gimi9 Pandas Profiling

Dataset statistics

Number of variables	10
Number of observations	36
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.2 KiB
Average record size in memory	91.7 B

Variable types

Categorical	2
Numeric	8

Dataset

Description	시군별 착공별 착공통계현황입니다.
Author	경상남도
URL	https://www.data.go.kr/data/15071411/fileData.do

Alerts

`계` is highly overall correlated with `주거용` and 7 other fields	High correlation
`주거용` is highly overall correlated with `계` and 7 other fields	High correlation
`상업용` is highly overall correlated with `계` and 7 other fields	High correlation
`농수산용` is highly overall correlated with `계` and 7 other fields	High correlation
`공업용` is highly overall correlated with `계` and 7 other fields	High correlation
`공공용` is highly overall correlated with `계` and 6 other fields	High correlation
`문교_사회용` is highly overall correlated with `계` and 7 other fields	High correlation
`기타` is highly overall correlated with `계` and 7 other fields	High correlation
`구분` is highly overall correlated with `계` and 6 other fields	High correlation
`공업용` has unique values	Unique

Reproduction

Analysis started	2023-12-12 03:09:50.460993
Analysis finished	2023-12-12 03:09:58.192415
Duration	7.73 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

월별
Categorical

Distinct	12
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

1월	3
2월	3
3월	3
4월	3
5월	3
Other values (7)	21

Length

Max length	3
Median length	2
Mean length	2.25
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1월
2nd row	1월
3rd row	1월
4th row	2월
5th row	2월

Common Values

Value	Count	Frequency (%)
1월	3	8.3%
2월	3	8.3%
3월	3	8.3%
4월	3	8.3%
5월	3	8.3%
6월	3	8.3%
7월	3	8.3%
8월	3	8.3%
9월	3	8.3%
10월	3	8.3%
Other values (2)	6	16.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
1월	3	8.3%
2월	3	8.3%
3월	3	8.3%
4월	3	8.3%
5월	3	8.3%
6월	3	8.3%
7월	3	8.3%
8월	3	8.3%
9월	3	8.3%
10월	3	8.3%
Other values (2)	6	16.7%

구분
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

건수	12
동수	12
연면적	12

Length

Max length	3
Median length	2
Mean length	2.3333333
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	건수
2nd row	동수
3rd row	연면적
4th row	건수
5th row	동수

Common Values

Value	Count	Frequency (%)
건수	12	33.3%
동수	12	33.3%
연면적	12	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
건수	12	33.3%
동수	12	33.3%
연면적	12	33.3%

계
Real number (ℝ)

HIGH CORRELATION

Distinct	35
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	217008.11

Minimum	749
Maximum	991830
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	749
5-th percentile	1013.25
Q1	1229.75
median	1675
Q3	571749
95-th percentile	754034.75
Maximum	991830
Range	991081
Interquartile range (IQR)	570519.25

Descriptive statistics

Standard deviation	324816.35
Coefficient of variation (CV)	1.4967936
Kurtosis	-0.51005853
Mean	217008.11
Median Absolute Deviation (MAD)	545
Skewness	1.0452039
Sum	7812292
Variance	1.0550566 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
1675	2	5.6%
749	1	2.8%
705686	1	2.8%
1525	1	2.8%
671844	1	2.8%
1065	1	2.8%
1415	1	2.8%
601203	1	2.8%
1354	1	2.8%
1818	1	2.8%
Other values (25)	25	69.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
749	1	2.8%
858	1	2.8%
1065	1	2.8%
1090	1	2.8%
1104	1	2.8%
1110	1	2.8%
1172	1	2.8%
1214	1	2.8%
1217	1	2.8%
1234	1	2.8%

Value	Count	Frequency (%)
991830	1	2.8%
899081	1	2.8%
705686	1	2.8%
677168	1	2.8%
671844	1	2.8%
665975	1	2.8%
634335	1	2.8%
618063	1	2.8%
601203	1	2.8%
561931	1	2.8%

주거용
Real number (ℝ)

HIGH CORRELATION

Distinct	34
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	81270.444

Minimum	329
Maximum	490556
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	329
5-th percentile	434.75
Q1	672.5
median	823.5
Q3	156508.5
95-th percentile	368220
Maximum	490556
Range	490227
Interquartile range (IQR)	155836

Descriptive statistics

Standard deviation	136618.58
Coefficient of variation (CV)	1.6810364
Kurtosis	2.1865594
Mean	81270.444
Median Absolute Deviation (MAD)	260.5
Skewness	1.7162405
Sum	2925736
Variance	1.8664635 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
671	2	5.6%
699	2	5.6%
329	1	2.8%
242388	1	2.8%
162090	1	2.8%
568	1	2.8%
154648	1	2.8%
586	1	2.8%
711	1	2.8%
746	1	2.8%
Other values (24)	24	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
329	1	2.8%
422	1	2.8%
439	1	2.8%
536	1	2.8%
568	1	2.8%
570	1	2.8%
586	1	2.8%
671	2	5.6%
673	1	2.8%
674	1	2.8%

Value	Count	Frequency (%)
490556	1	2.8%
452334	1	2.8%
340182	1	2.8%
298915	1	2.8%
242388	1	2.8%
214153	1	2.8%
202813	1	2.8%
167319	1	2.8%
162090	1	2.8%
154648	1	2.8%

상업용
Real number (ℝ)

HIGH CORRELATION

Distinct	35
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41579.417

Minimum	207
Maximum	169358
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	207
5-th percentile	236.5
Q1	279.25
median	339
Q3	106027.5
95-th percentile	139402
Maximum	169358
Range	169151
Interquartile range (IQR)	105748.25

Descriptive statistics

Standard deviation	60352.809
Coefficient of variation (CV)	1.4515069
Kurtosis	-1.0944908
Mean	41579.417
Median Absolute Deviation (MAD)	85
Skewness	0.87082311
Sum	1496859
Variance	3.6424616 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
245	2	5.6%
211	1	2.8%
352	1	2.8%
326	1	2.8%
169358	1	2.8%
252	1	2.8%
321	1	2.8%
130921	1	2.8%
307	1	2.8%
372	1	2.8%
Other values (25)	25	69.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
207	1	2.8%
211	1	2.8%
245	2	5.6%
249	1	2.8%
252	1	2.8%
256	1	2.8%
268	1	2.8%
277	1	2.8%
280	1	2.8%
288	1	2.8%

Value	Count	Frequency (%)
169358	1	2.8%
148369	1	2.8%
136413	1	2.8%
134718	1	2.8%
130921	1	2.8%
124421	1	2.8%
117577	1	2.8%
113131	1	2.8%
107406	1	2.8%
105568	1	2.8%

농수산용
Real number (ℝ)

HIGH CORRELATION

Distinct	33
Distinct (%)	91.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7221.1111

Minimum	17
Maximum	39926
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	17
5-th percentile	20.75
Q1	38
median	70.5
Q3	19345.75
95-th percentile	26751.75
Maximum	39926
Range	39909
Interquartile range (IQR)	19307.75

Descriptive statistics

Standard deviation	11448.428
Coefficient of variation (CV)	1.5854108
Kurtosis	0.87256131
Mean	7221.1111
Median Absolute Deviation (MAD)	44
Skewness	1.3839597
Sum	259960
Variance	1.310665 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
17	2	5.6%
28	2	5.6%
39	2	5.6%
22	1	2.8%
8913	1	2.8%
44	1	2.8%
121	1	2.8%
39926	1	2.8%
35	1	2.8%
72	1	2.8%
Other values (23)	23	63.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17	2	5.6%
22	1	2.8%
24	1	2.8%
25	1	2.8%
28	2	5.6%
30	1	2.8%
35	1	2.8%
39	2	5.6%
42	1	2.8%
43	1	2.8%

Value	Count	Frequency (%)
39926	1	2.8%
34983	1	2.8%
24008	1	2.8%
22015	1	2.8%
21592	1	2.8%
20448	1	2.8%
20049	1	2.8%
19923	1	2.8%
19786	1	2.8%
19199	1	2.8%

공업용
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	36
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50299.028

Minimum	89
Maximum	230376
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	89
5-th percentile	91.75
Q1	116
median	227.5
Q3	117731.25
95-th percentile	187452.5
Maximum	230376
Range	230287
Interquartile range (IQR)	117615.25

Descriptive statistics

Standard deviation	75522.164
Coefficient of variation (CV)	1.5014637
Kurtosis	-0.41727744
Mean	50299.028
Median Absolute Deviation (MAD)	122.5
Skewness	1.0634164
Sum	1810765
Variance	5.7035972 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
89	1	2.8%
216	1	2.8%
117	1	2.8%
228	1	2.8%
152877	1	2.8%
92	1	2.8%
177	1	2.8%
160663	1	2.8%
113	1	2.8%
277	1	2.8%
Other values (26)	26	72.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
89	1	2.8%
91	1	2.8%
92	1	2.8%
101	1	2.8%
103	1	2.8%
104	1	2.8%
106	1	2.8%
112	1	2.8%
113	1	2.8%
117	1	2.8%

Value	Count	Frequency (%)
230376	1	2.8%
211499	1	2.8%
179437	1	2.8%
165316	1	2.8%
160663	1	2.8%
152877	1	2.8%
133811	1	2.8%
131524	1	2.8%
119712	1	2.8%
117071	1	2.8%

공공용
Real number (ℝ)

HIGH CORRELATION

Distinct	23
Distinct (%)	63.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	674.5

Minimum	1
Maximum	8345
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	5.5
Q3	166.75
95-th percentile	4104.5
Maximum	8345
Range	8344
Interquartile range (IQR)	163.75

Descriptive statistics

Standard deviation	1792.7859
Coefficient of variation (CV)	2.657948
Kurtosis	11.035423
Mean	674.5
Median Absolute Deviation (MAD)	4.5
Skewness	3.2933844
Sum	24282
Variance	3214081.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
4	5	13.9%
1	4	11.1%
3	4	11.1%
5	3	8.3%
2	2	5.6%
7	1	2.8%
148	1	2.8%
536	1	2.8%
669	1	2.8%
3470	1	2.8%
Other values (13)	13	36.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	11.1%
2	2	5.6%
3	4	11.1%
4	5	13.9%
5	3	8.3%
6	1	2.8%
7	1	2.8%
10	1	2.8%
12	1	2.8%
13	1	2.8%

Value	Count	Frequency (%)
8345	1	2.8%
6008	1	2.8%
3470	1	2.8%
2809	1	2.8%
1524	1	2.8%
669	1	2.8%
536	1	2.8%
239	1	2.8%
223	1	2.8%
148	1	2.8%

문교_사회용
Real number (ℝ)

HIGH CORRELATION

Distinct	31
Distinct (%)	86.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16287.083

Minimum	23
Maximum	168189
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	23
5-th percentile	27.25
Q1	37
median	56.5
Q3	18758.25
95-th percentile	76978.25
Maximum	168189
Range	168166
Interquartile range (IQR)	18721.25

Descriptive statistics

Standard deviation	35686.009
Coefficient of variation (CV)	2.191062
Kurtosis	10.788417
Mean	16287.083
Median Absolute Deviation (MAD)	25.5
Skewness	3.1726965
Sum	586335
Variance	1.2734912 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
29	2	5.6%
59	2	5.6%
44	2	5.6%
37	2	5.6%
41	2	5.6%
30188	1	2.8%
25	1	2.8%
24078	1	2.8%
33	1	2.8%
73	1	2.8%
Other values (21)	21	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	1	2.8%
25	1	2.8%
28	1	2.8%
29	2	5.6%
33	1	2.8%
35	1	2.8%
36	1	2.8%
37	2	5.6%
41	2	5.6%
42	1	2.8%

Value	Count	Frequency (%)
168189	1	2.8%
123800	1	2.8%
61371	1	2.8%
41118	1	2.8%
35498	1	2.8%
30188	1	2.8%
29427	1	2.8%
28308	1	2.8%
24078	1	2.8%
16985	1	2.8%

기타
Real number (ℝ)

HIGH CORRELATION

Distinct	35
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19676.528

Minimum	65
Maximum	172843
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	65
5-th percentile	83
Q1	110
median	151.5
Q3	24897.5
95-th percentile	86251.25
Maximum	172843
Range	172778
Interquartile range (IQR)	24787.5

Descriptive statistics

Standard deviation	38266.83
Coefficient of variation (CV)	1.9447959
Kurtosis	7.3051418
Mean	19676.528
Median Absolute Deviation (MAD)	55.5
Skewness	2.5823994
Sum	708355
Variance	1.4643503 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
147	2	5.6%
65	1	2.8%
30770	1	2.8%
22940	1	2.8%
86	1	2.8%
131	1	2.8%
31012	1	2.8%
90	1	2.8%
123	1	2.8%
122	1	2.8%
Other values (25)	25	69.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
65	1	2.8%
74	1	2.8%
86	1	2.8%
90	1	2.8%
94	1	2.8%
95	1	2.8%
100	1	2.8%
103	1	2.8%
107	1	2.8%
111	1	2.8%

Value	Count	Frequency (%)
172843	1	2.8%
118511	1	2.8%
75498	1	2.8%
67422	1	2.8%
63514	1	2.8%
50032	1	2.8%
38047	1	2.8%
31012	1	2.8%
30770	1	2.8%
22940	1	2.8%

Heatmap
Table

	월별	구분	계	주거용	상업용	농수산용	공업용	공공용	문교_사회용	기타
월별	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.237	0.000	0.000
구분	0.000	1.000	0.913	0.913	0.913	0.723	0.914	0.363	0.843	0.667
계	0.000	0.913	1.000	0.985	0.926	0.810	0.911	0.890	0.952	0.874
주거용	0.000	0.913	0.985	1.000	0.922	0.877	0.902	0.888	0.915	0.821
상업용	0.000	0.913	0.926	0.922	1.000	0.900	0.945	0.837	0.961	0.802
농수산용	0.000	0.723	0.810	0.877	0.900	1.000	0.848	0.840	0.824	0.876
공업용	0.000	0.914	0.911	0.902	0.945	0.848	1.000	0.890	0.932	0.811
공공용	0.237	0.363	0.890	0.888	0.837	0.840	0.890	1.000	0.961	0.794
문교_사회용	0.000	0.843	0.952	0.915	0.961	0.824	0.932	0.961	1.000	0.791
기타	0.000	0.667	0.874	0.821	0.802	0.876	0.811	0.794	0.791	1.000

Heatmap
Table

	월별	구분
월별	1.000	0.000
구분	0.000	1.000

Heatmap
Table

	계	주거용	상업용	농수산용	공업용	공공용	문교_사회용	기타	월별	구분
계	1.000	0.960	0.937	0.913	0.919	0.806	0.885	0.979	0.000	0.615
주거용	0.960	1.000	0.908	0.837	0.831	0.837	0.803	0.956	0.000	0.615
상업용	0.937	0.908	1.000	0.894	0.890	0.763	0.856	0.934	0.000	0.615
농수산용	0.913	0.837	0.894	1.000	0.910	0.707	0.866	0.915	0.000	0.564
공업용	0.919	0.831	0.890	0.910	1.000	0.770	0.907	0.910	0.000	0.615
공공용	0.806	0.837	0.763	0.707	0.770	1.000	0.795	0.832	0.000	0.140
문교_사회용	0.885	0.803	0.856	0.866	0.907	0.795	1.000	0.885	0.000	0.506
기타	0.979	0.956	0.934	0.915	0.910	0.832	0.885	1.000	0.000	0.534
월별	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
구분	0.615	0.615	0.615	0.564	0.615	0.140	0.506	0.534	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

	월별	구분	계	주거용	상업용	농수산용	공업용	공공용	문교_사회용	기타
0	1월	건수	749	329	211	22	89	4	29	65
1	1월	동수	1110	422	268	43	221	4	49	103
2	1월	연면적	355318	93726	107406	21592	97247	239	16985	18123
3	2월	건수	858	439	207	17	91	1	29	74
4	2월	동수	1172	536	249	30	197	1	59	100
5	2월	연면적	395743	89351	136413	7922	117071	48	28308	16630
6	3월	건수	1217	673	280	42	103	1	23	95
7	3월	동수	1693	823	370	88	212	1	37	162
8	3월	연면적	991830	490556	101593	34983	179437	116	12302	172843
9	4월	건수	1592	944	318	46	104	4	42	134

	월별	구분	계	주거용	상업용	농수산용	공업용	공공용	문교_사회용	기타
26	9월	연면적	601203	242388	130921	8913	160663	3470	24078	30770
27	10월	건수	1354	746	307	28	113	5	33	122
28	10월	동수	1818	881	372	72	277	5	44	167
29	10월	연면적	561931	167319	134718	22015	131524	669	30188	75498
30	11월	건수	1281	699	288	24	125	3	35	107
31	11월	동수	1714	814	360	61	255	4	73	147
32	11월	연면적	634335	202813	148369	19199	211499	536	13872	38047
33	12월	건수	1104	570	256	39	106	3	36	94
34	12월	동수	1663	699	324	79	227	3	184	147
35	12월	연면적	665975	340182	113131	19786	107198	148	35498	50032

Overview

Variables

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample