	0.856	0.376	0.490	0.305	0.550	0.822
가로정비	0.775	0.538	0.736	0.322	0.642	0.309	0.836	1.000	0.624	0.674	0.243	0.209	0.130	0.677	0.762
보건	0.627	0.544	0.768	0.664	0.558	0.528	0.821	0.624	1.000	0.877	0.535	0.484	0.546	0.609	0.818
공원녹지	0.732	0.486	0.765	0.661	0.661	0.404	0.856	0.674	0.877	1.000	0.500	0.457	0.562	0.646	0.775
환경	0.560	0.253	0.546	0.229	0.650	0.980	0.376	0.243	0.535	0.500	1.000	0.000	0.534	0.598	0.483
경제/산업	0.358	0.198	0.487	0.000	0.000	0.000	0.490	0.209	0.484	0.457	0.000	1.000	0.000	0.180	0.520
소방안전	0.582	0.000	0.655	0.292	0.480	0.433	0.305	0.130	0.546	0.562	0.534	0.000	1.000	0.507	0.551
기타 불편사항	0.864	0.000	0.888	0.298	0.715	0.764	0.550	0.677	0.609	0.646	0.598	0.180	0.507	1.000	0.836
총합계	0.893	0.000	0.958	0.557	0.692	0.594	0.822	0.762	0.818	0.775	0.483	0.520	0.551	0.836	1.000

Heatmap
Table

	년도	월	교통	도로	청소	주택건축	치수방재	가로정비	보건	공원녹지	환경	경제/산업	소방안전	기타 불편사항	총합계
년도	1.000	-0.129	0.983	0.593	0.538	0.786	0.604	0.375	0.735	0.794	0.749	0.508	0.586	0.392	0.954
월	-0.129	1.000	-0.006	-0.076	0.064	0.035	-0.027	0.047	0.133	-0.003	0.102	0.078	0.034	0.021	0.017
교통	0.983	-0.006	1.000	0.624	0.597	0.831	0.654	0.436	0.805	0.837	0.802	0.526	0.602	0.430	0.986
도로	0.593	-0.076	0.624	1.000	0.533	0.533	0.795	0.559	0.714	0.815	0.502	0.245	0.486	0.191	0.662
청소	0.538	0.064	0.597	0.533	1.000	0.761	0.638	0.741	0.766	0.720	0.767	0.243	0.537	0.713	0.660
주택건축	0.786	0.035	0.831	0.533	0.761	1.000	0.583	0.521	0.792	0.749	0.932	0.390	0.616	0.688	0.868
치수방재	0.604	-0.027	0.654	0.795	0.638	0.583	1.000	0.740	0.815	0.866	0.565	0.314	0.506	0.353	0.700
가로정비	0.375	0.047	0.436	0.559	0.741	0.521	0.740	1.000	0.685	0.650	0.522	0.140	0.300	0.444	0.513
보건	0.735	0.133	0.805	0.714	0.766	0.792	0.815	0.685	1.000	0.922	0.824	0.395	0.618	0.584	0.852
공원녹지	0.794	-0.003	0.837	0.815	0.720	0.749	0.866	0.650	0.922	1.000	0.742	0.410	0.656	0.469	0.868
환경	0.749	0.102	0.802	0.502	0.767	0.932	0.565	0.522	0.824	0.742	1.000	0.342	0.616	0.711	0.847
경제/산업	0.508	0.078	0.526	0.245	0.243	0.390	0.314	0.140	0.395	0.410	0.342	1.000	0.237	0.153	0.489
소방안전	0.586	0.034	0.602	0.486	0.537	0.616	0.506	0.300	0.618	0.656	0.616	0.237	1.000	0.610	0.603
기타 불편사항	0.392	0.021	0.430	0.191	0.713	0.688	0.353	0.444	0.584	0.469	0.711	0.153	0.610	1.000	0.478
총합계	0.954	0.017	0.986	0.662	0.660	0.868	0.700	0.513	0.852	0.868	0.847	0.489	0.603	0.478	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
120	2022	8	58486	2998	3214	426	646	5927	370	875	1371	2	21	2810	99268
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	2331	3770	752	805	7679	803	1028	2177	2	0	114	92212

Overview

Variables

Interactions

Correlations

Missing values

Sample