gimi9 Pandas Profiling

Dataset statistics

Number of variables	7
Number of observations	48
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.0 KiB
Average record size in memory	64.8 B

Variable types

DateTime	1
Numeric	6

Dataset

Description	울산하늘공원_연도별_이용현황 데이터를 추모의집(전체)안장,추모의집(개인단), 추모의집(부부단), 자연장지, 수목장, 유택동산 항목으로 데이터를 제공합니다.
URL	https://www.data.go.kr/data/15054182/fileData.do

Alerts

`추모의집(전체) 안장` is highly overall correlated with `추모의집(개인단)` and 1 other fields	High correlation
`추모의집(개인단)` is highly overall correlated with `추모의집(전체) 안장`	High correlation
`추모의집(부부단)` is highly overall correlated with `추모의집(전체) 안장`	High correlation
`년월` has unique values	Unique

Reproduction

Analysis started	2023-12-12 16:01:54.782288
Analysis finished	2023-12-12 16:01:59.529370
Duration	4.75 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

년월
Date

UNIQUE

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	516.0 B

Minimum	2019-01-01 00:00:00
Maximum	2022-12-01 00:00:00

Histogram

Histogram with fixed size bins (bins=48)

추모의집(전체) 안장
Real number (ℝ)

HIGH CORRELATION

Distinct	38
Distinct (%)	79.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	176.58333

Minimum	109
Maximum	294
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	109
5-th percentile	138
Q1	159.25
median	169.5
Q3	185.75
95-th percentile	234.65
Maximum	294
Range	185
Interquartile range (IQR)	26.5

Descriptive statistics

Standard deviation	31.50605
Coefficient of variation (CV)	0.17842029
Kurtosis	3.4874318
Mean	176.58333
Median Absolute Deviation (MAD)	13
Skewness	1.3616515
Sum	8476
Variance	992.63121
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
181	3	6.2%
180	2	4.2%
138	2	4.2%
167	2	4.2%
169	2	4.2%
157	2	4.2%
172	2	4.2%
166	2	4.2%
185	2	4.2%
189	1	2.1%
Other values (28)	28	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
109	1	2.1%
137	1	2.1%
138	2	4.2%
148	1	2.1%
149	1	2.1%
151	1	2.1%
153	1	2.1%
155	1	2.1%
156	1	2.1%
157	2	4.2%

Value	Count	Frequency (%)
294	1	2.1%
244	1	2.1%
235	1	2.1%
234	1	2.1%
223	1	2.1%
216	1	2.1%
210	1	2.1%
197	1	2.1%
193	1	2.1%
192	1	2.1%

추모의집(개인단)
Real number (ℝ)

HIGH CORRELATION

Distinct	34
Distinct (%)	70.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	148.54167

Minimum	97
Maximum	254
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	97
5-th percentile	119
Q1	133
median	144
Q3	158
95-th percentile	195.1
Maximum	254
Range	157
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	25.898294
Coefficient of variation (CV)	0.17435037
Kurtosis	5.1219846
Mean	148.54167
Median Absolute Deviation (MAD)	12
Skewness	1.6091854
Sum	7130
Variance	670.72163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
138	5	10.4%
151	3	6.2%
143	2	4.2%
119	2	4.2%
126	2	4.2%
133	2	4.2%
130	2	4.2%
144	2	4.2%
147	2	4.2%
166	2	4.2%
Other values (24)	24	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
97	1	2.1%
111	1	2.1%
119	2	4.2%
125	1	2.1%
126	2	4.2%
127	1	2.1%
130	2	4.2%
132	1	2.1%
133	2	4.2%
135	1	2.1%

Value	Count	Frequency (%)
254	1	2.1%
203	1	2.1%
200	1	2.1%
186	1	2.1%
176	1	2.1%
171	1	2.1%
167	1	2.1%
166	2	4.2%
165	1	2.1%
162	1	2.1%

추모의집(부부단)
Real number (ℝ)

HIGH CORRELATION

Distinct	18
Distinct (%)	37.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.875

Minimum	8
Maximum	52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	8
5-th percentile	12
Q1	21.5
median	27
Q3	34
95-th percentile	44
Maximum	52
Range	44
Interquartile range (IQR)	12.5

Descriptive statistics

Standard deviation	9.7317751
Coefficient of variation (CV)	0.34912198
Kurtosis	-0.1255597
Mean	27.875
Median Absolute Deviation (MAD)	7
Skewness	0.25238251
Sum	1338
Variance	94.707447
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
24	5	10.4%
34	4	8.3%
20	4	8.3%
26	4	8.3%
36	4	8.3%
32	3	6.2%
12	3	6.2%
28	3	6.2%
30	3	6.2%
22	3	6.2%
Other values (8)	12	25.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	2.1%
12	3	6.2%
16	2	4.2%
18	2	4.2%
20	4	8.3%
22	3	6.2%
24	5	10.4%
26	4	8.3%
28	3	6.2%
30	3	6.2%

Value	Count	Frequency (%)
52	1	2.1%
48	1	2.1%
44	2	4.2%
40	2	4.2%
38	1	2.1%
36	4	8.3%
34	4	8.3%
32	3	6.2%
30	3	6.2%
28	3	6.2%

자연장지(잔디장)
Real number (ℝ)

Distinct	28
Distinct (%)	58.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	58.333333

Minimum	38
Maximum	95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	38
5-th percentile	45
Q1	49.75
median	56.5
Q3	64
95-th percentile	84.3
Maximum	95
Range	57
Interquartile range (IQR)	14.25

Descriptive statistics

Standard deviation	12.382784
Coefficient of variation (CV)	0.21227629
Kurtosis	0.94841067
Mean	58.333333
Median Absolute Deviation (MAD)	7.5
Skewness	0.9567031
Sum	2800
Variance	153.33333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
46	5	10.4%
54	4	8.3%
45	4	8.3%
59	4	8.3%
55	3	6.2%
62	2	4.2%
72	2	4.2%
85	2	4.2%
60	2	4.2%
64	2	4.2%
Other values (18)	18	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
38	1	2.1%
39	1	2.1%
45	4	8.3%
46	5	10.4%
49	1	2.1%
50	1	2.1%
51	1	2.1%
52	1	2.1%
53	1	2.1%
54	4	8.3%

Value	Count	Frequency (%)
95	1	2.1%
85	2	4.2%
83	1	2.1%
79	1	2.1%
72	2	4.2%
68	1	2.1%
67	1	2.1%
66	1	2.1%
65	1	2.1%
64	2	4.2%

자연장지(수목장)
Real number (ℝ)

Distinct	12
Distinct (%)	25.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.625

Minimum	2
Maximum	18
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	2
5-th percentile	2
Q1	4
median	6
Q3	9
95-th percentile	11
Maximum	18
Range	16
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.3366119
Coefficient of variation (CV)	0.50363953
Kurtosis	1.307592
Mean	6.625
Median Absolute Deviation (MAD)	2
Skewness	0.80877265
Sum	318
Variance	11.132979
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
2	6	12.5%
5	6	12.5%
4	6	12.5%
7	6	12.5%
6	5	10.4%
9	4	8.3%
11	4	8.3%
10	4	8.3%
8	3	6.2%
3	2	4.2%
Other values (2)	2	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	6	12.5%
3	2	4.2%
4	6	12.5%
5	6	12.5%
6	5	10.4%
7	6	12.5%
8	3	6.2%
9	4	8.3%
10	4	8.3%
11	4	8.3%

Value	Count	Frequency (%)
18	1	2.1%
12	1	2.1%
11	4	8.3%
10	4	8.3%
9	4	8.3%
8	3	6.2%
7	6	12.5%
6	5	10.4%
5	6	12.5%
4	6	12.5%

유택동산
Real number (ℝ)

Distinct	25
Distinct (%)	52.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.916667

Minimum	22
Maximum	70
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	22
5-th percentile	26.35
Q1	34
median	38
Q3	46
95-th percentile	61.9
Maximum	70
Range	48
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	10.690687
Coefficient of variation (CV)	0.26127951
Kurtosis	0.39934742
Mean	40.916667
Median Absolute Deviation (MAD)	5
Skewness	0.816821
Sum	1964
Variance	114.29078
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
38	5	10.4%
34	4	8.3%
58	3	6.2%
36	3	6.2%
32	2	4.2%
41	2	4.2%
46	2	4.2%
50	2	4.2%
37	2	4.2%
52	2	4.2%
Other values (15)	21	43.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	1	2.1%
25	1	2.1%
26	1	2.1%
27	1	2.1%
29	1	2.1%
31	2	4.2%
32	2	4.2%
33	2	4.2%
34	4	8.3%
36	3	6.2%

Value	Count	Frequency (%)
70	1	2.1%
64	2	4.2%
58	3	6.2%
52	2	4.2%
51	1	2.1%
50	2	4.2%
46	2	4.2%
45	1	2.1%
43	2	4.2%
42	2	4.2%

Phik (φk)
Auto

Heatmap
Table

	년월	추모의집(전체) 안장	추모의집(개인단)	추모의집(부부단)	자연장지(잔디장)	자연장지(수목장)	유택동산
년월	1.000	1.000	1.000	1.000	1.000	1.000	1.000
추모의집(전체) 안장	1.000	1.000	0.877	0.768	0.659	0.000	0.507
추모의집(개인단)	1.000	0.877	1.000	0.629	0.563	0.343	0.571
추모의집(부부단)	1.000	0.768	0.629	1.000	0.313	0.000	0.476
자연장지(잔디장)	1.000	0.659	0.563	0.313	1.000	0.000	0.655
자연장지(수목장)	1.000	0.000	0.343	0.000	0.000	1.000	0.592
유택동산	1.000	0.507	0.571	0.476	0.655	0.592	1.000

Heatmap
Table

	추모의집(전체) 안장	추모의집(개인단)	추모의집(부부단)	자연장지(잔디장)	자연장지(수목장)	유택동산
추모의집(전체) 안장	1.000	0.940	0.605	0.209	0.348	0.210
추모의집(개인단)	0.940	1.000	0.348	0.279	0.252	0.214
추모의집(부부단)	0.605	0.348	1.000	-0.035	0.394	0.097
자연장지(잔디장)	0.209	0.279	-0.035	1.000	0.163	0.387
자연장지(수목장)	0.348	0.252	0.394	0.163	1.000	0.021
유택동산	0.210	0.214	0.097	0.387	0.021	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

	년월	추모의집(전체) 안장	추모의집(개인단)	추모의집(부부단)	자연장지(잔디장)	자연장지(수목장)	유택동산
0	2019-01	189	155	34	46	2	42
1	2019-02	167	141	26	38	2	38
2	2019-03	151	119	32	46	5	33
3	2019-04	149	125	24	39	5	31
4	2019-05	138	126	12	64	2	36
5	2019-06	109	97	12	56	4	36
6	2019-07	171	151	20	54	2	34
7	2019-08	161	133	28	62	5	40
8	2019-09	157	127	30	52	4	45
9	2019-10	157	135	22	46	9	64

	년월	추모의집(전체) 안장	추모의집(개인단)	추모의집(부부단)	자연장지(잔디장)	자연장지(수목장)	유택동산
38	2022-03	294	254	40	95	11	70
39	2022-04	235	203	32	85	18	58
40	2022-05	234	186	48	46	6	26
41	2022-06	170	138	32	49	9	22
42	2022-07	166	138	28	46	11	41
43	2022-08	223	171	52	64	10	37
44	2022-09	180	144	36	61	10	50
45	2022-10	185	161	24	55	8	34
46	2022-11	193	165	28	59	10	38
47	2022-12	244	200	44	65	8	34

Overview

Variables

Interactions

Correlations

Missing values

Sample