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 부동산 거래 건수 정보를 제공합니다.
Author	충청남도
URL	https://alldam.chungnam.go.kr/bigdata/collect/view.chungnam?menuCd=DOM_000000201001001000&apiIdx=2558

Alerts

`지역명` is highly overall correlated with `번호` and 2 other fields	High correlation
`지역구분 레벨` is highly overall correlated with `번호` and 4 other fields	High correlation
`번호` is highly overall correlated with `지역코드` and 5 other fields	High correlation
`지역코드` is highly overall correlated with `번호` and 5 other fields	High correlation
`거래유형` is highly overall correlated with `개인->기타_건수` and 1 other fields	High correlation
`합계_건수` is highly overall correlated with `번호` and 8 other fields	High correlation
`개인->개인_건수` is highly overall correlated with `번호` and 8 other fields	High correlation
`개인->법인_건수` is highly overall correlated with `합계_건수` and 7 other fields	High correlation
`개인->기타_건수` is highly overall correlated with `거래유형` and 7 other fields	High correlation
`법인->개인_건수` is highly overall correlated with `번호` and 5 other fields	High correlation
`법인->법인_건수` is highly overall correlated with `합계_건수` and 4 other fields	High correlation
`기타->개인_건수` is highly overall correlated with `거래유형` and 6 other fields	High correlation
`기타->법인_건수` is highly overall correlated with `개인->법인_건수` and 2 other fields	High correlation
`기타->기타_건수` is highly overall correlated with `개인->법인_건수` and 2 other fields	High correlation
`지역구분 레벨` is highly imbalanced (51.1%)	Imbalance
`기타->법인_건수` is highly skewed (γ1 = 21.7936476)	Skewed
`기타->기타_건수` is highly skewed (γ1 = 23.0315796)	Skewed
`번호` has unique values	Unique
`개인->법인_건수` has 2433 (24.3%) zeros	Zeros
`개인->기타_건수` has 3808 (38.1%) zeros	Zeros
`법인->개인_건수` has 1012 (10.1%) zeros	Zeros
`법인->법인_건수` has 4368 (43.7%) zeros	Zeros
`법인->기타_건수` has 7669 (76.7%) zeros	Zeros
`기타->개인_건수` has 4429 (44.3%) zeros	Zeros
`기타->법인_건수` has 7661 (76.6%) zeros	Zeros
`기타->기타_건수` has 7377 (73.8%) zeros	Zeros

Reproduction

Analysis started	2024-01-09 21:33:12.614943
Analysis finished	2024-01-09 21:33:33.261859
Duration	20.65 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	12348.572

Minimum	2
Maximum	24793
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	2
5-th percentile	1274.75
Q1	6215
median	12352
Q3	18536.5
95-th percentile	23540.15
Maximum	24793
Range	24791
Interquartile range (IQR)	12321.5

Descriptive statistics

Standard deviation	7126.5225
Coefficient of variation (CV)	0.57711307
Kurtosis	-1.1929339
Mean	12348.572
Median Absolute Deviation (MAD)	6161.5
Skewness	0.013256983
Sum	1.2348572 × 10⁸
Variance	50787323
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16719	1	< 0.1%
14443	1	< 0.1%
4853	1	< 0.1%
14787	1	< 0.1%
5206	1	< 0.1%
1235	1	< 0.1%
1764	1	< 0.1%
2894	1	< 0.1%
8233	1	< 0.1%
943	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
8	1	< 0.1%
10	1	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
16	1	< 0.1%
19	1	< 0.1%
22	1	< 0.1%

Value	Count	Frequency (%)
24793	1	< 0.1%
24790	1	< 0.1%
24788	1	< 0.1%
24783	1	< 0.1%
24781	1	< 0.1%
24779	1	< 0.1%
24775	1	< 0.1%
24769	1	< 0.1%
24764	1	< 0.1%
24761	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	44413.551

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	305.0677
Coefficient of variation (CV)	0.0068687977
Kurtosis	-1.7212098
Mean	44413.551
Median Absolute Deviation (MAD)	100
Skewness	0.32200177
Sum	4.4413551 × 10⁸
Variance	93066.302
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
44250	598	6.0%
44200	598	6.0%
44180	596	6.0%
44710	591	5.9%
44790	586	5.9%
44150	581	5.8%
44760	579	5.8%
44810	578	5.8%
44210	574	5.7%
44825	566	5.7%
Other values (8)	4153	41.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44000	565	5.7%
44130	562	5.6%
44131	506	5.1%
44133	499	5.0%
44150	581	5.8%
44180	596	6.0%
44200	598	6.0%
44210	574	5.7%
44230	565	5.7%
44250	598	6.0%

Value	Count	Frequency (%)
44825	566	5.7%
44810	578	5.8%
44800	548	5.5%
44790	586	5.9%
44770	549	5.5%
44760	579	5.8%
44710	591	5.9%
44270	359	3.6%
44250	598	6.0%
44230	565	5.7%

지역명
Categorical

HIGH CORRELATION

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

계룡시	598
아산시	598
보령시	596
금산군	591
청양군	586
Other values (13)	7031

Length

Max length	3
Median length	3
Mean length	2.9435
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	부여군
2nd row	부여군
3rd row	태안군
4th row	논산시
5th row	충남

Common Values

Value	Count	Frequency (%)
계룡시	598	6.0%
아산시	598	6.0%
보령시	596	6.0%
금산군	591	5.9%
청양군	586	5.9%
공주시	581	5.8%
부여군	579	5.8%
예산군	578	5.8%
서산시	574	5.7%
태안군	566	5.7%
Other values (8)	4153	41.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
계룡시	598	6.0%
아산시	598	6.0%
보령시	596	6.0%
금산군	591	5.9%
청양군	586	5.9%
공주시	581	5.8%
부여군	579	5.8%
예산군	578	5.8%
서산시	574	5.7%
태안군	566	5.7%
Other values (8)	4153	41.5%

조사일자
Real number (ℝ)

Distinct	198
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	201417.65

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	200611
Q1	201007
median	201409
Q3	201810
95-th percentile	202110
Maximum	202206
Range	1605
Interquartile range (IQR)	803

Descriptive statistics

Standard deviation	477.52548
Coefficient of variation (CV)	0.0023708224
Kurtosis	-1.1915877
Mean	201417.65
Median Absolute Deviation (MAD)	402
Skewness	-0.062645617
Sum	2.0141765 × 10⁹
Variance	228030.58
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202201	72	0.7%
202011	69	0.7%
202004	68	0.7%
202112	65	0.7%
202003	64	0.6%
202202	64	0.6%
202203	63	0.6%
201205	62	0.6%
202106	62	0.6%
202205	62	0.6%
Other values (188)	9349	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
200601	54	0.5%
200602	49	0.5%
200603	42	0.4%
200604	42	0.4%
200605	40	0.4%
200606	40	0.4%
200607	43	0.4%
200608	48	0.5%
200609	47	0.5%
200610	51	0.5%

Value	Count	Frequency (%)
202206	58	0.6%
202205	62	0.6%
202204	61	0.6%
202203	63	0.6%
202202	64	0.6%
202201	72	0.7%
202112	65	0.7%
202111	46	0.5%
202110	50	0.5%
202109	56	0.6%

거래유형
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1168

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	2.0939905
Coefficient of variation (CV)	0.50864519
Kurtosis	-1.1890106
Mean	4.1168
Median Absolute Deviation (MAD)	2
Skewness	0.036641118
Sum	41168
Variance	4.3847962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	1428	14.3%
6	1399	14.0%
5	1385	13.9%
3	1380	13.8%
7	1375	13.8%
4	1365	13.7%
2	1358	13.6%
8	310	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1428	14.3%
2	1358	13.6%
3	1380	13.8%
4	1365	13.7%
5	1385	13.9%
6	1399	14.0%
7	1375	13.8%
8	310	3.1%

Value	Count	Frequency (%)
8	310	3.1%
7	1375	13.8%
6	1399	14.0%
5	1385	13.9%
4	1365	13.7%
3	1380	13.8%
2	1358	13.6%
1	1428	14.3%

합계_건수
Real number (ℝ)

HIGH CORRELATION

Distinct	2382
Distinct (%)	23.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	812.6284

Minimum	0
Maximum	23450
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	18
Q1	78.75
median	279
Q3	742.25
95-th percentile	3241.15
Maximum	23450
Range	23450
Interquartile range (IQR)	663.5

Descriptive statistics

Standard deviation	1810.0649
Coefficient of variation (CV)	2.2274202
Kurtosis	38.072851
Mean	812.6284
Median Absolute Deviation (MAD)	229
Skewness	5.4780403
Sum	8126284
Variance	3276335
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
57	48	0.5%
21	47	0.5%
72	46	0.5%
50	45	0.4%
70	44	0.4%
48	43	0.4%
53	42	0.4%
16	42	0.4%
46	41	0.4%
74	40	0.4%
Other values (2372)	9562	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	< 0.1%
1	12	0.1%
2	26	0.3%
3	14	0.1%
4	22	0.2%
5	22	0.2%
6	28	0.3%
7	24	0.2%
8	30	0.3%
9	20	0.2%

Value	Count	Frequency (%)
23450	1	< 0.1%
23070	1	< 0.1%
21516	1	< 0.1%
21064	1	< 0.1%
20906	1	< 0.1%
19245	1	< 0.1%
18779	1	< 0.1%
18026	1	< 0.1%
17889	1	< 0.1%
17742	1	< 0.1%

개인->개인_건수
Real number (ℝ)

HIGH CORRELATION

Distinct	1872
Distinct (%)	18.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	542.5392

Minimum	0
Maximum	15759
Zeros	10
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	14
Q1	64
median	190.5
Q3	513
95-th percentile	2126.05
Maximum	15759
Range	15759
Interquartile range (IQR)	449

Descriptive statistics

Standard deviation	1184.2734
Coefficient of variation (CV)	2.1828348
Kurtosis	37.796
Mean	542.5392
Median Absolute Deviation (MAD)	157.5
Skewness	5.5121693
Sum	5425392
Variance	1402503.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	61	0.6%
16	58	0.6%
65	53	0.5%
64	52	0.5%
20	52	0.5%
44	51	0.5%
39	50	0.5%
56	50	0.5%
69	49	0.5%
18	49	0.5%
Other values (1862)	9475	94.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	0.1%
1	15	0.1%
2	22	0.2%
3	21	0.2%
4	25	0.2%
5	29	0.3%
6	36	0.4%
7	38	0.4%
8	48	0.5%
9	29	0.3%

Value	Count	Frequency (%)
15759	1	< 0.1%
14274	1	< 0.1%
13867	1	< 0.1%
12312	1	< 0.1%
11955	1	< 0.1%
11932	1	< 0.1%
11842	1	< 0.1%
11777	1	< 0.1%
11708	1	< 0.1%
11430	1	< 0.1%

개인->법인_건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	519
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.5517

Minimum	0
Maximum	4178
Zeros	2433
Zeros (%)	24.3%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	30
95-th percentile	168.05
Maximum	4178
Range	4178
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	162.59485
Coefficient of variation (CV)	3.5694573
Kurtosis	138.74735
Mean	45.5517
Median Absolute Deviation (MAD)	4
Skewness	9.5559382
Sum	455517
Variance	26437.085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2433	24.3%
1	1087	10.9%
2	672	6.7%
3	487	4.9%
4	337	3.4%
5	284	2.8%
7	189	1.9%
6	189	1.9%
8	163	1.6%
9	157	1.6%
Other values (509)	4002	40.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2433	24.3%
1	1087	10.9%
2	672	6.7%
3	487	4.9%
4	337	3.4%
5	284	2.8%
6	189	1.9%
7	189	1.9%
8	163	1.6%
9	157	1.6%

Value	Count	Frequency (%)
4178	1	< 0.1%
3450	1	< 0.1%
3422	1	< 0.1%
3145	1	< 0.1%
2886	1	< 0.1%
2085	1	< 0.1%
2027	2	< 0.1%
1961	1	< 0.1%
1898	1	< 0.1%
1855	1	< 0.1%

개인->기타_건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	260
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.3393

Minimum	0
Maximum	1319
Zeros	3808
Zeros (%)	38.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	6
95-th percentile	50
Maximum	1319
Range	1319
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	48.711609
Coefficient of variation (CV)	3.9476801
Kurtosis	140.10239
Mean	12.3393
Median Absolute Deviation (MAD)	1
Skewness	9.8207374
Sum	123393
Variance	2372.8209
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3808	38.1%
1	1532	15.3%
2	826	8.3%
3	539	5.4%
4	364	3.6%
5	288	2.9%
6	249	2.5%
7	190	1.9%
8	165	1.7%
9	130	1.3%
Other values (250)	1909	19.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3808	38.1%
1	1532	15.3%
2	826	8.3%
3	539	5.4%
4	364	3.6%
5	288	2.9%
6	249	2.5%
7	190	1.9%
8	165	1.7%
9	130	1.3%

Value	Count	Frequency (%)
1319	1	< 0.1%
1050	1	< 0.1%
848	1	< 0.1%
755	1	< 0.1%
743	1	< 0.1%
717	1	< 0.1%
628	1	< 0.1%
603	1	< 0.1%
590	1	< 0.1%
585	1	< 0.1%

법인->개인_건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1137
Distinct (%)	11.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	162.5363

Minimum	0
Maximum	5671
Zeros	1012
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	20
Q3	105
95-th percentile	857.05
Maximum	5671
Range	5671
Interquartile range (IQR)	101

Descriptive statistics

Standard deviation	422.73599
Coefficient of variation (CV)	2.6008712
Kurtosis	36.108364
Mean	162.5363
Median Absolute Deviation (MAD)	19
Skewness	5.1931005
Sum	1625363
Variance	178705.72
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1012	10.1%
1	569	5.7%
2	497	5.0%
3	319	3.2%
5	293	2.9%
4	262	2.6%
6	255	2.5%
7	202	2.0%
9	186	1.9%
8	185	1.8%
Other values (1127)	6220	62.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1012	10.1%
1	569	5.7%
2	497	5.0%
3	319	3.2%
4	262	2.6%
5	293	2.9%
6	255	2.5%
7	202	2.0%
8	185	1.8%
9	186	1.9%

Value	Count	Frequency (%)
5671	1	< 0.1%
5395	1	< 0.1%
5127	1	< 0.1%
4884	1	< 0.1%
4763	1	< 0.1%
4718	1	< 0.1%
4697	1	< 0.1%
4634	1	< 0.1%
4605	1	< 0.1%
4524	1	< 0.1%

법인->법인_건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	433
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.5288

Minimum	0
Maximum	1427
Zeros	4368
Zeros (%)	43.7%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	12
95-th percentile	144.05
Maximum	1427
Range	1427
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	89.375247
Coefficient of variation (CV)	3.2466089
Kurtosis	61.761963
Mean	27.5288
Median Absolute Deviation (MAD)	1
Skewness	6.7247569
Sum	275288
Variance	7987.9348
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4368	43.7%
1	942	9.4%
2	509	5.1%
3	336	3.4%
4	272	2.7%
5	212	2.1%
6	197	2.0%
7	147	1.5%
9	144	1.4%
8	143	1.4%
Other values (423)	2730	27.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4368	43.7%
1	942	9.4%
2	509	5.1%
3	336	3.4%
4	272	2.7%
5	212	2.1%
6	197	2.0%
7	147	1.5%
8	143	1.4%
9	144	1.4%

Value	Count	Frequency (%)
1427	1	< 0.1%
1375	1	< 0.1%
1309	1	< 0.1%
1306	1	< 0.1%
1303	1	< 0.1%
1221	1	< 0.1%
1209	1	< 0.1%
1119	1	< 0.1%
1077	1	< 0.1%
1032	1	< 0.1%

법인->기타_건수
Real number (ℝ)

ZEROS

Distinct	98
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0178

Minimum	0
Maximum	227
Zeros	7669
Zeros (%)	76.7%
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	8
Maximum	227
Range	227
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.228619
Coefficient of variation (CV)	5.5647831
Kurtosis	195.22253
Mean	2.0178
Median Absolute Deviation (MAD)	0
Skewness	12.585633
Sum	20178
Variance	126.08189
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7669	76.7%
1	792	7.9%
2	390	3.9%
3	240	2.4%
4	135	1.4%
5	124	1.2%
6	90	0.9%
7	56	0.6%
8	48	0.5%
10	36	0.4%
Other values (88)	420	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7669	76.7%
1	792	7.9%
2	390	3.9%
3	240	2.4%
4	135	1.4%
5	124	1.2%
6	90	0.9%
7	56	0.6%
8	48	0.5%
9	32	0.3%

Value	Count	Frequency (%)
227	1	< 0.1%
217	1	< 0.1%
214	1	< 0.1%
212	1	< 0.1%
211	4	< 0.1%
201	1	< 0.1%
194	1	< 0.1%
193	1	< 0.1%
191	1	< 0.1%
187	1	< 0.1%

기타->개인_건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	303
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.8465

Minimum	0
Maximum	1444
Zeros	4429
Zeros (%)	44.3%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	7
95-th percentile	53
Maximum	1444
Range	1444
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	63.539415
Coefficient of variation (CV)	4.2797572
Kurtosis	136.30289
Mean	14.8465
Median Absolute Deviation (MAD)	1
Skewness	9.9954955
Sum	148465
Variance	4037.2573
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4429	44.3%
1	1157	11.6%
2	605	6.0%
3	344	3.4%
4	265	2.6%
6	259	2.6%
5	251	2.5%
7	192	1.9%
8	187	1.9%
9	183	1.8%
Other values (293)	2128	21.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4429	44.3%
1	1157	11.6%
2	605	6.0%
3	344	3.4%
4	265	2.6%
5	251	2.5%
6	259	2.6%
7	192	1.9%
8	187	1.9%
9	183	1.8%

Value	Count	Frequency (%)
1444	1	< 0.1%
1331	1	< 0.1%
1329	1	< 0.1%
1107	1	< 0.1%
968	1	< 0.1%
934	1	< 0.1%
900	1	< 0.1%
882	1	< 0.1%
876	1	< 0.1%
870	1	< 0.1%

기타->법인_건수
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	123
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0024

Minimum	0
Maximum	844
Zeros	7661
Zeros (%)	76.6%
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	10
Maximum	844
Range	844
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	19.985498
Coefficient of variation (CV)	6.6565075
Kurtosis	708.62053
Mean	3.0024
Median Absolute Deviation (MAD)	0
Skewness	21.793648
Sum	30024
Variance	399.42014
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7661	76.6%
1	733	7.3%
2	359	3.6%
3	248	2.5%
4	156	1.6%
5	111	1.1%
6	67	0.7%
7	60	0.6%
8	48	0.5%
9	39	0.4%
Other values (113)	518	5.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7661	76.6%
1	733	7.3%
2	359	3.6%
3	248	2.5%
4	156	1.6%
5	111	1.1%
6	67	0.7%
7	60	0.6%
8	48	0.5%
9	39	0.4%

Value	Count	Frequency (%)
844	1	< 0.1%
762	1	< 0.1%
664	1	< 0.1%
422	2	< 0.1%
266	1	< 0.1%
225	2	< 0.1%
223	2	< 0.1%
222	1	< 0.1%
221	5	0.1%
220	3	< 0.1%

기타->기타_건수
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	109
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2664

Minimum	0
Maximum	595
Zeros	7377
Zeros (%)	73.8%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	8
Maximum	595
Range	595
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	13.680166
Coefficient of variation (CV)	6.0360775
Kurtosis	799.71957
Mean	2.2664
Median Absolute Deviation (MAD)	0
Skewness	23.03158
Sum	22664
Variance	187.14695
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7377	73.8%
1	951	9.5%
2	422	4.2%
3	239	2.4%
4	167	1.7%
5	135	1.4%
6	84	0.8%
7	75	0.8%
8	59	0.6%
10	40	0.4%
Other values (99)	451	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7377	73.8%
1	951	9.5%
2	422	4.2%
3	239	2.4%
4	167	1.7%
5	135	1.4%
6	84	0.8%
7	75	0.8%
8	59	0.6%
9	24	0.2%

Value	Count	Frequency (%)
595	1	< 0.1%
561	1	< 0.1%
432	1	< 0.1%
345	1	< 0.1%
238	1	< 0.1%
209	1	< 0.1%
184	1	< 0.1%
179	1	< 0.1%
165	1	< 0.1%
154	1	< 0.1%

지역구분 레벨
Categorical

HIGH CORRELATION IMBALANCE

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

1	8430
2	1005
0	565

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	0

Common Values

Value	Count	Frequency (%)
1	8430	84.3%
2	1005	10.1%
0	565	5.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	8430	84.3%
2	1005	10.1%
0	565	5.7%

Heatmap
Table

	번호	지역코드	지역명	조사일자	거래유형	합계_건수	개인->개인_건수	개인->법인_건수	개인->기타_건수	법인->개인_건수	법인->법인_건수	법인->기타_건수	기타->개인_건수	기타->법인_건수	기타->기타_건수	지역구분 레벨
번호	1.000	0.995	0.981	0.213	0.065	0.612	0.632	0.285	0.259	0.537	0.442	0.216	0.297	0.162	0.149	0.868
지역코드	0.995	1.000	1.000	0.113	0.000	0.174	0.169	0.056	0.000	0.148	0.098	0.055	0.092	0.090	0.026	0.525
지역명	0.981	1.000	1.000	0.137	0.000	0.620	0.634	0.486	0.443	0.529	0.442	0.353	0.469	0.229	0.227	1.000
조사일자	0.213	0.113	0.137	1.000	0.245	0.074	0.054	0.076	0.056	0.098	0.131	0.080	0.099	0.070	0.066	0.128
거래유형	0.065	0.000	0.000	0.245	1.000	0.202	0.204	0.153	0.154	0.141	0.108	0.108	0.105	0.082	0.067	0.000
합계_건수	0.612	0.174	0.620	0.074	0.202	1.000	0.976	0.669	0.623	0.848	0.715	0.454	0.579	0.388	0.489	0.735
개인->개인_건수	0.632	0.169	0.634	0.054	0.204	0.976	1.000	0.673	0.618	0.791	0.730	0.480	0.551	0.380	0.565	0.753
개인->법인_건수	0.285	0.056	0.486	0.076	0.153	0.669	0.673	1.000	0.749	0.457	0.477	0.525	0.617	0.574	0.409	0.654
개인->기타_건수	0.259	0.000	0.443	0.056	0.154	0.623	0.618	0.749	1.000	0.450	0.411	0.609	0.598	0.375	0.505	0.607
법인->개인_건수	0.537	0.148	0.529	0.098	0.141	0.848	0.791	0.457	0.450	1.000	0.576	0.390	0.476	0.324	0.386	0.625
법인->법인_건수	0.442	0.098	0.442	0.131	0.108	0.715	0.730	0.477	0.411	0.576	1.000	0.312	0.352	0.323	0.339	0.544
법인->기타_건수	0.216	0.055	0.353	0.080	0.108	0.454	0.480	0.525	0.609	0.390	0.312	1.000	0.435	0.262	0.255	0.487
기타->개인_건수	0.297	0.092	0.469	0.099	0.105	0.579	0.551	0.617	0.598	0.476	0.352	0.435	1.000	0.249	0.304	0.626
기타->법인_건수	0.162	0.090	0.229	0.070	0.082	0.388	0.380	0.574	0.375	0.324	0.323	0.262	0.249	1.000	0.368	0.259
기타->기타_건수	0.149	0.026	0.227	0.066	0.067	0.489	0.565	0.409	0.505	0.386	0.339	0.255	0.304	0.368	1.000	0.266
지역구분 레벨	0.868	0.525	1.000	0.128	0.000	0.735	0.753	0.654	0.607	0.625	0.544	0.487	0.626	0.259	0.266	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_건수	개인->개인_건수	개인->법인_건수	개인->기타_건수	법인->개인_건수	법인->법인_건수	법인->기타_건수	기타->개인_건수	기타->법인_건수	기타->기타_건수	지역명	지역구분 레벨
번호	1.000	0.998	0.018	0.011	-0.604	-0.614	-0.436	-0.324	-0.530	-0.471	-0.303	-0.298	-0.248	-0.241	0.899	0.798
지역코드	0.998	1.000	-0.032	-0.005	-0.605	-0.616	-0.438	-0.324	-0.529	-0.471	-0.304	-0.298	-0.245	-0.240	0.999	0.838
조사일자	0.018	-0.032	1.000	0.065	0.146	0.166	0.203	0.159	0.045	0.073	0.070	0.168	0.089	0.077	0.054	0.078
거래유형	0.011	-0.005	0.065	1.000	-0.377	-0.370	-0.462	-0.553	-0.251	-0.306	-0.325	-0.525	-0.471	-0.455	0.000	0.000
합계_건수	-0.604	-0.605	0.146	-0.377	1.000	0.979	0.830	0.659	0.850	0.748	0.495	0.675	0.468	0.471	0.292	0.601
개인->개인_건수	-0.614	-0.616	0.166	-0.370	0.979	1.000	0.830	0.664	0.779	0.702	0.466	0.678	0.461	0.468	0.302	0.625
개인->법인_건수	-0.436	-0.438	0.203	-0.462	0.830	0.830	1.000	0.697	0.636	0.654	0.471	0.699	0.565	0.509	0.181	0.368
개인->기타_건수	-0.324	-0.324	0.159	-0.553	0.659	0.664	0.697	1.000	0.452	0.502	0.458	0.699	0.544	0.561	0.162	0.330
법인->개인_건수	-0.530	-0.529	0.045	-0.251	0.850	0.779	0.636	0.452	1.000	0.693	0.466	0.470	0.344	0.340	0.233	0.470
법인->법인_건수	-0.471	-0.471	0.073	-0.306	0.748	0.702	0.654	0.502	0.693	1.000	0.457	0.492	0.421	0.394	0.186	0.387
법인->기타_건수	-0.303	-0.304	0.070	-0.325	0.495	0.466	0.471	0.458	0.466	0.457	1.000	0.429	0.406	0.408	0.124	0.246
기타->개인_건수	-0.298	-0.298	0.168	-0.525	0.675	0.678	0.699	0.699	0.470	0.492	0.429	1.000	0.555	0.552	0.174	0.346
기타->법인_건수	-0.248	-0.245	0.089	-0.471	0.468	0.461	0.565	0.544	0.344	0.421	0.406	0.555	1.000	0.478	0.104	0.180
기타->기타_건수	-0.241	-0.240	0.077	-0.455	0.471	0.468	0.509	0.561	0.340	0.394	0.408	0.552	0.478	1.000	0.103	0.185
지역명	0.899	0.999	0.054	0.000	0.292	0.302	0.181	0.162	0.233	0.186	0.124	0.174	0.104	0.103	1.000	0.999
지역구분 레벨	0.798	0.838	0.078	0.000	0.601	0.625	0.368	0.330	0.470	0.387	0.246	0.346	0.180	0.185	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_건수	개인->개인_건수	개인->법인_건수	개인->기타_건수	법인->개인_건수	법인->법인_건수	법인->기타_건수	기타->개인_건수	기타->법인_건수	기타->기타_건수	지역구분 레벨
16718	16719	44760	부여군	201310	5	16	16	0	0	0	0	0	0	0	0	1
16870	16871	44760	부여군	200908	7	7	7	0	0	0	0	0	0	0	0	1
24106	24107	44825	태안군	201404	5	72	43	2	0	27	0	0	0	0	0	1
11767	11768	44230	논산시	201410	5	97	72	0	0	25	0	0	0	0	0	1
1243	1244	44000	충남	202009	4	7702	3902	65	156	3394	58	5	119	2	1	0
1274	1275	44000	충남	202012	2	13501	9354	1068	401	1643	446	24	256	71	238	0
1171	1172	44000	충남	201907	1	13596	8765	1127	289	2552	428	28	240	69	98	0
9559	9560	44200	아산시	202112	4	1068	655	84	10	131	108	0	78	1	1	1
19159	19160	44790	청양군	200710	1	139	120	0	5	2	0	0	6	0	6	1
6732	6733	44150	공주시	202204	4	169	141	4	0	16	5	1	2	0	0	1

	번호	지역코드	지역명	조사일자	거래유형	합계_건수	개인->개인_건수	개인->법인_건수	개인->기타_건수	법인->개인_건수	법인->법인_건수	법인->기타_건수	기타->개인_건수	기타->법인_건수	기타->기타_건수	지역구분 레벨
9101	9102	44200	아산시	201702	6	420	413	2	0	5	0	0	0	0	0	1
17357	17358	44760	부여군	201906	8	253	209	11	3	17	7	0	5	1	0	1
20412	20413	44790	청양군	202103	7	5	5	0	0	0	0	0	0	0	0	1
6730	6731	44150	공주시	202204	3	219	168	13	8	20	6	1	3	0	0	1
8214	8215	44200	아산시	201211	1	2055	997	77	6	529	426	3	9	6	2	1
22467	22468	44810	예산군	201105	6	153	114	2	1	30	4	0	1	0	1	1
7678	7679	44180	보령시	201611	4	140	132	8	0	0	0	0	0	0	0	1
19814	19815	44790	청양군	201404	4	74	36	0	0	38	0	0	0	0	0	1
3286	3287	44131	동남구	201102	7	545	390	5	1	111	38	0	0	0	0	2
20629	20630	44800	홍성군	201006	2	634	340	48	185	13	1	2	20	25	0	1

Overview

Variables

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample