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 규모별 면적 정보를 제공합니다.
Author	충청남도
URL	https://alldam.chungnam.go.kr/bigdata/collect/view.chungnam?menuCd=DOM_000000201001001000&apiIdx=2561

Alerts

`지역명` is highly overall correlated with `번호` and 2 other fields	High correlation
`지역구분 레벨` is highly overall correlated with `번호` and 2 other fields	High correlation
`번호` is highly overall correlated with `지역코드` and 2 other fields	High correlation
`지역코드` is highly overall correlated with `번호` and 2 other fields	High correlation
`거래유형` is highly overall correlated with `합계_면적` and 5 other fields	High correlation
`합계_면적` is highly overall correlated with `거래유형` and 8 other fields	High correlation
`규모1_면적` is highly overall correlated with `거래유형` and 8 other fields	High correlation
`규모2_면적` is highly overall correlated with `거래유형` and 8 other fields	High correlation
`규모3_면적` is highly overall correlated with `합계_면적` and 7 other fields	High correlation
`규모4_면적` is highly overall correlated with `합계_면적` and 7 other fields	High correlation
`규모5_면적` is highly overall correlated with `거래유형` and 8 other fields	High correlation
`규모6_면적` is highly overall correlated with `거래유형` and 8 other fields	High correlation
`규모7_면적` is highly overall correlated with `거래유형` and 8 other fields	High correlation
`규모8_면적` is highly overall correlated with `합계_면적` and 7 other fields	High correlation
`지역구분 레벨` is highly imbalanced (51.0%)	Imbalance
`규모9_면적` is highly skewed (γ1 = 38.37274129)	Skewed
`번호` has unique values	Unique
`규모1_면적` has 3128 (31.3%) zeros	Zeros
`규모2_면적` has 351 (3.5%) zeros	Zeros
`규모3_면적` has 167 (1.7%) zeros	Zeros
`규모4_면적` has 186 (1.9%) zeros	Zeros
`규모5_면적` has 1925 (19.2%) zeros	Zeros
`규모6_면적` has 1136 (11.4%) zeros	Zeros
`규모7_면적` has 2797 (28.0%) zeros	Zeros
`규모8_면적` has 4861 (48.6%) zeros	Zeros
`규모9_면적` has 7134 (71.3%) zeros	Zeros

Reproduction

Analysis started	2024-01-09 21:51:51.451811
Analysis finished	2024-01-09 21:52:12.164119
Duration	20.71 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	12381.247

Minimum	1
Maximum	24792
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1196.95
Q1	6254.25
median	12376
Q3	18543.25
95-th percentile	23581.05
Maximum	24792
Range	24791
Interquartile range (IQR)	12289

Descriptive statistics

Standard deviation	7162.1294
Coefficient of variation (CV)	0.57846591
Kurtosis	-1.195307
Mean	12381.247
Median Absolute Deviation (MAD)	6145
Skewness	0.0012594521
Sum	1.2381247 × 10⁸
Variance	51296098
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17960	1	< 0.1%
10732	1	< 0.1%
13078	1	< 0.1%
3213	1	< 0.1%
18647	1	< 0.1%
1503	1	< 0.1%
16938	1	< 0.1%
21612	1	< 0.1%
11542	1	< 0.1%
2439	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
3	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
14	1	< 0.1%
15	1	< 0.1%
16	1	< 0.1%
17	1	< 0.1%

Value	Count	Frequency (%)
24792	1	< 0.1%
24790	1	< 0.1%
24788	1	< 0.1%
24786	1	< 0.1%
24785	1	< 0.1%
24782	1	< 0.1%
24780	1	< 0.1%
24778	1	< 0.1%
24777	1	< 0.1%
24773	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	44415.179

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	305.98135
Coefficient of variation (CV)	0.0068891166
Kurtosis	-1.7288753
Mean	44415.179
Median Absolute Deviation (MAD)	100
Skewness	0.30711476
Sum	4.4415179 × 10⁸
Variance	93624.584
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
44180	597	6.0%
44800	595	5.9%
44000	589	5.9%
44200	589	5.9%
44825	583	5.8%
44710	582	5.8%
44770	578	5.8%
44130	578	5.8%
44760	577	5.8%
44230	573	5.7%
Other values (8)	4159	41.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44000	589	5.9%
44130	578	5.8%
44131	509	5.1%
44133	469	4.7%
44150	554	5.5%
44180	597	6.0%
44200	589	5.9%
44210	569	5.7%
44230	573	5.7%
44250	566	5.7%

Value	Count	Frequency (%)
44825	583	5.8%
44810	554	5.5%
44800	595	5.9%
44790	559	5.6%
44770	578	5.8%
44760	577	5.8%
44710	582	5.8%
44270	379	3.8%
44250	566	5.7%
44230	573	5.7%

지역명
Categorical

HIGH CORRELATION

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

보령시	597
홍성군	595
충남	589
아산시	589
태안군	583
Other values (13)	7047

Length

Max length	3
Median length	3
Mean length	2.9411
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	서천군
2nd row	청양군
3rd row	동남구
4th row	동남구
5th row	부여군

Common Values

Value	Count	Frequency (%)
보령시	597	6.0%
홍성군	595	5.9%
충남	589	5.9%
아산시	589	5.9%
태안군	583	5.8%
금산군	582	5.8%
서천군	578	5.8%
천안시	578	5.8%
부여군	577	5.8%
논산시	573	5.7%
Other values (8)	4159	41.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
보령시	597	6.0%
홍성군	595	5.9%
충남	589	5.9%
아산시	589	5.9%
태안군	583	5.8%
금산군	582	5.8%
서천군	578	5.8%
천안시	578	5.8%
부여군	577	5.8%
논산시	573	5.7%
Other values (8)	4159	41.6%

조사분기
Real number (ℝ)

Distinct	198
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	201427.17

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	200612
Q1	201009
median	201410
Q3	201811
95-th percentile	202110
Maximum	202206
Range	1605
Interquartile range (IQR)	802

Descriptive statistics

Standard deviation	473.20696
Coefficient of variation (CV)	0.0023492707
Kurtosis	-1.1794812
Mean	201427.17
Median Absolute Deviation (MAD)	401
Skewness	-0.10198935
Sum	2.0142717 × 10⁹
Variance	223924.83
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202002	69	0.7%
201909	67	0.7%
201904	66	0.7%
201906	66	0.7%
202006	65	0.7%
201811	64	0.6%
202010	64	0.6%
202106	64	0.6%
201905	63	0.6%
201902	62	0.6%
Other values (188)	9350	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
200601	46	0.5%
200602	34	0.3%
200603	37	0.4%
200604	43	0.4%
200605	43	0.4%
200606	37	0.4%
200607	36	0.4%
200608	42	0.4%
200609	51	0.5%
200610	50	0.5%

Value	Count	Frequency (%)
202206	46	0.5%
202205	60	0.6%
202204	54	0.5%
202203	54	0.5%
202202	57	0.6%
202201	54	0.5%
202112	62	0.6%
202111	59	0.6%
202110	58	0.6%
202109	59	0.6%

거래유형
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1229

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	2.0907015
Coefficient of variation (CV)	0.50709488
Kurtosis	-1.1919046
Mean	4.1229
Median Absolute Deviation (MAD)	2
Skewness	0.023118442
Sum	41229
Variance	4.3710327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	1430	14.3%
6	1420	14.2%
5	1409	14.1%
7	1380	13.8%
3	1366	13.7%
4	1355	13.6%
2	1344	13.4%
8	296	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1430	14.3%
2	1344	13.4%
3	1366	13.7%
4	1355	13.6%
5	1409	14.1%
6	1420	14.2%
7	1380	13.8%
8	296	3.0%

Value	Count	Frequency (%)
8	296	3.0%
7	1380	13.8%
6	1420	14.2%
5	1409	14.1%
4	1355	13.6%
3	1366	13.7%
2	1344	13.4%
1	1430	14.3%

합계_면적
Real number (ℝ)

HIGH CORRELATION

Distinct	9689
Distinct (%)	96.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	611996.98

Minimum	0
Maximum	31692484
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1257.95
Q1	6840.8558
median	33366.971
Q3	554019.83
95-th percentile	1630100.9
Maximum	31692484
Range	31692484
Interquartile range (IQR)	547178.98

Descriptive statistics

Standard deviation	2277563.4
Coefficient of variation (CV)	3.7215272
Kurtosis	64.742723
Mean	611996.98
Median Absolute Deviation (MAD)	31477.62
Skewness	7.5658284
Sum	6.1199698 × 10⁹
Variance	5.1872949 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60.0	6	0.1%
1027.0	4	< 0.1%
7624.0	4	< 0.1%
1842.0	4	< 0.1%
7567.0	3	< 0.1%
6197.0	3	< 0.1%
2748.0	3	< 0.1%
5151.0	3	< 0.1%
1352.0	3	< 0.1%
5044.0	3	< 0.1%
Other values (9679)	9964	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	< 0.1%
29.82	1	< 0.1%
49.95	2	< 0.1%
59.0	2	< 0.1%
59.64	1	< 0.1%
60.0	6	0.1%
99.9193	2	< 0.1%
101.2843	1	< 0.1%
102.0	1	< 0.1%
109.3166	1	< 0.1%

Value	Count	Frequency (%)
31692484.0	1	< 0.1%
31096804.0	1	< 0.1%
30049933.0	1	< 0.1%
29915611.0	1	< 0.1%
29694030.0	1	< 0.1%
29377450.0	1	< 0.1%
28907440.0	1	< 0.1%
27028567.124984	1	< 0.1%
26446324.0	1	< 0.1%
26075118.985427	1	< 0.1%

규모1_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	5789
Distinct (%)	57.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26602.349

Minimum	0
Maximum	1105262.4
Zeros	3128
Zeros (%)	31.3%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	209.52
Q3	20582.25
95-th percentile	100904.31
Maximum	1105262.4
Range	1105262.4
Interquartile range (IQR)	20582.25

Descriptive statistics

Standard deviation	85067.703
Coefficient of variation (CV)	3.1977515
Kurtosis	47.864748
Mean	26602.349
Median Absolute Deviation (MAD)	209.52
Skewness	6.3923845
Sum	2.6602349 × 10⁸
Variance	7.2365141 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3128	31.3%
20.0	61	0.6%
17.0	59	0.6%
19.0	49	0.5%
38.0	37	0.4%
18.0	36	0.4%
16.0	30	0.3%
15.0	30	0.3%
13.0	23	0.2%
11.0	19	0.2%
Other values (5779)	6528	65.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3128	31.3%
0.5	1	< 0.1%
0.558	1	< 0.1%
0.59	1	< 0.1%
0.59369	1	< 0.1%
0.5992	1	< 0.1%
0.674441	2	< 0.1%
0.7247	2	< 0.1%
0.7273	1	< 0.1%
0.7779	1	< 0.1%

Value	Count	Frequency (%)
1105262.395733	1	< 0.1%
1049641.42827	1	< 0.1%
967630.580124	1	< 0.1%
948661.594893	1	< 0.1%
941996.879766	1	< 0.1%
923908.523789	1	< 0.1%
894180.13351	1	< 0.1%
883880.213493	1	< 0.1%
860379.032401	1	< 0.1%
852558.0	1	< 0.1%

규모2_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7691
Distinct (%)	76.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28462.259

Minimum	0
Maximum	1219283.9
Zeros	351
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	37.398
Q1	285
median	2737.1312
Q3	28542.23
95-th percentile	79693.593
Maximum	1219283.9
Range	1219283.9
Interquartile range (IQR)	28257.23

Descriptive statistics

Standard deviation	97721.305
Coefficient of variation (CV)	3.4333644
Kurtosis	53.782328
Mean	28462.259
Median Absolute Deviation (MAD)	2657.1312
Skewness	7.0877895
Sum	2.8462259 × 10⁸
Variance	9.5494535 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	351	3.5%
40.0	60	0.6%
80.0	46	0.5%
120.0	43	0.4%
160.0	41	0.4%
200.0	27	0.3%
36.0	20	0.2%
35.0	17	0.2%
240.0	15	0.1%
75.0	15	0.1%
Other values (7681)	9365	93.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	351	3.5%
22.0	2	< 0.1%
23.1	2	< 0.1%
23.52	1	< 0.1%
24.0	4	< 0.1%
24.18	2	< 0.1%
25.49	1	< 0.1%
26.0	4	< 0.1%
26.45	1	< 0.1%
27.0	1	< 0.1%

Value	Count	Frequency (%)
1219283.871137	1	< 0.1%
1057182.569201	1	< 0.1%
1054049.655005	1	< 0.1%
1047473.907767	1	< 0.1%
1040894.681237	1	< 0.1%
1024705.509892	1	< 0.1%
1016471.303362	1	< 0.1%
1003354.180531	1	< 0.1%
981719.0	1	< 0.1%
968187.0	1	< 0.1%

규모3_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8449
Distinct (%)	84.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32047.542

Minimum	0
Maximum	1252665.7
Zeros	167
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	231.9715
Q1	1049
median	3811.6214
Q3	34517.75
95-th percentile	82848.897
Maximum	1252665.7
Range	1252665.7
Interquartile range (IQR)	33468.75

Descriptive statistics

Standard deviation	102751.61
Coefficient of variation (CV)	3.2062244
Kurtosis	53.597317
Mean	32047.542
Median Absolute Deviation (MAD)	3539.6214
Skewness	7.0654539
Sum	3.2047542 × 10⁸
Variance	1.0557894 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	167	1.7%
60.0	26	0.3%
120.0	15	0.1%
300.0	11	0.1%
210.0	8	0.1%
269.0	8	0.1%
280.0	8	0.1%
1233.0	7	0.1%
213.0	7	0.1%
646.0	6	0.1%
Other values (8439)	9737	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	167	1.7%
42.0	1	< 0.1%
45.0	1	< 0.1%
46.98	1	< 0.1%
47.76	1	< 0.1%
49.95	2	< 0.1%
50.0	3	< 0.1%
52.0	1	< 0.1%
59.0	4	< 0.1%
59.4	2	< 0.1%

Value	Count	Frequency (%)
1252665.718227	1	< 0.1%
1153319.638227	1	< 0.1%
1125565.956312	1	< 0.1%
1090003.351126	1	< 0.1%
1072870.124176	1	< 0.1%
1070375.0	1	< 0.1%
1067530.0	1	< 0.1%
1042291.560003	1	< 0.1%
1035255.0	1	< 0.1%
1016776.0	1	< 0.1%

규모4_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8712
Distinct (%)	87.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78599.123

Minimum	0
Maximum	3143834.5
Zeros	186
Zeros (%)	1.9%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	335
Q1	1831.75
median	8272
Q3	88466.75
95-th percentile	192459.65
Maximum	3143834.5
Range	3143834.5
Interquartile range (IQR)	86635

Descriptive statistics

Standard deviation	261072.47
Coefficient of variation (CV)	3.3215697
Kurtosis	56.321891
Mean	78599.123
Median Absolute Deviation (MAD)	7850
Skewness	7.2195999
Sum	7.8599123 × 10⁸
Variance	6.8158834 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	186	1.9%
85.0	43	0.4%
170.0	21	0.2%
340.0	16	0.2%
254.0	13	0.1%
595.0	12	0.1%
169.0	9	0.1%
2380.0	8	0.1%
255.0	8	0.1%
425.0	8	0.1%
Other values (8702)	9676	96.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	186	1.9%
64.0	3	< 0.1%
67.0	1	< 0.1%
68.0	1	< 0.1%
70.3296	1	< 0.1%
74.0	1	< 0.1%
76.0	2	< 0.1%
76.95	1	< 0.1%
77.0	1	< 0.1%
78.0	1	< 0.1%

Value	Count	Frequency (%)
3143834.511682	1	< 0.1%
3117207.0	1	< 0.1%
3062023.0	1	< 0.1%
3055426.121197	1	< 0.1%
2970461.110597	1	< 0.1%
2832156.0	1	< 0.1%
2804352.0	1	< 0.1%
2785238.0	1	< 0.1%
2710510.0	1	< 0.1%
2682695.0	1	< 0.1%

규모5_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6268
Distinct (%)	62.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	129043.91

Minimum	0
Maximum	6898930
Zeros	1925
Zeros (%)	19.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	189
median	1233.7804
Q3	122321.5
95-th percentile	370522.73
Maximum	6898930
Range	6898930
Interquartile range (IQR)	122132.5

Descriptive statistics

Standard deviation	499210.77
Coefficient of variation (CV)	3.8685341
Kurtosis	63.007708
Mean	129043.91
Median Absolute Deviation (MAD)	1233.7804
Skewness	7.5343243
Sum	1.2904391 × 10⁹
Variance	2.4921139 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1925	19.2%
100.0	67	0.7%
99.0	49	0.5%
89.0	44	0.4%
200.0	31	0.3%
97.0	25	0.2%
98.0	24	0.2%
267.0	19	0.2%
90.0	19	0.2%
178.0	18	0.2%
Other values (6258)	7779	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1925	19.2%
85.0	1	< 0.1%
85.02	1	< 0.1%
85.05	1	< 0.1%
86.0	8	0.1%
86.6864	1	< 0.1%
86.7592	1	< 0.1%
86.9867	1	< 0.1%
87.0	9	0.1%
88.0	13	0.1%

Value	Count	Frequency (%)
6898930.0	1	< 0.1%
6812161.0	1	< 0.1%
6163822.0	1	< 0.1%
6083538.0	1	< 0.1%
5844718.0	1	< 0.1%
5794982.0	1	< 0.1%
5778359.0	1	< 0.1%
5729383.0	1	< 0.1%
5690277.687632	1	< 0.1%
5665552.690003	1	< 0.1%

규모6_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7192
Distinct (%)	71.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62370.178

Minimum	0
Maximum	3444407
Zeros	1136
Zeros (%)	11.4%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	545.8498
median	3338.46
Q3	49781.75
95-th percentile	182255.65
Maximum	3444407
Range	3444407
Interquartile range (IQR)	49235.9

Descriptive statistics

Standard deviation	234331.47
Coefficient of variation (CV)	3.7571076
Kurtosis	64.715871
Mean	62370.178
Median Absolute Deviation (MAD)	3338.46
Skewness	7.5687109
Sum	6.2370178 × 10⁸
Variance	5.4911237 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1136	11.4%
122.0	23	0.2%
129.0	20	0.2%
125.0	19	0.2%
128.0	14	0.1%
120.0	14	0.1%
109.0	12	0.1%
102.0	12	0.1%
250.0	11	0.1%
108.0	11	0.1%
Other values (7182)	8728	87.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1136	11.4%
100.16	1	< 0.1%
101.7129	2	< 0.1%
101.75	2	< 0.1%
101.9596	2	< 0.1%
101.984	4	< 0.1%
102.0	12	0.1%
102.53	1	< 0.1%
103.0	8	0.1%
103.05	5	0.1%

Value	Count	Frequency (%)
3444407.0	1	< 0.1%
3289712.0	1	< 0.1%
3089945.0	1	< 0.1%
3040723.0	1	< 0.1%
2977678.0	1	< 0.1%
2902845.0	1	< 0.1%
2865438.0	1	< 0.1%
2824794.0	1	< 0.1%
2818350.0	1	< 0.1%
2741047.524279	1	< 0.1%

규모7_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	5195
Distinct (%)	51.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	106464.13

Minimum	0
Maximum	10071671
Zeros	2797
Zeros (%)	28.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	739.695
Q3	63799.75
95-th percentile	304654.26
Maximum	10071671
Range	10071671
Interquartile range (IQR)	63799.75

Descriptive statistics

Standard deviation	464925.46
Coefficient of variation (CV)	4.366968
Kurtosis	126.59173
Mean	106464.13
Median Absolute Deviation (MAD)	739.695
Skewness	9.6771262
Sum	1.0646413 × 10⁹
Variance	2.1615568 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	2797	28.0%
137.0	34	0.3%
138.0	33	0.3%
150.0	32	0.3%
143.0	31	0.3%
152.0	27	0.3%
149.0	26	0.3%
151.0	25	0.2%
156.0	24	0.2%
162.0	21	0.2%
Other values (5185)	6950	69.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2797	28.0%
135.0	2	< 0.1%
135.06	3	< 0.1%
135.16	2	< 0.1%
135.2	4	< 0.1%
135.3	1	< 0.1%
135.36	1	< 0.1%
135.42	1	< 0.1%
135.5	1	< 0.1%
136.0	18	0.2%

Value	Count	Frequency (%)
10071671.0	2	< 0.1%
9381929.0	1	< 0.1%
7658624.0	1	< 0.1%
7515519.0	1	< 0.1%
7340617.0	1	< 0.1%
7298862.0	1	< 0.1%
6992726.0	1	< 0.1%
6966437.0	1	< 0.1%
6011127.0	1	< 0.1%
5503475.0	1	< 0.1%

규모8_면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3464
Distinct (%)	34.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	146376.21

Minimum	0
Maximum	13052280
Zeros	4861
Zeros (%)	48.6%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	170.97
Q3	11246
95-th percentile	535422.8
Maximum	13052280
Range	13052280
Interquartile range (IQR)	11246

Descriptive statistics

Standard deviation	652059.86
Coefficient of variation (CV)	4.4546847
Kurtosis	91.821076
Mean	146376.21
Median Absolute Deviation (MAD)	170.97
Skewness	8.3903311
Sum	1.4637621 × 10⁹
Variance	4.2518206 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	4861	48.6%
184.0	27	0.3%
178.0	26	0.3%
198.0	25	0.2%
186.0	23	0.2%
197.0	18	0.2%
194.0	17	0.2%
172.0	17	0.2%
182.0	16	0.2%
176.0	16	0.2%
Other values (3454)	4954	49.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4861	48.6%
165.0	2	< 0.1%
165.16	1	< 0.1%
165.32	1	< 0.1%
165.33	2	< 0.1%
165.36	1	< 0.1%
165.377	2	< 0.1%
165.58	1	< 0.1%
165.6781	3	< 0.1%
165.72	1	< 0.1%

Value	Count	Frequency (%)
13052280.0	1	< 0.1%
11285143.0	2	< 0.1%
11096481.0	1	< 0.1%
10554376.0	1	< 0.1%
9374308.0	1	< 0.1%
7627402.45	2	< 0.1%
7529755.0	1	< 0.1%
7405734.0	1	< 0.1%
7358278.0	1	< 0.1%
7180079.0	1	< 0.1%

규모9_면적
Real number (ℝ)

SKEWED ZEROS

Distinct	2257
Distinct (%)	22.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2031.304

Minimum	0
Maximum	917807
Zeros	7134
Zeros (%)	71.3%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	397.5
95-th percentile	8264.6
Maximum	917807
Range	917807
Interquartile range (IQR)	397.5

Descriptive statistics

Standard deviation	19171.718
Coefficient of variation (CV)	9.4381336
Kurtosis	1688.7709
Mean	2031.304
Median Absolute Deviation (MAD)	0
Skewness	38.372741
Sum	20313040
Variance	3.6755478 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	7134	71.3%
217.0	15	0.1%
216.766	15	0.1%
199.0	13	0.1%
202.0	9	0.1%
421.548	8	0.1%
200.0	7	0.1%
494.0	6	0.1%
722.0	6	0.1%
422.0	6	0.1%
Other values (2247)	2781	27.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	7134	71.3%
198.0	1	< 0.1%
198.61	1	< 0.1%
198.85	1	< 0.1%
199.0	13	0.1%
199.06	1	< 0.1%
199.49	1	< 0.1%
199.53	1	< 0.1%
199.92	1	< 0.1%
200.0	7	0.1%

Value	Count	Frequency (%)
917807.0	1	< 0.1%
851140.0	1	< 0.1%
849648.0	1	< 0.1%
847843.0	1	< 0.1%
356571.0	2	< 0.1%
115846.011	1	< 0.1%
87328.472	1	< 0.1%
82053.567	1	< 0.1%
81380.2	1	< 0.1%
79565.0	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	8433
2	978
0	589

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	2
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
1	8433	84.3%
2	978	9.8%
0	589	5.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	8433	84.3%
2	978	9.8%
0	589	5.9%

Heatmap
Table

	번호	지역코드	지역명	조사분기	거래유형	합계_면적	규모1_면적	규모2_면적	규모3_면적	규모4_면적	규모5_면적	규모6_면적	규모7_면적	규모8_면적	규모9_면적	지역구분 레벨
번호	1.000	0.994	0.981	0.209	0.064	0.400	0.477	0.403	0.402	0.401	0.398	0.400	0.289	0.264	0.043	0.867
지역코드	0.994	1.000	1.000	0.133	0.000	0.021	0.121	0.040	0.047	0.000	0.012	0.041	0.027	0.114	0.010	0.522
지역명	0.981	1.000	1.000	0.132	0.000	0.424	0.509	0.429	0.433	0.427	0.423	0.424	0.475	0.448	0.063	1.000
조사분기	0.209	0.133	0.132	1.000	0.237	0.089	0.104	0.109	0.107	0.092	0.065	0.087	0.063	0.061	0.066	0.130
거래유형	0.064	0.000	0.000	0.237	1.000	0.182	0.253	0.188	0.163	0.159	0.166	0.176	0.168	0.192	0.000	0.000
합계_면적	0.400	0.021	0.424	0.089	0.182	1.000	0.772	0.850	0.898	0.919	0.929	0.941	0.832	0.780	0.000	0.533
규모1_면적	0.477	0.121	0.509	0.104	0.253	0.772	1.000	0.904	0.833	0.788	0.772	0.782	0.607	0.575	0.000	0.584
규모2_면적	0.403	0.040	0.429	0.109	0.188	0.850	0.904	1.000	0.946	0.894	0.864	0.873	0.684	0.653	0.000	0.537
규모3_면적	0.402	0.047	0.433	0.107	0.163	0.898	0.833	0.946	1.000	0.957	0.896	0.910	0.740	0.681	0.000	0.537
규모4_면적	0.401	0.000	0.427	0.092	0.159	0.919	0.788	0.894	0.957	1.000	0.953	0.941	0.757	0.701	0.000	0.540
규모5_면적	0.398	0.012	0.423	0.065	0.166	0.929	0.772	0.864	0.896	0.953	1.000	0.968	0.769	0.706	0.000	0.536
규모6_면적	0.400	0.041	0.424	0.087	0.176	0.941	0.782	0.873	0.910	0.941	0.968	1.000	0.800	0.712	0.000	0.535
규모7_면적	0.289	0.027	0.475	0.063	0.168	0.832	0.607	0.684	0.740	0.757	0.769	0.800	1.000	0.862	0.000	0.643
규모8_면적	0.264	0.114	0.448	0.061	0.192	0.780	0.575	0.653	0.681	0.701	0.706	0.712	0.862	1.000	0.000	0.606
규모9_면적	0.043	0.010	0.063	0.066	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.050
지역구분 레벨	0.867	0.522	1.000	0.130	0.000	0.533	0.584	0.537	0.537	0.540	0.536	0.535	0.643	0.606	0.050	1.000

Heatmap
Table

	지역명	지역구분 레벨
지역명	1.000	0.999
지역구분 레벨	0.999	1.000

Heatmap
Table

	번호	지역코드	조사분기	거래유형	합계_면적	규모1_면적	규모2_면적	규모3_면적	규모4_면적	규모5_면적	규모6_면적	규모7_면적	규모8_면적	규모9_면적	지역명	지역구분 레벨
번호	1.000	0.998	0.026	0.018	-0.391	-0.286	-0.398	-0.431	-0.398	-0.273	-0.361	-0.315	-0.283	-0.217	0.900	0.795
지역코드	0.998	1.000	-0.024	0.002	-0.387	-0.282	-0.393	-0.430	-0.397	-0.269	-0.356	-0.310	-0.279	-0.222	0.999	0.837
조사분기	0.026	-0.024	1.000	0.083	0.098	0.131	0.088	0.114	0.128	0.115	0.071	0.065	0.041	0.037	0.051	0.079
거래유형	0.018	0.002	0.083	1.000	-0.617	-0.702	-0.623	-0.412	-0.463	-0.657	-0.544	-0.513	-0.393	0.300	0.000	0.000
합계_면적	-0.391	-0.387	0.098	-0.617	1.000	0.835	0.940	0.897	0.926	0.911	0.930	0.870	0.702	-0.114	0.176	0.377
규모1_면적	-0.286	-0.282	0.131	-0.702	0.835	1.000	0.877	0.625	0.656	0.844	0.751	0.672	0.502	-0.310	0.221	0.428
규모2_면적	-0.398	-0.393	0.088	-0.623	0.940	0.877	1.000	0.830	0.834	0.881	0.874	0.804	0.619	-0.201	0.179	0.382
규모3_면적	-0.431	-0.430	0.114	-0.412	0.897	0.625	0.830	1.000	0.945	0.791	0.874	0.847	0.697	0.026	0.181	0.381
규모4_면적	-0.398	-0.397	0.128	-0.463	0.926	0.656	0.834	0.945	1.000	0.821	0.892	0.860	0.699	-0.003	0.178	0.384
규모5_면적	-0.273	-0.269	0.115	-0.657	0.911	0.844	0.881	0.791	0.821	1.000	0.854	0.814	0.666	-0.118	0.176	0.381
규모6_면적	-0.361	-0.356	0.071	-0.544	0.930	0.751	0.874	0.874	0.892	0.854	1.000	0.859	0.671	-0.094	0.177	0.380
규모7_면적	-0.315	-0.310	0.065	-0.513	0.870	0.672	0.804	0.847	0.860	0.814	0.859	1.000	0.715	-0.041	0.176	0.359
규모8_면적	-0.283	-0.279	0.041	-0.393	0.702	0.502	0.619	0.697	0.699	0.666	0.671	0.715	1.000	0.138	0.164	0.330
규모9_면적	-0.217	-0.222	0.037	0.300	-0.114	-0.310	-0.201	0.026	-0.003	-0.118	-0.094	-0.041	0.138	1.000	0.034	0.047
지역명	0.900	0.999	0.051	0.000	0.176	0.221	0.179	0.181	0.178	0.176	0.177	0.176	0.164	0.034	1.000	0.999
지역구분 레벨	0.795	0.837	0.079	0.000	0.377	0.428	0.382	0.381	0.384	0.381	0.380	0.359	0.330	0.047	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	조사분기	거래유형	합계_면적	규모1_면적	규모2_면적	규모3_면적	규모4_면적	규모5_면적	규모6_면적	규모7_면적	규모8_면적	규모9_면적	지역구분 레벨
17959	17960	44770	서천군	201204	4	8297.0	0.0	191.0	1438.0	2154.0	552.0	2290.0	310.0	188.0	1174.0	1
19402	19403	44790	청양군	200809	4	937.0	0.0	27.0	109.0	140.0	89.0	0.0	150.0	0.0	422.0	1
3082	3083	44131	동남구	201204	4	78527.0	0.0	3496.0	9718.0	28572.0	966.0	24174.0	5989.0	1277.0	4335.0	2
4071	4072	44131	동남구	202205	4	69286.9383	134.6686	8516.5537	17834.7166	29994.3443	1509.3399	2620.3265	1675.1485	1473.3352	5528.505	2
16791	16792	44760	부여군	200803	6	3498.0	0.0	120.0	914.0	1552.0	679.0	233.0	0.0	0.0	0.0	1
19314	19315	44790	청양군	200808	3	2894.0	1045.0	474.0	0.0	402.0	973.0	0.0	0.0	0.0	0.0	1
19151	19152	44790	청양군	200808	1	337690.0	5354.0	13743.0	7946.0	36870.0	78770.0	18720.0	61269.0	115018.0	0.0	1
9082	9083	44200	아산시	201608	5	80805.03885	689.7487	4992.5749	42588.27975	27249.0044	1065.9449	3463.7753	461.1409	0.0	294.57	1
12721	12722	44250	계룡시	201210	3	7915.0	5988.0	1540.0	0.0	387.0	0.0	0.0	0.0	0.0	0.0	1
20506	20507	44790	청양군	202205	1	1266517.75641	17503.358174	24031.433334	43859.191445	98440.071733	176878.26939	90848.432334	167822.0	647135.0	0.0	1

	번호	지역코드	지역명	조사분기	거래유형	합계_면적	규모1_면적	규모2_면적	규모3_면적	규모4_면적	규모5_면적	규모6_면적	규모7_면적	규모8_면적	규모9_면적	지역구분 레벨
19544	19545	44790	청양군	200611	5	1110.0	0.0	120.0	990.0	0.0	0.0	0.0	0.0	0.0	0.0	1
24772	24773	44825	태안군	202206	4	12917.252457	0.0	455.221857	1809.7318	3152.7238	2140.87	1287.915	1350.3	739.9	1980.59	1
24013	24014	44825	태안군	201207	7	854.0	0.0	0.0	279.0	575.0	0.0	0.0	0.0	0.0	0.0	1
16688	16689	44760	부여군	200705	5	1282.0	0.0	160.0	227.0	678.0	99.0	118.0	0.0	0.0	0.0	1
21362	21363	44800	홍성군	201601	5	10627.0	0.0	256.0	1960.0	8153.0	0.0	258.0	0.0	0.0	0.0	1
9601	9602	44210	서산시	201012	1	2109909.0	53771.0	106855.0	99479.0	229818.0	453185.0	238825.0	771995.0	155981.0	0.0	1
11859	11860	44230	논산시	201512	6	11621.0	0.0	308.0	1857.0	3347.0	661.0	543.0	146.0	894.0	3865.0	1
9925	9926	44210	서산시	200811	4	15481.0	0.0	770.0	2249.0	8272.0	195.0	1870.0	589.0	700.0	836.0	1
11787	11788	44230	논산시	201504	6	9212.0	0.0	302.0	2605.0	3375.0	559.0	698.0	301.0	182.0	1190.0	1
65	66	44000	충남	200804	1	20166281.0	558467.0	662756.0	832534.0	2098521.0	4635138.0	1752456.0	4826356.0	4800053.0	0.0	0

Overview

Variables

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample