gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.4 MiB
Average record size in memory	151.0 B

Variable types

Numeric	14
Categorical	2

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산 거래 통계를 조회할 수 있는 서비스로 충남의 거래주체별 면적 정보를 제공합니다.
Author	충청남도
URL	https://alldam.chungnam.go.kr/bigdata/collect/view.chungnam?menuCd=DOM_000000201001001000&apiIdx=2559

Alerts

`지역명` is highly overall correlated with `번호` and 2 other fields	High correlation
`지역구분 레벨` is highly overall correlated with `번호` and 2 other fields	High correlation
`번호` is highly overall correlated with `지역코드` and 2 other fields	High correlation
`지역코드` is highly overall correlated with `번호` and 2 other fields	High correlation
`거래유형` is highly overall correlated with `합계_면적` and 4 other fields	High correlation
`합계_면적` is highly overall correlated with `거래유형` and 8 other fields	High correlation
`개인->개인_면적` is highly overall correlated with `거래유형` and 8 other fields	High correlation
`개인->법인_면적` is highly overall correlated with `거래유형` and 8 other fields	High correlation
`개인->기타_면적` is highly overall correlated with `거래유형` and 8 other fields	High correlation
`법인->개인_면적` is highly overall correlated with `합계_면적` and 6 other fields	High correlation
`법인->법인_면적` is highly overall correlated with `합계_면적` and 6 other fields	High correlation
`법인->기타_면적` is highly overall correlated with `법인->개인_면적`	High correlation
`기타->개인_면적` is highly overall correlated with `거래유형` and 8 other fields	High correlation
`기타->법인_면적` is highly overall correlated with `합계_면적` and 5 other fields	High correlation
`기타->기타_면적` is highly overall correlated with `합계_면적` and 4 other fields	High correlation
`지역구분 레벨` is highly imbalanced (51.9%)	Imbalance
`법인->개인_면적` is highly skewed (γ1 = 21.03763203)	Skewed
`법인->기타_면적` is highly skewed (γ1 = 22.18462461)	Skewed
`기타->기타_면적` is highly skewed (γ1 = 23.67805741)	Skewed
`번호` has unique values	Unique
`개인->법인_면적` has 2416 (24.2%) zeros	Zeros
`개인->기타_면적` has 3745 (37.5%) zeros	Zeros
`법인->개인_면적` has 1020 (10.2%) zeros	Zeros
`법인->법인_면적` has 4310 (43.1%) zeros	Zeros
`법인->기타_면적` has 7654 (76.5%) zeros	Zeros
`기타->개인_면적` has 4380 (43.8%) zeros	Zeros
`기타->법인_면적` has 7709 (77.1%) zeros	Zeros
`기타->기타_면적` has 7397 (74.0%) zeros	Zeros

Reproduction

Analysis started	2024-01-09 20:33:48.258051
Analysis finished	2024-01-09 20:34:13.451577
Duration	25.19 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

번호
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12410.643

Minimum	1
Maximum	24789
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1276.85
Q1	6289.5
median	12335
Q3	18562.5
95-th percentile	23582.1
Maximum	24789
Range	24788
Interquartile range (IQR)	12273

Descriptive statistics

Standard deviation	7137.6136
Coefficient of variation (CV)	0.57512036
Kurtosis	-1.1895414
Mean	12410.643
Median Absolute Deviation (MAD)	6130
Skewness	0.0053490621
Sum	1.2410643 × 10⁸
Variance	50945528
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11690	1	< 0.1%
4617	1	< 0.1%
19006	1	< 0.1%
11942	1	< 0.1%
6532	1	< 0.1%
10884	1	< 0.1%
16241	1	< 0.1%
14379	1	< 0.1%
15891	1	< 0.1%
21932	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
4	1	< 0.1%
9	1	< 0.1%
12	1	< 0.1%
16	1	< 0.1%
17	1	< 0.1%
19	1	< 0.1%
20	1	< 0.1%
22	1	< 0.1%
26	1	< 0.1%

Value	Count	Frequency (%)
24789	1	< 0.1%
24788	1	< 0.1%
24785	1	< 0.1%
24781	1	< 0.1%
24778	1	< 0.1%
24777	1	< 0.1%
24773	1	< 0.1%
24771	1	< 0.1%
24770	1	< 0.1%
24768	1	< 0.1%

지역코드
Real number (ℝ)

HIGH CORRELATION

Distinct	18
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44415.12

Minimum	44000
Maximum	44825
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	44000
5-th percentile	44000
Q1	44150
median	44230
Q3	44770
95-th percentile	44825
Maximum	44825
Range	825
Interquartile range (IQR)	620

Descriptive statistics

Standard deviation	305.3483
Coefficient of variation (CV)	0.0068748726
Kurtosis	-1.7267159
Mean	44415.12
Median Absolute Deviation (MAD)	100
Skewness	0.315491
Sum	4.441512 × 10⁸
Variance	93237.582
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
44760	599	6.0%
44230	598	6.0%
44210	594	5.9%
44150	593	5.9%
44825	591	5.9%
44200	587	5.9%
44810	582	5.8%
44130	575	5.8%
44250	574	5.7%
44790	568	5.7%
Other values (8)	4139	41.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44000	558	5.6%
44130	575	5.8%
44131	493	4.9%
44133	482	4.8%
44150	593	5.9%
44180	562	5.6%
44200	587	5.9%
44210	594	5.9%
44230	598	6.0%
44250	574	5.7%

Value	Count	Frequency (%)
44825	591	5.9%
44810	582	5.8%
44800	558	5.6%
44790	568	5.7%
44770	555	5.5%
44760	599	6.0%
44710	560	5.6%
44270	371	3.7%
44250	574	5.7%
44230	598	6.0%

지역명
Categorical

HIGH CORRELATION

Distinct	18
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

부여군	599
논산시	598
서산시	594
공주시	593
태안군	591
Other values (13)	7025

Length

Max length	3
Median length	3
Mean length	2.9442
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	논산시
2nd row	아산시
3rd row	보령시
4th row	태안군
5th row	천안시

Common Values

Value	Count	Frequency (%)
부여군	599	6.0%
논산시	598	6.0%
서산시	594	5.9%
공주시	593	5.9%
태안군	591	5.9%
아산시	587	5.9%
예산군	582	5.8%
천안시	575	5.8%
계룡시	574	5.7%
청양군	568	5.7%
Other values (8)	4139	41.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
부여군	599	6.0%
논산시	598	6.0%
서산시	594	5.9%
공주시	593	5.9%
태안군	591	5.9%
아산시	587	5.9%
예산군	582	5.8%
천안시	575	5.8%
계룡시	574	5.7%
청양군	568	5.7%
Other values (8)	4139	41.4%

조사일자
Real number (ℝ)

Distinct	198
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	201426.97

Minimum	200601
Maximum	202206
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	200601
5-th percentile	200701
Q1	201009
median	201411
Q3	201811
95-th percentile	202110
Maximum	202206
Range	1605
Interquartile range (IQR)	802

Descriptive statistics

Standard deviation	472.67844
Coefficient of variation (CV)	0.0023466492
Kurtosis	-1.175917
Mean	201426.97
Median Absolute Deviation (MAD)	401
Skewness	-0.089875826
Sum	2.0142697 × 10⁹
Variance	223424.91
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202112	71	0.7%
202201	68	0.7%
202106	66	0.7%
202006	66	0.7%
201311	66	0.7%
201910	65	0.7%
202004	65	0.7%
202103	65	0.7%
201901	65	0.7%
201708	64	0.6%
Other values (188)	9339	93.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
200601	44	0.4%
200602	40	0.4%
200603	42	0.4%
200604	35	0.4%
200605	36	0.4%
200606	42	0.4%
200607	39	0.4%
200608	39	0.4%
200609	43	0.4%
200610	38	0.4%

Value	Count	Frequency (%)
202206	51	0.5%
202205	59	0.6%
202204	45	0.4%
202203	63	0.6%
202202	58	0.6%
202201	68	0.7%
202112	71	0.7%
202111	52	0.5%
202110	58	0.6%
202109	52	0.5%

거래유형
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0959

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	7
Maximum	8
Range	7
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.0924008
Coefficient of variation (CV)	0.5108525
Kurtosis	-1.1936583
Mean	4.0959
Median Absolute Deviation (MAD)	2
Skewness	0.047384707
Sum	40959
Variance	4.378141
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	1440	14.4%
4	1402	14.0%
2	1397	14.0%
7	1392	13.9%
5	1366	13.7%
6	1363	13.6%
3	1351	13.5%
8	289	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1440	14.4%
2	1397	14.0%
3	1351	13.5%
4	1402	14.0%
5	1366	13.7%
6	1363	13.6%
7	1392	13.9%
8	289	2.9%

Value	Count	Frequency (%)
8	289	2.9%
7	1392	13.9%
6	1363	13.6%
5	1366	13.7%
4	1402	14.0%
3	1351	13.5%
2	1397	14.0%
1	1440	14.4%

합계_면적
Real number (ℝ)

HIGH CORRELATION

Distinct	9683
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	591361.92

Minimum	0
Maximum	34722814
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1266.55
Q1	6808.936
median	33974.817
Q3	571391
95-th percentile	1640540.1
Maximum	34722814
Range	34722814
Interquartile range (IQR)	564582.06

Descriptive statistics

Standard deviation	2173129.1
Coefficient of variation (CV)	3.674787
Kurtosis	73.21364
Mean	591361.92
Median Absolute Deviation (MAD)	32124.306
Skewness	7.9476152
Sum	5.9136192 × 10⁹
Variance	4.7224901 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
145.0	5	0.1%
60.0	4	< 0.1%
1082.0	4	< 0.1%
0.0	4	< 0.1%
4538.0	3	< 0.1%
160.0	3	< 0.1%
691.0	3	< 0.1%
5248.0	3	< 0.1%
291.0	3	< 0.1%
7624.0	3	< 0.1%
Other values (9673)	9965	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4	< 0.1%
49.95	1	< 0.1%
59.0	1	< 0.1%
59.64	1	< 0.1%
60.0	4	< 0.1%
84.0	2	< 0.1%
84.906	1	< 0.1%
85.0	1	< 0.1%
99.9193	1	< 0.1%
102.0	1	< 0.1%

Value	Count	Frequency (%)
34722814.0	1	< 0.1%
31096804.0	1	< 0.1%
30803717.0	1	< 0.1%
30782343.0	1	< 0.1%
30049933.0	1	< 0.1%
29694030.0	1	< 0.1%
28996216.0	1	< 0.1%
28907440.0	1	< 0.1%
26446324.0	1	< 0.1%
25998025.0	1	< 0.1%

개인->개인_면적
Real number (ℝ)

HIGH CORRELATION

Distinct	9619
Distinct (%)	96.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	366939.28

Minimum	0
Maximum	18277019
Zeros	6
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	986.9
Q1	5309.6788
median	21316
Q3	383744.77
95-th percentile	964939.53
Maximum	18277019
Range	18277019
Interquartile range (IQR)	378435.09

Descriptive statistics

Standard deviation	1324784.8
Coefficient of variation (CV)	3.6103653
Kurtosis	61.803955
Mean	366939.28
Median Absolute Deviation (MAD)	19963.5
Skewness	7.5303512
Sum	3.6693928 × 10⁹
Variance	1.7550548 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	6	0.1%
831.0	5	0.1%
60.0	5	0.1%
458.0	4	< 0.1%
349.0	4	< 0.1%
145.0	4	< 0.1%
805.0	4	< 0.1%
3311.0	4	< 0.1%
778.0	4	< 0.1%
3645.0	3	< 0.1%
Other values (9609)	9957	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	6	0.1%
17.0	2	< 0.1%
49.95	1	< 0.1%
49.98	1	< 0.1%
50.0	1	< 0.1%
59.0	1	< 0.1%
59.64	2	< 0.1%
60.0	5	0.1%
84.0	2	< 0.1%
84.906	1	< 0.1%

Value	Count	Frequency (%)
18277019.0	1	< 0.1%
17643281.0	1	< 0.1%
16376269.0	1	< 0.1%
15824458.0	1	< 0.1%
15274618.0	1	< 0.1%
15035290.0	1	< 0.1%
14637808.019225	1	< 0.1%
14611041.638358	1	< 0.1%
14270619.0	1	< 0.1%
14210964.021321	1	< 0.1%

개인->법인_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	5725
Distinct (%)	57.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76899.831

Minimum	0
Maximum	10339747
Zeros	2416
Zeros (%)	24.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	39.51
median	549
Q3	27659.5
95-th percentile	272641.1
Maximum	10339747
Range	10339747
Interquartile range (IQR)	27619.99

Descriptive statistics

Standard deviation	379757.8
Coefficient of variation (CV)	4.9383438
Kurtosis	304.72396
Mean	76899.831
Median Absolute Deviation (MAD)	549
Skewness	14.508173
Sum	7.6899831 × 10⁸
Variance	1.4421599 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	2416	24.2%
85.0	128	1.3%
60.0	104	1.0%
40.0	30	0.3%
170.0	28	0.3%
145.0	28	0.3%
84.0	27	0.3%
50.0	23	0.2%
59.0	20	0.2%
47.0	19	0.2%
Other values (5715)	7177	71.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2416	24.2%
6.4489	1	< 0.1%
7.0	1	< 0.1%
7.0519	1	< 0.1%
8.0	1	< 0.1%
9.612	1	< 0.1%
10.0	1	< 0.1%
12.0	1	< 0.1%
13.0	1	< 0.1%
15.2092	1	< 0.1%

Value	Count	Frequency (%)
10339747.0	1	< 0.1%
10208587.0	1	< 0.1%
10164330.0	1	< 0.1%
9815766.0	1	< 0.1%
9788023.0	1	< 0.1%
8371553.0	1	< 0.1%
6786678.0	1	< 0.1%
6680081.0	1	< 0.1%
5540254.0	1	< 0.1%
4339460.0	1	< 0.1%

개인->기타_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4258
Distinct (%)	42.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33594.359

Minimum	0
Maximum	4104039
Zeros	3745
Zeros (%)	37.5%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	103.555
Q3	2354.5075
95-th percentile	126343.25
Maximum	4104039
Range	4104039
Interquartile range (IQR)	2354.5075

Descriptive statistics

Standard deviation	184815.22
Coefficient of variation (CV)	5.5013768
Kurtosis	165.91809
Mean	33594.359
Median Absolute Deviation (MAD)	103.555
Skewness	11.405387
Sum	3.3594359 × 10⁸
Variance	3.4156667 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3745	37.5%
85.0	149	1.5%
60.0	98	1.0%
40.0	46	0.5%
59.0	30	0.3%
58.0	26	0.3%
47.0	20	0.2%
50.0	19	0.2%
120.0	19	0.2%
55.0	16	0.2%
Other values (4248)	5832	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3745	37.5%
3.0	1	< 0.1%
4.0	1	< 0.1%
6.0	2	< 0.1%
8.0	1	< 0.1%
10.0	2	< 0.1%
12.0	1	< 0.1%
13.3	1	< 0.1%
14.0	1	< 0.1%
17.0123	1	< 0.1%

Value	Count	Frequency (%)
4104039.0	1	< 0.1%
3504528.0	1	< 0.1%
3491564.0	1	< 0.1%
3485205.0	1	< 0.1%
3242062.0	1	< 0.1%
3175592.0	1	< 0.1%
3166163.0	1	< 0.1%
3159593.0	1	< 0.1%
3155977.0	1	< 0.1%
3040073.0	1	< 0.1%

법인->개인_면적
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	7306
Distinct (%)	73.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41732.233

Minimum	0
Maximum	8798696
Zeros	1020
Zeros (%)	10.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	347.9526
median	3213.3657
Q3	25148.067
95-th percentile	138926.37
Maximum	8798696
Range	8798696
Interquartile range (IQR)	24800.115

Descriptive statistics

Standard deviation	208349.87
Coefficient of variation (CV)	4.9925405
Kurtosis	674.55578
Mean	41732.233
Median Absolute Deviation (MAD)	3213.3657
Skewness	21.037632
Sum	4.1732233 × 10⁸
Variance	4.3409667 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1020	10.2%
85.0	66	0.7%
60.0	35	0.4%
170.0	33	0.3%
255.0	29	0.3%
40.0	18	0.2%
59.0	12	0.1%
510.0	11	0.1%
162.0	11	0.1%
324.0	10	0.1%
Other values (7296)	8755	87.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1020	10.2%
5.0	1	< 0.1%
7.0	2	< 0.1%
14.0	1	< 0.1%
15.0	2	< 0.1%
16.0	2	< 0.1%
18.0	1	< 0.1%
19.65	1	< 0.1%
26.0	1	< 0.1%
29.0	2	< 0.1%

Value	Count	Frequency (%)
8798696.0	1	< 0.1%
8085556.0	1	< 0.1%
5986968.0	1	< 0.1%
4939243.0	1	< 0.1%
3520794.0	1	< 0.1%
3234107.0	1	< 0.1%
2929821.0	1	< 0.1%
2864784.0	1	< 0.1%
2619437.0	1	< 0.1%
2611641.0	1	< 0.1%

법인->법인_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4376
Distinct (%)	43.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39215.505

Minimum	0
Maximum	8796149
Zeros	4310
Zeros (%)	43.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	120
Q3	7303.6332
95-th percentile	149863.05
Maximum	8796149
Range	8796149
Interquartile range (IQR)	7303.6332

Descriptive statistics

Standard deviation	208741.44
Coefficient of variation (CV)	5.3229314
Kurtosis	443.31458
Mean	39215.505
Median Absolute Deviation (MAD)	120
Skewness	15.867499
Sum	3.9215505 × 10⁸
Variance	4.3572991 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	4310	43.1%
85.0	95	0.9%
170.0	39	0.4%
60.0	22	0.2%
40.0	20	0.2%
425.0	13	0.1%
84.0	12	0.1%
180.0	10	0.1%
360.0	10	0.1%
29.0	10	0.1%
Other values (4366)	5459	54.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4310	43.1%
3.0	2	< 0.1%
3.6391	3	< 0.1%
4.0	3	< 0.1%
4.1981	3	< 0.1%
5.0	1	< 0.1%
5.4167	1	< 0.1%
5.935	1	< 0.1%
6.0	2	< 0.1%
6.5	1	< 0.1%

Value	Count	Frequency (%)
8796149.0	1	< 0.1%
6026214.0	1	< 0.1%
4236253.0	1	< 0.1%
3541105.0	1	< 0.1%
2853190.1951	1	< 0.1%
2822837.0	1	< 0.1%
2623989.0	1	< 0.1%
2606361.0	1	< 0.1%
2556465.187285	1	< 0.1%
2494437.9414	1	< 0.1%

법인->기타_면적
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	1495
Distinct (%)	14.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4705.6007

Minimum	0
Maximum	2275281
Zeros	7654
Zeros (%)	76.5%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5516.423
Maximum	2275281
Range	2275281
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	48071.22
Coefficient of variation (CV)	10.215746
Kurtosis	712.73572
Mean	4705.6007
Median Absolute Deviation (MAD)	0
Skewness	22.184625
Sum	47056007
Variance	2.3108422 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	7654	76.5%
85.0	73	0.7%
60.0	22	0.2%
170.0	22	0.2%
50.0	12	0.1%
84.0	12	0.1%
180.0	11	0.1%
330.0	8	0.1%
240.0	8	0.1%
59.91	8	0.1%
Other values (1485)	2170	21.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	7654	76.5%
0.92	2	< 0.1%
1.0	2	< 0.1%
2.0	5	0.1%
3.0	2	< 0.1%
3.3125	1	< 0.1%
3.4408	1	< 0.1%
4.0	2	< 0.1%
4.1714	1	< 0.1%
4.8	1	< 0.1%

Value	Count	Frequency (%)
2275281.0	1	< 0.1%
1242295.0	2	< 0.1%
1108799.0	2	< 0.1%
806650.9789	1	< 0.1%
758671.6125	1	< 0.1%
733589.0	1	< 0.1%
733525.0	1	< 0.1%
723871.0	1	< 0.1%
710736.4509	1	< 0.1%
708389.3	1	< 0.1%

기타->개인_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3957
Distinct (%)	39.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12892.936

Minimum	0
Maximum	3117412
Zeros	4380
Zeros (%)	43.8%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	82.63
Q3	3052
95-th percentile	43412.45
Maximum	3117412
Range	3117412
Interquartile range (IQR)	3052

Descriptive statistics

Standard deviation	79374.311
Coefficient of variation (CV)	6.1564187
Kurtosis	480.30509
Mean	12892.936
Median Absolute Deviation (MAD)	82.63
Skewness	18.209352
Sum	1.2892936 × 10⁸
Variance	6.3002813 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	4380	43.8%
85.0	83	0.8%
60.0	68	0.7%
40.0	31	0.3%
50.0	30	0.3%
39.0	18	0.2%
46.0	17	0.2%
59.0	17	0.2%
170.0	15	0.1%
144.0	14	0.1%
Other values (3947)	5327	53.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4380	43.8%
1.0	1	< 0.1%
4.0	1	< 0.1%
11.7	1	< 0.1%
16.0	2	< 0.1%
16.0999	2	< 0.1%
16.551	1	< 0.1%
17.0	2	< 0.1%
18.633333	2	< 0.1%
18.84	1	< 0.1%

Value	Count	Frequency (%)
3117412.0	1	< 0.1%
2428979.0	1	< 0.1%
2009197.0	1	< 0.1%
1910699.389134	1	< 0.1%
1697399.0	1	< 0.1%
1478316.0	1	< 0.1%
1468888.0	1	< 0.1%
1345221.0	1	< 0.1%
1225069.0	1	< 0.1%
1151109.0	1	< 0.1%

기타->법인_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1684
Distinct (%)	16.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8031.0592

Minimum	0
Maximum	1756929
Zeros	7709
Zeros (%)	77.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	20697.027
Maximum	1756929
Range	1756929
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	62058.127
Coefficient of variation (CV)	7.7272656
Kurtosis	340.83986
Mean	8031.0592
Median Absolute Deviation (MAD)	0
Skewness	16.539549
Sum	80310592
Variance	3.8512112 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	7709	77.1%
85.0	12	0.1%
137.0	7	0.1%
58.92	7	0.1%
262.0	7	0.1%
60.0	6	0.1%
634.0	6	0.1%
119.34	6	0.1%
23.0	6	0.1%
303.6552	5	0.1%
Other values (1674)	2229	22.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	7709	77.1%
1.0	3	< 0.1%
3.0	2	< 0.1%
5.0	2	< 0.1%
6.0	1	< 0.1%
7.0	1	< 0.1%
8.0	2	< 0.1%
10.0	1	< 0.1%
11.0	1	< 0.1%
11.089286	1	< 0.1%

Value	Count	Frequency (%)
1756929.0	1	< 0.1%
1560975.4	1	< 0.1%
1531044.0	1	< 0.1%
1486940.0	1	< 0.1%
1423285.0	1	< 0.1%
1387027.0	1	< 0.1%
1347525.0	1	< 0.1%
1318847.0	2	< 0.1%
1146567.0	1	< 0.1%
1146388.0	1	< 0.1%

기타->기타_면적
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	1782
Distinct (%)	17.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7351.1177

Minimum	0
Maximum	3617824.7
Zeros	7397
Zeros (%)	74.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	40
95-th percentile	12099
Maximum	3617824.7
Range	3617824.7
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	73275.684
Coefficient of variation (CV)	9.967965
Kurtosis	809.81711
Mean	7351.1177
Median Absolute Deviation (MAD)	0
Skewness	23.678057
Sum	73511177
Variance	5.3693258 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	7397	74.0%
60.0	18	0.2%
85.0	17	0.2%
120.0	10	0.1%
100.0	10	0.1%
40.0	10	0.1%
74.0	9	0.1%
84.0	8	0.1%
222.0	8	0.1%
108.0	8	0.1%
Other values (1772)	2505	25.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	7397	74.0%
1.0	7	0.1%
2.0	1	< 0.1%
3.0	1	< 0.1%
4.0	2	< 0.1%
5.0	2	< 0.1%
7.0	1	< 0.1%
8.0	3	< 0.1%
8.816667	1	< 0.1%
9.4	2	< 0.1%

Value	Count	Frequency (%)
3617824.688064	1	< 0.1%
1871657.0	1	< 0.1%
1746242.0	1	< 0.1%
1701192.0	1	< 0.1%
1692890.0	1	< 0.1%
1473873.4	1	< 0.1%
1305510.0	1	< 0.1%
1305436.0	1	< 0.1%
1267301.0	1	< 0.1%
1243162.0	3	< 0.1%

지역구분 레벨
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

1	8467
2	975
0	558

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1	8467	84.7%
2	975	9.8%
0	558	5.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	8467	84.7%
2	975	9.8%
0	558	5.6%

Heatmap
Table

	번호	지역코드	지역명	조사일자	거래유형	합계_면적	개인->개인_면적	개인->법인_면적	개인->기타_면적	법인->개인_면적	법인->법인_면적	법인->기타_면적	기타->개인_면적	기타->법인_면적	기타->기타_면적	지역구분 레벨
번호	1.000	0.994	0.981	0.217	0.076	0.391	0.392	0.266	0.269	0.155	0.156	0.080	0.147	0.197	0.087	0.864
지역코드	0.994	1.000	1.000	0.113	0.000	0.022	0.032	0.035	0.060	0.000	0.039	0.092	0.086	0.041	0.047	0.516
지역명	0.981	1.000	1.000	0.131	0.000	0.419	0.424	0.457	0.297	0.216	0.238	0.131	0.258	0.201	0.131	1.000
조사일자	0.217	0.113	0.131	1.000	0.232	0.081	0.056	0.055	0.080	0.052	0.071	0.042	0.036	0.078	0.061	0.122
거래유형	0.076	0.000	0.000	0.232	1.000	0.163	0.165	0.147	0.162	0.124	0.111	0.069	0.088	0.110	0.075	0.027
합계_면적	0.391	0.022	0.419	0.081	0.163	1.000	0.920	0.815	0.786	0.644	0.685	0.370	0.780	0.781	0.343	0.531
개인->개인_면적	0.392	0.032	0.424	0.056	0.165	0.920	1.000	0.791	0.723	0.545	0.490	0.330	0.576	0.635	0.310	0.532
개인->법인_면적	0.266	0.035	0.457	0.055	0.147	0.815	0.791	1.000	0.624	0.565	0.708	0.275	0.878	0.641	0.277	0.625
개인->기타_면적	0.269	0.060	0.297	0.080	0.162	0.786	0.723	0.624	1.000	0.417	0.440	0.389	0.591	0.721	0.206	0.392
법인->개인_면적	0.155	0.000	0.216	0.052	0.124	0.644	0.545	0.565	0.417	1.000	0.312	0.144	0.440	0.409	0.176	0.272
법인->법인_면적	0.156	0.039	0.238	0.071	0.111	0.685	0.490	0.708	0.440	0.312	1.000	0.187	0.573	0.491	0.328	0.278
법인->기타_면적	0.080	0.092	0.131	0.042	0.069	0.370	0.330	0.275	0.389	0.144	0.187	1.000	0.081	0.118	0.000	0.157
기타->개인_면적	0.147	0.086	0.258	0.036	0.088	0.780	0.576	0.878	0.591	0.440	0.573	0.081	1.000	0.679	0.236	0.390
기타->법인_면적	0.197	0.041	0.201	0.078	0.110	0.781	0.635	0.641	0.721	0.409	0.491	0.118	0.679	1.000	0.680	0.284
기타->기타_면적	0.087	0.047	0.131	0.061	0.075	0.343	0.310	0.277	0.206	0.176	0.328	0.000	0.236	0.680	1.000	0.164
지역구분 레벨	0.864	0.516	1.000	0.122	0.027	0.531	0.532	0.625	0.392	0.272	0.278	0.157	0.390	0.284	0.164	1.000

Heatmap
Table

	지역명	지역구분 레벨
지역명	1.000	0.999
지역구분 레벨	0.999	1.000

Heatmap
Table

	번호	지역코드	조사일자	거래유형	합계_면적	개인->개인_면적	개인->법인_면적	개인->기타_면적	법인->개인_면적	법인->법인_면적	법인->기타_면적	기타->개인_면적	기타->법인_면적	기타->기타_면적	지역명	지역구분 레벨
번호	1.000	0.998	0.018	0.021	-0.383	-0.384	-0.318	-0.253	-0.430	-0.408	-0.302	-0.235	-0.236	-0.218	0.900	0.791
지역코드	0.998	1.000	-0.032	0.006	-0.379	-0.381	-0.317	-0.249	-0.427	-0.407	-0.302	-0.233	-0.233	-0.218	0.999	0.834
조사일자	0.018	-0.032	1.000	0.061	0.119	0.133	0.168	0.112	0.047	0.096	0.073	0.137	0.074	0.085	0.051	0.074
거래유형	0.021	0.006	0.061	1.000	-0.629	-0.622	-0.590	-0.610	-0.458	-0.431	-0.360	-0.596	-0.488	-0.475	0.000	0.017
합계_면적	-0.383	-0.379	0.119	-0.629	1.000	0.985	0.897	0.789	0.832	0.725	0.488	0.806	0.598	0.565	0.174	0.375
개인->개인_면적	-0.384	-0.381	0.133	-0.622	0.985	1.000	0.890	0.787	0.789	0.689	0.465	0.802	0.587	0.556	0.176	0.376
개인->법인_면적	-0.318	-0.317	0.168	-0.590	0.897	0.890	1.000	0.737	0.742	0.686	0.466	0.749	0.594	0.534	0.168	0.345
개인->기타_면적	-0.253	-0.249	0.112	-0.610	0.789	0.787	0.737	1.000	0.593	0.560	0.430	0.739	0.552	0.546	0.118	0.256
법인->개인_면적	-0.430	-0.427	0.047	-0.458	0.832	0.789	0.742	0.593	1.000	0.700	0.506	0.627	0.496	0.463	0.092	0.179
법인->법인_면적	-0.408	-0.407	0.096	-0.431	0.725	0.689	0.686	0.560	0.700	1.000	0.481	0.563	0.508	0.450	0.108	0.194
법인->기타_면적	-0.302	-0.302	0.073	-0.360	0.488	0.465	0.466	0.430	0.506	0.481	1.000	0.425	0.427	0.411	0.059	0.106
기타->개인_면적	-0.235	-0.233	0.137	-0.596	0.806	0.802	0.749	0.739	0.627	0.563	0.425	1.000	0.575	0.552	0.088	0.187
기타->법인_면적	-0.236	-0.233	0.074	-0.488	0.598	0.587	0.594	0.552	0.496	0.508	0.427	0.575	1.000	0.472	0.078	0.177
기타->기타_면적	-0.218	-0.218	0.085	-0.475	0.565	0.556	0.534	0.546	0.463	0.450	0.411	0.552	0.472	1.000	0.058	0.111
지역명	0.900	0.999	0.051	0.000	0.174	0.176	0.168	0.118	0.092	0.108	0.059	0.088	0.078	0.058	1.000	0.999
지역구분 레벨	0.791	0.834	0.074	0.017	0.375	0.376	0.345	0.256	0.179	0.194	0.106	0.187	0.177	0.111	0.999	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

	번호	지역코드	지역명	조사일자	거래유형	합계_면적	개인->개인_면적	개인->법인_면적	개인->기타_면적	법인->개인_면적	법인->법인_면적	법인->기타_면적	기타->개인_면적	기타->법인_면적	기타->기타_면적	지역구분 레벨
11689	11690	44230	논산시	200807	7	2857.0	1769.0	0.0	0.0	1088.0	0.0	0.0	0.0	0.0	0.0	1
9003	9004	44200	아산시	201601	7	19880.0	19166.0	0.0	196.0	518.0	0.0	0.0	0.0	0.0	0.0	1
8104	8105	44180	보령시	202203	8	540697.3661	395564.304	57091.3087	35266.64	11733.0092	2208.0042	0.0	38834.1	0.0	0.0	1
24561	24562	44825	태안군	202002	8	664936.2575	395776.9245	67091.53	161279.0	36170.103	2702.3	136.0	1625.4	155.0	0.0	1
2733	2734	44130	천안시	202104	2	2801440.837196	1499033.412404	494141.9506	34842.975	192034.2011	320661.560268	0.0	11450.8	249030.937824	245.0	1
2208	2209	44130	천안시	201508	7	54887.0	49379.0	2523.0	43.0	2663.0	239.0	0.0	40.0	0.0	0.0	1
12165	12166	44230	논산시	201909	8	454926.4558	334155.0613	93603.1065	0.0	18930.688	6873.6	0.0	1364.0	0.0	0.0	1
5546	5547	44150	공주시	201307	3	18090.0	16948.0	82.0	360.0	156.0	330.0	0.0	214.0	0.0	0.0	1
1278	1279	44000	충남	202103	4	578755.151769	443904.453968	16039.5397	6800.9468	96663.1613	4191.0954	2373.33	5479.5128	0.0	3303.111801	0
11344	11345	44230	논산시	200701	4	5756.0	5255.0	80.0	0.0	263.0	85.0	0.0	73.0	0.0	0.0	1

	번호	지역코드	지역명	조사일자	거래유형	합계_면적	개인->개인_면적	개인->법인_면적	개인->기타_면적	법인->개인_면적	법인->법인_면적	법인->기타_면적	기타->개인_면적	기타->법인_면적	기타->기타_면적	지역구분 레벨
11884	11885	44230	논산시	201605	5	4839.6115	4695.9497	0.0	0.0	83.7043	0.0	59.9575	0.0	0.0	0.0	1
7182	7183	44180	보령시	200709	5	4771.0	3229.0	47.0	59.0	1436.0	0.0	0.0	0.0	0.0	0.0	1
7663	7664	44180	보령시	201701	6	4818.3849	4657.7449	103.32	0.0	57.32	0.0	0.0	0.0	0.0	0.0	1
12952	12953	44250	계룡시	201002	6	9098.0	7172.0	85.0	0.0	1841.0	0.0	0.0	0.0	0.0	0.0	1
4482	4483	44133	서북구	201212	6	87660.0	81141.0	645.0	144.0	4091.0	1390.0	202.0	47.0	0.0	0.0	2
23737	23738	44825	태안군	201006	4	4202.0	4015.0	0.0	0.0	187.0	0.0	0.0	0.0	0.0	0.0	1
10549	10550	44210	서산시	201709	2	1047472.681903	785916.106918	120858.408284	7075.680001	76746.9867	1553.7	369.7	2495.5	5112.6	47344.0	1
19939	19940	44790	청양군	201602	1	553707.0	474011.0	7080.0	48952.0	471.0	0.0	0.0	23193.0	0.0	0.0	1
11530	11531	44230	논산시	201009	6	35491.0	5727.0	0.0	128.0	29551.0	85.0	0.0	0.0	0.0	0.0	1
2345	2346	44130	천안시	201703	3	241164.627098	135665.807098	4319.1468	1179.41	88404.2668	9618.7099	737.8065	39.48	1200.0	0.0	1

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