gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	5021
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	784.7 KiB
Average record size in memory	160.0 B

Variable types

Numeric	16
Categorical	1
DateTime	1

Dataset

Description	계획 관리 번호,관리기관코드,관리기관명,투수성포장_면적,투수성포장_대책량,침투측구_연장,침투측구_대책량,침투트렌치_연장,침투트렌치_대책량,원형침투통_개소,원형침투통_대책량,정방형침투통_개소,정방형침투통_대책량,이용시설_저장용량,이용시설_대책량,기타시설_개소,기타시설_대책량,검토요청일
Author	서울특별시
URL	https://data.seoul.go.kr/dataList/OA-15647/S/1/datasetView.do

Alerts

`관리기관코드` is highly overall correlated with `관리기관명`	High correlation
`투수성포장_면적` is highly overall correlated with `투수성포장_대책량`	High correlation
`투수성포장_대책량` is highly overall correlated with `투수성포장_면적`	High correlation
`침투측구_연장` is highly overall correlated with `침투측구_대책량`	High correlation
`침투측구_대책량` is highly overall correlated with `침투측구_연장`	High correlation
`침투트렌치_연장` is highly overall correlated with `침투트렌치_대책량`	High correlation
`침투트렌치_대책량` is highly overall correlated with `침투트렌치_연장`	High correlation
`원형침투통_개소` is highly overall correlated with `원형침투통_대책량`	High correlation
`원형침투통_대책량` is highly overall correlated with `원형침투통_개소`	High correlation
`정방형침투통_개소` is highly overall correlated with `정방형침투통_대책량`	High correlation
`정방형침투통_대책량` is highly overall correlated with `정방형침투통_개소`	High correlation
`이용시설_저장용량` is highly overall correlated with `이용시설_대책량`	High correlation
`이용시설_대책량` is highly overall correlated with `이용시설_저장용량`	High correlation
`기타시설_개소` is highly overall correlated with `기타시설_대책량`	High correlation
`기타시설_대책량` is highly overall correlated with `기타시설_개소`	High correlation
`관리기관명` is highly overall correlated with `관리기관코드`	High correlation
`투수성포장_면적` is highly skewed (γ1 = 22.08970501)	Skewed
`투수성포장_대책량` is highly skewed (γ1 = 22.09371942)	Skewed
`침투측구_연장` is highly skewed (γ1 = 23.49500664)	Skewed
`침투트렌치_대책량` is highly skewed (γ1 = 20.78181656)	Skewed
`이용시설_저장용량` is highly skewed (γ1 = 62.91941551)	Skewed
`이용시설_대책량` is highly skewed (γ1 = 62.93584403)	Skewed
`기타시설_개소` is highly skewed (γ1 = 46.25823038)	Skewed
`기타시설_대책량` is highly skewed (γ1 = 69.95628695)	Skewed
`계획 관리 번호` has unique values	Unique
`투수성포장_면적` has 1653 (32.9%) zeros	Zeros
`투수성포장_대책량` has 1845 (36.7%) zeros	Zeros
`침투측구_연장` has 4083 (81.3%) zeros	Zeros
`침투측구_대책량` has 4146 (82.6%) zeros	Zeros
`침투트렌치_연장` has 2352 (46.8%) zeros	Zeros
`침투트렌치_대책량` has 2488 (49.6%) zeros	Zeros
`원형침투통_개소` has 4675 (93.1%) zeros	Zeros
`원형침투통_대책량` has 4800 (95.6%) zeros	Zeros
`정방형침투통_개소` has 2726 (54.3%) zeros	Zeros
`정방형침투통_대책량` has 3288 (65.5%) zeros	Zeros
`이용시설_저장용량` has 1019 (20.3%) zeros	Zeros
`이용시설_대책량` has 2533 (50.4%) zeros	Zeros
`기타시설_개소` has 4965 (98.9%) zeros	Zeros
`기타시설_대책량` has 4974 (99.1%) zeros	Zeros

Reproduction

Analysis started	2024-05-17 22:01:08.376626
Analysis finished	2024-05-17 22:02:24.709977
Duration	1 minute and 16.33 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

계획 관리 번호
Real number (ℝ)

UNIQUE

Distinct	5021
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2711.6837

Minimum	1
Maximum	5386
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	44.3 KiB

Quantile statistics

Minimum	1
5-th percentile	301
Q1	1374
median	2735
Q3	4041
95-th percentile	5114
Maximum	5386
Range	5385
Interquartile range (IQR)	2667

Descriptive statistics

Standard deviation	1545.6902
Coefficient of variation (CV)	0.57001123
Kurtosis	-1.1920848
Mean	2711.6837
Median Absolute Deviation (MAD)	1333
Skewness	-0.01611523
Sum	13615364
Variance	2389158.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
999	1	< 0.1%
2672	1	< 0.1%
2666	1	< 0.1%
2667	1	< 0.1%
2668	1	< 0.1%
2669	1	< 0.1%
267	1	< 0.1%
2670	1	< 0.1%
2671	1	< 0.1%
2673	1	< 0.1%
Other values (5011)	5011	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
5386	1	< 0.1%
5385	1	< 0.1%
5384	1	< 0.1%
5383	1	< 0.1%
5382	1	< 0.1%
5381	1	< 0.1%
5380	1	< 0.1%
5379	1	< 0.1%
5378	1	< 0.1%
5377	1	< 0.1%

관리기관코드
Real number (ℝ)

HIGH CORRELATION

Distinct	25
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1143.7224

Minimum	1010
Maximum	1250
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	44.3 KiB

Quantile statistics

Minimum	1010
5-th percentile	1030
Q1	1080
median	1160
Q3	1210
95-th percentile	1240
Maximum	1250
Range	240
Interquartile range (IQR)	130

Descriptive statistics

Standard deviation	70.516208
Coefficient of variation (CV)	0.061655005
Kurtosis	-1.148107
Mean	1143.7224
Median Absolute Deviation (MAD)	60
Skewness	-0.26146391
Sum	5742630
Variance	4972.5357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
1160	556	11.1%
1240	298	5.9%
1220	295	5.9%
1230	290	5.8%
1190	278	5.5%
1070	266	5.3%
1170	238	4.7%
1120	235	4.7%
1040	226	4.5%
1180	218	4.3%
Other values (15)	2121	42.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1010	109	2.2%
1020	122	2.4%
1030	148	2.9%
1040	226	4.5%
1050	144	2.9%
1060	213	4.2%
1070	266	5.3%
1080	144	2.9%
1090	165	3.3%
1100	77	1.5%

Value	Count	Frequency (%)
1250	182	3.6%
1240	298	5.9%
1230	290	5.8%
1220	295	5.9%
1210	213	4.2%
1200	104	2.1%
1190	278	5.5%
1180	218	4.3%
1170	238	4.7%
1160	556	11.1%

관리기관명
Categorical

HIGH CORRELATION

Distinct	25
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	39.4 KiB

강서구청	556
송파구청	298
서초구청	295
강남구청	290
영등포구청	278
Other values (20)	3304

Length

Max length	5
Median length	4
Mean length	4.097391
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	은평구청
2nd row	동작구청
3rd row	마포구청
4th row	중구청
5th row	관악구청

Common Values

Value	Count	Frequency (%)
강서구청	556	11.1%
송파구청	298	5.9%
서초구청	295	5.9%
강남구청	290	5.8%
영등포구청	278	5.5%
중랑구청	266	5.3%
구로구청	238	4.7%
은평구청	235	4.7%
성동구청	226	4.5%
금천구청	218	4.3%
Other values (15)	2121	42.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
강서구청	556	11.1%
송파구청	298	5.9%
서초구청	295	5.9%
강남구청	290	5.8%
영등포구청	278	5.5%
중랑구청	266	5.3%
구로구청	238	4.7%
은평구청	235	4.7%
성동구청	226	4.5%
금천구청	218	4.3%
Other values (15)	2121	42.2%

투수성포장_면적
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	1148
Distinct (%)	22.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	680.96335

Minimum	0
Maximum	139457
Zeros	1653
Zeros (%)	32.9%
Negative	0
Negative (%)	0.0%
Memory size	44.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	81
Q3	290
95-th percentile	2620
Maximum	139457
Range	139457
Interquartile range (IQR)	290

Descriptive statistics

Standard deviation	3571.5683
Coefficient of variation (CV)	5.2448759
Kurtosis	724.12109
Mean	680.96335
Median Absolute Deviation (MAD)	81
Skewness	22.089705
Sum	3419117
Variance	12756100
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1653	32.9%
51	20	0.4%
37	19	0.4%
71	19	0.4%
60	19	0.4%
42	18	0.4%
81	17	0.3%
50	17	0.3%
44	17	0.3%
39	17	0.3%
Other values (1138)	3205	63.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1653	32.9%
1	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	4	0.1%
6	2	< 0.1%
7	3	0.1%
8	5	0.1%
9	7	0.1%
11	3	0.1%

Value	Count	Frequency (%)
139457	1	< 0.1%
118938	1	< 0.1%
63278	1	< 0.1%
39233	1	< 0.1%
36424	1	< 0.1%
31648	1	< 0.1%
28362	1	< 0.1%
27904	1	< 0.1%
25955	1	< 0.1%
25500	1	< 0.1%

투수성포장_대책량
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	189
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.57857

Minimum	0
Maximum	2371
Zeros	1845
Zeros (%)	36.7%
Negative	0
Negative (%)	0.0%
Memory size	44.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	5
95-th percentile	45
Maximum	2371
Range	2371
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	60.715761
Coefficient of variation (CV)	5.2438048
Kurtosis	724.36843
Mean	11.57857
Median Absolute Deviation (MAD)	1
Skewness	22.093719
Sum	58136
Variance	3686.4036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1845	36.7%
1	754	15.0%
2	466	9.3%
3	344	6.9%
4	254	5.1%
5	199	4.0%
6	150	3.0%
7	127	2.5%
8	91	1.8%
9	59	1.2%
Other values (179)	732	14.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1845	36.7%
1	754	15.0%
2	466	9.3%
3	344	6.9%
4	254	5.1%
5	199	4.0%
6	150	3.0%
7	127	2.5%
8	91	1.8%
9	59	1.2%

Value	Count	Frequency (%)
2371	1	< 0.1%
2022	1	< 0.1%
1076	1	< 0.1%
667	1	< 0.1%
619	1	< 0.1%
538	1	< 0.1%
482	1	< 0.1%
474	1	< 0.1%
441	1	< 0.1%
433	1	< 0.1%

침투측구_연장
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	250
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.427206

Minimum	0
Maximum	4570
Zeros	4083
Zeros (%)	81.3%
Negative	0
Negative (%)	0.0%
Memory size	44.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	97
Maximum	4570
Range	4570
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	102.79548
Coefficient of variation (CV)	5.2913156
Kurtosis	868.90666
Mean	19.427206
Median Absolute Deviation (MAD)	0
Skewness	23.495007
Sum	97544
Variance	10566.91
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4083	81.3%
10	16	0.3%
12	16	0.3%
40	16	0.3%
6	15	0.3%
44	15	0.3%
30	15	0.3%
26	14	0.3%
35	14	0.3%
60	13	0.3%
Other values (240)	804	16.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4083	81.3%
1	1	< 0.1%
2	1	< 0.1%
3	4	0.1%
4	9	0.2%
5	6	0.1%
6	15	0.3%
7	6	0.1%
8	12	0.2%
9	10	0.2%

Value	Count	Frequency (%)
4570	1	< 0.1%
2577	1	< 0.1%
1302	1	< 0.1%
1300	1	< 0.1%
1237	1	< 0.1%
1137	1	< 0.1%
1106	1	< 0.1%
1069	1	< 0.1%
1048	1	< 0.1%
1031	1	< 0.1%

침투측구_대책량
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	45
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0848437

Minimum	0
Maximum	206
Zeros	4146
Zeros (%)	82.6%
Negative	0
Negative (%)	0.0%
Memory size	44.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	206
Range	206
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.4549195
Coefficient of variation (CV)	5.0283001
Kurtosis	520.47504
Mean	1.0848437
Median Absolute Deviation (MAD)	0
Skewness	18.229136
Sum	5447
Variance	29.756147
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0	4146	82.6%
1	168	3.3%
2	167	3.3%
3	127	2.5%
4	84	1.7%
5	78	1.6%
6	48	1.0%
7	24	0.5%
8	23	0.5%
10	23	0.5%
Other values (35)	133	2.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4146	82.6%
1	168	3.3%
2	167	3.3%
3	127	2.5%
4	84	1.7%
5	78	1.6%
6	48	1.0%
7	24	0.5%
8	23	0.5%
9	16	0.3%

Value	Count	Frequency (%)
206	1	< 0.1%
132	1	< 0.1%
98	1	< 0.1%
86	1	< 0.1%
74	1	< 0.1%
71	1	< 0.1%
65	1	< 0.1%
62	1	< 0.1%
61	1	< 0.1%
47	2	< 0.1%

침투트렌치_연장
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	319
Distinct (%)	6.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.894842

Minimum	0
Maximum	5004
Zeros	2352
Zeros (%)	46.8%
Negative	0
Negative (%)	0.0%
Memory size	44.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	11
Q3	52
95-th percentile	153
Maximum	5004
Range	5004
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	130.07979
Coefficient of variation (CV)	2.9634415
Kurtosis	481.13087
Mean	43.894842
Median Absolute Deviation (MAD)	11
Skewness	16.512546
Sum	220396
Variance	16920.753
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2352	46.8%
15	53	1.1%
20	52	1.0%
30	46	0.9%
27	43	0.9%
16	42	0.8%
17	39	0.8%
40	38	0.8%
52	36	0.7%
35	35	0.7%
Other values (309)	2285	45.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2352	46.8%
1	2	< 0.1%
2	1	< 0.1%
3	7	0.1%
4	7	0.1%
5	14	0.3%
6	19	0.4%
7	18	0.4%
8	19	0.4%
9	15	0.3%

Value	Count	Frequency (%)
5004	1	< 0.1%
2142	1	< 0.1%
1964	1	< 0.1%
1855	1	< 0.1%
1833	1	< 0.1%
1727	1	< 0.1%
1691	1	< 0.1%
1274	1	< 0.1%
1242	1	< 0.1%
1211	1	< 0.1%

침투트렌치_대책량
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	53
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3875722

Minimum	0
Maximum	339
Zeros	2488
Zeros (%)	49.6%
Negative	0
Negative (%)	0.0%
Memory size	44.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	9
Maximum	339
Range	339
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	7.8364734
Coefficient of variation (CV)	3.2821933
Kurtosis	735.38572
Mean	2.3875722
Median Absolute Deviation (MAD)	1
Skewness	20.781817
Sum	11988
Variance	61.410316
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2488	49.6%
1	647	12.9%
2	528	10.5%
3	436	8.7%
4	280	5.6%
5	152	3.0%
6	108	2.2%
7	77	1.5%
8	50	1.0%
9	38	0.8%
Other values (43)	217	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2488	49.6%
1	647	12.9%
2	528	10.5%
3	436	8.7%
4	280	5.6%
5	152	3.0%
6	108	2.2%
7	77	1.5%
8	50	1.0%
9	38	0.8%

Value	Count	Frequency (%)
339	1	< 0.1%
128	2	< 0.1%
115	1	< 0.1%
106	1	< 0.1%
102	1	< 0.1%
87	1	< 0.1%
81	1	< 0.1%
73	1	< 0.1%
71	1	< 0.1%
69	1	< 0.1%

원형침투통_개소
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	34
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54212308

Minimum	0
Maximum	86
Zeros	4675
Zeros (%)	93.1%
Negative	0
Negative (%)	0.0%
Memory size	44.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	86
Range	86
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.3671823
Coefficient of variation (CV)	6.211103
Kurtosis	240.00423
Mean	0.54212308
Median Absolute Deviation (MAD)	0
Skewness	13.388312
Sum	2722
Variance	11.337917
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	4675	93.1%
3	46	0.9%
4	40	0.8%
6	39	0.8%
5	39	0.8%
2	38	0.8%
8	25	0.5%
1	23	0.5%
7	19	0.4%
10	13	0.3%
Other values (24)	64	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4675	93.1%
1	23	0.5%
2	38	0.8%
3	46	0.9%
4	40	0.8%
5	39	0.8%
6	39	0.8%
7	19	0.4%
8	25	0.5%
9	8	0.2%

Value	Count	Frequency (%)
86	1	< 0.1%
71	1	< 0.1%
63	2	< 0.1%
60	2	< 0.1%
52	1	< 0.1%
48	1	< 0.1%
42	1	< 0.1%
37	1	< 0.1%
30	2	< 0.1%
29	1	< 0.1%

원형침투통_대책량
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	13
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.086237801

Minimum	0
Maximum	15
Zeros	4800
Zeros (%)	95.6%
Negative	0
Negative (%)	0.0%
Memory size	44.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	15
Range	15
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.62479623
Coefficient of variation (CV)	7.2450389
Kurtosis	251.24853
Mean	0.086237801
Median Absolute Deviation (MAD)	0
Skewness	13.903743
Sum	433
Variance	0.39037033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	4800	95.6%
1	153	3.0%
2	34	0.7%
3	9	0.2%
7	5	0.1%
5	4	0.1%
6	4	0.1%
4	4	0.1%
9	3	0.1%
15	2	< 0.1%
Other values (3)	3	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4800	95.6%
1	153	3.0%
2	34	0.7%
3	9	0.2%
4	4	0.1%
5	4	0.1%
6	4	0.1%
7	5	0.1%
8	1	< 0.1%
9	3	0.1%

Value	Count	Frequency (%)
15	2	< 0.1%
14	1	< 0.1%
11	1	< 0.1%
9	3	0.1%
8	1	< 0.1%
7	5	0.1%
6	4	0.1%
5	4	0.1%
4	4	0.1%
3	9	0.2%

정방형침투통_개소
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	72
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.158335

Minimum	0
Maximum	267
Zeros	2726
Zeros (%)	54.3%
Negative	0
Negative (%)	0.0%
Memory size	44.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	5
95-th percentile	15
Maximum	267
Range	267
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	10.315357
Coefficient of variation (CV)	2.4806461
Kurtosis	171.6364
Mean	4.158335
Median Absolute Deviation (MAD)	0
Skewness	10.153113
Sum	20879
Variance	106.4066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2726	54.3%
4	264	5.3%
5	253	5.0%
6	231	4.6%
3	225	4.5%
2	209	4.2%
8	153	3.0%
7	146	2.9%
9	118	2.4%
10	95	1.9%
Other values (62)	601	12.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2726	54.3%
1	90	1.8%
2	209	4.2%
3	225	4.5%
4	264	5.3%
5	253	5.0%
6	231	4.6%
7	146	2.9%
8	153	3.0%
9	118	2.4%

Value	Count	Frequency (%)
267	1	< 0.1%
207	1	< 0.1%
199	1	< 0.1%
129	2	< 0.1%
121	1	< 0.1%
119	1	< 0.1%
117	1	< 0.1%
109	2	< 0.1%
102	1	< 0.1%
97	3	0.1%

정방형침투통_대책량
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.62417845

Minimum	0
Maximum	52
Zeros	3288
Zeros (%)	65.5%
Negative	0
Negative (%)	0.0%
Memory size	44.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	52
Range	52
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.7354876
Coefficient of variation (CV)	2.780435
Kurtosis	275.57264
Mean	0.62417845
Median Absolute Deviation (MAD)	0
Skewness	12.742392
Sum	3134
Variance	3.0119173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	3288	65.5%
1	1172	23.3%
2	307	6.1%
3	132	2.6%
4	46	0.9%
5	22	0.4%
6	11	0.2%
7	10	0.2%
14	5	0.1%
8	5	0.1%
Other values (15)	23	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3288	65.5%
1	1172	23.3%
2	307	6.1%
3	132	2.6%
4	46	0.9%
5	22	0.4%
6	11	0.2%
7	10	0.2%
8	5	0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
52	1	< 0.1%
44	1	< 0.1%
30	1	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
20	1	< 0.1%
19	2	< 0.1%
18	1	< 0.1%
17	1	< 0.1%
16	1	< 0.1%

이용시설_저장용량
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	390
Distinct (%)	7.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.374826

Minimum	0
Maximum	115277
Zeros	1019
Zeros (%)	20.3%
Negative	0
Negative (%)	0.0%
Memory size	44.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	9
Q3	36
95-th percentile	209
Maximum	115277
Range	115277
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	1700.6584
Coefficient of variation (CV)	20.155993
Kurtosis	4209.2645
Mean	84.374826
Median Absolute Deviation (MAD)	9
Skewness	62.919416
Sum	423646
Variance	2892239
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1019	20.3%
2	286	5.7%
3	250	5.0%
4	246	4.9%
1	233	4.6%
5	152	3.0%
6	123	2.4%
7	93	1.9%
8	92	1.8%
9	92	1.8%
Other values (380)	2435	48.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1019	20.3%
1	233	4.6%
2	286	5.7%
3	250	5.0%
4	246	4.9%
5	152	3.0%
6	123	2.4%
7	93	1.9%
8	92	1.8%
9	92	1.8%

Value	Count	Frequency (%)
115277	1	< 0.1%
27350	1	< 0.1%
13126	1	< 0.1%
9301	1	< 0.1%
8403	1	< 0.1%
7047	1	< 0.1%
5538	1	< 0.1%
3148	1	< 0.1%
2211	1	< 0.1%
2089	1	< 0.1%

이용시설_대책량
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	76
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.7261502

Minimum	0
Maximum	6522
Zeros	2533
Zeros (%)	50.4%
Negative	0
Negative (%)	0.0%
Memory size	44.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	12
Maximum	6522
Range	6522
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	96.207928
Coefficient of variation (CV)	20.356511
Kurtosis	4211.0252
Mean	4.7261502
Median Absolute Deviation (MAD)	0
Skewness	62.935844
Sum	23730
Variance	9255.9654
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2533	50.4%
1	972	19.4%
2	435	8.7%
3	234	4.7%
4	161	3.2%
5	123	2.4%
6	89	1.8%
7	57	1.1%
8	44	0.9%
11	43	0.9%
Other values (66)	330	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2533	50.4%
1	972	19.4%
2	435	8.7%
3	234	4.7%
4	161	3.2%
5	123	2.4%
6	89	1.8%
7	57	1.1%
8	44	0.9%
9	33	0.7%

Value	Count	Frequency (%)
6522	1	< 0.1%
1545	1	< 0.1%
742	1	< 0.1%
526	1	< 0.1%
475	1	< 0.1%
398	1	< 0.1%
312	1	< 0.1%
176	1	< 0.1%
125	1	< 0.1%
118	1	< 0.1%

기타시설_개소
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	40
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7153953

Minimum	0
Maximum	5493
Zeros	4965
Zeros (%)	98.9%
Negative	0
Negative (%)	0.0%
Memory size	44.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5493
Range	5493
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	92.384359
Coefficient of variation (CV)	24.865284
Kurtosis	2560.4013
Mean	3.7153953
Median Absolute Deviation (MAD)	0
Skewness	46.25823
Sum	18655
Variance	8534.8698
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	4965	98.9%
1	10	0.2%
16	2	< 0.1%
11	2	< 0.1%
102	2	< 0.1%
5	2	< 0.1%
197	2	< 0.1%
126	2	< 0.1%
8	2	< 0.1%
190	2	< 0.1%
Other values (30)	30	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4965	98.9%
1	10	0.2%
3	1	< 0.1%
4	1	< 0.1%
5	2	< 0.1%
8	2	< 0.1%
9	1	< 0.1%
11	2	< 0.1%
12	1	< 0.1%
16	2	< 0.1%

Value	Count	Frequency (%)
5493	1	< 0.1%
1914	1	< 0.1%
1793	1	< 0.1%
1218	1	< 0.1%
1062	1	< 0.1%
798	1	< 0.1%
746	1	< 0.1%
728	1	< 0.1%
623	1	< 0.1%
511	1	< 0.1%

기타시설_대책량
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	24
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51404103

Minimum	0
Maximum	1886
Zeros	4974
Zeros (%)	99.1%
Negative	0
Negative (%)	0.0%
Memory size	44.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1886
Range	1886
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	26.730797
Coefficient of variation (CV)	52.001291
Kurtosis	4934.0262
Mean	0.51404103
Median Absolute Deviation (MAD)	0
Skewness	69.956287
Sum	2581
Variance	714.53551
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	4974	99.1%
1	13	0.3%
2	6	0.1%
8	4	0.1%
24	2	< 0.1%
45	2	< 0.1%
10	2	< 0.1%
9	2	< 0.1%
14	1	< 0.1%
13	1	< 0.1%
Other values (14)	14	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4974	99.1%
1	13	0.3%
2	6	0.1%
3	1	< 0.1%
4	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	4	0.1%
9	2	< 0.1%
10	2	< 0.1%

Value	Count	Frequency (%)
1886	1	< 0.1%
93	1	< 0.1%
66	1	< 0.1%
65	1	< 0.1%
61	1	< 0.1%
45	2	< 0.1%
41	1	< 0.1%
33	1	< 0.1%
30	1	< 0.1%
24	2	< 0.1%

검토요청일
Date

Distinct	1953
Distinct (%)	38.9%
Missing	0
Missing (%)	0.0%
Memory size	39.4 KiB

Minimum	2014-02-11 00:00:00
Maximum	2024-04-26 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

Phik (φk)
Auto

Heatmap
Table

	계획 관리 번호	관리기관코드	관리기관명	투수성포장_면적	투수성포장_대책량	침투측구_연장	침투측구_대책량	침투트렌치_연장	침투트렌치_대책량	원형침투통_개소	원형침투통_대책량	정방형침투통_개소	정방형침투통_대책량	이용시설_저장용량	이용시설_대책량	기타시설_개소	기타시설_대책량
계획 관리 번호	1.000	0.247	0.394	0.059	0.055	0.042	0.020	0.019	0.024	0.068	0.060	0.050	0.024	0.011	0.011	0.062	0.000
관리기관코드	0.247	1.000	1.000	0.000	0.000	0.000	0.000	0.030	0.046	0.057	0.062	0.000	0.024	0.000	0.000	0.039	0.000
관리기관명	0.394	1.000	1.000	0.020	0.032	0.107	0.103	0.124	0.141	0.120	0.085	0.043	0.036	0.000	0.000	0.056	0.000
투수성포장_면적	0.059	0.000	0.020	1.000	1.000	0.218	0.263	0.582	0.262	0.188	0.097	0.305	0.285	0.000	0.000	0.000	0.234
투수성포장_대책량	0.055	0.000	0.032	1.000	1.000	0.215	0.259	0.619	0.277	0.185	0.094	0.320	0.297	0.000	0.000	0.000	0.230
침투측구_연장	0.042	0.000	0.107	0.218	0.215	1.000	0.930	0.670	0.881	0.841	0.464	0.614	0.628	0.000	0.000	0.194	1.000
침투측구_대책량	0.020	0.000	0.103	0.263	0.259	0.930	1.000	0.688	0.690	0.670	0.435	0.844	0.678	0.000	0.000	0.165	1.000
침투트렌치_연장	0.019	0.030	0.124	0.582	0.619	0.670	0.688	1.000	0.909	0.718	0.553	0.552	0.554	0.000	0.000	0.000	0.000
침투트렌치_대책량	0.024	0.046	0.141	0.262	0.277	0.881	0.690	0.909	1.000	0.878	0.569	0.553	0.527	0.000	0.000	0.000	0.000
원형침투통_개소	0.068	0.057	0.120	0.188	0.185	0.841	0.670	0.718	0.878	1.000	0.890	0.266	0.236	0.000	0.000	0.000	0.000
원형침투통_대책량	0.060	0.062	0.085	0.097	0.094	0.464	0.435	0.553	0.569	0.890	1.000	0.184	0.182	0.000	0.000	0.000	0.000
정방형침투통_개소	0.050	0.000	0.043	0.305	0.320	0.614	0.844	0.552	0.553	0.266	0.184	1.000	0.904	0.000	0.000	0.120	0.655
정방형침투통_대책량	0.024	0.024	0.036	0.285	0.297	0.628	0.678	0.554	0.527	0.236	0.182	0.904	1.000	0.000	0.000	0.085	0.883
이용시설_저장용량	0.011	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	1.000	0.000	0.000
이용시설_대책량	0.011	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	1.000	0.000	0.000
기타시설_개소	0.062	0.039	0.056	0.000	0.000	0.194	0.165	0.000	0.000	0.000	0.000	0.120	0.085	0.000	0.000	1.000	0.000
기타시설_대책량	0.000	0.000	0.000	0.234	0.230	1.000	1.000	0.000	0.000	0.000	0.000	0.655	0.883	0.000	0.000	0.000	1.000

Heatmap
Table

	계획 관리 번호	관리기관코드	투수성포장_면적	투수성포장_대책량	침투측구_연장	침투측구_대책량	침투트렌치_연장	침투트렌치_대책량	원형침투통_개소	원형침투통_대책량	정방형침투통_개소	정방형침투통_대책량	이용시설_저장용량	이용시설_대책량	기타시설_개소	기타시설_대책량	관리기관명
계획 관리 번호	1.000	-0.081	-0.066	-0.067	-0.039	-0.037	0.050	0.043	-0.065	-0.066	-0.001	-0.003	-0.022	-0.037	-0.043	-0.048	0.149
관리기관코드	-0.081	1.000	0.008	0.009	-0.001	-0.001	0.012	0.012	-0.012	-0.017	-0.003	-0.007	0.011	0.024	-0.012	-0.006	0.999
투수성포장_면적	-0.066	0.008	1.000	0.990	0.053	0.062	-0.152	-0.136	-0.061	-0.028	-0.081	-0.061	0.373	0.388	0.112	0.105	0.009
투수성포장_대책량	-0.067	0.009	0.990	1.000	0.054	0.062	-0.144	-0.127	-0.061	-0.027	-0.079	-0.057	0.378	0.393	0.113	0.106	0.014
침투측구_연장	-0.039	-0.001	0.053	0.054	1.000	0.972	-0.163	-0.152	0.043	0.049	0.141	0.141	0.092	0.108	0.048	0.032	0.046
침투측구_대책량	-0.037	-0.001	0.062	0.062	0.972	1.000	-0.163	-0.151	0.042	0.048	0.138	0.137	0.098	0.114	0.040	0.022	0.044
침투트렌치_연장	0.050	0.012	-0.152	-0.144	-0.163	-0.163	1.000	0.983	0.104	0.096	0.423	0.372	0.028	0.048	-0.008	-0.014	0.055
침투트렌치_대책량	0.043	0.012	-0.136	-0.127	-0.152	-0.151	0.983	1.000	0.103	0.097	0.412	0.368	0.045	0.064	-0.004	-0.010	0.061
원형침투통_개소	-0.065	-0.012	-0.061	-0.061	0.043	0.042	0.104	0.103	1.000	0.805	-0.142	-0.110	-0.056	-0.038	-0.021	-0.018	0.042
원형침투통_대책량	-0.066	-0.017	-0.028	-0.027	0.049	0.048	0.096	0.097	0.805	1.000	-0.099	-0.071	-0.023	-0.014	-0.014	-0.011	0.030
정방형침투통_개소	-0.001	-0.003	-0.081	-0.079	0.141	0.138	0.423	0.412	-0.142	-0.099	1.000	0.898	0.077	0.095	0.008	0.000	0.018
정방형침투통_대책량	-0.003	-0.007	-0.061	-0.057	0.141	0.137	0.372	0.368	-0.110	-0.071	0.898	1.000	0.059	0.078	0.014	0.005	0.014
이용시설_저장용량	-0.022	0.011	0.373	0.378	0.092	0.098	0.028	0.045	-0.056	-0.023	0.077	0.059	1.000	0.932	0.099	0.092	0.000
이용시설_대책량	-0.037	0.024	0.388	0.393	0.108	0.114	0.048	0.064	-0.038	-0.014	0.095	0.078	0.932	1.000	0.112	0.103	0.000
기타시설_개소	-0.043	-0.012	0.112	0.113	0.048	0.040	-0.008	-0.004	-0.021	-0.014	0.008	0.014	0.099	0.112	1.000	0.916	0.024
기타시설_대책량	-0.048	-0.006	0.105	0.106	0.032	0.022	-0.014	-0.010	-0.018	-0.011	0.000	0.005	0.092	0.103	0.916	1.000	0.000
관리기관명	0.149	0.999	0.009	0.014	0.046	0.044	0.055	0.061	0.042	0.030	0.018	0.014	0.000	0.000	0.024	0.000	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

	계획 관리 번호	관리기관코드	관리기관명	투수성포장_면적	투수성포장_대책량	침투측구_연장	침투측구_대책량	침투트렌치_연장	침투트렌치_대책량	원형침투통_개소	원형침투통_대책량	정방형침투통_개소	정방형침투통_대책량	이용시설_저장용량	이용시설_대책량	검토요청일
0	999	1120	은평구청	0	0	28	2	0	0	0	0	3	1	15	1	2016-02-03 00:00:00.0
1	998	1200	동작구청	0	0	0	0	58	2	0	0	5	1	0	0	2016-02-15 00:00:00.0
2	997	1140	마포구청	36	1	0	0	0	0	0	0	0	0	12	1	2016-02-15 00:00:00.0
3	996	1020	중구청	20	0	0	0	0	0	0	0	0	0	17	1	2016-02-04 00:00:00.0
4	995	1210	관악구청	161	3	45	3	0	0	0	0	0	0	0	0	2016-02-03 00:00:00.0
5	994	1110	노원구청	11	0	55	2	0	0	0	0	0	0	2	0	2016-02-11 00:00:00.0
6	993	1020	중구청	75	1	0	0	45	2	0	0	2	0	5	0	2016-02-03 00:00:00.0
7	992	1250	강동구청	3245	55	0	0	0	0	0	0	0	0	76	4	2016-02-11 00:00:00.0
8	991	1110	노원구청	42	1	30	1	0	0	6	1	0	0	18	1	2016-02-03 00:00:00.0
9	990	1180	금천구청	0	0	0	0	9	0	0	0	6	1	0	0	2016-01-28 00:00:00.0

	계획 관리 번호	관리기관코드	관리기관명	투수성포장_면적	투수성포장_대책량	침투측구_연장	침투측구_대책량	침투트렌치_연장	침투트렌치_대책량	정방형침투통_개소	정방형침투통_대책량	이용시설_저장용량	이용시설_대책량	검토요청일
5011	1008	1190	영등포구청	16648	283	414	24	189	11	20	3	126	7	2016-02-05 00:00:00.0
5012	1006	1220	서초구청	2226	38	179	10	0	0	25	4	244	14	2019-05-21 00:00:00.0
5013	1005	1020	중구청	536	9	40	2	0	0	5	1	95	5	2016-02-18 00:00:00.0
5014	1004	1020	중구청	19	0	0	0	0	0	4	1	10	1	2016-02-04 00:00:00.0
5015	1003	1220	서초구청	0	0	0	0	0	0	0	0	19	1	2016-02-15 00:00:00.0
5016	1001	1230	강남구청	0	0	0	0	41	2	7	1	0	0	2016-02-16 00:00:00.0
5017	1000	1220	서초구청	205	3	0	0	60	3	0	0	0	0	2016-02-03 00:00:00.0
5018	100	1160	강서구청	447	8	0	0	0	0	0	0	94	5	2014-07-24 00:00:00.0
5019	10	1220	서초구청	0	0	0	0	0	0	12	2	47	3	2014-04-01 00:00:00.0
5020	1	1020	중구청	169	3	0	0	0	0	8	1	26	1	2014-02-11 00:00:00.0

Overview

Variables

Common Values

Length

Interactions

Correlations

Missing values

Sample