gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	229
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	31.9 KiB
Average record size in memory	142.6 B

Variable types

Categorical	1
Text	1
Numeric	14

Dataset

Description	2017년 기준 개발제한구역 내 시군구별 토지활용현황(지목별 면적, 건축물 별)* 개발제한구역 관리계획 수립년도마다 갱신되는 자료임
Author	국토교통부
URL	https://www.data.go.kr/data/15062357/fileData.do

Alerts

`대지` is highly overall correlated with `임야` and 11 other fields	High correlation
`임야` is highly overall correlated with `대지` and 11 other fields	High correlation
`전` is highly overall correlated with `대지` and 11 other fields	High correlation
`답` is highly overall correlated with `대지` and 11 other fields	High correlation
`잡` is highly overall correlated with `대지` and 11 other fields	High correlation
`과` is highly overall correlated with `대지` and 11 other fields	High correlation
`기타1` is highly overall correlated with `대지` and 11 other fields	High correlation
`단독주택` is highly overall correlated with `대지` and 11 other fields	High correlation
`공동주택` is highly overall correlated with `근린생활시설` and 1 other fields	High correlation
`근린생활시설` is highly overall correlated with `대지` and 12 other fields	High correlation
`종교시설` is highly overall correlated with `대지` and 12 other fields	High correlation
`창고` is highly overall correlated with `대지` and 11 other fields	High correlation
`동물관련시설` is highly overall correlated with `대지` and 11 other fields	High correlation
`기타2` is highly overall correlated with `대지` and 11 other fields	High correlation
`대지` has 148 (64.6%) zeros	Zeros
`임야` has 139 (60.7%) zeros	Zeros
`전` has 143 (62.4%) zeros	Zeros
`답` has 147 (64.2%) zeros	Zeros
`잡` has 156 (68.1%) zeros	Zeros
`과` has 176 (76.9%) zeros	Zeros
`기타1` has 139 (60.7%) zeros	Zeros
`단독주택` has 142 (62.0%) zeros	Zeros
`공동주택` has 203 (88.6%) zeros	Zeros
`근린생활시설` has 144 (62.9%) zeros	Zeros
`종교시설` has 143 (62.4%) zeros	Zeros
`창고` has 142 (62.0%) zeros	Zeros
`동물관련시설` has 149 (65.1%) zeros	Zeros
`기타2` has 139 (60.7%) zeros	Zeros

Reproduction

Analysis started	2024-04-21 09:27:43.256088
Analysis finished	2024-04-21 09:28:16.847701
Duration	33.59 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

시도
Categorical

Distinct	17
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

경기도	31
서울특별시	25
경상북도	23
전라남도	22
강원도	18
Other values (12)	110

Length

Max length	7
Median length	5
Mean length	4.1484716
Min length	3

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

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

Common Values

Value	Count	Frequency (%)
경기도	31	13.5%
서울특별시	25	10.9%
경상북도	23	10.0%
전라남도	22	9.6%
강원도	18	7.9%
경상남도	18	7.9%
부산광역시	16	7.0%
충청남도	15	6.6%
전라북도	14	6.1%
충청북도	11	4.8%
Other values (7)	36	15.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경기도	31	13.5%
서울특별시	25	10.9%
경상북도	23	10.0%
전라남도	22	9.6%
강원도	18	7.9%
경상남도	18	7.9%
부산광역시	16	7.0%
충청남도	15	6.6%
전라북도	14	6.1%
충청북도	11	4.8%
Other values (7)	36	15.7%

시군구
Text

Distinct	207
Distinct (%)	90.4%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

Length

Max length	4
Median length	3
Mean length	2.9344978
Min length	2

Characters and Unicode

Total characters	672
Distinct characters	133
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	200 ?
Unique (%)	87.3%

Sample

1st row	종로구
2nd row	중구
3rd row	용산구
4th row	성동구
5th row	광진구

Value	Count	Frequency (%)
동구	6	2.6%
중구	6	2.6%
서구	5	2.2%
남구	4	1.7%
북구	4	1.7%
고성군	2	0.9%
강서구	2	0.9%
남원시	1	0.4%
완주군	1	0.4%
화순군	1	0.4%
Other values (197)	197	86.0%

Most occurring characters

Value	Count	Frequency (%)
군	85	12.6%
시	79	11.8%
구	74	11.0%
천	22	3.3%
주	20	3.0%
양	18	2.7%
성	18	2.7%
동	17	2.5%
산	16	2.4%
서	13	1.9%
Other values (123)	310	46.1%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	672	100.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
군	85	12.6%
시	79	11.8%
구	74	11.0%
천	22	3.3%
주	20	3.0%
양	18	2.7%
성	18	2.7%
동	17	2.5%
산	16	2.4%
서	13	1.9%
Other values (123)	310	46.1%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	672	100.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
군	85	12.6%
시	79	11.8%
구	74	11.0%
천	22	3.3%
주	20	3.0%
양	18	2.7%
성	18	2.7%
동	17	2.5%
산	16	2.4%
서	13	1.9%
Other values (123)	310	46.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	672	100.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
군	85	12.6%
시	79	11.8%
구	74	11.0%
천	22	3.3%
주	20	3.0%
양	18	2.7%
성	18	2.7%
동	17	2.5%
산	16	2.4%
서	13	1.9%
Other values (123)	310	46.1%

대지
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	28
Distinct (%)	12.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.44541485

Minimum	0
Maximum	9.7
Zeros	148
Zeros (%)	64.6%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.3
95-th percentile	2.1
Maximum	9.7
Range	9.7
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	1.1952532
Coefficient of variation (CV)	2.6834606
Kurtosis	28.641557
Mean	0.44541485
Median Absolute Deviation (MAD)	0
Skewness	4.8523446
Sum	102
Variance	1.4286302
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0.0	148	64.6%
0.2	10	4.4%
0.3	8	3.5%
0.1	8	3.5%
0.5	7	3.1%
0.4	5	2.2%
1.1	5	2.2%
0.6	5	2.2%
0.9	5	2.2%
1.6	3	1.3%
Other values (18)	25	10.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	148	64.6%
0.1	8	3.5%
0.2	10	4.4%
0.3	8	3.5%
0.4	5	2.2%
0.5	7	3.1%
0.6	5	2.2%
0.7	1	0.4%
0.9	5	2.2%
1.0	2	0.9%

Value	Count	Frequency (%)
9.7	1	0.4%
8.1	1	0.4%
7.7	1	0.4%
4.6	1	0.4%
3.8	1	0.4%
3.6	1	0.4%
3.4	1	0.4%
3.2	2	0.9%
3.1	1	0.4%
2.3	1	0.4%

임야
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	90
Distinct (%)	39.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.263755

Minimum	0
Maximum	566.5
Zeros	139
Zeros (%)	60.7%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	25.3
95-th percentile	172.78
Maximum	566.5
Range	566.5
Interquartile range (IQR)	25.3

Descriptive statistics

Standard deviation	75.92087
Coefficient of variation (CV)	2.3531318
Kurtosis	18.381108
Mean	32.263755
Median Absolute Deviation (MAD)	0
Skewness	3.8501832
Sum	7388.4
Variance	5763.9785
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	139	60.7%
41.3	2	0.9%
23.9	1	0.4%
93.8	1	0.4%
62.5	1	0.4%
31.0	1	0.4%
76.4	1	0.4%
257.9	1	0.4%
21.1	1	0.4%
44.3	1	0.4%
Other values (80)	80	34.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	139	60.7%
0.1	1	0.4%
1.0	1	0.4%
1.8	1	0.4%
2.5	1	0.4%
2.9	1	0.4%
3.1	1	0.4%
3.4	1	0.4%
3.5	1	0.4%
4.4	1	0.4%

Value	Count	Frequency (%)
566.5	1	0.4%
474.8	1	0.4%
387.9	1	0.4%
328.4	1	0.4%
282.1	1	0.4%
266.9	1	0.4%
257.9	1	0.4%
215.5	1	0.4%
186.2	1	0.4%
182.1	1	0.4%

전
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	66
Distinct (%)	28.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2283843

Minimum	0
Maximum	35.8
Zeros	143
Zeros (%)	62.4%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2.5
95-th percentile	19.54
Maximum	35.8
Range	35.8
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	7.0072035
Coefficient of variation (CV)	2.1704986
Kurtosis	7.9765411
Mean	3.2283843
Median Absolute Deviation (MAD)	0
Skewness	2.8251735
Sum	739.3
Variance	49.100901
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	143	62.4%
0.8	5	2.2%
0.1	4	1.7%
0.5	3	1.3%
1.1	2	0.9%
11.7	2	0.9%
7.9	2	0.9%
11.2	2	0.9%
5.4	2	0.9%
9.4	2	0.9%
Other values (56)	62	27.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	143	62.4%
0.1	4	1.7%
0.2	1	0.4%
0.3	1	0.4%
0.4	1	0.4%
0.5	3	1.3%
0.8	5	2.2%
1.0	1	0.4%
1.1	2	0.9%
1.3	1	0.4%

Value	Count	Frequency (%)
35.8	1	0.4%
33.6	1	0.4%
33.4	1	0.4%
31.5	1	0.4%
29.9	1	0.4%
29.1	1	0.4%
27.9	1	0.4%
25.9	1	0.4%
25.3	1	0.4%
24.1	1	0.4%

답
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	74
Distinct (%)	32.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.2305677

Minimum	0
Maximum	180.7
Zeros	147
Zeros (%)	64.2%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3.6
95-th percentile	44.76
Maximum	180.7
Range	180.7
Interquartile range (IQR)	3.6

Descriptive statistics

Standard deviation	21.084018
Coefficient of variation (CV)	2.9159561
Kurtosis	28.553348
Mean	7.2305677
Median Absolute Deviation (MAD)	0
Skewness	4.8441981
Sum	1655.8
Variance	444.53582
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	147	64.2%
0.5	3	1.3%
2.0	2	0.9%
9.5	2	0.9%
12.1	2	0.9%
6.6	2	0.9%
4.4	2	0.9%
0.1	2	0.9%
1.8	2	0.9%
38.7	1	0.4%
Other values (64)	64	27.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	147	64.2%
0.1	2	0.9%
0.2	1	0.4%
0.3	1	0.4%
0.4	1	0.4%
0.5	3	1.3%
0.6	1	0.4%
0.8	1	0.4%
1.0	1	0.4%
1.1	1	0.4%

Value	Count	Frequency (%)
180.7	1	0.4%
130.3	1	0.4%
104.5	1	0.4%
94.1	1	0.4%
85.8	1	0.4%
85.2	1	0.4%
59.0	1	0.4%
58.8	1	0.4%
50.2	1	0.4%
46.0	1	0.4%

잡
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	34
Distinct (%)	14.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.76113537

Minimum	0
Maximum	28.2
Zeros	156
Zeros (%)	68.1%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.2
95-th percentile	3.92
Maximum	28.2
Range	28.2
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	2.791736
Coefficient of variation (CV)	3.6678574
Kurtosis	49.397452
Mean	0.76113537
Median Absolute Deviation (MAD)	0
Skewness	6.3655522
Sum	174.3
Variance	7.7937899
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0.0	156	68.1%
0.1	13	5.7%
0.5	8	3.5%
0.2	6	2.6%
0.4	6	2.6%
1.4	3	1.3%
1.0	3	1.3%
0.7	3	1.3%
1.8	2	0.9%
2.7	2	0.9%
Other values (24)	27	11.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	156	68.1%
0.1	13	5.7%
0.2	6	2.6%
0.3	2	0.9%
0.4	6	2.6%
0.5	8	3.5%
0.6	2	0.9%
0.7	3	1.3%
0.8	1	0.4%
1.0	3	1.3%

Value	Count	Frequency (%)
28.2	1	0.4%
16.9	1	0.4%
13.7	1	0.4%
13.6	1	0.4%
10.8	1	0.4%
8.4	1	0.4%
6.8	1	0.4%
6.3	1	0.4%
5.9	1	0.4%
5.3	1	0.4%

과
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	10.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.36375546

Minimum	0
Maximum	13.4
Zeros	176
Zeros (%)	76.9%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1.56
Maximum	13.4
Range	13.4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.5629891
Coefficient of variation (CV)	4.2968128
Kurtosis	46.65464
Mean	0.36375546
Median Absolute Deviation (MAD)	0
Skewness	6.5377909
Sum	83.3
Variance	2.442935
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0.0	176	76.9%
0.1	10	4.4%
0.2	9	3.9%
0.4	4	1.7%
0.3	4	1.7%
0.6	3	1.3%
0.8	2	0.9%
1.0	2	0.9%
0.7	2	0.9%
0.5	2	0.9%
Other values (15)	15	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	176	76.9%
0.1	10	4.4%
0.2	9	3.9%
0.3	4	1.7%
0.4	4	1.7%
0.5	2	0.9%
0.6	3	1.3%
0.7	2	0.9%
0.8	2	0.9%
0.9	1	0.4%

Value	Count	Frequency (%)
13.4	1	0.4%
13.0	1	0.4%
10.0	1	0.4%
7.0	1	0.4%
5.3	1	0.4%
3.9	1	0.4%
3.4	1	0.4%
3.2	1	0.4%
2.0	1	0.4%
1.9	1	0.4%

기타1
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	71
Distinct (%)	31.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.7624454

Minimum	0
Maximum	118.9
Zeros	139
Zeros (%)	60.7%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4.6
95-th percentile	42.28
Maximum	118.9
Range	118.9
Interquartile range (IQR)	4.6

Descriptive statistics

Standard deviation	17.06881
Coefficient of variation (CV)	2.5240589
Kurtosis	16.426603
Mean	6.7624454
Median Absolute Deviation (MAD)	0
Skewness	3.7713544
Sum	1548.6
Variance	291.34429
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	139	60.7%
0.2	4	1.7%
0.5	3	1.3%
2.4	3	1.3%
19.1	2	0.9%
46.0	2	0.9%
23.0	2	0.9%
8.8	2	0.9%
30.5	2	0.9%
0.3	2	0.9%
Other values (61)	68	29.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	139	60.7%
0.1	2	0.9%
0.2	4	1.7%
0.3	2	0.9%
0.4	1	0.4%
0.5	3	1.3%
0.6	2	0.9%
0.9	1	0.4%
1.0	1	0.4%
1.1	1	0.4%

Value	Count	Frequency (%)
118.9	1	0.4%
99.7	1	0.4%
97.0	1	0.4%
72.9	1	0.4%
67.0	1	0.4%
65.9	1	0.4%
55.1	1	0.4%
49.1	1	0.4%
46.0	2	0.9%
44.8	1	0.4%

단독주택
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	87
Distinct (%)	38.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1608.8865

Minimum	0
Maximum	51363
Zeros	142
Zeros (%)	62.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	727
95-th percentile	9112
Maximum	51363
Range	51363
Interquartile range (IQR)	727

Descriptive statistics

Standard deviation	5106.9614
Coefficient of variation (CV)	3.1742211
Kurtosis	44.51616
Mean	1608.8865
Median Absolute Deviation (MAD)	0
Skewness	5.8382128
Sum	368435
Variance	26081055
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	142	62.0%
390	2	0.9%
1159	1	0.4%
1888	1	0.4%
1312	1	0.4%
4198	1	0.4%
157	1	0.4%
19073	1	0.4%
8821	1	0.4%
3885	1	0.4%
Other values (77)	77	33.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	142	62.0%
9	1	0.4%
10	1	0.4%
19	1	0.4%
22	1	0.4%
24	1	0.4%
29	1	0.4%
63	1	0.4%
66	1	0.4%
124	1	0.4%

Value	Count	Frequency (%)
51363	1	0.4%
26958	1	0.4%
22950	1	0.4%
20611	1	0.4%
20538	1	0.4%
19073	1	0.4%
14241	1	0.4%
13391	1	0.4%
11596	1	0.4%
11536	1	0.4%

공동주택
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0349345

Minimum	0
Maximum	71
Zeros	203
Zeros (%)	88.6%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	9
Maximum	71
Range	71
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9.1219132
Coefficient of variation (CV)	4.4826569
Kurtosis	36.403353
Mean	2.0349345
Median Absolute Deviation (MAD)	0
Skewness	5.8329899
Sum	466
Variance	83.209301
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	203	88.6%
1	4	1.7%
9	3	1.3%
2	3	1.3%
4	2	0.9%
32	1	0.4%
8	1	0.4%
30	1	0.4%
70	1	0.4%
16	1	0.4%
Other values (9)	9	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	203	88.6%
1	4	1.7%
2	3	1.3%
4	2	0.9%
6	1	0.4%
7	1	0.4%
8	1	0.4%
9	3	1.3%
10	1	0.4%
15	1	0.4%

Value	Count	Frequency (%)
71	1	0.4%
70	1	0.4%
57	1	0.4%
50	1	0.4%
32	1	0.4%
31	1	0.4%
30	1	0.4%
18	1	0.4%
16	1	0.4%
15	1	0.4%

근린생활시설
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	79
Distinct (%)	34.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	151.32751

Minimum	0
Maximum	8608
Zeros	144
Zeros (%)	62.9%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	66
95-th percentile	819.6
Maximum	8608
Range	8608
Interquartile range (IQR)	66

Descriptive statistics

Standard deviation	637.20714
Coefficient of variation (CV)	4.2107819
Kurtosis	137.49031
Mean	151.32751
Median Absolute Deviation (MAD)	0
Skewness	10.705996
Sum	34654
Variance	406032.94
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	144	62.9%
6	2	0.9%
30	2	0.9%
80	2	0.9%
54	2	0.9%
22	2	0.9%
32	2	0.9%
88	2	0.9%
78	1	0.4%
339	1	0.4%
Other values (69)	69	30.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	144	62.9%
2	1	0.4%
4	1	0.4%
6	2	0.9%
7	1	0.4%
9	1	0.4%
11	1	0.4%
15	1	0.4%
19	1	0.4%
22	2	0.9%

Value	Count	Frequency (%)
8608	1	0.4%
1966	1	0.4%
1630	1	0.4%
1614	1	0.4%
1525	1	0.4%
1461	1	0.4%
1184	1	0.4%
1183	1	0.4%
946	1	0.4%
928	1	0.4%

종교시설
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	63
Distinct (%)	27.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.231441

Minimum	0
Maximum	693
Zeros	143
Zeros (%)	62.4%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	20
95-th percentile	171.6
Maximum	693
Range	693
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	83.304102
Coefficient of variation (CV)	2.5067857
Kurtosis	26.881275
Mean	33.231441
Median Absolute Deviation (MAD)	0
Skewness	4.5224598
Sum	7610
Variance	6939.5734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	143	62.4%
2	5	2.2%
11	4	1.7%
20	3	1.3%
9	3	1.3%
12	3	1.3%
4	3	1.3%
106	2	0.9%
14	2	0.9%
33	2	0.9%
Other values (53)	59	25.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	143	62.4%
1	1	0.4%
2	5	2.2%
4	3	1.3%
8	1	0.4%
9	3	1.3%
11	4	1.7%
12	3	1.3%
14	2	0.9%
15	2	0.9%

Value	Count	Frequency (%)
693	1	0.4%
591	1	0.4%
368	1	0.4%
331	1	0.4%
307	1	0.4%
217	1	0.4%
207	2	0.9%
206	1	0.4%
201	1	0.4%
184	1	0.4%

창고
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	80
Distinct (%)	34.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	310.46725

Minimum	0
Maximum	12335
Zeros	142
Zeros (%)	62.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	51
95-th percentile	1337.2
Maximum	12335
Range	12335
Interquartile range (IQR)	51

Descriptive statistics

Standard deviation	1256.5754
Coefficient of variation (CV)	4.0473685
Kurtosis	61.088843
Mean	310.46725
Median Absolute Deviation (MAD)	0
Skewness	7.2862553
Sum	71097
Variance	1578981.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	142	62.0%
10	3	1.3%
4	2	0.9%
34	2	0.9%
897	2	0.9%
41	2	0.9%
32	2	0.9%
2	2	0.9%
2276	1	0.4%
236	1	0.4%
Other values (70)	70	30.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	142	62.0%
1	1	0.4%
2	2	0.9%
3	1	0.4%
4	2	0.9%
7	1	0.4%
8	1	0.4%
10	3	1.3%
16	1	0.4%
18	1	0.4%

Value	Count	Frequency (%)
12335	1	0.4%
11094	1	0.4%
4978	1	0.4%
4524	1	0.4%
3852	1	0.4%
3018	1	0.4%
2750	1	0.4%
2343	1	0.4%
2276	1	0.4%
1676	1	0.4%

동물관련시설
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	78
Distinct (%)	34.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	457.38865

Minimum	0
Maximum	13185
Zeros	149
Zeros (%)	65.1%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	75
95-th percentile	3254.2
Maximum	13185
Range	13185
Interquartile range (IQR)	75

Descriptive statistics

Standard deviation	1537.0787
Coefficient of variation (CV)	3.3605528
Kurtosis	36.1403
Mean	457.38865
Median Absolute Deviation (MAD)	0
Skewness	5.4875222
Sum	104742
Variance	2362610.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	149	65.1%
1	2	0.9%
7	2	0.9%
45	2	0.9%
3	1	0.4%
547	1	0.4%
473	1	0.4%
5219	1	0.4%
828	1	0.4%
195	1	0.4%
Other values (68)	68	29.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	149	65.1%
1	2	0.9%
2	1	0.4%
3	1	0.4%
4	1	0.4%
5	1	0.4%
6	1	0.4%
7	2	0.9%
8	1	0.4%
9	1	0.4%

Value	Count	Frequency (%)
13185	1	0.4%
11967	1	0.4%
7379	1	0.4%
5436	1	0.4%
5272	1	0.4%
5219	1	0.4%
4208	1	0.4%
3745	1	0.4%
3741	1	0.4%
3697	1	0.4%

기타2
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	86
Distinct (%)	37.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	380.50218

Minimum	0
Maximum	7474
Zeros	139
Zeros (%)	60.7%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	203
95-th percentile	2416.4
Maximum	7474
Range	7474
Interquartile range (IQR)	203

Descriptive statistics

Standard deviation	1070.9101
Coefficient of variation (CV)	2.8144651
Kurtosis	20.460397
Mean	380.50218
Median Absolute Deviation (MAD)	0
Skewness	4.2884881
Sum	87135
Variance	1146848.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	139	60.7%
14	3	1.3%
108	2	0.9%
138	2	0.9%
280	2	0.9%
45	1	0.4%
166	1	0.4%
515	1	0.4%
2440	1	0.4%
1746	1	0.4%
Other values (76)	76	33.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	139	60.7%
4	1	0.4%
10	1	0.4%
14	3	1.3%
17	1	0.4%
18	1	0.4%
20	1	0.4%
22	1	0.4%
45	1	0.4%
56	1	0.4%

Value	Count	Frequency (%)
7474	1	0.4%
6964	1	0.4%
5938	1	0.4%
5441	1	0.4%
4430	1	0.4%
4320	1	0.4%
3594	1	0.4%
3589	1	0.4%
2741	1	0.4%
2467	1	0.4%

Phik (φk)
Auto

Heatmap
Table

	시도	대지	임야	전	답	잡	과	기타1	단독주택	공동주택	근린생활시설	종교시설	창고	동물관련시설	기타2
시도	1.000	0.380	0.576	0.431	0.303	0.264	0.395	0.425	0.412	0.257	0.023	0.387	0.000	0.149	0.280
대지	0.380	1.000	0.810	0.744	0.955	0.750	0.775	0.787	0.888	0.686	0.962	0.936	0.930	0.880	0.925
임야	0.576	0.810	1.000	0.911	0.810	0.754	0.827	0.927	0.775	0.702	0.640	0.874	0.760	0.776	0.779
전	0.431	0.744	0.911	1.000	0.776	0.711	0.660	0.910	0.782	0.453	0.746	0.690	0.755	0.687	0.720
답	0.303	0.955	0.810	0.776	1.000	0.760	0.682	0.804	0.877	0.532	0.945	0.886	0.866	0.796	0.917
잡	0.264	0.750	0.754	0.711	0.760	1.000	0.785	0.727	0.873	0.760	0.793	0.606	0.885	0.829	0.719
과	0.395	0.775	0.827	0.660	0.682	0.785	1.000	0.667	0.829	0.817	0.479	0.820	0.920	0.891	0.706
기타1	0.425	0.787	0.927	0.910	0.804	0.727	0.667	1.000	0.777	0.560	0.878	0.721	0.784	0.789	0.742
단독주택	0.412	0.888	0.775	0.782	0.877	0.873	0.829	0.777	1.000	0.754	0.795	0.743	0.952	0.903	0.801
공동주택	0.257	0.686	0.702	0.453	0.532	0.760	0.817	0.560	0.754	1.000	0.404	0.674	0.823	0.805	0.592
근린생활시설	0.023	0.962	0.640	0.746	0.945	0.793	0.479	0.878	0.795	0.404	1.000	0.741	0.845	0.807	0.921
종교시설	0.387	0.936	0.874	0.690	0.886	0.606	0.820	0.721	0.743	0.674	0.741	1.000	0.832	0.832	0.878
창고	0.000	0.930	0.760	0.755	0.866	0.885	0.920	0.784	0.952	0.823	0.845	0.832	1.000	0.975	0.785
동물관련시설	0.149	0.880	0.776	0.687	0.796	0.829	0.891	0.789	0.903	0.805	0.807	0.832	0.975	1.000	0.794
기타2	0.280	0.925	0.779	0.720	0.917	0.719	0.706	0.742	0.801	0.592	0.921	0.878	0.785	0.794	1.000

Heatmap
Table

	대지	임야	전	답	잡	과	기타1	단독주택	공동주택	근린생활시설	종교시설	창고	동물관련시설	기타2	시도
대지	1.000	0.942	0.946	0.937	0.923	0.779	0.943	0.955	0.496	0.959	0.922	0.940	0.946	0.933	0.165
임야	0.942	1.000	0.969	0.941	0.875	0.788	0.970	0.958	0.448	0.944	0.954	0.955	0.932	0.968	0.266
전	0.946	0.969	1.000	0.970	0.895	0.811	0.968	0.946	0.397	0.942	0.908	0.961	0.947	0.951	0.183
답	0.937	0.941	0.970	1.000	0.896	0.813	0.962	0.921	0.363	0.914	0.861	0.947	0.943	0.926	0.128
잡	0.923	0.875	0.895	0.896	1.000	0.680	0.895	0.874	0.493	0.898	0.842	0.880	0.881	0.881	0.118
과	0.779	0.788	0.811	0.813	0.680	1.000	0.791	0.762	0.243	0.737	0.723	0.789	0.811	0.744	0.185
기타1	0.943	0.970	0.968	0.962	0.895	0.791	1.000	0.956	0.418	0.948	0.923	0.963	0.940	0.960	0.180
단독주택	0.955	0.958	0.946	0.921	0.874	0.762	0.956	1.000	0.500	0.971	0.958	0.966	0.950	0.967	0.194
공동주택	0.496	0.448	0.397	0.363	0.493	0.243	0.418	0.500	1.000	0.524	0.501	0.430	0.382	0.471	0.115
근린생활시설	0.959	0.944	0.942	0.914	0.898	0.737	0.948	0.971	0.524	1.000	0.945	0.958	0.948	0.950	0.000
종교시설	0.922	0.954	0.908	0.861	0.842	0.723	0.923	0.958	0.501	0.945	1.000	0.923	0.911	0.952	0.168
창고	0.940	0.955	0.961	0.947	0.880	0.789	0.963	0.966	0.430	0.958	0.923	1.000	0.968	0.966	0.000
동물관련시설	0.946	0.932	0.947	0.943	0.881	0.811	0.940	0.950	0.382	0.948	0.911	0.968	1.000	0.938	0.064
기타2	0.933	0.968	0.951	0.926	0.881	0.744	0.960	0.967	0.471	0.950	0.952	0.966	0.938	1.000	0.117
시도	0.165	0.266	0.183	0.128	0.118	0.185	0.180	0.194	0.115	0.000	0.168	0.000	0.064	0.117	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

	시도	시군구	대지	임야	전	답	잡	과	기타1	단독주택	공동주택	근린생활시설	종교시설	창고	동물관련시설	기타2
0	서울특별시	종로구	0.3	14.7	1.1	0.0	0.1	0.0	0.3	1159	32	78	122	10	3	45
1	서울특별시	중구	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0	0	0	0	0	0	0
2	서울특별시	용산구	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0	0	0	0	0	0	0
3	서울특별시	성동구	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0	0	0	0	0	0	0
4	서울특별시	광진구	0.0	2.9	0.8	0.0	0.0	0.0	0.1	275	0	6	9	1	0	18
5	서울특별시	동대문구	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0	0	0	0	0	0	0
6	서울특별시	중랑구	0.2	5.3	0.8	0.5	0.0	0.1	3.5	984	0	30	8	466	6	108
7	서울특별시	성북구	0.1	9.9	0.0	0.0	0.0	0.0	0.5	669	4	27	207	0	0	143
8	서울특별시	강북구	0.4	22.1	0.1	0.0	0.1	0.0	0.6	727	18	232	138	7	0	103
9	서울특별시	도봉구	0.3	18.0	0.4	0.5	0.1	0.0	1.1	964	15	141	42	10	0	183

	시도	시군구
219	경상남도	창녕군
220	경상남도	고성군
221	경상남도	남해군
222	경상남도	하동군
223	경상남도	산청군
224	경상남도	함양군
225	경상남도	거창군
226	경상남도	합천군
227	제주특별자치도	제주시
228	제주특별자치도	서귀포시

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Most occurring scripts

Most frequent character per script

Hangul

Most occurring blocks

Most frequent character per block

Hangul

Interactions

Correlations

Missing values

Sample