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	13
Categorical	3

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산 거래 통계를 조회할 수 있는 서비스로 충남의 용도지역별 면적 정보를 제공합니다.
Author	충청남도
URL	https://alldam.chungnam.go.kr/bigdata/collect/view.chungnam?menuCd=DOM_000000201001001000&apiIdx=2553

Alerts

`지역명` is highly overall correlated with `번호` and 2 other fields	High correlation
`지역구분 레벨` is highly overall correlated with `번호` and 6 other fields	High correlation
`번호` is highly overall correlated with `지역코드` and 4 other fields	High correlation
`지역코드` is highly overall correlated with `번호` and 4 other fields	High correlation
`용도지역별합계_면적` is highly overall correlated with `도시지역녹지지역면적` and 3 other fields	High correlation
`도시지역주거지역면적` is highly overall correlated with `번호` and 4 other fields	High correlation
`도시지역상업지역면적` is highly overall correlated with `번호` and 2 other fields	High correlation
`도시지역공업지역면적` is highly overall correlated with `도시지역주거지역면적` and 1 other fields	High correlation
`도시지역녹지지역면적` is highly overall correlated with `용도지역별합계_면적` and 5 other fields	High correlation
`관리지역소계_면적` is highly overall correlated with `용도지역별합계_면적` and 3 other fields	High correlation
`농림지역_면적` is highly overall correlated with `용도지역별합계_면적` and 3 other fields	High correlation
`지역구분 레벨` is highly imbalanced (51.0%)	Imbalance
`도시지역주거지역면적` is highly skewed (γ1 = 36.02692811)	Skewed
`도시지역상업지역면적` is highly skewed (γ1 = 26.84861131)	Skewed
`도시지역개발제한구역면적` is highly skewed (γ1 = 23.15153807)	Skewed
`도시지역용도미지정면적` is highly skewed (γ1 = 20.59298021)	Skewed
`번호` has unique values	Unique
`도시지역상업지역면적` has 943 (9.4%) zeros	Zeros
`도시지역공업지역면적` has 4599 (46.0%) zeros	Zeros
`도시지역녹지지역면적` has 269 (2.7%) zeros	Zeros
`도시지역개발제한구역면적` has 8764 (87.6%) zeros	Zeros
`도시지역용도미지정면적` has 6346 (63.5%) zeros	Zeros
`관리지역소계_면적` has 583 (5.8%) zeros	Zeros
`농림지역_면적` has 845 (8.5%) zeros	Zeros
`자연환경보전지역_면적` has 6214 (62.1%) zeros	Zeros

Reproduction

Analysis started	2024-01-09 20:44:40.444474
Analysis finished	2024-01-09 20:45:02.538739
Duration	22.09 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	5531.281

Minimum	1
Maximum	11057
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	546.95
Q1	2761.5
median	5545
Q3	8302
95-th percentile	10501.05
Maximum	11057
Range	11056
Interquartile range (IQR)	5540.5

Descriptive statistics

Standard deviation	3199.0277
Coefficient of variation (CV)	0.57835205
Kurtosis	-1.2038521
Mean	5531.281
Median Absolute Deviation (MAD)	2772.5
Skewness	-0.0028243654
Sum	55312810
Variance	10233778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1587	1	< 0.1%
10050	1	< 0.1%
10069	1	< 0.1%
2266	1	< 0.1%
10560	1	< 0.1%
1367	1	< 0.1%
7528	1	< 0.1%
902	1	< 0.1%
7740	1	< 0.1%
5845	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

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

Value	Count	Frequency (%)
11057	1	< 0.1%
11056	1	< 0.1%
11054	1	< 0.1%
11053	1	< 0.1%
11052	1	< 0.1%
11051	1	< 0.1%
11050	1	< 0.1%
11049	1	< 0.1%
11047	1	< 0.1%
11046	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	44415.287

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	306.0433
Coefficient of variation (CV)	0.0068904947
Kurtosis	-1.728559
Mean	44415.287
Median Absolute Deviation (MAD)	100
Skewness	0.30807649
Sum	4.4415287 × 10⁸
Variance	93662.499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
44810	586	5.9%
44000	585	5.9%
44800	585	5.9%
44250	583	5.8%
44130	578	5.8%
44200	577	5.8%
44180	577	5.8%
44825	576	5.8%
44760	573	5.7%
44230	572	5.7%
Other values (8)	4208	42.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44000	585	5.9%
44130	578	5.8%
44131	501	5.0%
44133	485	4.9%
44150	571	5.7%
44180	577	5.8%
44200	577	5.8%
44210	558	5.6%
44230	572	5.7%
44250	583	5.8%

Value	Count	Frequency (%)
44825	576	5.8%
44810	586	5.9%
44800	585	5.9%
44790	572	5.7%
44770	563	5.6%
44760	573	5.7%
44710	570	5.7%
44270	388	3.9%
44250	583	5.8%
44230	572	5.7%

지역명
Categorical

HIGH CORRELATION

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

예산군	586
홍성군	585
충남	585
계룡시	583
천안시	578
Other values (13)	7083

Length

Max length	3
Median length	3
Mean length	2.9415
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	동남구
2nd row	동남구
3rd row	청양군
4th row	충남
5th row	천안시

Common Values

Value	Count	Frequency (%)
예산군	586	5.9%
홍성군	585	5.9%
충남	585	5.9%
계룡시	583	5.8%
천안시	578	5.8%
아산시	577	5.8%
보령시	577	5.8%
태안군	576	5.8%
부여군	573	5.7%
청양군	572	5.7%
Other values (8)	4208	42.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
예산군	586	5.9%
충남	585	5.9%
홍성군	585	5.9%
계룡시	583	5.8%
천안시	578	5.8%
아산시	577	5.8%
보령시	577	5.8%
태안군	576	5.8%
부여군	573	5.7%
논산시	572	5.7%
Other values (8)	4208	42.1%

조사일자
Real number (ℝ)

Distinct	198
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	201445.25

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	201502
Q3	201904
95-th percentile	202111
Maximum	202206
Range	1605
Interquartile range (IQR)	895

Descriptive statistics

Standard deviation	481.2159
Coefficient of variation (CV)	0.0023888173
Kurtosis	-1.21705
Mean	201445.25
Median Absolute Deviation (MAD)	404
Skewness	-0.13032389
Sum	2.0144525 × 10⁹
Variance	231568.75
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202111	69	0.7%
202005	69	0.7%
202112	68	0.7%
201901	68	0.7%
202101	68	0.7%
202001	68	0.7%
201903	68	0.7%
202102	67	0.7%
201907	67	0.7%
202003	67	0.7%
Other values (188)	9321	93.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
200601	42	0.4%
200602	39	0.4%
200603	37	0.4%
200604	43	0.4%
200605	40	0.4%
200606	41	0.4%
200607	38	0.4%
200608	43	0.4%
200609	42	0.4%
200610	39	0.4%

Value	Count	Frequency (%)
202206	62	0.6%
202205	65	0.7%
202204	63	0.6%
202203	66	0.7%
202202	62	0.6%
202201	64	0.6%
202112	68	0.7%
202111	69	0.7%
202110	65	0.7%
202109	65	0.7%

거래유형
Categorical

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

2	3110
3	3109
1	3106
8	675

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
2	3110	31.1%
3	3109	31.1%
1	3106	31.1%
8	675	6.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	3110	31.1%
3	3109	31.1%
1	3106	31.1%
8	675	6.8%

용도지역별합계_면적
Real number (ℝ)

HIGH CORRELATION

Distinct	9898
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1298569.6

Minimum	636
Maximum	43982861
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	636
5-th percentile	8714.9
Q1	63558.5
median	655743.5
Q3	1090677.2
95-th percentile	3093596.4
Maximum	43982861
Range	43982225
Interquartile range (IQR)	1027118.8

Descriptive statistics

Standard deviation	3175037
Coefficient of variation (CV)	2.4450264
Kurtosis	29.517701
Mean	1298569.6
Median Absolute Deviation (MAD)	541547.5
Skewness	5.1204534
Sum	1.2985696 × 10¹⁰
Variance	1.008086 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16414	3	< 0.1%
7923	3	< 0.1%
31407	2	< 0.1%
25041	2	< 0.1%
9232	2	< 0.1%
10076	2	< 0.1%
5888	2	< 0.1%
9466	2	< 0.1%
21392	2	< 0.1%
8789	2	< 0.1%
Other values (9888)	9978	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
636	1	< 0.1%
798	1	< 0.1%
831	1	< 0.1%
998	1	< 0.1%
1011	1	< 0.1%
1155	1	< 0.1%
1167	1	< 0.1%
1347	1	< 0.1%
1350	1	< 0.1%
1438	1	< 0.1%

Value	Count	Frequency (%)
43982861	1	< 0.1%
34722814	1	< 0.1%
31692484	1	< 0.1%
31096804	1	< 0.1%
30803717	1	< 0.1%
30782343	1	< 0.1%
30049933	1	< 0.1%
29915611	1	< 0.1%
28907440	1	< 0.1%
27028567	1	< 0.1%

도시지역주거지역면적
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	9636
Distinct (%)	96.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	136085.2

Minimum	0
Maximum	40597591
Zeros	8
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1714.9681
Q1	6502.406
median	17305
Q3	82681.329
95-th percentile	561119.5
Maximum	40597591
Range	40597591
Interquartile range (IQR)	76178.924

Descriptive statistics

Standard deviation	597566.61
Coefficient of variation (CV)	4.3911211
Kurtosis	2176.5579
Mean	136085.2
Median Absolute Deviation (MAD)	14290.6
Skewness	36.026928
Sum	1.360852 × 10⁹
Variance	3.5708585 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	8	0.1%
1846.0	3	< 0.1%
3022.0	3	< 0.1%
1825.0	3	< 0.1%
3854.0	3	< 0.1%
12726.0	3	< 0.1%
17063.0	3	< 0.1%
2591.0	3	< 0.1%
7845.0	3	< 0.1%
2519.0	3	< 0.1%
Other values (9626)	9965	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	8	0.1%
6.0	1	< 0.1%
43.0	1	< 0.1%
52.0	1	< 0.1%
58.0	1	< 0.1%
68.0	1	< 0.1%
89.0	1	< 0.1%
122.0	1	< 0.1%
130.0	1	< 0.1%
144.0	1	< 0.1%

Value	Count	Frequency (%)
40597591.0	1	< 0.1%
14727505.0	1	< 0.1%
9643425.0	1	< 0.1%
9627705.0	1	< 0.1%
9169379.0	1	< 0.1%
8917943.0	1	< 0.1%
8822998.0	1	< 0.1%
8027832.0	1	< 0.1%
7274446.0	1	< 0.1%
6326400.0	1	< 0.1%

도시지역상업지역면적
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	6468
Distinct (%)	64.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5805.0231

Minimum	0
Maximum	1046581
Zeros	943
Zeros (%)	9.4%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	238.94945
median	961.5
Q3	3421.4157
95-th percentile	31249.611
Maximum	1046581
Range	1046581
Interquartile range (IQR)	3182.4662

Descriptive statistics

Standard deviation	20850.712
Coefficient of variation (CV)	3.5918396
Kurtosis	1226.4053
Mean	5805.0231
Median Absolute Deviation (MAD)	903.955
Skewness	26.848611
Sum	58050231
Variance	4.3475219 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	943	9.4%
43.0	17	0.2%
66.0	14	0.1%
38.0	13	0.1%
14.0	12	0.1%
20.0	12	0.1%
48.0	11	0.1%
22.0	11	0.1%
61.0	10	0.1%
489.0	10	0.1%
Other values (6458)	8947	89.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	943	9.4%
1.0	2	< 0.1%
1.4	1	< 0.1%
2.0	2	< 0.1%
3.0	4	< 0.1%
3.53195	1	< 0.1%
3.71065	2	< 0.1%
4.0	1	< 0.1%
5.0	5	0.1%
6.0	5	0.1%

Value	Count	Frequency (%)
1046581.0	1	< 0.1%
1030991.0	1	< 0.1%
338973.0	1	< 0.1%
321586.0	1	< 0.1%
280130.0	1	< 0.1%
247474.7569	1	< 0.1%
194209.0	1	< 0.1%
181762.0	1	< 0.1%
176948.9262	1	< 0.1%
164162.0	1	< 0.1%

도시지역공업지역면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3751
Distinct (%)	37.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25588.946

Minimum	0
Maximum	1626159
Zeros	4599
Zeros (%)	46.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	109.8
Q3	8243.8
95-th percentile	124659.75
Maximum	1626159
Range	1626159
Interquartile range (IQR)	8243.8

Descriptive statistics

Standard deviation	103889.98
Coefficient of variation (CV)	4.0599553
Kurtosis	81.925862
Mean	25588.946
Median Absolute Deviation (MAD)	109.8
Skewness	8.0266283
Sum	2.5588946 × 10⁸
Variance	1.0793127 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	4599	46.0%
44.0	32	0.3%
85.0	22	0.2%
41.0	16	0.2%
60.0	15	0.1%
84.0	10	0.1%
44.46	9	0.1%
145.0	9	0.1%
1653.0	8	0.1%
106.0	8	0.1%
Other values (3741)	5272	52.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4599	46.0%
2.0	3	< 0.1%
4.0	2	< 0.1%
6.0	2	< 0.1%
7.0	1	< 0.1%
10.0	3	< 0.1%
11.0	1	< 0.1%
12.0	2	< 0.1%
14.0	1	< 0.1%
16.0	2	< 0.1%

Value	Count	Frequency (%)
1626159.0	1	< 0.1%
1618424.0	1	< 0.1%
1615842.0	1	< 0.1%
1610258.0	1	< 0.1%
1459392.0	1	< 0.1%
1453391.0	1	< 0.1%
1444878.0	1	< 0.1%
1396593.0	1	< 0.1%
1385565.0	1	< 0.1%
1310155.0	1	< 0.1%

도시지역녹지지역면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8764
Distinct (%)	87.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	86433.492

Minimum	0
Maximum	3251794
Zeros	269
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	115.9055
Q1	2726.7516
median	23618.805
Q3	61699.123
95-th percentile	375102.44
Maximum	3251794
Range	3251794
Interquartile range (IQR)	58972.372

Descriptive statistics

Standard deviation	218206.97
Coefficient of variation (CV)	2.524565
Kurtosis	30.464326
Mean	86433.492
Median Absolute Deviation (MAD)	22607.209
Skewness	4.9473101
Sum	8.6433492 × 10⁸
Variance	4.7614283 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	269	2.7%
72.4905	9	0.1%
71.0	7	0.1%
226.0	6	0.1%
85.0	6	0.1%
48.0	6	0.1%
92.0	5	0.1%
152.0	4	< 0.1%
73.0	4	< 0.1%
68.0	4	< 0.1%
Other values (8754)	9680	96.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	269	2.7%
1.0	1	< 0.1%
4.4	1	< 0.1%
13.0	1	< 0.1%
15.0	1	< 0.1%
15.96	1	< 0.1%
18.0	1	< 0.1%
20.0	1	< 0.1%
23.94	1	< 0.1%
25.0	1	< 0.1%

Value	Count	Frequency (%)
3251794.0	1	< 0.1%
2754891.0	1	< 0.1%
2403671.930071	1	< 0.1%
2333450.941301	1	< 0.1%
2176834.975733	1	< 0.1%
2104457.632343	1	< 0.1%
2095708.03108	1	< 0.1%
2069928.935102	1	< 0.1%
2025443.232602	1	< 0.1%
2016997.13138	1	< 0.1%

도시지역개발제한구역면적
Real number (ℝ)

SKEWED ZEROS

Distinct	651
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2685.129

Minimum	0
Maximum	968532
Zeros	8764
Zeros (%)	87.6%
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	6671.0029
Maximum	968532
Range	968532
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	26984.308
Coefficient of variation (CV)	10.049539
Kurtosis	682.88302
Mean	2685.129
Median Absolute Deviation (MAD)	0
Skewness	23.151538
Sum	26851290
Variance	7.281529 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	8764	87.6%
793.0	6	0.1%
3203.0	6	0.1%
6671.0584	6	0.1%
453.0	6	0.1%
10191.3333	6	0.1%
1382.0	6	0.1%
1000.0	6	0.1%
1073.0	6	0.1%
2273.0	6	0.1%
Other values (641)	1182	11.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	8764	87.6%
36.0	1	< 0.1%
37.0	1	< 0.1%
38.0	1	< 0.1%
40.0	1	< 0.1%
49.275	2	< 0.1%
54.0	1	< 0.1%
57.0	1	< 0.1%
59.0	3	< 0.1%
60.0	2	< 0.1%

Value	Count	Frequency (%)
968532.0	1	< 0.1%
967726.0	2	< 0.1%
772519.0	2	< 0.1%
460418.9385	1	< 0.1%
433100.852	2	< 0.1%
431906.0	2	< 0.1%
429336.0	1	< 0.1%
326617.0	2	< 0.1%
321098.0	1	< 0.1%
320886.0	3	< 0.1%

도시지역용도미지정면적
Real number (ℝ)

SKEWED ZEROS

Distinct	2863
Distinct (%)	28.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15257.003

Minimum	0
Maximum	3497389
Zeros	6346
Zeros (%)	63.5%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1350.1324
95-th percentile	72778.7
Maximum	3497389
Range	3497389
Interquartile range (IQR)	1350.1324

Descriptive statistics

Standard deviation	95662.95
Coefficient of variation (CV)	6.270101
Kurtosis	582.3824
Mean	15257.003
Median Absolute Deviation (MAD)	0
Skewness	20.59298
Sum	1.5257003 × 10⁸
Variance	9.1514 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	6346	63.5%
2653.0	10	0.1%
142.0	8	0.1%
660.0	7	0.1%
294.0	7	0.1%
66.0	7	0.1%
198.0	7	0.1%
85.0	6	0.1%
560.0	6	0.1%
254.0	6	0.1%
Other values (2853)	3590	35.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	6346	63.5%
3.0	3	< 0.1%
5.0	5	0.1%
6.0	2	< 0.1%
7.0	4	< 0.1%
10.0	3	< 0.1%
12.0	3	< 0.1%
15.6	6	0.1%
15.8206	1	< 0.1%
16.0	1	< 0.1%

Value	Count	Frequency (%)
3497389.0	1	< 0.1%
3494173.0	1	< 0.1%
2660779.0	1	< 0.1%
2556136.0	1	< 0.1%
2551198.0	1	< 0.1%
1885942.0	2	< 0.1%
1710681.0	1	< 0.1%
1707364.0	1	< 0.1%
1679001.0	2	< 0.1%
1144396.0	1	< 0.1%

관리지역소계_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9172
Distinct (%)	91.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	494517.57

Minimum	0
Maximum	14401236
Zeros	583
Zeros (%)	5.8%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10414.251
median	229659.8
Q3	413156.65
95-th percentile	1376018.4
Maximum	14401236
Range	14401236
Interquartile range (IQR)	402742.4

Descriptive statistics

Standard deviation	1248602.2
Coefficient of variation (CV)	2.5248895
Kurtosis	28.944371
Mean	494517.57
Median Absolute Deviation (MAD)	215606.42
Skewness	5.0705287
Sum	4.9451757 × 10⁹
Variance	1.5590074 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	583	5.8%
6609.0	3	< 0.1%
372360.5273	2	< 0.1%
6836.0	2	< 0.1%
342264.09889	2	< 0.1%
4074.0	2	< 0.1%
181563.3707	2	< 0.1%
48682.8752	2	< 0.1%
1128121.703	2	< 0.1%
4250.0	2	< 0.1%
Other values (9162)	9398	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	583	5.8%
102.0	1	< 0.1%
106.0	1	< 0.1%
288.0	1	< 0.1%
298.0	1	< 0.1%
328.0	1	< 0.1%
371.0	1	< 0.1%
442.0	1	< 0.1%
475.0	1	< 0.1%
477.0	1	< 0.1%

Value	Count	Frequency (%)
14401236.0	1	< 0.1%
14175652.0	1	< 0.1%
13585818.0	1	< 0.1%
13511285.0	1	< 0.1%
13020777.0	1	< 0.1%
13002144.0	1	< 0.1%
12322878.0	1	< 0.1%
12214238.0	1	< 0.1%
12107521.0	1	< 0.1%
10791255.378621	1	< 0.1%

농림지역_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7909
Distinct (%)	79.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	511194.37

Minimum	0
Maximum	19334427
Zeros	845
Zeros (%)	8.5%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1138.4275
median	220506.5
Q3	436896.53
95-th percentile	1439814.4
Maximum	19334427
Range	19334427
Interquartile range (IQR)	435758.1

Descriptive statistics

Standard deviation	1321586.9
Coefficient of variation (CV)	2.5852924
Kurtosis	34.895351
Mean	511194.37
Median Absolute Deviation (MAD)	219276.5
Skewness	5.360761
Sum	5.1119437 × 10⁹
Variance	1.7465919 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	845	8.5%
99.0	13	0.1%
198.0	9	0.1%
396.0	9	0.1%
199.0	8	0.1%
195.0	8	0.1%
196.0	8	0.1%
60.0	7	0.1%
165.0	7	0.1%
96.0	7	0.1%
Other values (7899)	9079	90.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	845	8.5%
10.0	1	< 0.1%
14.0	1	< 0.1%
15.0	1	< 0.1%
25.0	1	< 0.1%
28.0	1	< 0.1%
34.0	1	< 0.1%
35.0	1	< 0.1%
35.2667	1	< 0.1%
36.0	3	< 0.1%

Value	Count	Frequency (%)
19334427.0	1	< 0.1%
19304374.0	1	< 0.1%
15261685.0	1	< 0.1%
15236015.0	1	< 0.1%
12844366.0	1	< 0.1%
12842533.0	1	< 0.1%
12810323.0	1	< 0.1%
12772469.0	1	< 0.1%
12705769.0	1	< 0.1%
12209381.0	1	< 0.1%

자연환경보전지역_면적
Real number (ℝ)

ZEROS

Distinct	2446
Distinct (%)	24.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21009.771

Minimum	0
Maximum	3384506
Zeros	6214
Zeros (%)	62.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2109
95-th percentile	91366.125
Maximum	3384506
Range	3384506
Interquartile range (IQR)	2109

Descriptive statistics

Standard deviation	116748.86
Coefficient of variation (CV)	5.5568837
Kurtosis	334.89683
Mean	21009.771
Median Absolute Deviation (MAD)	0
Skewness	15.335144
Sum	2.1009771 × 10⁸
Variance	1.3630296 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	6214	62.1%
1079.0	12	0.1%
5154.0	10	0.1%
356.0	8	0.1%
2145.0	8	0.1%
133.0	8	0.1%
97.0	8	0.1%
50.0	7	0.1%
170.0	7	0.1%
3018.0	7	0.1%
Other values (2436)	3711	37.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	6214	62.1%
7.0	2	< 0.1%
13.0	2	< 0.1%
16.96	2	< 0.1%
18.0	1	< 0.1%
20.571429	2	< 0.1%
22.0	6	0.1%
22.01	1	< 0.1%
23.7	2	< 0.1%
25.0	2	< 0.1%

Value	Count	Frequency (%)
3384506.0	1	< 0.1%
3383735.0	1	< 0.1%
3167898.0	2	< 0.1%
2793620.0	1	< 0.1%
1997209.0	1	< 0.1%
1969456.0	1	< 0.1%
1938021.0	1	< 0.1%
1815604.0	1	< 0.1%
1782699.0	2	< 0.1%
1439773.0	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	8429
2	986
0	585

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	8429	84.3%
2	986	9.9%
0	585	5.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	8429	84.3%
2	986	9.9%
0	585	5.9%

Heatmap
Table

	번호	지역코드	지역명	조사일자	거래유형	용도지역별합계_면적	도시지역주거지역면적	도시지역상업지역면적	도시지역공업지역면적	도시지역녹지지역면적	도시지역개발제한구역면적	도시지역용도미지정면적	관리지역소계_면적	농림지역_면적	자연환경보전지역_면적	지역구분 레벨
번호	1.000	0.995	0.981	0.208	0.077	0.433	0.135	0.152	0.347	0.541	0.085	0.129	0.554	0.422	0.154	0.867
지역코드	0.995	1.000	1.000	0.107	0.000	0.014	0.014	0.018	0.089	0.083	0.056	0.036	0.058	0.040	0.023	0.521
지역명	0.981	1.000	1.000	0.110	0.000	0.667	0.111	0.135	0.379	0.573	0.132	0.202	0.585	0.659	0.239	1.000
조사일자	0.208	0.107	0.110	1.000	0.404	0.073	0.082	0.077	0.115	0.132	0.085	0.089	0.155	0.067	0.076	0.119
거래유형	0.077	0.000	0.000	0.404	1.000	0.139	0.033	0.000	0.124	0.152	0.030	0.057	0.167	0.129	0.090	0.000
용도지역별합계_면적	0.433	0.014	0.667	0.073	0.139	1.000	0.772	0.236	0.452	0.683	0.315	0.392	0.807	0.913	0.379	0.855
도시지역주거지역면적	0.135	0.014	0.111	0.082	0.033	0.772	1.000	0.560	0.234	0.427	0.197	0.334	0.545	0.234	0.021	0.117
도시지역상업지역면적	0.152	0.018	0.135	0.077	0.000	0.236	0.560	1.000	0.236	0.327	0.000	0.525	0.187	0.143	0.000	0.140
도시지역공업지역면적	0.347	0.089	0.379	0.115	0.124	0.452	0.234	0.236	1.000	0.586	0.179	0.160	0.575	0.461	0.320	0.469
도시지역녹지지역면적	0.541	0.083	0.573	0.132	0.152	0.683	0.427	0.327	0.586	1.000	0.183	0.400	0.787	0.661	0.306	0.685
도시지역개발제한구역면적	0.085	0.056	0.132	0.085	0.030	0.315	0.197	0.000	0.179	0.183	1.000	0.052	0.299	0.466	0.248	0.142
도시지역용도미지정면적	0.129	0.036	0.202	0.089	0.057	0.392	0.334	0.525	0.160	0.400	0.052	1.000	0.436	0.284	0.559	0.253
관리지역소계_면적	0.554	0.058	0.585	0.155	0.167	0.807	0.545	0.187	0.575	0.787	0.299	0.436	1.000	0.734	0.358	0.709
농림지역_면적	0.422	0.040	0.659	0.067	0.129	0.913	0.234	0.143	0.461	0.661	0.466	0.284	0.734	1.000	0.377	0.847
자연환경보전지역_면적	0.154	0.023	0.239	0.076	0.090	0.379	0.021	0.000	0.320	0.306	0.248	0.559	0.358	0.377	1.000	0.289
지역구분 레벨	0.867	0.521	1.000	0.119	0.000	0.855	0.117	0.140	0.469	0.685	0.142	0.253	0.709	0.847	0.289	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	용도지역별합계_면적	도시지역주거지역면적	도시지역상업지역면적	도시지역공업지역면적	도시지역녹지지역면적	도시지역개발제한구역면적	도시지역용도미지정면적	관리지역소계_면적	농림지역_면적	자연환경보전지역_면적	지역명	거래유형	지역구분 레벨
번호	1.000	0.998	0.024	-0.253	-0.632	-0.588	-0.459	-0.401	-0.303	-0.282	-0.134	-0.082	0.056	0.901	0.046	0.796
지역코드	0.998	1.000	-0.026	-0.258	-0.638	-0.591	-0.464	-0.406	-0.305	-0.288	-0.137	-0.086	0.061	0.999	0.000	0.836
조사일자	0.024	-0.026	1.000	0.088	0.155	0.112	0.128	0.107	0.018	0.158	0.054	0.069	-0.115	0.043	0.253	0.073
용도지역별합계_면적	-0.253	-0.258	0.088	1.000	0.500	0.249	0.457	0.788	0.354	0.350	0.913	0.897	0.422	0.284	0.089	0.572
도시지역주거지역면적	-0.632	-0.638	0.155	0.500	1.000	0.608	0.543	0.576	0.193	0.371	0.351	0.279	0.120	0.057	0.027	0.088
도시지역상업지역면적	-0.588	-0.591	0.112	0.249	0.608	1.000	0.496	0.373	0.140	0.393	0.170	0.108	-0.043	0.069	0.000	0.106
도시지역공업지역면적	-0.459	-0.464	0.128	0.457	0.543	0.496	1.000	0.544	0.183	0.408	0.364	0.339	0.127	0.155	0.074	0.320
도시지역녹지지역면적	-0.401	-0.406	0.107	0.788	0.576	0.373	0.544	1.000	0.261	0.317	0.669	0.653	0.232	0.260	0.091	0.539
도시지역개발제한구역면적	-0.303	-0.305	0.018	0.354	0.193	0.140	0.183	0.261	1.000	0.234	0.365	0.321	0.358	0.059	0.021	0.096
도시지역용도미지정면적	-0.282	-0.288	0.158	0.350	0.371	0.393	0.408	0.317	0.234	1.000	0.335	0.264	0.200	0.086	0.026	0.165
관리지역소계_면적	-0.134	-0.137	0.054	0.913	0.351	0.170	0.364	0.669	0.365	0.335	1.000	0.857	0.442	0.268	0.101	0.568
농림지역_면적	-0.082	-0.086	0.069	0.897	0.279	0.108	0.339	0.653	0.321	0.264	0.857	1.000	0.414	0.279	0.082	0.562
자연환경보전지역_면적	0.056	0.061	-0.115	0.422	0.120	-0.043	0.127	0.232	0.358	0.200	0.442	0.414	1.000	0.102	0.040	0.192
지역명	0.901	0.999	0.043	0.284	0.057	0.069	0.155	0.260	0.059	0.086	0.268	0.279	0.102	1.000	0.000	0.999
거래유형	0.046	0.000	0.253	0.089	0.027	0.000	0.074	0.091	0.021	0.026	0.101	0.082	0.040	0.000	1.000	0.000
지역구분 레벨	0.796	0.836	0.073	0.572	0.088	0.106	0.320	0.539	0.096	0.165	0.568	0.562	0.192	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	용도지역별합계_면적	도시지역주거지역면적	도시지역상업지역면적	도시지역공업지역면적	도시지역녹지지역면적	도시지역개발제한구역면적	도시지역용도미지정면적	관리지역소계_면적	농림지역_면적	자연환경보전지역_면적	지역구분 레벨
1586	1587	44131	동남구	201704	2	747952	255568.877075	2713.0654	10353.0	25914.5	0.0	0.0	283513.0352	169889.075	0.0	2
1470	1471	44131	동남구	201305	2	731263	415113.0	983.0	0.0	26603.0	0.0	0.0	123631.0	164836.0	97.0	2
8770	8771	44790	청양군	200708	2	1578585	960.0	0.0	0.0	0.0	0.0	0.0	167323.0	291624.0	1118678.0	1
561	562	44000	충남	202103	2	22115129	2417033.306125	29234.87	218037.0333	1442935.580758	53476.6	113471.5404	8122965.698265	9449492.481924	268481.9633	0
839	840	44130	천안시	201310	2	2317880	1570587.0	6133.0	42628.0	75515.0	0.0	0.0	322801.0	300216.0	0.0	1
9291	9292	44800	홍성군	201310	3	10648	7259.0	230.0	0.0	515.0	0.0	77.0	1868.0	699.0	0.0	1
2782	2783	44150	공주시	201706	1	1890760	66779.407751	2867.707609	7384.0	61691.164567	5814.0	769.8	554718.580376	1171668.950467	19066.0	1
5578	5579	44250	계룡시	201208	1	36110	6094.0	472.0	1653.0	27891.0	0.0	0.0	0.0	0.0	0.0	1
2551	2552	44150	공주시	200809	3	8809	4159.0	2963.0	0.0	127.0	0.0	0.0	1022.0	401.0	137.0	1
4429	4430	44210	서산시	201302	3	34282	11534.0	1527.0	65.0	2021.0	0.0	0.0	18919.0	216.0	0.0	1

	번호	지역코드	지역명	조사일자	거래유형	용도지역별합계_면적	도시지역주거지역면적	도시지역상업지역면적	도시지역공업지역면적	도시지역녹지지역면적	도시지역개발제한구역면적	도시지역용도미지정면적	관리지역소계_면적	농림지역_면적	자연환경보전지역_면적	지역구분 레벨
4867	4868	44210	서산시	202104	8	1708835	52994.6286	4436.046	19557.8	209047.0065	0.0	0.0	406369.566	1016429.9926	0.0	1
9652	9653	44800	홍성군	201907	2	522117	4686.0	2123.043	0.0	6396.833333	0.0	0.0	281918.330467	194725.146969	32268.0	1
9752	9753	44800	홍성군	202110	1	507764	55937.6344	3412.279	12868.8	19540.9	0.0	0.0	252498.879	158828.2576	4677.0	1
8683	8684	44790	청양군	200611	3	6809	1382.0	3455.0	0.0	0.0	0.0	0.0	1773.0	199.0	0.0	1
555	556	44000	충남	202012	2	23188967	3328734.943758	41602.237467	512372.4	1439401.757106	5111.0	175306.6	7624936.699365	9503330.016578	558171.135845	0
6221	6222	44270	당진시	201311	3	51528	27928.0	261.0	0.0	785.0	0.0	0.0	22259.0	295.0	0.0	1
3025	3026	44180	보령시	201108	1	785840	71074.0	260.0	606.0	11614.0	0.0	475.0	231131.0	467475.0	3205.0	1
6681	6682	44710	금산군	200807	1	614733	49385.0	254.0	0.0	21048.0	0.0	0.0	318473.0	225573.0	0.0	1
6192	6193	44270	당진시	201209	1	779591	36082.0	2468.0	13764.0	32126.0	0.0	67883.0	376581.0	250687.0	0.0	1
7141	7142	44710	금산군	202010	1	754558	4958.132371	335.549	0.0	26538.9551	0.0	560.0	337061.956396	383928.632481	1175.0	1

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