gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	4519
Missing cells	5060
Missing cells (%)	9.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	472.3 KiB
Average record size in memory	107.0 B

Variable types

Numeric	10
Categorical	2

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 전국 지가변동률 조사 통계를 조회 할 수 있는 서비스로 충남에 대한 해당기간, 해당지역의 이용상황별 지가지수 정보를 제공
Author	충청남도
URL	https://alldam.chungnam.go.kr/bigdata/collect/view.chungnam?menuCd=DOM_000000201001001000&apiIdx=2533

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 3 other fields	High correlation
`조사일자` is highly overall correlated with `주거용_대` and 6 other fields	High correlation
`주거용_대` is highly overall correlated with `조사일자` and 6 other fields	High correlation
`상업용_대` is highly overall correlated with `조사일자` and 6 other fields	High correlation
`공장용지` is highly overall correlated with `조사일자` and 6 other fields	High correlation
`전` is highly overall correlated with `조사일자` and 6 other fields	High correlation
`답` is highly overall correlated with `조사일자` and 6 other fields	High correlation
`임야` is highly overall correlated with `조사일자` and 6 other fields	High correlation
`기타` is highly overall correlated with `지역코드` and 7 other fields	High correlation
`지역구분 레벨` is highly imbalanced (55.0%)	Imbalance
`공장용지` has 1004 (22.2%) missing values	Missing
`기타` has 4056 (89.8%) missing values	Missing
`번호` has unique values	Unique

Reproduction

Analysis started	2024-01-09 22:20:31.482071
Analysis finished	2024-01-09 22:20:40.776602
Duration	9.29 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

번호
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	4519
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2260

Minimum	1
Maximum	4519
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.8 KiB

Quantile statistics

Minimum	1
5-th percentile	226.9
Q1	1130.5
median	2260
Q3	3389.5
95-th percentile	4293.1
Maximum	4519
Range	4518
Interquartile range (IQR)	2259

Descriptive statistics

Standard deviation	1304.6673
Coefficient of variation (CV)	0.5772864
Kurtosis	-1.2
Mean	2260
Median Absolute Deviation (MAD)	1130
Skewness	0
Sum	10212940
Variance	1702156.7
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
3011	1	< 0.1%
3017	1	< 0.1%
3016	1	< 0.1%
3015	1	< 0.1%
3014	1	< 0.1%
3013	1	< 0.1%
3012	1	< 0.1%
3010	1	< 0.1%
3019	1	< 0.1%
Other values (4509)	4509	99.8%

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 (%)
4519	1	< 0.1%
4518	1	< 0.1%
4517	1	< 0.1%
4516	1	< 0.1%
4515	1	< 0.1%
4514	1	< 0.1%
4513	1	< 0.1%
4512	1	< 0.1%
4511	1	< 0.1%
4510	1	< 0.1%

지역코드
Real number (ℝ)

HIGH CORRELATION

Distinct	18
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44433.156

Minimum	44000
Maximum	44825
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.8 KiB

Quantile statistics

Minimum	44000
5-th percentile	44000
Q1	44150
median	44250
Q3	44770
95-th percentile	44825
Maximum	44825
Range	825
Interquartile range (IQR)	620

Descriptive statistics

Standard deviation	310.73132
Coefficient of variation (CV)	0.0069932309
Kurtosis	-1.8022321
Mean	44433.156
Median Absolute Deviation (MAD)	120
Skewness	0.17940113
Sum	2.0079343 × 10⁸
Variance	96553.953
Monotonicity	Increasing

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
44000	282	6.2%
44790	282	6.2%
44810	282	6.2%
44150	282	6.2%
44130	282	6.2%
44800	282	6.2%
44710	282	6.2%
44760	282	6.2%
44770	282	6.2%
44825	275	6.1%
Other values (8)	1706	37.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44000	282	6.2%
44130	282	6.2%
44131	169	3.7%
44133	169	3.7%
44150	282	6.2%
44180	251	5.6%
44200	251	5.6%
44210	275	6.1%
44230	247	5.5%
44250	216	4.8%

Value	Count	Frequency (%)
44825	275	6.1%
44810	282	6.2%
44800	282	6.2%
44790	282	6.2%
44770	282	6.2%
44760	282	6.2%
44710	282	6.2%
44270	128	2.8%
44250	216	4.8%
44230	247	5.5%

지역명
Categorical

HIGH CORRELATION

Distinct	18
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	35.4 KiB

충남	282
예산군	282
홍성군	282
공주시	282
청양군	282
Other values (13)	3109

Length

Max length	3
Median length	3
Mean length	2.9375968
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
충남	282	6.2%
예산군	282	6.2%
홍성군	282	6.2%
공주시	282	6.2%
청양군	282	6.2%
서천군	282	6.2%
부여군	282	6.2%
금산군	282	6.2%
천안시	282	6.2%
서산시	275	6.1%
Other values (8)	1706	37.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
충남	282	6.2%
홍성군	282	6.2%
공주시	282	6.2%
청양군	282	6.2%
서천군	282	6.2%
부여군	282	6.2%
금산군	282	6.2%
천안시	282	6.2%
예산군	282	6.2%
태안군	275	6.1%
Other values (8)	1706	37.8%

조사일자
Real number (ℝ)

HIGH CORRELATION

Distinct	282
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	201013.1

Minimum	198701
Maximum	202206
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.8 KiB

Quantile statistics

Minimum	198701
5-th percentile	199202
Q1	200604
median	201201
Q3	201704
95-th percentile	202106
Maximum	202206
Range	3505
Interquartile range (IQR)	1100

Descriptive statistics

Standard deviation	855.5698
Coefficient of variation (CV)	0.0042562888
Kurtosis	0.041560833
Mean	201013.1
Median Absolute Deviation (MAD)	510
Skewness	-0.83219355
Sum	9.0837819 × 10⁸
Variance	731999.68
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
201609	18	0.4%
201805	18	0.4%
201710	18	0.4%
202012	18	0.4%
201603	18	0.4%
201601	18	0.4%
201605	18	0.4%
201702	18	0.4%
201804	18	0.4%
202104	18	0.4%
Other values (272)	4339	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
198701	9	0.2%
198702	9	0.2%
198703	9	0.2%
198704	9	0.2%
198801	9	0.2%
198802	9	0.2%
198803	9	0.2%
198804	11	0.2%
198901	11	0.2%
198902	11	0.2%

Value	Count	Frequency (%)
202206	18	0.4%
202205	18	0.4%
202204	18	0.4%
202203	18	0.4%
202202	18	0.4%
202201	18	0.4%
202112	18	0.4%
202111	18	0.4%
202110	18	0.4%
202109	18	0.4%

주거용_대
Real number (ℝ)

HIGH CORRELATION

Distinct	4405
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.628635

Minimum	25.55172
Maximum	107.935
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.8 KiB

Quantile statistics

Minimum	25.55172
5-th percentile	58.988547
Q1	82.286432
median	87.696718
Q3	93.893093
95-th percentile	101.4041
Maximum	107.935
Range	82.38328
Interquartile range (IQR)	11.606661

Descriptive statistics

Standard deviation	13.087828
Coefficient of variation (CV)	0.15284405
Kurtosis	2.4967168
Mean	85.628635
Median Absolute Deviation (MAD)	5.7778055
Skewness	-1.3973619
Sum	386955.8
Variance	171.29123
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	18	0.4%
88.729338377639	7	0.2%
88.7399868565978	6	0.1%
70.5129889048413	5	0.1%
71.6727358411914	4	0.1%
61.4783816667067	4	0.1%
88.7479715386983	4	0.1%
87.6756745601989	4	0.1%
71.665569284263	4	0.1%
61.6994197092532	3	0.1%
Other values (4395)	4460	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.5517204796568	1	< 0.1%
25.8200135446932	1	< 0.1%
26.5533019293625	1	< 0.1%
27.007873215176	1	< 0.1%
27.4210936753682	1	< 0.1%
27.7906857992708	1	< 0.1%
28.5124532036479	1	< 0.1%
28.9717899457398	1	< 0.1%
30.0901010376454	1	< 0.1%
30.1348117909355	1	< 0.1%

Value	Count	Frequency (%)
107.935	1	< 0.1%
107.753	1	< 0.1%
107.569	1	< 0.1%
107.426	1	< 0.1%
107.165	1	< 0.1%
106.908	1	< 0.1%
106.902	1	< 0.1%
106.738	1	< 0.1%
106.629	1	< 0.1%
106.563	1	< 0.1%

상업용_대
Real number (ℝ)

HIGH CORRELATION

Distinct	4269
Distinct (%)	94.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	89.121295

Minimum	30.507885
Maximum	120.77786
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.8 KiB

Quantile statistics

Minimum	30.507885
5-th percentile	69.319608
Q1	84.934523
median	89.859141
Q3	96.151073
95-th percentile	101.7854
Maximum	120.77786
Range	90.269974
Interquartile range (IQR)	11.216551

Descriptive statistics

Standard deviation	10.353271
Coefficient of variation (CV)	0.11617056
Kurtosis	3.9774543
Mean	89.121295
Median Absolute Deviation (MAD)	5.6683501
Skewness	-1.357212
Sum	402739.13
Variance	107.19021
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	18	0.4%
88.0295669508332	11	0.2%
92.1096634139275	8	0.2%
90.5075162984971	7	0.2%
96.8719350158986	6	0.1%
98.1098749292864	5	0.1%
84.174539246213	5	0.1%
92.5744092008872	4	0.1%
96.8641858810281	4	0.1%
68.2207372070785	4	0.1%
Other values (4259)	4447	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30.5078851412393	1	< 0.1%
30.8465226663071	1	< 0.1%
31.2321041996359	1	< 0.1%
32.3720760029226	1	< 0.1%
33.2493592626018	1	< 0.1%
33.9076965760014	1	< 0.1%
34.4570012605326	1	< 0.1%
35.6182022030125	1	< 0.1%
37.9881614885308	1	< 0.1%
38.5655815431564	1	< 0.1%

Value	Count	Frequency (%)
120.77785952633	3	0.1%
119.558364211374	2	< 0.1%
119.248318583059	1	< 0.1%
116.990403789913	1	< 0.1%
116.864656877677	1	< 0.1%
115.744748701127	1	< 0.1%
115.594280527815	1	< 0.1%
115.571391613706	1	< 0.1%
115.513364531446	1	< 0.1%
115.455935678028	1	< 0.1%

공장용지
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	2463
Distinct (%)	70.1%
Missing	1004
Missing (%)	22.2%
Infinite	0
Infinite (%)	0.0%
Mean	89.806483

Minimum	28.0859
Maximum	107.783
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.8 KiB

Quantile statistics

Minimum	28.0859
5-th percentile	66.554691
Q1	86.037832
median	91.428091
Q3	97.233241
95-th percentile	101.3294
Maximum	107.783
Range	79.6971
Interquartile range (IQR)	11.195409

Descriptive statistics

Standard deviation	10.66181
Coefficient of variation (CV)	0.11871982
Kurtosis	5.5515644
Mean	89.806483
Median Absolute Deviation (MAD)	5.6304443
Skewness	-1.9195168
Sum	315669.79
Variance	113.67418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
91.4218454579665	36	0.8%
93.0376827050456	33	0.7%
100.0	20	0.4%
92.7243051827891	18	0.4%
93.8374176799474	17	0.4%
93.7187151645901	16	0.4%
94.1327082921503	15	0.3%
86.4232045596325	14	0.3%
94.3908670499831	13	0.3%
91.9773869221241	11	0.2%
Other values (2453)	3322	73.5%
(Missing)	1004	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
28.085899505175	1	< 0.1%
28.3190124710679	1	< 0.1%
28.71831054691	1	< 0.1%
29.7247694137953	1	< 0.1%
29.8440683203489	1	< 0.1%
30.2746776479505	2	< 0.1%
31.31239648171	1	< 0.1%
31.6521754809323	1	< 0.1%
33.0290451143528	1	< 0.1%
33.1629591137791	1	< 0.1%

Value	Count	Frequency (%)
107.783	1	< 0.1%
107.213	1	< 0.1%
106.996	1	< 0.1%
106.852	1	< 0.1%
106.424	1	< 0.1%
106.385	1	< 0.1%
106.118	1	< 0.1%
106.056	1	< 0.1%
105.737	1	< 0.1%
105.495	1	< 0.1%

전
Real number (ℝ)

HIGH CORRELATION

Distinct	4394
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	83.440014

Minimum	13.278547
Maximum	111.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.8 KiB

Quantile statistics

Minimum	13.278547
5-th percentile	49.173486
Q1	79.352957
median	87.514513
Q3	93.658399
95-th percentile	102.4087
Maximum	111.3
Range	98.021453
Interquartile range (IQR)	14.305442

Descriptive statistics

Standard deviation	16.151677
Coefficient of variation (CV)	0.19357231
Kurtosis	1.6729806
Mean	83.440014
Median Absolute Deviation (MAD)	6.8677112
Skewness	-1.3505858
Sum	377065.42
Variance	260.87665
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	18	0.4%
88.9615648793763	9	0.2%
70.3709067742651	7	0.2%
88.9074040710936	5	0.1%
88.9606967338642	5	0.1%
90.7970858817651	4	0.1%
92.7334099929523	4	0.1%
87.429114606091	4	0.1%
91.047749416743	4	0.1%
88.4254847992742	4	0.1%
Other values (4384)	4455	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.2785474906512	1	< 0.1%
13.5109220717376	1	< 0.1%
14.983612577557	1	< 0.1%
16.4100524949404	1	< 0.1%
17.1320948047178	1	< 0.1%
17.9492957269028	1	< 0.1%
19.0208686817989	1	< 0.1%
19.528725875603	1	< 0.1%
20.3040162928644	1	< 0.1%
22.1086563262888	1	< 0.1%

Value	Count	Frequency (%)
111.3	1	< 0.1%
110.935	1	< 0.1%
110.416	1	< 0.1%
109.987	1	< 0.1%
109.591	1	< 0.1%
109.503	1	< 0.1%
109.256	1	< 0.1%
108.96	1	< 0.1%
108.854	1	< 0.1%
108.563	1	< 0.1%

답
Real number (ℝ)

HIGH CORRELATION

Distinct	4420
Distinct (%)	97.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.273724

Minimum	11.917005
Maximum	108.872
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.8 KiB

Quantile statistics

Minimum	11.917005
5-th percentile	51.784814
Q1	82.555531
median	89.195441
Q3	94.086047
95-th percentile	102.3657
Maximum	108.872
Range	96.954995
Interquartile range (IQR)	11.530516

Descriptive statistics

Standard deviation	14.953667
Coefficient of variation (CV)	0.17536078
Kurtosis	2.5624797
Mean	85.273724
Median Absolute Deviation (MAD)	5.6113006
Skewness	-1.552294
Sum	385351.96
Variance	223.61216
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	18	0.4%
84.7646470197542	8	0.2%
84.5884235914271	4	0.1%
55.2802252455588	4	0.1%
90.8716150869714	4	0.1%
87.8808952539598	3	0.1%
71.0704918046183	3	0.1%
103.789	3	0.1%
74.2736916823436	3	0.1%
78.9757061839626	3	0.1%
Other values (4410)	4466	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.9170050726111	1	< 0.1%
12.3424421537033	1	< 0.1%
14.301187723496	1	< 0.1%
17.1957481187316	1	< 0.1%
18.7708786464074	1	< 0.1%
19.4090885203853	1	< 0.1%
19.7517282901437	1	< 0.1%
19.8267848576462	1	< 0.1%
20.266939481486	1	< 0.1%
20.3232565896954	1	< 0.1%

Value	Count	Frequency (%)
108.872	1	< 0.1%
108.797	1	< 0.1%
108.569	1	< 0.1%
108.48	1	< 0.1%
108.436	1	< 0.1%
108.229	1	< 0.1%
108.181	1	< 0.1%
108.103	1	< 0.1%
107.847	1	< 0.1%
107.818	1	< 0.1%

임야
Real number (ℝ)

HIGH CORRELATION

Distinct	4184
Distinct (%)	92.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.687384

Minimum	17.755861
Maximum	116.82878
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.8 KiB

Quantile statistics

Minimum	17.755861
5-th percentile	60.563312
Q1	87.271902
median	91.935719
Q3	95.582575
95-th percentile	101.3563
Maximum	116.82878
Range	99.072921
Interquartile range (IQR)	8.3106737

Descriptive statistics

Standard deviation	12.509408
Coefficient of variation (CV)	0.14105059
Kurtosis	4.8927048
Mean	88.687384
Median Absolute Deviation (MAD)	4.0442477
Skewness	-2.0124946
Sum	400778.29
Variance	156.48528
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	18	0.4%
92.8317557296961	14	0.3%
91.0177511721656	13	0.3%
91.5857855558041	11	0.2%
71.4043721252797	8	0.2%
91.7543034012268	7	0.2%
93.8541167208269	7	0.2%
94.3968294618029	7	0.2%
91.1560785388208	7	0.2%
80.9431259565624	6	0.1%
Other values (4174)	4421	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.7558608614859	1	< 0.1%
18.3826427498963	1	< 0.1%
18.967210789343	1	< 0.1%
20.670466318226	1	< 0.1%
22.3468411366342	1	< 0.1%
23.2360452443685	1	< 0.1%
24.1859861621792	1	< 0.1%
24.2166063536808	1	< 0.1%
24.2936156082216	1	< 0.1%
24.5316930411822	1	< 0.1%

Value	Count	Frequency (%)
116.828781895557	2	< 0.1%
116.363328581232	1	< 0.1%
110.790563249769	1	< 0.1%
106.69	1	< 0.1%
106.431	1	< 0.1%
106.386	1	< 0.1%
106.115	1	< 0.1%
106.052	1	< 0.1%
105.968	1	< 0.1%
105.939	1	< 0.1%

기타
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	170
Distinct (%)	36.7%
Missing	4056
Missing (%)	89.8%
Infinite	0
Infinite (%)	0.0%
Mean	88.695342

Minimum	29.352252
Maximum	101.132
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.8 KiB

Quantile statistics

Minimum	29.352252
5-th percentile	67.326591
Q1	86.639215
median	92.562671
Q3	97.217651
95-th percentile	100.99242
Maximum	101.132
Range	71.779748
Interquartile range (IQR)	10.578436

Descriptive statistics

Standard deviation	12.977905
Coefficient of variation (CV)	0.14632003
Kurtosis	5.0394128
Mean	88.695342
Median Absolute Deviation (MAD)	5.923456
Skewness	-2.0684578
Sum	41065.943
Variance	168.42602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
86.639215160945	32	0.7%
94.4353020632188	12	0.3%
90.0600578579993	12	0.3%
95.091651050634	12	0.3%
88.2533337678193	12	0.3%
93.2472152729556	10	0.2%
97.2176510316094	10	0.2%
94.4039114594728	10	0.2%
92.5626711937496	9	0.2%
93.3413870841934	8	0.2%
Other values (160)	336	7.4%
(Missing)	4056	89.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29.352252219936	1	< 0.1%
29.9422324895567	1	< 0.1%
31.7896682341624	1	< 0.1%
35.0290354272235	1	< 0.1%
36.4827403974533	1	< 0.1%
38.077036152822	1	< 0.1%
38.5834607336545	1	< 0.1%
39.0811873771187	1	< 0.1%
39.9956871617433	1	< 0.1%
42.8193826753623	1	< 0.1%

Value	Count	Frequency (%)
101.132	6	0.1%
101.086	6	0.1%
101.064	6	0.1%
100.997021764032	6	0.1%
100.951	2	< 0.1%
100.724	2	< 0.1%
100.611	6	0.1%
100.498	8	0.2%
100.275830469645	6	0.1%
100.272	8	0.2%

지역구분 레벨
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	35.4 KiB

1	3899
2	338
0	282

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1	3899	86.3%
2	338	7.5%
0	282	6.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	3899	86.3%
2	338	7.5%
0	282	6.2%

Heatmap
Table

	번호	지역코드	지역명	조사일자	주거용_대	상업용_대	공장용지	전	답	임야	기타	지역구분 레벨
번호	1.000	0.980	0.976	0.228	0.415	0.524	0.531	0.432	0.470	0.408	0.469	0.877
지역코드	0.980	1.000	1.000	0.249	0.337	0.416	0.500	0.382	0.456	0.337	0.054	0.465
지역명	0.976	1.000	1.000	0.228	0.454	0.544	0.569	0.484	0.507	0.445	0.474	1.000
조사일자	0.228	0.249	0.228	1.000	0.915	0.849	0.917	0.896	0.898	0.873	0.948	0.224
주거용_대	0.415	0.337	0.454	0.915	1.000	0.917	0.979	0.951	0.942	0.932	0.979	0.215
상업용_대	0.524	0.416	0.544	0.849	0.917	1.000	0.844	0.896	0.881	0.893	0.908	0.190
공장용지	0.531	0.500	0.569	0.917	0.979	0.844	1.000	0.944	0.951	0.850	0.973	0.342
전	0.432	0.382	0.484	0.896	0.951	0.896	0.944	1.000	0.969	0.922	0.902	0.245
답	0.470	0.456	0.507	0.898	0.942	0.881	0.951	0.969	1.000	0.906	0.908	0.355
임야	0.408	0.337	0.445	0.873	0.932	0.893	0.850	0.922	0.906	1.000	0.894	0.238
기타	0.469	0.054	0.474	0.948	0.979	0.908	0.973	0.902	0.908	0.894	1.000	0.538
지역구분 레벨	0.877	0.465	1.000	0.224	0.215	0.190	0.342	0.245	0.355	0.238	0.538	1.000

Heatmap
Table

	지역명	지역구분 레벨
지역명	1.000	0.998
지역구분 레벨	0.998	1.000

Heatmap
Table

	번호	지역코드	조사일자	주거용_대	상업용_대	공장용지	전	답	임야	기타	지역명	지역구분 레벨
번호	1.000	0.998	-0.065	0.037	0.158	0.236	0.005	0.010	0.064	0.491	0.880	0.812
지역코드	0.998	1.000	-0.067	0.035	0.158	0.235	0.003	0.008	0.062	0.547	0.999	0.812
조사일자	-0.065	-0.067	1.000	0.936	0.714	0.896	0.941	0.951	0.878	0.985	0.090	0.137
주거용_대	0.037	0.035	0.936	1.000	0.845	0.916	0.956	0.946	0.908	0.980	0.192	0.131
상업용_대	0.158	0.158	0.714	0.845	1.000	0.893	0.818	0.758	0.767	0.979	0.242	0.115
공장용지	0.236	0.235	0.896	0.916	0.893	1.000	0.932	0.894	0.901	0.975	0.262	0.218
전	0.005	0.003	0.941	0.956	0.818	0.932	1.000	0.956	0.934	0.984	0.208	0.150
답	0.010	0.008	0.951	0.946	0.758	0.894	0.956	1.000	0.906	0.983	0.220	0.228
임야	0.064	0.062	0.878	0.908	0.767	0.901	0.934	0.906	1.000	0.983	0.187	0.146
기타	0.491	0.547	0.985	0.980	0.979	0.975	0.984	0.983	0.983	1.000	0.301	0.379
지역명	0.880	0.999	0.090	0.192	0.242	0.262	0.208	0.220	0.187	0.301	1.000	0.998
지역구분 레벨	0.812	0.812	0.137	0.131	0.115	0.218	0.150	0.228	0.146	0.379	0.998	1.000

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.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	번호	지역코드	지역명	조사일자	주거용_대	상업용_대	공장용지	전	답	임야	기타
0	1	44000	충남	200809	86.441842	87.583682	87.263138	85.494458	88.430792	91.315567	86.639215
1	2	44000	충남	200603	80.788352	83.669692	82.221659	78.006866	81.62102	84.21872	85.241766
2	3	44000	충남	200609	82.450894	84.715768	83.379256	80.109509	83.419262	86.347593	86.24088
3	4	44000	충남	199401	63.512011	79.807632	65.970502	50.385126	55.492657	67.99236	67.324572
4	5	44000	충남	199501	63.524581	79.504666	65.726343	50.359907	55.198999	67.267573	67.533242
5	6	44000	충남	199604	64.418566	79.974491	67.144215	51.46739	56.042864	66.683094	69.127805
6	7	44000	충남	199402	63.467553	79.767728	65.878143	50.33474	55.326179	67.829178	67.358234
7	8	44000	충남	199703	65.110188	80.591718	67.723187	52.170483	56.689788	67.157648	70.211578
8	9	44000	충남	199704	65.201342	80.301588	67.662236	52.280041	56.848519	67.204658	70.380085
9	10	44000	충남	201410	89.043002	87.711216	90.140945	88.219012	90.000675	91.963603	91.813473

	번호	지역코드	지역명	조사일자	주거용_대	상업용_대	공장용지	전	답	임야	기타	지역구분 레벨
4509	4510	44825	태안군	201110	87.636651	85.8693	<NA>	84.969726	91.34341	90.890178	<NA>	1
4510	4511	44825	태안군	201001	86.071569	84.879331	<NA>	82.462367	89.505502	89.725704	<NA>	1
4511	4512	44825	태안군	200912	85.876629	84.764052	<NA>	82.255085	89.296548	89.506413	<NA>	1
4512	4513	44825	태안군	201604	91.5956	89.544057	95.554125	88.818976	94.292312	93.734323	90.060058	1
4513	4514	44825	태안군	201512	91.329048	89.324401	95.205964	88.528316	93.778231	93.180125	90.060058	1
4514	4515	44825	태안군	201608	92.361935	89.287051	95.554125	90.030791	94.418266	93.639185	90.060058	1
4515	4516	44825	태안군	201909	98.863319	98.481133	99.186043	97.570171	99.505465	99.182359	100.997022	1
4516	4517	44825	태안군	201612	93.405385	90.103563	97.246939	90.699403	94.61118	94.065299	93.081329	1
4517	4518	44825	태안군	201804	96.992453	94.152677	97.119546	94.298377	97.550021	96.463774	98.047194	1
4518	4519	44825	태안군	201807	98.014535	95.059865	98.152308	94.988988	98.111691	97.190357	98.047194	1

Overview

Variables

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample