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 면적 정보를 제공합니다.
Author	충청남도
URL	https://alldam.chungnam.go.kr/bigdata/collect/view.chungnam?menuCd=DOM_000000201001001000&apiIdx=2555

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 3 other fields	High correlation
`지역코드` is highly overall correlated with `번호` and 3 other fields	High correlation
`지목별합계_면적` is highly overall correlated with `전_면적` and 5 other fields	High correlation
`전_면적` is highly overall correlated with `지목별합계_면적` and 5 other fields	High correlation
`답_면적` is highly overall correlated with `지목별합계_면적` and 5 other fields	High correlation
`대지_면적` is highly overall correlated with `번호` and 7 other fields	High correlation
`임야_면적` is highly overall correlated with `지목별합계_면적` and 5 other fields	High correlation
`임야_면적.1` is highly overall correlated with `대지_면적`	High correlation
`기타_면적` is highly overall correlated with `지목별합계_면적` and 4 other fields	High correlation
`지역구분 레벨` is highly imbalanced (50.9%)	Imbalance
`대지_면적` is highly skewed (γ1 = 39.89473602)	Skewed
`번호` has unique values	Unique
`전_면적` has 421 (4.2%) zeros	Zeros
`답_면적` has 636 (6.4%) zeros	Zeros
`임야_면적` has 1145 (11.5%) zeros	Zeros
`임야_면적.1` has 3181 (31.8%) zeros	Zeros
`기타_면적` has 434 (4.3%) zeros	Zeros

Reproduction

Analysis started	2024-01-09 20:35:38.282887
Analysis finished	2024-01-09 20:35:51.154638
Duration	12.87 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	5518.0138

Minimum	1
Maximum	11058
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	549.95
Q1	2747.75
median	5501.5
Q3	8285.25
95-th percentile	10507.05
Maximum	11058
Range	11057
Interquartile range (IQR)	5537.5

Descriptive statistics

Standard deviation	3195.378
Coefficient of variation (CV)	0.57908118
Kurtosis	-1.2016485
Mean	5518.0138
Median Absolute Deviation (MAD)	2769.5
Skewness	0.0069423023
Sum	55180138
Variance	10210440
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1480	1	< 0.1%
10187	1	< 0.1%
5358	1	< 0.1%
9417	1	< 0.1%
3409	1	< 0.1%
10455	1	< 0.1%
8636	1	< 0.1%
4016	1	< 0.1%
6027	1	< 0.1%
2378	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%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
11058	1	< 0.1%
11057	1	< 0.1%
11056	1	< 0.1%
11055	1	< 0.1%
11054	1	< 0.1%
11053	1	< 0.1%
11052	1	< 0.1%
11051	1	< 0.1%
11048	1	< 0.1%
11047	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	44414.098

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	305.70896
Coefficient of variation (CV)	0.0068831515
Kurtosis	-1.7240603
Mean	44414.098
Median Absolute Deviation (MAD)	100
Skewness	0.31666787
Sum	4.4414098 × 10⁸
Variance	93457.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
44230	582	5.8%
44150	580	5.8%
44810	580	5.8%
44130	580	5.8%
44825	578	5.8%
44000	577	5.8%
44210	577	5.8%
44180	576	5.8%
44710	576	5.8%
44200	575	5.8%
Other values (8)	4219	42.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44000	577	5.8%
44130	580	5.8%
44131	501	5.0%
44133	498	5.0%
44150	580	5.8%
44180	576	5.8%
44200	575	5.8%
44210	577	5.8%
44230	582	5.8%
44250	569	5.7%

Value	Count	Frequency (%)
44825	578	5.8%
44810	580	5.8%
44800	572	5.7%
44790	567	5.7%
44770	571	5.7%
44760	563	5.6%
44710	576	5.8%
44270	378	3.8%
44250	569	5.7%
44230	582	5.8%

지역명
Categorical

HIGH CORRELATION

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

논산시	582
공주시	580
예산군	580
천안시	580
태안군	578
Other values (13)	7100

Length

Max length	3
Median length	3
Mean length	2.9423
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
논산시	582	5.8%
공주시	580	5.8%
예산군	580	5.8%
천안시	580	5.8%
태안군	578	5.8%
충남	577	5.8%
서산시	577	5.8%
보령시	576	5.8%
금산군	576	5.8%
아산시	575	5.8%
Other values (8)	4219	42.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
논산시	582	5.8%
공주시	580	5.8%
예산군	580	5.8%
천안시	580	5.8%
태안군	578	5.8%
충남	577	5.8%
서산시	577	5.8%
보령시	576	5.8%
금산군	576	5.8%
아산시	575	5.8%
Other values (8)	4219	42.2%

조사일자
Real number (ℝ)

Distinct	198
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	201448.77

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	201010
median	201502
Q3	201904
95-th percentile	202111
Maximum	202206
Range	1605
Interquartile range (IQR)	894

Descriptive statistics

Standard deviation	480.22464
Coefficient of variation (CV)	0.0023838549
Kurtosis	-1.2093083
Mean	201448.77
Median Absolute Deviation (MAD)	404
Skewness	-0.13779466
Sum	2.0144877 × 10⁹
Variance	230615.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202001	70	0.7%
201911	69	0.7%
202107	69	0.7%
201902	69	0.7%
202104	68	0.7%
202201	68	0.7%
202011	68	0.7%
202102	67	0.7%
202008	67	0.7%
202003	67	0.7%
Other values (188)	9318	93.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
200601	38	0.4%
200602	40	0.4%
200603	39	0.4%
200604	38	0.4%
200605	42	0.4%
200606	37	0.4%
200607	38	0.4%
200608	43	0.4%
200609	43	0.4%
200610	44	0.4%

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

3	3106
2	3100
1	3099
8	695

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
3	3106	31.1%
2	3100	31.0%
1	3099	31.0%
8	695	7.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	3106	31.1%
2	3100	31.0%
1	3099	31.0%
8	695	7.0%

지목별합계_면적
Real number (ℝ)

HIGH CORRELATION

Distinct	9958
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1303173.9

Minimum	636
Maximum	59845130
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	636
5-th percentile	8725.8642
Q1	63288.5
median	650768.73
Q3	1086843.8
95-th percentile	3051138.3
Maximum	59845130
Range	59844494
Interquartile range (IQR)	1023555.3

Descriptive statistics

Standard deviation	3257258.7
Coefficient of variation (CV)	2.4994813
Kurtosis	38.611488
Mean	1303173.9
Median Absolute Deviation (MAD)	540263.26
Skewness	5.5174641
Sum	1.3031739 × 10¹⁰
Variance	1.0609734 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7923.0	3	< 0.1%
56734.0	2	< 0.1%
10076.0	2	< 0.1%
754649.0	2	< 0.1%
15286.0	2	< 0.1%
16414.0	2	< 0.1%
6197.0	2	< 0.1%
11226.0	2	< 0.1%
1716.0	2	< 0.1%
854346.0	2	< 0.1%
Other values (9948)	9979	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
636.0	1	< 0.1%
798.0	1	< 0.1%
998.0	1	< 0.1%
1155.0	1	< 0.1%
1167.0	1	< 0.1%
1328.0	1	< 0.1%
1347.0	1	< 0.1%
1350.0	2	< 0.1%
1438.0	1	< 0.1%
1455.0	1	< 0.1%

Value	Count	Frequency (%)
59845130.0	1	< 0.1%
43982861.0	1	< 0.1%
34722814.0	1	< 0.1%
31692484.0	1	< 0.1%
31096804.0	1	< 0.1%
30803717.0	1	< 0.1%
30782343.0	1	< 0.1%
30049933.0	1	< 0.1%
29915611.0	1	< 0.1%
29694030.0	1	< 0.1%

전_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8390
Distinct (%)	83.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	137472.87

Minimum	0
Maximum	3307018
Zeros	421
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	54
Q1	1329.4612
median	73700.909
Q3	123992.62
95-th percentile	274089.79
Maximum	3307018
Range	3307018
Interquartile range (IQR)	122663.16

Descriptive statistics

Standard deviation	338539.66
Coefficient of variation (CV)	2.4625926
Kurtosis	26.046408
Mean	137472.87
Median Absolute Deviation (MAD)	67821.676
Skewness	4.9532848
Sum	1.3747287 × 10⁹
Variance	1.146091 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	421	4.2%
50.0	9	0.1%
60.0	8	0.1%
170.0	7	0.1%
198.0	7	0.1%
76.0	7	0.1%
210.0	7	0.1%
572.0	7	0.1%
129.0	6	0.1%
59.0	6	0.1%
Other values (8380)	9515	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	421	4.2%
12.0	1	< 0.1%
15.0	1	< 0.1%
18.0	1	< 0.1%
21.7	1	< 0.1%
23.26	1	< 0.1%
24.0	1	< 0.1%
26.0	3	< 0.1%
27.0	1	< 0.1%
29.7	1	< 0.1%

Value	Count	Frequency (%)
3307018.0	1	< 0.1%
3292123.0	1	< 0.1%
3238653.122029	1	< 0.1%
3190626.459829	1	< 0.1%
3046619.0	1	< 0.1%
3041618.0	1	< 0.1%
2962311.311637	1	< 0.1%
2952954.701924	1	< 0.1%
2922730.0	1	< 0.1%
2919601.0	1	< 0.1%

답_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8106
Distinct (%)	81.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	348376.17

Minimum	0
Maximum	13646199
Zeros	636
Zeros (%)	6.4%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1797.4544
median	154099.88
Q3	299018.82
95-th percentile	835431.44
Maximum	13646199
Range	13646199
Interquartile range (IQR)	297221.36

Descriptive statistics

Standard deviation	919240.33
Coefficient of variation (CV)	2.638643
Kurtosis	39.099038
Mean	348376.17
Median Absolute Deviation (MAD)	151907.74
Skewness	5.675911
Sum	3.4837617 × 10⁹
Variance	8.4500278 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	636	6.4%
59.0	12	0.1%
60.0	10	0.1%
96.0	10	0.1%
75.0	10	0.1%
84.0	10	0.1%
66.0	9	0.1%
85.0	9	0.1%
81.0	8	0.1%
56.0	7	0.1%
Other values (8096)	9279	92.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	636	6.4%
15.9876	1	< 0.1%
16.0	3	< 0.1%
16.0999	2	< 0.1%
16.551	3	< 0.1%
17.0	1	< 0.1%
18.0	1	< 0.1%
18.52	1	< 0.1%
24.0	2	< 0.1%
25.1989	1	< 0.1%

Value	Count	Frequency (%)
13646199.0	1	< 0.1%
13638038.0	1	< 0.1%
9993350.0	1	< 0.1%
9981227.0	1	< 0.1%
9859239.0	1	< 0.1%
9857873.0	1	< 0.1%
9305790.0	1	< 0.1%
9304112.0	1	< 0.1%
8691728.0	1	< 0.1%
8689928.0	1	< 0.1%

대지_면적
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	9862
Distinct (%)	98.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	158005.82

Minimum	519
Maximum	45075800
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	519
5-th percentile	5607.689
Q1	18890.076
median	50157.5
Q3	121390.25
95-th percentile	525633.08
Maximum	45075800
Range	45075281
Interquartile range (IQR)	102500.17

Descriptive statistics

Standard deviation	762630.94
Coefficient of variation (CV)	4.8266002
Kurtosis	2143.1169
Mean	158005.82
Median Absolute Deviation (MAD)	37423.146
Skewness	39.894736
Sum	1.5800582 × 10⁹
Variance	5.8160596 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24902.0	3	< 0.1%
17087.0	3	< 0.1%
13832.0	3	< 0.1%
6628.0	3	< 0.1%
9673.0	3	< 0.1%
25019.0	2	< 0.1%
39480.0	2	< 0.1%
186531.0	2	< 0.1%
13312.0	2	< 0.1%
8448.0	2	< 0.1%
Other values (9852)	9975	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
519.0	1	< 0.1%
636.0	1	< 0.1%
670.0	1	< 0.1%
694.0	1	< 0.1%
696.0	1	< 0.1%
787.4	1	< 0.1%
798.0	1	< 0.1%
966.0	1	< 0.1%
998.0	1	< 0.1%
1002.5	1	< 0.1%

Value	Count	Frequency (%)
45075800.0	1	< 0.1%
41864666.0	1	< 0.1%
17254454.0	1	< 0.1%
12631776.0	1	< 0.1%
10040417.0	1	< 0.1%
9694148.0	1	< 0.1%
9614731.0	1	< 0.1%
8716137.0	1	< 0.1%
8499135.0	1	< 0.1%
8289334.0	1	< 0.1%

임야_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7066
Distinct (%)	70.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	572104.1

Minimum	0
Maximum	15437280
Zeros	1145
Zeros (%)	11.5%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	791
median	219967.54
Q3	468355.7
95-th percentile	1771086.5
Maximum	15437280
Range	15437280
Interquartile range (IQR)	467564.7

Descriptive statistics

Standard deviation	1476780.9
Coefficient of variation (CV)	2.581315
Kurtosis	27.740624
Mean	572104.1
Median Absolute Deviation (MAD)	219504.2
Skewness	5.0116828
Sum	5.721041 × 10⁹
Variance	2.1808819 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1145	11.5%
85.0	16	0.2%
60.0	15	0.1%
35.0	10	0.1%
53.0	9	0.1%
39.0	8	0.1%
69.0	8	0.1%
70.0	8	0.1%
75.0	7	0.1%
42.0	7	0.1%
Other values (7056)	8767	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1145	11.5%
2.0	1	< 0.1%
2.244	1	< 0.1%
13.225	1	< 0.1%
16.0	1	< 0.1%
18.0	2	< 0.1%
20.0	1	< 0.1%
22.0	1	< 0.1%
23.3	1	< 0.1%
24.0	2	< 0.1%

Value	Count	Frequency (%)
15437280.0	1	< 0.1%
15435182.0	1	< 0.1%
14331555.0	1	< 0.1%
14328623.0	1	< 0.1%
13685425.0	1	< 0.1%
13678711.0	1	< 0.1%
13672823.0	1	< 0.1%
13668088.0	1	< 0.1%
13256471.0	1	< 0.1%
13250204.0	1	< 0.1%

임야_면적.1
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	5467
Distinct (%)	54.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27354.543

Minimum	0
Maximum	1990053
Zeros	3181
Zeros (%)	31.8%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3170.5
Q3	16555
95-th percentile	136670.18
Maximum	1990053
Range	1990053
Interquartile range (IQR)	16555

Descriptive statistics

Standard deviation	85382.537
Coefficient of variation (CV)	3.1213293
Kurtosis	98.752368
Mean	27354.543
Median Absolute Deviation (MAD)	3170.5
Skewness	7.7809037
Sum	2.7354543 × 10⁸
Variance	7.2901776 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3181	31.8%
3121.0	7	0.1%
337.0	6	0.1%
675.0	6	0.1%
936.0	6	0.1%
163.0	6	0.1%
6611.0	6	0.1%
486.0	6	0.1%
3359.2	6	0.1%
570.0	5	0.1%
Other values (5457)	6765	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3181	31.8%
1.0	1	< 0.1%
2.0	3	< 0.1%
3.0	2	< 0.1%
11.0	2	< 0.1%
11.9	1	< 0.1%
13.0	1	< 0.1%
14.0	2	< 0.1%
15.0	1	< 0.1%
17.0	1	< 0.1%

Value	Count	Frequency (%)
1990053.0	1	< 0.1%
1808333.0	1	< 0.1%
1556492.0	1	< 0.1%
1551592.0	1	< 0.1%
1156302.3618	1	< 0.1%
1145602.3007	1	< 0.1%
1050944.0	1	< 0.1%
1043225.0	1	< 0.1%
1032898.8416	1	< 0.1%
962371.2127	1	< 0.1%

기타_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8496
Distinct (%)	85.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59862.033

Minimum	0
Maximum	7499883
Zeros	434
Zeros (%)	4.3%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	46
Q1	2018.63
median	14264.437
Q3	40323.206
95-th percentile	228642.5
Maximum	7499883
Range	7499883
Interquartile range (IQR)	38304.576

Descriptive statistics

Standard deviation	213447.09
Coefficient of variation (CV)	3.5656506
Kurtosis	441.6037
Mean	59862.033
Median Absolute Deviation (MAD)	13531.112
Skewness	15.999145
Sum	5.9862033 × 10⁸
Variance	4.5559662 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	434	4.3%
198.0	14	0.1%
50.0	8	0.1%
68.0	7	0.1%
60.0	6	0.1%
196.0	6	0.1%
27.0	6	0.1%
324.0	6	0.1%
97.0	5	0.1%
63.0	5	0.1%
Other values (8486)	9503	95.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	434	4.3%
1.0	2	< 0.1%
3.84	2	< 0.1%
7.0	3	< 0.1%
8.0	3	< 0.1%
10.7133	1	< 0.1%
12.0	2	< 0.1%
19.0	2	< 0.1%
20.0	2	< 0.1%
20.68	1	< 0.1%

Value	Count	Frequency (%)
7499883.0	1	< 0.1%
7457479.0	1	< 0.1%
6119916.0	1	< 0.1%
6119562.0	1	< 0.1%
2973747.554719	1	< 0.1%
2689344.34707	1	< 0.1%
2632408.8895	1	< 0.1%
2380392.248467	1	< 0.1%
2250165.985067	1	< 0.1%
2136303.516295	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	8424
2	999
0	577

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	2
5th row	1

Common Values

Value	Count	Frequency (%)
1	8424	84.2%
2	999	10.0%
0	577	5.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	8424	84.2%
2	999	10.0%
0	577	5.8%

Heatmap
Table

	번호	지역코드	지역명	조사일자	거래유형	지목별합계_면적	전_면적	답_면적	대지_면적	임야_면적	임야_면적.1	기타_면적	지역구분 레벨
번호	1.000	0.995	0.981	0.211	0.076	0.439	0.559	0.420	0.110	0.563	0.305	0.232	0.866
지역코드	0.995	1.000	1.000	0.111	0.000	0.000	0.045	0.039	0.008	0.169	0.084	0.025	0.521
지역명	0.981	1.000	1.000	0.107	0.000	0.603	0.591	0.658	0.084	0.594	0.438	0.398	1.000
조사일자	0.211	0.111	0.107	1.000	0.409	0.065	0.156	0.076	0.089	0.142	0.072	0.090	0.120
거래유형	0.076	0.000	0.000	0.409	1.000	0.208	0.151	0.127	0.032	0.180	0.163	0.068	0.000
지목별합계_면적	0.439	0.000	0.603	0.065	0.208	1.000	0.776	0.794	0.707	0.822	0.644	0.497	0.689
전_면적	0.559	0.045	0.591	0.156	0.151	0.776	1.000	0.772	0.294	0.879	0.501	0.566	0.716
답_면적	0.420	0.039	0.658	0.076	0.127	0.794	0.772	1.000	0.229	0.783	0.491	0.469	0.846
대지_면적	0.110	0.008	0.084	0.089	0.032	0.707	0.294	0.229	1.000	0.311	0.130	0.051	0.097
임야_면적	0.563	0.169	0.594	0.142	0.180	0.822	0.879	0.783	0.311	1.000	0.518	0.520	0.707
임야_면적.1	0.305	0.084	0.438	0.072	0.163	0.644	0.501	0.491	0.130	0.518	1.000	0.342	0.505
기타_면적	0.232	0.025	0.398	0.090	0.068	0.497	0.566	0.469	0.051	0.520	0.342	1.000	0.551
지역구분 레벨	0.866	0.521	1.000	0.120	0.000	0.689	0.716	0.846	0.097	0.707	0.505	0.551	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_면적	전_면적	답_면적	대지_면적	임야_면적	임야_면적.1	기타_면적	지역명	거래유형	지역구분 레벨
번호	1.000	0.998	0.027	-0.258	-0.142	-0.108	-0.553	-0.178	-0.479	-0.257	0.900	0.046	0.794
지역코드	0.998	1.000	-0.023	-0.256	-0.141	-0.106	-0.557	-0.173	-0.483	-0.259	0.999	0.000	0.836
조사일자	0.027	-0.023	1.000	0.083	0.108	0.105	0.187	0.043	0.142	0.152	0.042	0.256	0.073
지목별합계_면적	-0.258	-0.256	0.083	1.000	0.902	0.887	0.704	0.933	0.446	0.798	0.304	0.095	0.573
전_면적	-0.142	-0.141	0.108	0.902	1.000	0.877	0.615	0.851	0.389	0.796	0.272	0.090	0.577
답_면적	-0.108	-0.106	0.105	0.887	0.877	1.000	0.567	0.806	0.345	0.759	0.279	0.081	0.560
대지_면적	-0.553	-0.557	0.187	0.704	0.615	0.567	1.000	0.542	0.612	0.656	0.043	0.026	0.073
임야_면적	-0.178	-0.173	0.043	0.933	0.851	0.806	0.542	1.000	0.324	0.706	0.274	0.108	0.565
임야_면적.1	-0.479	-0.483	0.142	0.446	0.389	0.345	0.612	0.324	1.000	0.470	0.201	0.074	0.371
기타_면적	-0.257	-0.259	0.152	0.798	0.796	0.759	0.656	0.706	0.470	1.000	0.170	0.044	0.270
지역명	0.900	0.999	0.042	0.304	0.272	0.279	0.043	0.274	0.201	0.170	1.000	0.000	0.999
거래유형	0.046	0.000	0.256	0.095	0.090	0.081	0.026	0.108	0.074	0.044	0.000	1.000	0.000
지역구분 레벨	0.794	0.836	0.073	0.573	0.577	0.560	0.073	0.565	0.371	0.270	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_면적	전_면적	답_면적	대지_면적	임야_면적	임야_면적.1	기타_면적	지역구분 레벨
1479	1480	44131	동남구	201205	3	69579.0	1489.0	301.0	66340.0	0.0	0.0	1449.0	2
1502	1503	44131	동남구	201408	3	75703.0	1357.0	262.0	67034.0	608.0	5622.0	820.0	2
4612	4613	44210	서산시	201503	1	1616378.0	201739.0	751247.0	180695.0	463320.0	2713.0	16664.0	1
1807	1808	44131	동남구	202205	3	106284.9884	1215.1001	868.238	95001.515	803.65	6031.19	2365.2953	2
4626	4627	44210	서산시	201511	1	1307709.0	214021.0	435338.0	238690.0	314153.0	40613.0	64894.0	1
120	121	44000	충남	200603	2	25998025.0	3041618.0	8689928.0	992731.0	11751098.0	98840.0	1423810.0	0
9868	9869	44810	예산군	201212	1	779651.0	139986.0	312061.0	105839.0	198844.0	0.0	22921.0	1
10977	10978	44825	태안군	202007	1	953972.254866	176239.50627	275989.341167	51845.719268	382525.421924	0.0	67372.266237	1
8168	8169	44770	서천군	201301	3	5880.0	0.0	0.0	4200.0	0.0	1341.0	339.0	1
9429	9430	44800	홍성군	200810	3	9346.0	629.0	235.0	7778.0	219.0	0.0	485.0	1

	번호	지역코드	지역명	조사일자	거래유형	지목별합계_면적	전_면적	답_면적	대지_면적	임야_면적	임야_면적.1	기타_면적	지역구분 레벨
5152	5153	44230	논산시	201203	3	16377.0	84.0	37.0	14127.0	91.0	1047.0	991.0	1
4537	4538	44210	서산시	200706	3	21521.0	428.0	1309.0	17876.0	1575.0	0.0	333.0	1
2051	2052	44133	서북구	201401	2	322523.0	21902.0	42516.0	185589.0	38218.0	179.0	34119.0	2
4996	4997	44230	논산시	201211	1	922815.0	78147.0	297490.0	145930.0	387937.0	4440.0	8871.0	1
1788	1789	44131	동남구	202107	2	1228828.881851	196589.835331	186874.781801	84598.055811	680646.340985	40422.0	39697.867923	2
4801	4802	44210	서산시	201911	1	1216915.794602	153837.021156	482850.508394	115904.570366	428143.5598	4258.0	31922.134886	1
1693	1694	44131	동남구	201910	3	116644.42073	1089.5	627.2886	99604.02053	111.085	13385.97	1826.5566	2
3266	3267	44180	보령시	200705	3	24348.0	165.0	59.0	17516.0	120.0	5407.0	1081.0	1
3516	3517	44180	보령시	202002	1	833195.9877	110232.3243	433583.0366	101391.9029	167905.3119	0.0	20083.412	1
8340	8341	44770	서천군	201810	3	15856.78025	150.99	745.2672	9602.22805	62.81	0.0	5295.485	1

Overview

Variables

Common Values

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample