gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	107
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	12.2 KiB
Average record size in memory	117.2 B

Variable types

Numeric	12
DateTime	1

Dataset

Description	서산시 월별 지목별 토지통계로 번호, 년도, 월, 합계, 전, 답, 임야, 대지, 공장(용지), 공원, 체육(용지), 기타, 기준일을 제공합니다.
Author	충청남도
URL	https://alldam.chungnam.go.kr/index.chungnam?menuCd=DOM_000000201001001001&st=&cds=&orgCd=&apiType=&isOpen=Y&pageIndex=451&beforeMenuCd=DOM_000000201001001000&publicdatapk=15000655

Alerts

`번호` is highly overall correlated with `년도` and 7 other fields	High correlation
`년도` is highly overall correlated with `번호` and 7 other fields	High correlation
`합계` is highly overall correlated with `번호` and 7 other fields	High correlation
`임야` is highly overall correlated with `번호` and 7 other fields	High correlation
`대지` is highly overall correlated with `번호` and 7 other fields	High correlation
`공장용지` is highly overall correlated with `번호` and 7 other fields	High correlation
`공원` is highly overall correlated with `번호` and 7 other fields	High correlation
`체육용지` is highly overall correlated with `번호` and 7 other fields	High correlation
`기타` is highly overall correlated with `번호` and 7 other fields	High correlation
`번호` has unique values	Unique

Reproduction

Analysis started	2024-01-09 20:43:00.450544
Analysis finished	2024-01-09 20:43:12.590406
Duration	12.14 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

번호
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	107
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54

Minimum	1
Maximum	107
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	1
5-th percentile	6.3
Q1	27.5
median	54
Q3	80.5
95-th percentile	101.7
Maximum	107
Range	106
Interquartile range (IQR)	53

Descriptive statistics

Standard deviation	31.032241
Coefficient of variation (CV)	0.57467114
Kurtosis	-1.2
Mean	54
Median Absolute Deviation (MAD)	27
Skewness	0
Sum	5778
Variance	963
Monotonicity	Strictly decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
107	1	0.9%
39	1	0.9%
28	1	0.9%
29	1	0.9%
30	1	0.9%
31	1	0.9%
32	1	0.9%
33	1	0.9%
34	1	0.9%
35	1	0.9%
Other values (97)	97	90.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.9%
2	1	0.9%
3	1	0.9%
4	1	0.9%
5	1	0.9%
6	1	0.9%
7	1	0.9%
8	1	0.9%
9	1	0.9%
10	1	0.9%

Value	Count	Frequency (%)
107	1	0.9%
106	1	0.9%
105	1	0.9%
104	1	0.9%
103	1	0.9%
102	1	0.9%
101	1	0.9%
100	1	0.9%
99	1	0.9%
98	1	0.9%

년도
Real number (ℝ)

HIGH CORRELATION

Distinct	9
Distinct (%)	8.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2008.9626

Minimum	2005
Maximum	2013
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	2005
5-th percentile	2005
Q1	2007
median	2009
Q3	2011
95-th percentile	2013
Maximum	2013
Range	8
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.5768389
Coefficient of variation (CV)	0.0012826714
Kurtosis	-1.2218777
Mean	2008.9626
Median Absolute Deviation (MAD)	2
Skewness	0.008395338
Sum	214959
Variance	6.6400987
Monotonicity	Decreasing

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2012	12	11.2%
2011	12	11.2%
2010	12	11.2%
2009	12	11.2%
2008	12	11.2%
2007	12	11.2%
2006	12	11.2%
2005	12	11.2%
2013	11	10.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2005	12	11.2%
2006	12	11.2%
2007	12	11.2%
2008	12	11.2%
2009	12	11.2%
2010	12	11.2%
2011	12	11.2%
2012	12	11.2%
2013	11	10.3%

Value	Count	Frequency (%)
2013	11	10.3%
2012	12	11.2%
2011	12	11.2%
2010	12	11.2%
2009	12	11.2%
2008	12	11.2%
2007	12	11.2%
2006	12	11.2%
2005	12	11.2%

월
Real number (ℝ)

Distinct	12
Distinct (%)	11.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4485981

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3.5
median	6
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	5.5

Descriptive statistics

Standard deviation	3.4428861
Coefficient of variation (CV)	0.53389684
Kurtosis	-1.2096097
Mean	6.4485981
Median Absolute Deviation (MAD)	3
Skewness	0.006453175
Sum	690
Variance	11.853465
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
11	9	8.4%
10	9	8.4%
9	9	8.4%
8	9	8.4%
7	9	8.4%
6	9	8.4%
5	9	8.4%
4	9	8.4%
3	9	8.4%
2	9	8.4%
Other values (2)	17	15.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	9	8.4%
2	9	8.4%
3	9	8.4%
4	9	8.4%
5	9	8.4%
6	9	8.4%
7	9	8.4%
8	9	8.4%
9	9	8.4%
10	9	8.4%

Value	Count	Frequency (%)
12	8	7.5%
11	9	8.4%
10	9	8.4%
9	9	8.4%
8	9	8.4%
7	9	8.4%
6	9	8.4%
5	9	8.4%
4	9	8.4%
3	9	8.4%

합계
Real number (ℝ)

HIGH CORRELATION

Distinct	77
Distinct (%)	72.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	740.56011

Minimum	739.908
Maximum	740.821
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	739.908
5-th percentile	740.3361
Q1	740.4085
median	740.567
Q3	740.6595
95-th percentile	740.8007
Maximum	740.821
Range	0.913
Interquartile range (IQR)	0.251

Descriptive statistics

Standard deviation	0.17290974
Coefficient of variation (CV)	0.00023348509
Kurtosis	3.086082
Mean	740.56011
Median Absolute Deviation (MAD)	0.094
Skewness	-1.1886125
Sum	79239.932
Variance	0.02989778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
740.661	4	3.7%
740.562	4	3.7%
740.79	3	2.8%
740.663	3	2.8%
740.542	3	2.8%
740.818	3	2.8%
740.552	3	2.8%
740.556	2	1.9%
740.626	2	1.9%
740.657	2	1.9%
Other values (67)	78	72.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
739.908	1	0.9%
739.938	1	0.9%
739.954	1	0.9%
740.326	1	0.9%
740.327	1	0.9%
740.328	1	0.9%
740.355	1	0.9%
740.364	1	0.9%
740.368	1	0.9%
740.373	1	0.9%

Value	Count	Frequency (%)
740.821	1	0.9%
740.818	3	2.8%
740.817	1	0.9%
740.804	1	0.9%
740.793	1	0.9%
740.792	2	1.9%
740.791	2	1.9%
740.79	3	2.8%
740.789	1	0.9%
740.788	1	0.9%

전
Real number (ℝ)

Distinct	101
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78.341

Minimum	77.689
Maximum	80.148
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	77.689
5-th percentile	77.7275
Q1	77.7835
median	77.887
Q3	78.64
95-th percentile	80.0466
Maximum	80.148
Range	2.459
Interquartile range (IQR)	0.8565

Descriptive statistics

Standard deviation	0.84190692
Coefficient of variation (CV)	0.010746696
Kurtosis	-0.33488939
Mean	78.341
Median Absolute Deviation (MAD)	0.131
Skewness	1.203104
Sum	8382.487
Variance	0.70880726
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
77.816	2	1.9%
77.76	2	1.9%
77.786	2	1.9%
77.811	2	1.9%
77.813	2	1.9%
77.756	2	1.9%
79.576	1	0.9%
77.72	1	0.9%
77.771	1	0.9%
77.775	1	0.9%
Other values (91)	91	85.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
77.689	1	0.9%
77.691	1	0.9%
77.708	1	0.9%
77.716	1	0.9%
77.72	1	0.9%
77.723	1	0.9%
77.738	1	0.9%
77.745	1	0.9%
77.747	1	0.9%
77.752	1	0.9%

Value	Count	Frequency (%)
80.148	1	0.9%
80.146	1	0.9%
80.129	1	0.9%
80.105	1	0.9%
80.096	1	0.9%
80.055	1	0.9%
80.027	1	0.9%
79.924	1	0.9%
79.917	1	0.9%
79.902	1	0.9%

답
Real number (ℝ)

Distinct	103
Distinct (%)	96.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	197.92

Minimum	197.051
Maximum	198.62
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	197.051
5-th percentile	197.2066
Q1	197.646
median	197.963
Q3	198.298
95-th percentile	198.4069
Maximum	198.62
Range	1.569
Interquartile range (IQR)	0.652

Descriptive statistics

Standard deviation	0.41810687
Coefficient of variation (CV)	0.0021125044
Kurtosis	-0.96556488
Mean	197.92
Median Absolute Deviation (MAD)	0.327
Skewness	-0.3801362
Sum	21177.44
Variance	0.17481336
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
198.321	3	2.8%
197.446	2	1.9%
197.676	2	1.9%
197.459	1	0.9%
197.811	1	0.9%
198.029	1	0.9%
198.021	1	0.9%
197.963	1	0.9%
197.931	1	0.9%
197.894	1	0.9%
Other values (93)	93	86.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
197.051	1	0.9%
197.052	1	0.9%
197.136	1	0.9%
197.148	1	0.9%
197.188	1	0.9%
197.203	1	0.9%
197.215	1	0.9%
197.223	1	0.9%
197.235	1	0.9%
197.238	1	0.9%

Value	Count	Frequency (%)
198.62	1	0.9%
198.617	1	0.9%
198.609	1	0.9%
198.496	1	0.9%
198.425	1	0.9%
198.409	1	0.9%
198.402	1	0.9%
198.4	1	0.9%
198.397	1	0.9%
198.387	1	0.9%

임야
Real number (ℝ)

HIGH CORRELATION

Distinct	106
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	307.55086

Minimum	296.361
Maximum	313.51
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	296.361
5-th percentile	296.6559
Q1	306.3515
median	309.39
Q3	311.2595
95-th percentile	312.5699
Maximum	313.51
Range	17.149
Interquartile range (IQR)	4.908

Descriptive statistics

Standard deviation	5.3278905
Coefficient of variation (CV)	0.017323608
Kurtosis	-0.27683436
Mean	307.55086
Median Absolute Deviation (MAD)	2.014
Skewness	-1.0979761
Sum	32907.942
Variance	28.386417
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
309.563	2	1.9%
311.326	1	0.9%
311.223	1	0.9%
311.197	1	0.9%
311.145	1	0.9%
311.087	1	0.9%
311.05	1	0.9%
310.99	1	0.9%
310.96	1	0.9%
310.826	1	0.9%
Other values (96)	96	89.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
296.361	1	0.9%
296.387	1	0.9%
296.421	1	0.9%
296.492	1	0.9%
296.521	1	0.9%
296.61	1	0.9%
296.763	1	0.9%
296.794	1	0.9%
296.926	1	0.9%
296.951	1	0.9%

Value	Count	Frequency (%)
313.51	1	0.9%
313.497	1	0.9%
313.464	1	0.9%
312.683	1	0.9%
312.665	1	0.9%
312.578	1	0.9%
312.551	1	0.9%
312.504	1	0.9%
312.452	1	0.9%
312.4	1	0.9%

대지
Real number (ℝ)

HIGH CORRELATION

Distinct	106
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.886037

Minimum	14.189
Maximum	17.56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	14.189
5-th percentile	14.2977
Q1	15.1565
median	15.872
Q3	16.7615
95-th percentile	17.3623
Maximum	17.56
Range	3.371
Interquartile range (IQR)	1.605

Descriptive statistics

Standard deviation	1.006438
Coefficient of variation (CV)	0.063353621
Kurtosis	-1.1256635
Mean	15.886037
Median Absolute Deviation (MAD)	0.805
Skewness	-0.054519925
Sum	1699.806
Variance	1.0129174
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.692	2	1.9%
15.084	1	0.9%
15.184	1	0.9%
15.21	1	0.9%
15.224	1	0.9%
15.323	1	0.9%
15.35	1	0.9%
15.398	1	0.9%
15.411	1	0.9%
15.428	1	0.9%
Other values (96)	96	89.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14.189	1	0.9%
14.203	1	0.9%
14.216	1	0.9%
14.224	1	0.9%
14.256	1	0.9%
14.286	1	0.9%
14.325	1	0.9%
14.341	1	0.9%
14.372	1	0.9%
14.401	1	0.9%

Value	Count	Frequency (%)
17.56	1	0.9%
17.529	1	0.9%
17.497	1	0.9%
17.385	1	0.9%
17.372	1	0.9%
17.365	1	0.9%
17.356	1	0.9%
17.347	1	0.9%
17.329	1	0.9%
17.308	1	0.9%

공장용지
Real number (ℝ)

HIGH CORRELATION

Distinct	76
Distinct (%)	71.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.684533

Minimum	9.271
Maximum	13.931
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	9.271
5-th percentile	10.8591
Q1	11.261
median	11.557
Q3	11.8165
95-th percentile	13.8915
Maximum	13.931
Range	4.66
Interquartile range (IQR)	0.5555

Descriptive statistics

Standard deviation	0.92047395
Coefficient of variation (CV)	0.07877713
Kurtosis	2.3325827
Mean	11.684533
Median Absolute Deviation (MAD)	0.296
Skewness	0.9608411
Sum	1250.245
Variance	0.84727229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.261	5	4.7%
11.653	4	3.7%
11.64	3	2.8%
11.378	3	2.8%
11.272	3	2.8%
10.953	3	2.8%
11.183	2	1.9%
11.935	2	1.9%
11.526	2	1.9%
11.48	2	1.9%
Other values (66)	78	72.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.271	1	0.9%
9.272	2	1.9%
10.845	1	0.9%
10.85	1	0.9%
10.854	1	0.9%
10.871	1	0.9%
10.914	1	0.9%
10.942	1	0.9%
10.947	1	0.9%
10.953	3	2.8%

Value	Count	Frequency (%)
13.931	1	0.9%
13.927	1	0.9%
13.923	1	0.9%
13.915	1	0.9%
13.901	1	0.9%
13.899	1	0.9%
13.874	1	0.9%
13.868	1	0.9%
13.849	2	1.9%
13.847	2	1.9%

공원
Real number (ℝ)

HIGH CORRELATION

Distinct	21
Distinct (%)	19.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50171963

Minimum	0
Maximum	1.034
Zeros	1
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.395
Q1	0.411
median	0.459
Q3	0.469
95-th percentile	1.034
Maximum	1.034
Range	1.034
Interquartile range (IQR)	0.058

Descriptive statistics

Standard deviation	0.1978971
Coefficient of variation (CV)	0.39443762
Kurtosis	3.6139188
Mean	0.50171963
Median Absolute Deviation (MAD)	0.041
Skewness	2.034242
Sum	53.684
Variance	0.03916326
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0.418	22	20.6%
1.034	10	9.3%
0.46	10	9.3%
0.395	9	8.4%
0.459	7	6.5%
0.402	6	5.6%
0.467	5	4.7%
0.462	5	4.7%
0.411	5	4.7%
0.404	5	4.7%
Other values (11)	23	21.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	0.9%
0.395	9	8.4%
0.402	6	5.6%
0.404	5	4.7%
0.408	2	1.9%
0.41	1	0.9%
0.411	5	4.7%
0.418	22	20.6%
0.459	7	6.5%
0.46	10	9.3%

Value	Count	Frequency (%)
1.034	10	9.3%
1.033	2	1.9%
0.572	3	2.8%
0.499	1	0.9%
0.488	1	0.9%
0.478	3	2.8%
0.47	4	3.7%
0.469	4	3.7%
0.467	5	4.7%
0.463	1	0.9%

체육용지
Real number (ℝ)

HIGH CORRELATION

Distinct	18
Distinct (%)	16.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.45988785

Minimum	0.156
Maximum	0.982
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0.156
5-th percentile	0.156
Q1	0.196
median	0.229
Q3	0.968
95-th percentile	0.982
Maximum	0.982
Range	0.826
Interquartile range (IQR)	0.772

Descriptive statistics

Standard deviation	0.37025772
Coefficient of variation (CV)	0.80510438
Kurtosis	-1.5344813
Mean	0.45988785
Median Absolute Deviation (MAD)	0.069
Skewness	0.68856576
Sum	49.208
Variance	0.13709078
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0.196	20	18.7%
0.982	15	14.0%
0.156	15	14.0%
0.968	14	13.1%
0.229	13	12.1%
0.981	4	3.7%
0.16	4	3.7%
0.98	3	2.8%
0.246	3	2.8%
0.237	3	2.8%
Other values (8)	13	12.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.156	15	14.0%
0.16	4	3.7%
0.186	3	2.8%
0.196	20	18.7%
0.197	1	0.9%
0.198	1	0.9%
0.199	1	0.9%
0.205	1	0.9%
0.227	1	0.9%
0.228	2	1.9%

Value	Count	Frequency (%)
0.982	15	14.0%
0.981	4	3.7%
0.98	3	2.8%
0.968	14	13.1%
0.246	3	2.8%
0.237	3	2.8%
0.232	3	2.8%
0.229	13	12.1%
0.228	2	1.9%
0.227	1	0.9%

기타
Real number (ℝ)

HIGH CORRELATION

Distinct	105
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	128.21609

Minimum	125.442
Maximum	133.886
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	125.442
5-th percentile	125.7635
Q1	126.2875
median	127.139
Q3	128.132
95-th percentile	133.6751
Maximum	133.886
Range	8.444
Interquartile range (IQR)	1.8445

Descriptive statistics

Standard deviation	2.6241696
Coefficient of variation (CV)	0.020466772
Kurtosis	-0.16252408
Mean	128.21609
Median Absolute Deviation (MAD)	0.926
Skewness	1.1546684
Sum	13719.122
Variance	6.8862659
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127.909	2	1.9%
127.077	2	1.9%
126.793	1	0.9%
126.28	1	0.9%
126.295	1	0.9%
126.482	1	0.9%
126.512	1	0.9%
126.537	1	0.9%
126.608	1	0.9%
126.627	1	0.9%
Other values (95)	95	88.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
125.442	1	0.9%
125.493	1	0.9%
125.496	1	0.9%
125.743	1	0.9%
125.744	1	0.9%
125.756	1	0.9%
125.781	1	0.9%
125.82	1	0.9%
125.829	1	0.9%
125.842	1	0.9%

Value	Count	Frequency (%)
133.886	1	0.9%
133.867	1	0.9%
133.861	1	0.9%
133.752	1	0.9%
133.744	1	0.9%
133.73	1	0.9%
133.547	1	0.9%
133.544	1	0.9%
133.228	1	0.9%
133.201	1	0.9%

기준일
Date

Distinct	106
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Memory size	988.0 B

Minimum	2005-01-31 00:00:00
Maximum	2013-11-30 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

Phik (φk)
Auto

Heatmap
Table

	번호	년도	월	합계	전	답	임야	대지	공장용지	공원	체육용지	기타
번호	1.000	0.941	0.000	0.856	0.798	0.931	0.903	0.987	0.880	0.952	0.831	0.895
년도	0.941	1.000	0.000	0.851	0.749	0.854	0.973	0.902	0.843	0.964	0.814	0.958
월	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
합계	0.856	0.851	0.000	1.000	0.672	0.817	0.830	0.870	0.849	0.866	0.689	0.801
전	0.798	0.749	0.000	0.672	1.000	0.583	0.865	0.844	0.793	0.681	0.853	0.770
답	0.931	0.854	0.000	0.817	0.583	1.000	0.807	0.914	0.815	0.922	0.595	0.809
임야	0.903	0.973	0.000	0.830	0.865	0.807	1.000	0.907	0.878	0.789	0.796	0.983
대지	0.987	0.902	0.000	0.870	0.844	0.914	0.907	1.000	0.875	0.934	0.833	0.887
공장용지	0.880	0.843	0.000	0.849	0.793	0.815	0.878	0.875	1.000	0.869	0.866	0.813
공원	0.952	0.964	0.000	0.866	0.681	0.922	0.789	0.934	0.869	1.000	0.488	0.800
체육용지	0.831	0.814	0.000	0.689	0.853	0.595	0.796	0.833	0.866	0.488	1.000	0.686
기타	0.895	0.958	0.000	0.801	0.770	0.809	0.983	0.887	0.813	0.800	0.686	1.000

Heatmap
Table

	번호	년도	월	합계	전	답	임야	대지	공장용지	공원	체육용지	기타
번호	1.000	0.994	0.088	0.938	0.380	-0.235	-1.000	0.999	0.999	0.841	0.989	0.947
년도	0.994	1.000	-0.023	0.924	0.377	-0.223	-0.994	0.993	0.993	0.852	0.986	0.942
월	0.088	-0.023	1.000	0.157	0.024	-0.104	-0.087	0.086	0.091	-0.071	0.059	0.074
합계	0.938	0.924	0.157	1.000	0.324	-0.165	-0.938	0.938	0.938	0.793	0.927	0.851
전	0.380	0.377	0.024	0.324	1.000	0.333	-0.380	0.380	0.380	0.472	0.384	0.325
답	-0.235	-0.223	-0.104	-0.165	0.333	1.000	0.235	-0.232	-0.234	-0.119	-0.203	-0.471
임야	-1.000	-0.994	-0.087	-0.938	-0.380	0.235	1.000	-0.999	-1.000	-0.841	-0.989	-0.947
대지	0.999	0.993	0.086	0.938	0.380	-0.232	-0.999	1.000	0.999	0.842	0.989	0.946
공장용지	0.999	0.993	0.091	0.938	0.380	-0.234	-1.000	0.999	1.000	0.840	0.989	0.947
공원	0.841	0.852	-0.071	0.793	0.472	-0.119	-0.841	0.842	0.840	1.000	0.839	0.795
체육용지	0.989	0.986	0.059	0.927	0.384	-0.203	-0.989	0.989	0.989	0.839	1.000	0.933
기타	0.947	0.942	0.074	0.851	0.325	-0.471	-0.947	0.946	0.947	0.795	0.933	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	년도	월	합계	전	답	임야	대지	공장용지	공원	체육용지	기타	기준일
0	107	2013	11	740.788	79.576	197.459	296.361	17.56	13.931	1.034	0.981	133.886	2013.11.30
1	106	2013	10	740.786	79.588	197.472	296.387	17.529	13.927	1.034	0.982	133.867	2013.10.31
2	105	2013	9	740.79	79.707	197.531	296.492	17.385	13.915	1.034	0.982	133.744	2013.09.30
3	104	2013	8	740.789	79.599	197.471	296.421	17.497	13.923	1.034	0.982	133.861	2013.08.31
4	103	2013	7	740.791	79.712	197.542	296.521	17.347	13.901	1.034	0.982	133.752	2013.07.31
5	102	2013	6	740.79	79.667	197.56	296.61	17.308	13.899	1.034	0.982	133.73	2013.06.30
6	101	2013	5	740.792	79.683	197.632	296.763	17.278	13.874	1.033	0.982	133.547	2013.05.31
7	100	2013	4	740.79	79.696	197.65	296.794	17.222	13.868	1.034	0.982	133.544	2013.04.30
8	99	2013	3	740.791	79.702	197.697	296.926	17.372	13.849	1.034	0.982	133.228	2013.03.31
9	98	2013	2	740.792	79.663	197.747	296.951	17.365	13.849	1.034	0.982	133.201	2013.02.28

	번호	년도	월	합계	전	답	임야	대지	공장용지	공원	체육용지	기타	기준일
97	10	2005	10	740.376	78.001	198.214	312.4	14.401	10.947	0.395	0.156	125.861	2005.10.31
98	9	2005	9	740.406	78.018	198.229	312.452	14.372	10.942	0.395	0.156	125.842	2005.09.30
99	8	2005	8	740.411	78.03	198.243	312.504	14.341	10.914	0.395	0.156	125.829	2005.08.31
100	7	2005	7	740.402	78.054	198.27	312.551	14.325	10.871	0.395	0.156	125.781	2005.07.31
101	6	2005	6	740.395	78.081	198.29	312.578	14.286	10.854	0.395	0.156	125.756	2005.06.30
102	5	2005	5	740.399	78.026	198.306	312.665	14.256	10.85	0.395	0.156	125.744	2005.05.31
103	4	2005	4	740.404	78.044	198.321	312.683	14.216	10.845	0.395	0.156	125.743	2005.04.30
104	3	2005	3	739.938	78.138	198.62	313.464	14.224	9.271	0.572	0.156	125.493	2005.03.31
105	2	2005	2	739.954	78.149	198.609	313.497	14.203	9.272	0.572	0.156	125.496	2005.02.28
106	1	2005	1	739.908	78.15	198.617	313.51	14.189	9.272	0.572	0.156	125.442	2005.01.31

Overview

Variables

Interactions

Correlations

Missing values

Sample