gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.2 MiB
Average record size in memory	124.0 B

Variable types

Numeric	10
Categorical	3

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산 거래 통계를 조회할 수 있는 서비스로 충남의 지목별 거래 건수 정보를 제공합니다.
Author	충청남도
URL	https://alldam.chungnam.go.kr/bigdata/collect/view.chungnam?menuCd=DOM_000000201001001000&apiIdx=2554

Alerts

`지역명` is highly overall correlated with `번호` and 2 other fields	High correlation
`지역구분 레벨` is highly overall correlated with `번호` and 8 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
`지목별합계_건수` is highly overall correlated with `번호` and 8 other fields	High correlation
`전_건수` is highly overall correlated with `지목별합계_건수` and 4 other fields	High correlation
`답_건수` is highly overall correlated with `지목별합계_건수` and 4 other fields	High correlation
`대지_건수` is highly overall correlated with `번호` and 5 other fields	High correlation
`임야_건수` is highly overall correlated with `지목별합계_건수` and 4 other fields	High correlation
`공장_건수` is highly overall correlated with `번호` and 4 other fields	High correlation
`기타_건수` is highly overall correlated with `지목별합계_건수` and 6 other fields	High correlation
`지역구분 레벨` is highly imbalanced (51.0%)	Imbalance
`번호` has unique values	Unique
`전_건수` has 422 (4.2%) zeros	Zeros
`답_건수` has 622 (6.2%) zeros	Zeros
`임야_건수` has 1103 (11.0%) zeros	Zeros
`공장_건수` has 3160 (31.6%) zeros	Zeros
`기타_건수` has 434 (4.3%) zeros	Zeros

Reproduction

Analysis started	2024-01-09 22:24:46.891501
Analysis finished	2024-01-09 22:24:57.964628
Duration	11.07 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	6065.9363

Minimum	2
Maximum	12138
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	2
5-th percentile	601.95
Q1	3048.75
median	6074.5
Q3	9081.5
95-th percentile	11531.05
Maximum	12138
Range	12136
Interquartile range (IQR)	6032.75

Descriptive statistics

Standard deviation	3499.9056
Coefficient of variation (CV)	0.57697698
Kurtosis	-1.1946667
Mean	6065.9363
Median Absolute Deviation (MAD)	3016
Skewness	-0.0017715854
Sum	60659363
Variance	12249339
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11272	1	< 0.1%
10879	1	< 0.1%
10017	1	< 0.1%
725	1	< 0.1%
8827	1	< 0.1%
7415	1	< 0.1%
4215	1	< 0.1%
9200	1	< 0.1%
2203	1	< 0.1%
6730	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%
6	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
13	1	< 0.1%
14	1	< 0.1%

Value	Count	Frequency (%)
12138	1	< 0.1%
12137	1	< 0.1%
12135	1	< 0.1%
12134	1	< 0.1%
12133	1	< 0.1%
12132	1	< 0.1%
12131	1	< 0.1%
12130	1	< 0.1%
12129	1	< 0.1%
12128	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	44414.753

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	305.59372
Coefficient of variation (CV)	0.0068804553
Kurtosis	-1.7262536
Mean	44414.753
Median Absolute Deviation (MAD)	100
Skewness	0.31155412
Sum	4.4414753 × 10⁸
Variance	93387.524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
44760	595	5.9%
44000	580	5.8%
44250	580	5.8%
44200	578	5.8%
44180	576	5.8%
44130	575	5.8%
44790	574	5.7%
44230	574	5.7%
44770	573	5.7%
44710	572	5.7%
Other values (8)	4223	42.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44000	580	5.8%
44130	575	5.8%
44131	497	5.0%
44133	492	4.9%
44150	571	5.7%
44180	576	5.8%
44200	578	5.8%
44210	571	5.7%
44230	574	5.7%
44250	580	5.8%

Value	Count	Frequency (%)
44825	570	5.7%
44810	571	5.7%
44800	562	5.6%
44790	574	5.7%
44770	573	5.7%
44760	595	5.9%
44710	572	5.7%
44270	389	3.9%
44250	580	5.8%
44230	574	5.7%

지역명
Categorical

HIGH CORRELATION

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

부여군	595
충남	580
계룡시	580
아산시	578
보령시	576
Other values (13)	7091

Length

Max length	3
Median length	3
Mean length	2.942
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	예산군
2nd row	서천군
3rd row	서산시
4th row	충남
5th row	계룡시

Common Values

Value	Count	Frequency (%)
부여군	595	5.9%
충남	580	5.8%
계룡시	580	5.8%
아산시	578	5.8%
보령시	576	5.8%
천안시	575	5.8%
청양군	574	5.7%
논산시	574	5.7%
서천군	573	5.7%
금산군	572	5.7%
Other values (8)	4223	42.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
부여군	595	5.9%
충남	580	5.8%
계룡시	580	5.8%
아산시	578	5.8%
보령시	576	5.8%
천안시	575	5.8%
청양군	574	5.7%
논산시	574	5.7%
서천군	573	5.7%
금산군	572	5.7%
Other values (8)	4223	42.2%

조사일자
Real number (ℝ)

Distinct	213
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	201519.18

Minimum	200601
Maximum	202309
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	200601
5-th percentile	200702
Q1	201103
median	201512
Q3	202003
95-th percentile	202301
Maximum	202309
Range	1708
Interquartile range (IQR)	900

Descriptive statistics

Standard deviation	514.73773
Coefficient of variation (CV)	0.0025542865
Kurtosis	-1.2059755
Mean	201519.18
Median Absolute Deviation (MAD)	489
Skewness	-0.16246209
Sum	2.0151918 × 10⁹
Variance	264954.93
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
201907	67	0.7%
202209	66	0.7%
202205	66	0.7%
202008	66	0.7%
202206	65	0.7%
202110	65	0.7%
202302	65	0.7%
202208	64	0.6%
202005	63	0.6%
202010	63	0.6%
Other values (203)	9350	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
200601	39	0.4%
200602	34	0.3%
200603	36	0.4%
200604	37	0.4%
200605	38	0.4%
200606	34	0.3%
200607	38	0.4%
200608	38	0.4%
200609	35	0.4%
200610	41	0.4%

Value	Count	Frequency (%)
202309	60	0.6%
202308	53	0.5%
202307	59	0.6%
202306	57	0.6%
202305	58	0.6%
202304	62	0.6%
202303	58	0.6%
202302	65	0.7%
202301	57	0.6%
202212	62	0.6%

거래유형
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

1	3083
3	3051
2	3030
8	836

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	8
2nd row	3
3rd row	1
4th row	3
5th row	2

Common Values

Value	Count	Frequency (%)
1	3083	30.8%
3	3051	30.5%
2	3030	30.3%
8	836	8.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	3083	30.8%
3	3051	30.5%
2	3030	30.3%
8	836	8.4%

지목별합계_건수
Real number (ℝ)

HIGH CORRELATION

Distinct	2699
Distinct (%)	27.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1195.1425

Minimum	5
Maximum	25927
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	5
5-th percentile	67
Q1	237.75
median	496
Q3	979.25
95-th percentile	5530.05
Maximum	25927
Range	25922
Interquartile range (IQR)	741.5

Descriptive statistics

Standard deviation	2436.6906
Coefficient of variation (CV)	2.0388285
Kurtosis	22.875542
Mean	1195.1425
Median Absolute Deviation (MAD)	317
Skewness	4.4848361
Sum	11951425
Variance	5937461.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
82	25	0.2%
133	23	0.2%
76	22	0.2%
79	21	0.2%
331	21	0.2%
139	21	0.2%
86	20	0.2%
425	19	0.2%
150	19	0.2%
452	19	0.2%
Other values (2689)	9790	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	2	< 0.1%
7	1	< 0.1%
9	2	< 0.1%
10	1	< 0.1%
11	4	< 0.1%
12	1	< 0.1%
13	4	< 0.1%
14	4	< 0.1%
15	6	0.1%
16	1	< 0.1%

Value	Count	Frequency (%)
25927	1	< 0.1%
23450	1	< 0.1%
23070	1	< 0.1%
23024	1	< 0.1%
22718	1	< 0.1%
21516	1	< 0.1%
21064	1	< 0.1%
20906	1	< 0.1%
20701	1	< 0.1%
19845	1	< 0.1%

전_건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	743
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	157.6785

Minimum	0
Maximum	3486
Zeros	422
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9
median	86
Q3	135
95-th percentile	317
Maximum	3486
Range	3486
Interquartile range (IQR)	126

Descriptive statistics

Standard deviation	372.00803
Coefficient of variation (CV)	2.3592819
Kurtosis	24.067591
Mean	157.6785
Median Absolute Deviation (MAD)	66
Skewness	4.8042037
Sum	1576785
Variance	138389.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	422	4.2%
2	376	3.8%
1	342	3.4%
3	337	3.4%
4	271	2.7%
5	232	2.3%
6	175	1.8%
7	168	1.7%
8	132	1.3%
10	99	1.0%
Other values (733)	7446	74.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	422	4.2%
1	342	3.4%
2	376	3.8%
3	337	3.4%
4	271	2.7%
5	232	2.3%
6	175	1.8%
7	168	1.7%
8	132	1.3%
9	93	0.9%

Value	Count	Frequency (%)
3486	1	< 0.1%
3432	1	< 0.1%
3428	1	< 0.1%
3372	1	< 0.1%
3320	1	< 0.1%
3225	1	< 0.1%
3106	1	< 0.1%
3077	1	< 0.1%
3040	1	< 0.1%
3031	1	< 0.1%

답_건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	832
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	199.924

Minimum	0
Maximum	5602
Zeros	622
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9
median	103
Q3	175
95-th percentile	405.05
Maximum	5602
Range	5602
Interquartile range (IQR)	166

Descriptive statistics

Standard deviation	479.76999
Coefficient of variation (CV)	2.3997619
Kurtosis	25.290095
Mean	199.924
Median Absolute Deviation (MAD)	87
Skewness	4.8949647
Sum	1999240
Variance	230179.25
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	622	6.2%
1	496	5.0%
2	338	3.4%
3	293	2.9%
4	226	2.3%
5	177	1.8%
6	126	1.3%
7	98	1.0%
9	95	0.9%
8	81	0.8%
Other values (822)	7448	74.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	622	6.2%
1	496	5.0%
2	338	3.4%
3	293	2.9%
4	226	2.3%
5	177	1.8%
6	126	1.3%
7	98	1.0%
8	81	0.8%
9	95	0.9%

Value	Count	Frequency (%)
5602	1	< 0.1%
4232	1	< 0.1%
4096	1	< 0.1%
4061	1	< 0.1%
4051	1	< 0.1%
3982	1	< 0.1%
3973	1	< 0.1%
3966	1	< 0.1%
3907	1	< 0.1%
3864	1	< 0.1%

대지_건수
Real number (ℝ)

HIGH CORRELATION

Distinct	2126
Distinct (%)	21.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	620.7771

Minimum	1
Maximum	14752
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	33
Q1	82
median	160
Q3	484
95-th percentile	2616.1
Maximum	14752
Range	14751
Interquartile range (IQR)	402

Descriptive statistics

Standard deviation	1319.4815
Coefficient of variation (CV)	2.1255319
Kurtosis	20.292414
Mean	620.7771
Median Absolute Deviation (MAD)	100
Skewness	4.1822622
Sum	6207771
Variance	1741031.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	56	0.6%
70	55	0.5%
75	55	0.5%
67	54	0.5%
66	51	0.5%
80	50	0.5%
79	50	0.5%
61	49	0.5%
106	49	0.5%
65	49	0.5%
Other values (2116)	9482	94.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	6	0.1%
4	7	0.1%
5	9	0.1%
6	4	< 0.1%
7	12	0.1%
8	19	0.2%
9	14	0.1%
10	14	0.1%

Value	Count	Frequency (%)
14752	1	< 0.1%
12225	1	< 0.1%
11554	1	< 0.1%
11517	1	< 0.1%
11382	1	< 0.1%
11159	1	< 0.1%
10932	1	< 0.1%
10885	1	< 0.1%
10659	1	< 0.1%
10643	1	< 0.1%

임야_건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	803
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	135.9812

Minimum	0
Maximum	3803
Zeros	1103
Zeros (%)	11.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	50
Q3	106
95-th percentile	388.2
Maximum	3803
Range	3803
Interquartile range (IQR)	101

Descriptive statistics

Standard deviation	332.47324
Coefficient of variation (CV)	2.4449942
Kurtosis	22.590123
Mean	135.9812
Median Absolute Deviation (MAD)	46
Skewness	4.6210338
Sum	1359812
Variance	110538.46
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1103	11.0%
1	543	5.4%
2	366	3.7%
3	218	2.2%
4	161	1.6%
5	119	1.2%
6	93	0.9%
47	92	0.9%
46	84	0.8%
7	84	0.8%
Other values (793)	7137	71.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1103	11.0%
1	543	5.4%
2	366	3.7%
3	218	2.2%
4	161	1.6%
5	119	1.2%
6	93	0.9%
7	84	0.8%
8	70	0.7%
9	53	0.5%

Value	Count	Frequency (%)
3803	1	< 0.1%
2886	1	< 0.1%
2705	1	< 0.1%
2644	1	< 0.1%
2597	1	< 0.1%
2590	1	< 0.1%
2551	1	< 0.1%
2527	1	< 0.1%
2507	1	< 0.1%
2496	1	< 0.1%

공장_건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	276
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.9137

Minimum	0
Maximum	1315
Zeros	3160
Zeros (%)	31.6%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	6
95-th percentile	63
Maximum	1315
Range	1315
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	56.573408
Coefficient of variation (CV)	4.0660218
Kurtosis	218.68804
Mean	13.9137
Median Absolute Deviation (MAD)	2
Skewness	12.428368
Sum	139137
Variance	3200.5505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3160	31.6%
1	1553	15.5%
2	954	9.5%
3	725	7.2%
4	492	4.9%
5	381	3.8%
6	290	2.9%
7	215	2.1%
8	160	1.6%
9	152	1.5%
Other values (266)	1918	19.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3160	31.6%
1	1553	15.5%
2	954	9.5%
3	725	7.2%
4	492	4.9%
5	381	3.8%
6	290	2.9%
7	215	2.1%
8	160	1.6%
9	152	1.5%

Value	Count	Frequency (%)
1315	1	< 0.1%
1306	1	< 0.1%
1279	2	< 0.1%
1272	1	< 0.1%
1113	1	< 0.1%
1082	1	< 0.1%
1080	1	< 0.1%
1072	1	< 0.1%
1015	1	< 0.1%
824	1	< 0.1%

기타_건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	625
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66.8681

Minimum	0
Maximum	1935
Zeros	434
Zeros (%)	4.3%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	23
Q3	54
95-th percentile	284.1
Maximum	1935
Range	1935
Interquartile range (IQR)	48

Descriptive statistics

Standard deviation	158.41116
Coefficient of variation (CV)	2.3690094
Kurtosis	31.659817
Mean	66.8681
Median Absolute Deviation (MAD)	19
Skewness	5.1187467
Sum	668681
Variance	25094.096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	447	4.5%
0	434	4.3%
2	402	4.0%
3	393	3.9%
4	329	3.3%
5	271	2.7%
6	245	2.5%
7	203	2.0%
18	184	1.8%
11	182	1.8%
Other values (615)	6910	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	434	4.3%
1	447	4.5%
2	402	4.0%
3	393	3.9%
4	329	3.3%
5	271	2.7%
6	245	2.5%
7	203	2.0%
8	179	1.8%
9	177	1.8%

Value	Count	Frequency (%)
1935	1	< 0.1%
1784	1	< 0.1%
1716	1	< 0.1%
1681	1	< 0.1%
1672	1	< 0.1%
1622	1	< 0.1%
1614	1	< 0.1%
1609	1	< 0.1%
1608	1	< 0.1%
1510	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	8431
2	989
0	580

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	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	8431	84.3%
2	989	9.9%
0	580	5.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	8431	84.3%
2	989	9.9%
0	580	5.8%

Heatmap
Table

	번호	지역코드	지역명	조사일자	거래유형	지목별합계_건수	전_건수	답_건수	대지_건수	임야_건수	공장_건수	기타_건수	지역구분 레벨
번호	1.000	0.995	0.981	0.207	0.065	0.650	0.564	0.437	0.657	0.442	0.205	0.552	0.867
지역코드	0.995	1.000	1.000	0.101	0.000	0.194	0.037	0.033	0.240	0.106	0.109	0.213	0.522
지역명	0.981	1.000	1.000	0.107	0.000	0.676	0.597	0.677	0.661	0.687	0.344	0.588	1.000
조사일자	0.207	0.101	0.107	1.000	0.367	0.115	0.170	0.065	0.127	0.130	0.134	0.215	0.113
거래유형	0.065	0.000	0.000	0.367	1.000	0.217	0.152	0.135	0.172	0.137	0.098	0.144	0.000
지목별합계_건수	0.650	0.194	0.676	0.115	0.217	1.000	0.868	0.739	0.939	0.722	0.436	0.871	0.786
전_건수	0.564	0.037	0.597	0.170	0.152	0.868	1.000	0.752	0.747	0.769	0.273	0.847	0.723
답_건수	0.437	0.033	0.677	0.065	0.135	0.739	0.752	1.000	0.563	0.841	0.330	0.661	0.866
대지_건수	0.657	0.240	0.661	0.127	0.172	0.939	0.747	0.563	1.000	0.604	0.417	0.779	0.722
임야_건수	0.442	0.106	0.687	0.130	0.137	0.722	0.769	0.841	0.604	1.000	0.495	0.712	0.866
공장_건수	0.205	0.109	0.344	0.134	0.098	0.436	0.273	0.330	0.417	0.495	1.000	0.310	0.458
기타_건수	0.552	0.213	0.588	0.215	0.144	0.871	0.847	0.661	0.779	0.712	0.310	1.000	0.690
지역구분 레벨	0.867	0.522	1.000	0.113	0.000	0.786	0.723	0.866	0.722	0.866	0.458	0.690	1.000

Heatmap
Table

	지역명	지역구분 레벨	거래유형
지역명	1.000	0.999	0.000
지역구분 레벨	0.999	1.000	0.000
거래유형	0.000	0.000	1.000

Heatmap
Table

	번호	지역코드	조사일자	지목별합계_건수	전_건수	답_건수	대지_건수	임야_건수	공장_건수	기타_건수	지역명	거래유형	지역구분 레벨
번호	1.000	0.998	0.030	-0.546	-0.198	-0.235	-0.610	-0.241	-0.554	-0.417	0.901	0.039	0.796
지역코드	0.998	1.000	-0.021	-0.549	-0.199	-0.236	-0.616	-0.242	-0.559	-0.425	0.999	0.000	0.837
조사일자	0.030	-0.021	1.000	0.153	0.127	0.113	0.170	0.150	0.138	0.225	0.042	0.227	0.069
지목별합계_건수	-0.546	-0.549	0.153	1.000	0.722	0.700	0.831	0.706	0.618	0.804	0.336	0.131	0.670
전_건수	-0.198	-0.199	0.127	0.722	1.000	0.885	0.373	0.895	0.350	0.809	0.276	0.091	0.586
답_건수	-0.235	-0.236	0.113	0.700	0.885	1.000	0.345	0.851	0.329	0.763	0.291	0.086	0.587
대지_건수	-0.610	-0.616	0.170	0.831	0.373	0.345	1.000	0.360	0.608	0.532	0.323	0.104	0.585
임야_건수	-0.241	-0.242	0.150	0.706	0.895	0.851	0.360	1.000	0.317	0.799	0.299	0.088	0.586
공장_건수	-0.554	-0.559	0.138	0.618	0.350	0.329	0.608	0.317	1.000	0.530	0.121	0.062	0.228
기타_건수	-0.417	-0.425	0.225	0.804	0.809	0.763	0.532	0.799	0.530	1.000	0.270	0.087	0.544
지역명	0.901	0.999	0.042	0.336	0.276	0.291	0.323	0.299	0.121	0.270	1.000	0.000	0.999
거래유형	0.039	0.000	0.227	0.131	0.091	0.086	0.104	0.088	0.062	0.087	0.000	1.000	0.000
지역구분 레벨	0.796	0.837	0.069	0.670	0.586	0.587	0.585	0.586	0.228	0.544	0.999	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

	번호	지역코드	지역명	조사일자	거래유형	지목별합계_건수	전_건수	답_건수	대지_건수	임야_건수	공장_건수	기타_건수	지역구분 레벨
11271	11272	44810	예산군	201912	8	436	68	141	192	21	3	11	1
8872	8873	44770	서천군	201102	3	69	0	0	68	0	0	1	1
4718	4719	44210	서산시	201109	1	1129	181	139	492	272	0	45	1
647	648	44000	충남	202204	3	9427	953	120	7997	125	107	125	0
6477	6478	44250	계룡시	201708	2	25	1	7	10	6	1	0	1
7637	7638	44710	금산군	201606	3	77	1	1	70	1	0	4	1
4581	4582	44200	아산시	202006	2	1302	246	324	236	259	10	227	1
8880	8881	44770	서천군	201110	3	104	1	1	98	2	0	2	1
7386	7387	44710	금산군	200603	2	150	36	65	28	13	0	8	1
11226	11227	44810	예산군	201905	8	374	86	87	151	31	3	16	1

	번호	지역코드	지역명	조사일자	거래유형	지목별합계_건수	전_건수	답_건수	대지_건수	임야_건수	공장_건수	기타_건수	지역구분 레벨
10879	10880	44810	예산군	200610	2	262	76	71	54	28	0	33	1
8453	8454	44760	부여군	201908	2	419	65	183	61	46	5	59	1
4574	4575	44200	아산시	202005	3	1035	2	1	973	3	20	36	1
11307	11308	44810	예산군	202103	2	1064	247	425	211	82	0	99	1
5294	5295	44210	서산시	202112	1	1979	259	426	853	280	4	157	1
9003	9004	44770	서천군	201607	2	336	83	99	75	57	2	20	1
3593	3594	44180	보령시	201212	3	188	3	5	170	5	3	2	1
5067	5068	44210	서산시	201601	2	1025	163	271	313	218	1	59	1
6511	6512	44250	계룡시	201805	1	214	13	60	120	13	0	8	1
8959	8960	44770	서천군	201505	2	325	75	100	83	64	0	3	1

Overview

Variables

Common Values

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample