gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	148
Missing cells	96
Missing cells (%)	3.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	24.8 KiB
Average record size in memory	171.9 B

Variable types

Numeric	9
Categorical	6
Text	1
DateTime	4

Dataset

Description	전라남도 광양시 착공신고 현황(연번,건축구분,대지위치,지목,대지면적,건축면적,연면적 등)을 제공합니다.
Author	전라남도 광양시
URL	https://www.data.go.kr/data/15063827/fileData.do

Alerts

`데이터기준일` has constant value ""	Constant
`연번` is highly overall correlated with `증축연면적(제곱미터)` and 1 other fields	High correlation
`대지면적(제곱미터)` is highly overall correlated with `건축면적(제곱미터)` and 3 other fields	High correlation
`건축면적(제곱미터)` is highly overall correlated with `대지면적(제곱미터)` and 3 other fields	High correlation
`연면적(제곱미터)` is highly overall correlated with `대지면적(제곱미터)` and 3 other fields	High correlation
`증축연면적(제곱미터)` is highly overall correlated with `연번` and 2 other fields	High correlation
`건폐율(퍼센트)` is highly overall correlated with `용적률(퍼센트)`	High correlation
`용적률(퍼센트)` is highly overall correlated with `건폐율(퍼센트)`	High correlation
`최고높이(미터)` is highly overall correlated with `연번` and 5 other fields	High correlation
`동수` is highly overall correlated with `대지면적(제곱미터)` and 2 other fields	High correlation
`건축구분` is highly overall correlated with `증축연면적(제곱미터)` and 2 other fields	High correlation
`구조` is highly overall correlated with `최대지하층수`	High correlation
`최대지상층수` is highly overall correlated with `최고높이(미터)` and 1 other fields	High correlation
`최대지하층수` is highly overall correlated with `대지면적(제곱미터)` and 8 other fields	High correlation
`주용도` is highly overall correlated with `동수` and 2 other fields	High correlation
`최대지상층수` is highly imbalanced (54.0%)	Imbalance
`증축연면적(제곱미터)` has 96 (64.9%) missing values	Missing
`연번` has unique values	Unique
`건폐율(퍼센트)` has 2 (1.4%) zeros	Zeros
`용적률(퍼센트)` has 2 (1.4%) zeros	Zeros

Reproduction

Analysis started	2024-03-16 04:17:24.694879
Analysis finished	2024-03-16 04:17:45.372863
Duration	20.68 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연번
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	148
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74.5

Minimum	1
Maximum	148
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	1
5-th percentile	8.35
Q1	37.75
median	74.5
Q3	111.25
95-th percentile	140.65
Maximum	148
Range	147
Interquartile range (IQR)	73.5

Descriptive statistics

Standard deviation	42.868014
Coefficient of variation (CV)	0.57540959
Kurtosis	-1.2
Mean	74.5
Median Absolute Deviation (MAD)	37
Skewness	0
Sum	11026
Variance	1837.6667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.7%
95	1	0.7%
97	1	0.7%
98	1	0.7%
99	1	0.7%
100	1	0.7%
101	1	0.7%
102	1	0.7%
103	1	0.7%
104	1	0.7%
Other values (138)	138	93.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.7%
2	1	0.7%
3	1	0.7%
4	1	0.7%
5	1	0.7%
6	1	0.7%
7	1	0.7%
8	1	0.7%
9	1	0.7%
10	1	0.7%

Value	Count	Frequency (%)
148	1	0.7%
147	1	0.7%
146	1	0.7%
145	1	0.7%
144	1	0.7%
143	1	0.7%
142	1	0.7%
141	1	0.7%
140	1	0.7%
139	1	0.7%

건축구분
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

신축	92
증축	53
대수선	2
가설건축물축조허가	1

Length

Max length	9
Median length	2
Mean length	2.0608108
Min length	2

Unique

Unique	1 ?
Unique (%)	0.7%

Sample

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

Common Values

Value	Count	Frequency (%)
신축	92	62.2%
증축	53	35.8%
대수선	2	1.4%
가설건축물축조허가	1	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
신축	92	62.2%
증축	53	35.8%
대수선	2	1.4%
가설건축물축조허가	1	0.7%

대지위치
Text

Distinct	131
Distinct (%)	88.5%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

Length

Max length	30
Median length	27
Mean length	21.27027
Min length	16

Characters and Unicode

Total characters	3148
Distinct characters	90
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	125 ?
Unique (%)	84.5%

Sample

1st row	전라남도 광양시 다압면 신원리 1686-1 외5필지
2nd row	전라남도 광양시 성황동 556-1
3rd row	전라남도 광양시 광영동 729-4
4th row	전라남도 광양시 광양읍 칠성리 937-1
5th row	전라남도 광양시 중동 1867-11

Value	Count	Frequency (%)
전라남도	148	20.5%
광양시	148	20.5%
광양읍	31	4.3%
외1필지	20	2.8%
태인동	16	2.2%
옥곡면	16	2.2%
마동	14	1.9%
옥룡면	11	1.5%
신금리	11	1.5%
28-117	10	1.4%
Other values (184)	296	41.1%

Most occurring characters

Value	Count	Frequency (%)
	573	18.2%
광	185	5.9%
양	179	5.7%
1	164	5.2%
남	153	4.9%
도	150	4.8%
전	148	4.7%
시	148	4.7%
라	148	4.7%
-	102	3.2%
Other values (80)	1198	38.1%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	1824	57.9%
Decimal Number	649	20.6%
Space Separator	573	18.2%
Dash Punctuation	102	3.2%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
광	185	10.1%
양	179	9.8%
남	153	8.4%
도	150	8.2%
전	148	8.1%
시	148	8.1%
라	148	8.1%
리	85	4.7%
동	64	3.5%
면	54	3.0%
Other values (68)	510	28.0%

Decimal Number

Value	Count	Frequency (%)
1	164	25.3%
2	77	11.9%
7	69	10.6%
5	62	9.6%
6	57	8.8%
3	51	7.9%
8	47	7.2%
9	44	6.8%
4	44	6.8%
0	34	5.2%

Space Separator

Value	Count	Frequency (%)
	573	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	102	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	1824	57.9%
Common	1324	42.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
광	185	10.1%
양	179	9.8%
남	153	8.4%
도	150	8.2%
전	148	8.1%
시	148	8.1%
라	148	8.1%
리	85	4.7%
동	64	3.5%
면	54	3.0%
Other values (68)	510	28.0%

Common

Value	Count	Frequency (%)
	573	43.3%
1	164	12.4%
-	102	7.7%
2	77	5.8%
7	69	5.2%
5	62	4.7%
6	57	4.3%
3	51	3.9%
8	47	3.5%
9	44	3.3%
Other values (2)	78	5.9%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	1824	57.9%
ASCII	1324	42.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	573	43.3%
1	164	12.4%
-	102	7.7%
2	77	5.8%
7	69	5.2%
5	62	4.7%
6	57	4.3%
3	51	3.9%
8	47	3.5%
9	44	3.3%
Other values (2)	78	5.9%

Hangul

Value	Count	Frequency (%)
광	185	10.1%
양	179	9.8%
남	153	8.4%
도	150	8.2%
전	148	8.1%
시	148	8.1%
라	148	8.1%
리	85	4.7%
동	64	3.5%
면	54	3.0%
Other values (68)	510	28.0%

지목
Categorical

Distinct	12
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

대	62
공장용지	30
임야	18
답	17
전	10
Other values (7)	11

Length

Max length	5
Median length	1
Mean length	1.9121622
Min length	1

Unique

Unique	4 ?
Unique (%)	2.7%

Sample

1st row	도로
2nd row	주유소용지
3rd row	대
4th row	대
5th row	대

Common Values

Value	Count	Frequency (%)
대	62	41.9%
공장용지	30	20.3%
임야	18	12.2%
답	17	11.5%
전	10	6.8%
창고용지	3	2.0%
도로	2	1.4%
잡종지	2	1.4%
주유소용지	1	0.7%
학교용지	1	0.7%
Other values (2)	2	1.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
대	62	41.9%
공장용지	30	20.3%
임야	18	12.2%
답	17	11.5%
전	10	6.8%
창고용지	3	2.0%
도로	2	1.4%
잡종지	2	1.4%
주유소용지	1	0.7%
학교용지	1	0.7%
Other values (2)	2	1.4%

대지면적(제곱미터)
Real number (ℝ)

HIGH CORRELATION

Distinct	128
Distinct (%)	86.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	86180.507

Minimum	120
Maximum	3293527
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	120
5-th percentile	200
Q1	360.5
median	674
Q3	1670
95-th percentile	469379.65
Maximum	3293527
Range	3293407
Interquartile range (IQR)	1309.5

Descriptive statistics

Standard deviation	382360.5
Coefficient of variation (CV)	4.43674
Kurtosis	39.977712
Mean	86180.507
Median Absolute Deviation (MAD)	354
Skewness	5.8899945
Sum	12754715
Variance	1.4619955 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
683	10	6.8%
1206256	3	2.0%
284	2	1.4%
200	2	1.4%
231	2	1.4%
206	2	1.4%
226	2	1.4%
1094792	2	1.4%
1028	2	1.4%
659	2	1.4%
Other values (118)	119	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
120	1	0.7%
180	1	0.7%
185	1	0.7%
189	1	0.7%
192	1	0.7%
195	1	0.7%
197	1	0.7%
200	2	1.4%
201	1	0.7%
206	2	1.4%

Value	Count	Frequency (%)
3293527	1	0.7%
2120439	1	0.7%
1206256	3	2.0%
1094792	2	1.4%
611494	1	0.7%
205453	1	0.7%
195300	1	0.7%
126766	1	0.7%
96836	1	0.7%
45695	1	0.7%

건축면적(제곱미터)
Real number (ℝ)

HIGH CORRELATION

Distinct	117
Distinct (%)	79.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10131.486

Minimum	13
Maximum	724041
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	13
5-th percentile	44.35
Q1	87
median	148
Q3	417.25
95-th percentile	38598.7
Maximum	724041
Range	724028
Interquartile range (IQR)	330.25

Descriptive statistics

Standard deviation	65334.32
Coefficient of variation (CV)	6.4486411
Kurtosis	101.06922
Mean	10131.486
Median Absolute Deviation (MAD)	77
Skewness	9.6720165
Sum	1499460
Variance	4.2685734 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
197	10	6.8%
99	8	5.4%
120	3	2.0%
84	3	2.0%
73	2	1.4%
90	2	1.4%
50	2	1.4%
88	2	1.4%
60	2	1.4%
165	2	1.4%
Other values (107)	112	75.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13	1	0.7%
18	2	1.4%
24	1	0.7%
29	1	0.7%
32	1	0.7%
36	1	0.7%
44	1	0.7%
45	1	0.7%
48	1	0.7%
49	1	0.7%

Value	Count	Frequency (%)
724041	1	0.7%
308747	1	0.7%
67824	1	0.7%
67479	1	0.7%
59754	1	0.7%
59706	1	0.7%
59380	1	0.7%
48097	1	0.7%
20959	1	0.7%
15342	1	0.7%

연면적(제곱미터)
Real number (ℝ)

HIGH CORRELATION

Distinct	111
Distinct (%)	75.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13544.73

Minimum	11
Maximum	752844
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	11
5-th percentile	44.35
Q1	88.75
median	173.5
Q3	444.25
95-th percentile	66373.8
Maximum	752844
Range	752833
Interquartile range (IQR)	355.5

Descriptive statistics

Standard deviation	73369.019
Coefficient of variation (CV)	5.4167946
Kurtosis	76.13355
Mean	13544.73
Median Absolute Deviation (MAD)	103.5
Skewness	8.2479633
Sum	2004620
Variance	5.3830129 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
254	10	6.8%
99	8	5.4%
84	4	2.7%
98	4	2.7%
120	3	2.0%
60	2	1.4%
123	2	1.4%
165	2	1.4%
57	2	1.4%
145	2	1.4%
Other values (101)	109	73.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	1	0.7%
18	2	1.4%
24	1	0.7%
29	1	0.7%
32	2	1.4%
44	1	0.7%
45	1	0.7%
48	1	0.7%
49	1	0.7%
50	2	1.4%

Value	Count	Frequency (%)
752844	1	0.7%
408656	1	0.7%
127014	1	0.7%
125801	1	0.7%
120277	1	0.7%
120229	1	0.7%
119030	1	0.7%
90325	1	0.7%
21893	1	0.7%
18578	1	0.7%

증축연면적(제곱미터)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	38
Distinct (%)	73.1%
Missing	96
Missing (%)	64.9%
Infinite	0
Infinite (%)	0.0%
Mean	274.28846

Minimum	19
Maximum	2471
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	19
5-th percentile	31.1
Q1	32
median	81.5
Q3	146.5
95-th percentile	1414.4
Maximum	2471
Range	2452
Interquartile range (IQR)	114.5

Descriptive statistics

Standard deviation	519.74177
Coefficient of variation (CV)	1.8948729
Kurtosis	7.3250174
Mean	274.28846
Median Absolute Deviation (MAD)	49.5
Skewness	2.745885
Sum	14263
Variance	270131.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
32	11	7.4%
84	4	2.7%
36	2	1.4%
108	1	0.7%
85	1	0.7%
59	1	0.7%
135	1	0.7%
83	1	0.7%
82	1	0.7%
30	1	0.7%
Other values (28)	28	18.9%
(Missing)	96	64.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	0.7%
27	1	0.7%
30	1	0.7%
32	11	7.4%
33	1	0.7%
35	1	0.7%
36	2	1.4%
44	1	0.7%
48	1	0.7%
50	1	0.7%

Value	Count	Frequency (%)
2471	1	0.7%
1824	1	0.7%
1608	1	0.7%
1256	1	0.7%
1214	1	0.7%
1199	1	0.7%
622	1	0.7%
527	1	0.7%
366	1	0.7%
338	1	0.7%

건폐율(퍼센트)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	57
Distinct (%)	38.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.202703

Minimum	0
Maximum	71
Zeros	2
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	13
median	21
Q3	38
95-th percentile	60
Maximum	71
Range	71
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	18.156523
Coefficient of variation (CV)	0.66745289
Kurtosis	-0.49396304
Mean	27.202703
Median Absolute Deviation (MAD)	10
Skewness	0.74183354
Sum	4026
Variance	329.65931
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	11	7.4%
20	9	6.1%
60	8	5.4%
13	8	5.4%
19	7	4.7%
10	7	4.7%
15	6	4.1%
12	4	2.7%
44	4	2.7%
14	4	2.7%
Other values (47)	80	54.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	1.4%
2	1	0.7%
3	2	1.4%
4	1	0.7%
5	4	2.7%
6	3	2.0%
7	1	0.7%
8	2	1.4%
9	2	1.4%
10	7	4.7%

Value	Count	Frequency (%)
71	1	0.7%
70	1	0.7%
69	1	0.7%
68	1	0.7%
63	2	1.4%
60	8	5.4%
59	2	1.4%
57	1	0.7%
56	1	0.7%
55	1	0.7%

용적률(퍼센트)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	65
Distinct (%)	43.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.108108

Minimum	0
Maximum	336
Zeros	2
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	6.35
Q1	13
median	23
Q3	46.25
95-th percentile	93.85
Maximum	336
Range	336
Interquartile range (IQR)	33.25

Descriptive statistics

Standard deviation	37.38677
Coefficient of variation (CV)	1.0649041
Kurtosis	29.30522
Mean	35.108108
Median Absolute Deviation (MAD)	13
Skewness	4.3483924
Sum	5196
Variance	1397.7705
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	11	7.4%
19	10	6.8%
10	9	6.1%
20	6	4.1%
13	6	4.1%
11	5	3.4%
16	5	3.4%
12	5	3.4%
60	5	3.4%
14	4	2.7%
Other values (55)	82	55.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	1.4%
2	1	0.7%
3	1	0.7%
4	1	0.7%
5	1	0.7%
6	2	1.4%
7	1	0.7%
8	2	1.4%
9	2	1.4%
10	9	6.1%

Value	Count	Frequency (%)
336	1	0.7%
179	1	0.7%
134	1	0.7%
122	1	0.7%
120	1	0.7%
101	1	0.7%
98	1	0.7%
97	1	0.7%
88	1	0.7%
74	1	0.7%

구조
Categorical

HIGH CORRELATION

Distinct	10
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

경량철골구조	70
일반철골구조	35
철근콘크리트구조	29
일반목구조	6
컨테이너조	3
Other values (5)	5

Length

Max length	13
Median length	6
Mean length	6.3851351
Min length	4

Unique

Unique	5 ?
Unique (%)	3.4%

Sample

1st row	철근콘크리트구조
2nd row	일반철골구조
3rd row	경량철골구조
4th row	철근콘크리트구조
5th row	일반철골구조

Common Values

Value	Count	Frequency (%)
경량철골구조	70	47.3%
일반철골구조	35	23.6%
철근콘크리트구조	29	19.6%
일반목구조	6	4.1%
컨테이너조	3	2.0%
철골철근콘크리트구조	1	0.7%
공업화박판강구조(PEB)	1	0.7%
<NA>	1	0.7%
기타강구조	1	0.7%
강파이프구조	1	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
경량철골구조	70	47.3%
일반철골구조	35	23.6%
철근콘크리트구조	29	19.6%
일반목구조	6	4.1%
컨테이너조	3	2.0%
철골철근콘크리트구조	1	0.7%
공업화박판강구조(peb	1	0.7%
na	1	0.7%
기타강구조	1	0.7%
강파이프구조	1	0.7%

허가일
Date

Distinct	97
Distinct (%)	65.5%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

Minimum	2021-09-27 00:00:00
Maximum	2024-01-26 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

착공처리일
Date

Distinct	64
Distinct (%)	43.2%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

Minimum	2023-09-05 00:00:00
Maximum	2024-01-31 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

착공예정일
Date

Distinct	78
Distinct (%)	52.7%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

Minimum	2022-11-12 00:00:00
Maximum	2024-12-25 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

최대지상층수
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

1	112
2	28
4	4
5	2
3	2

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1	112	75.7%
2	28	18.9%
4	4	2.7%
5	2	1.4%
3	2	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	112	75.7%
2	28	18.9%
4	4	2.7%
5	2	1.4%
3	2	1.4%

최대지하층수
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

0	91
<NA>	53
1	4

Length

Max length	4
Median length	1
Mean length	2.0743243
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	<NA>
3rd row	<NA>
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	91	61.5%
<NA>	53	35.8%
1	4	2.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	91	61.5%
na	53	35.8%
1	4	2.7%

최고높이(미터)
Real number (ℝ)

HIGH CORRELATION

Distinct	17
Distinct (%)	11.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.2162162

Minimum	3
Maximum	26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	3
5-th percentile	4
Q1	5
median	6
Q3	8
95-th percentile	15
Maximum	26
Range	23
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.2722655
Coefficient of variation (CV)	0.59203679
Kurtosis	7.1124502
Mean	7.2162162
Median Absolute Deviation (MAD)	2
Skewness	2.456694
Sum	1068
Variance	18.252252
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
5	36	24.3%
4	28	18.9%
6	21	14.2%
8	19	12.8%
7	10	6.8%
10	7	4.7%
12	6	4.1%
9	4	2.7%
3	4	2.7%
15	3	2.0%
Other values (7)	10	6.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	4	2.7%
4	28	18.9%
5	36	24.3%
6	21	14.2%
7	10	6.8%
8	19	12.8%
9	4	2.7%
10	7	4.7%
12	6	4.1%
13	1	0.7%

Value	Count	Frequency (%)
26	1	0.7%
25	3	2.0%
18	1	0.7%
17	1	0.7%
16	1	0.7%
15	3	2.0%
14	2	1.4%
13	1	0.7%
12	6	4.1%
10	7	4.7%

동수
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2837838

Minimum	1
Maximum	42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	4.65
Maximum	42
Range	41
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	5.0224537
Coefficient of variation (CV)	2.1991809
Kurtosis	48.324612
Mean	2.2837838
Median Absolute Deviation (MAD)	0
Skewness	6.7113964
Sum	338
Variance	25.225041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	96	64.9%
2	36	24.3%
3	4	2.7%
4	4	2.7%
5	3	2.0%
42	1	0.7%
11	1	0.7%
18	1	0.7%
16	1	0.7%
40	1	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	96	64.9%
2	36	24.3%
3	4	2.7%
4	4	2.7%
5	3	2.0%
11	1	0.7%
16	1	0.7%
18	1	0.7%
40	1	0.7%
42	1	0.7%

Value	Count	Frequency (%)
42	1	0.7%
40	1	0.7%
18	1	0.7%
16	1	0.7%
11	1	0.7%
5	3	2.0%
4	4	2.7%
3	4	2.7%
2	36	24.3%
1	96	64.9%

주용도
Categorical

HIGH CORRELATION

Distinct	14
Distinct (%)	9.5%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

단독주택	41
제2종근린생활시설	29
공장	27
제1종근린생활시설	24
창고시설	13
Other values (9)	14

Length

Max length	10
Median length	9
Mean length	5.6756757
Min length	2

Unique

Unique	6 ?
Unique (%)	4.1%

Sample

1st row	제1종근린생활시설
2nd row	위험물저장및처리시설
3rd row	제2종근린생활시설
4th row	제1종근린생활시설
5th row	제2종근린생활시설

Common Values

Value	Count	Frequency (%)
단독주택	41	27.7%
제2종근린생활시설	29	19.6%
공장	27	18.2%
제1종근린생활시설	24	16.2%
창고시설	13	8.8%
위험물저장및처리시설	3	2.0%
자원순환관련시설	3	2.0%
교육연구시설	2	1.4%
장례시설	1	0.7%
판매시설	1	0.7%
Other values (4)	4	2.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
단독주택	41	27.7%
제2종근린생활시설	29	19.6%
공장	27	18.2%
제1종근린생활시설	24	16.2%
창고시설	13	8.8%
위험물저장및처리시설	3	2.0%
자원순환관련시설	3	2.0%
교육연구시설	2	1.4%
장례시설	1	0.7%
판매시설	1	0.7%
Other values (4)	4	2.7%

데이터기준일
Date

CONSTANT

Distinct	1
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

Minimum	2024-03-08 00:00:00
Maximum	2024-03-08 00:00:00

Histogram

Histogram with fixed size bins (bins=1)

Heatmap
Table

	연번	건축구분	지목	대지면적(제곱미터)	건축면적(제곱미터)	연면적(제곱미터)	증축연면적(제곱미터)	건폐율(퍼센트)	용적률(퍼센트)	구조	허가일	착공처리일	착공예정일	최대지상층수	최대지하층수	최고높이(미터)	동수	주용도
연번	1.000	0.314	0.386	0.212	0.000	0.121	0.465	0.602	0.330	0.343	0.914	0.933	0.918	0.433	0.435	0.400	0.000	0.395
건축구분	0.314	1.000	0.581	0.105	0.000	0.295	NaN	0.360	0.151	0.476	0.000	0.787	0.000	0.218	0.445	0.569	0.000	0.742
지목	0.386	0.581	1.000	0.000	0.000	0.054	0.258	0.494	0.412	0.000	0.768	0.810	0.651	0.000	0.000	0.573	0.674	0.796
대지면적(제곱미터)	0.212	0.105	0.000	1.000	1.000	0.947	0.158	0.605	0.000	0.000	0.000	0.780	0.000	0.406	NaN	0.384	0.683	0.728
건축면적(제곱미터)	0.000	0.000	0.000	1.000	1.000	1.000	0.000	0.247	0.000	0.000	0.775	0.918	0.000	0.000	NaN	0.000	0.000	0.000
연면적(제곱미터)	0.121	0.295	0.054	0.947	1.000	1.000	0.671	0.480	0.000	0.000	0.560	0.913	0.000	0.208	NaN	0.544	0.000	0.000
증축연면적(제곱미터)	0.465	NaN	0.258	0.158	0.000	0.671	1.000	0.000	0.000	0.648	0.736	0.000	0.000	0.565	NaN	0.940	0.627	0.000
건폐율(퍼센트)	0.602	0.360	0.494	0.605	0.247	0.480	0.000	1.000	0.717	0.000	0.000	0.617	0.406	0.442	0.300	0.410	0.072	0.491
용적률(퍼센트)	0.330	0.151	0.412	0.000	0.000	0.000	0.000	0.717	1.000	0.000	0.000	0.000	0.000	0.624	0.691	0.568	0.000	0.318
구조	0.343	0.476	0.000	0.000	0.000	0.000	0.648	0.000	0.000	1.000	0.959	0.000	0.000	0.366	0.496	0.598	0.667	0.786
허가일	0.914	0.000	0.768	0.000	0.775	0.560	0.736	0.000	0.000	0.959	1.000	0.875	0.963	0.000	0.637	0.676	0.000	0.880
착공처리일	0.933	0.787	0.810	0.780	0.918	0.913	0.000	0.617	0.000	0.000	0.875	1.000	0.984	0.594	0.289	0.804	0.000	0.000
착공예정일	0.918	0.000	0.651	0.000	0.000	0.000	0.000	0.406	0.000	0.000	0.963	0.984	1.000	0.000	0.000	0.000	0.000	0.000
최대지상층수	0.433	0.218	0.000	0.406	0.000	0.208	0.565	0.442	0.624	0.366	0.000	0.594	0.000	1.000	0.797	0.732	0.000	0.493
최대지하층수	0.435	0.445	0.000	NaN	NaN	NaN	NaN	0.300	0.691	0.496	0.637	0.289	0.000	0.797	1.000	0.932	NaN	0.840
최고높이(미터)	0.400	0.569	0.573	0.384	0.000	0.544	0.940	0.410	0.568	0.598	0.676	0.804	0.000	0.732	0.932	1.000	0.308	0.715
동수	0.000	0.000	0.674	0.683	0.000	0.000	0.627	0.072	0.000	0.667	0.000	0.000	0.000	0.000	NaN	0.308	1.000	0.800
주용도	0.395	0.742	0.796	0.728	0.000	0.000	0.000	0.491	0.318	0.786	0.880	0.000	0.000	0.493	0.840	0.715	0.800	1.000

Heatmap
Table

	구조	건축구분	지목	주용도	최대지하층수	최대지상층수
구조	1.000	0.318	0.000	0.473	0.518	0.217
건축구분	0.318	1.000	0.293	0.507	0.688	0.178
지목	0.000	0.293	1.000	0.450	0.000	0.000
주용도	0.473	0.507	0.450	1.000	0.643	0.274
최대지하층수	0.518	0.688	0.000	0.643	1.000	0.582
최대지상층수	0.217	0.178	0.000	0.274	0.582	1.000

Heatmap
Table

	연번	대지면적(제곱미터)	건축면적(제곱미터)	연면적(제곱미터)	증축연면적(제곱미터)	건폐율(퍼센트)	용적률(퍼센트)	최고높이(미터)	동수	건축구분	지목	구조	최대지상층수	최대지하층수	주용도
연번	1.000	-0.114	-0.305	-0.323	-0.789	-0.210	-0.240	-0.563	0.150	0.187	0.170	0.161	0.190	0.318	0.167
대지면적(제곱미터)	-0.114	1.000	0.738	0.712	0.407	-0.350	-0.277	0.285	0.551	0.084	0.000	0.000	0.161	1.000	0.472
건축면적(제곱미터)	-0.305	0.738	1.000	0.981	0.478	0.240	0.301	0.522	0.480	0.000	0.000	0.000	0.000	1.000	0.000
연면적(제곱미터)	-0.323	0.712	0.981	1.000	0.468	0.256	0.348	0.573	0.456	0.118	0.010	0.000	0.170	1.000	0.000
증축연면적(제곱미터)	-0.789	0.407	0.478	0.468	1.000	-0.248	-0.230	0.696	0.241	1.000	0.113	0.419	0.375	0.000	0.000
건폐율(퍼센트)	-0.210	-0.350	0.240	0.256	-0.248	1.000	0.961	0.259	-0.149	0.217	0.230	0.000	0.194	0.218	0.218
용적률(퍼센트)	-0.240	-0.277	0.301	0.348	-0.230	0.961	1.000	0.359	-0.150	0.096	0.168	0.000	0.482	0.496	0.156
최고높이(미터)	-0.563	0.285	0.522	0.573	0.696	0.259	0.359	1.000	-0.095	0.278	0.280	0.344	0.560	0.747	0.406
동수	0.150	0.551	0.480	0.456	0.241	-0.149	-0.150	-0.095	1.000	0.000	0.444	0.459	0.000	1.000	0.559
건축구분	0.187	0.084	0.000	0.118	1.000	0.217	0.096	0.278	0.000	1.000	0.293	0.318	0.178	0.688	0.507
지목	0.170	0.000	0.000	0.010	0.113	0.230	0.168	0.280	0.444	0.293	1.000	0.000	0.000	0.000	0.450
구조	0.161	0.000	0.000	0.000	0.419	0.000	0.000	0.344	0.459	0.318	0.000	1.000	0.217	0.518	0.473
최대지상층수	0.190	0.161	0.000	0.170	0.375	0.194	0.482	0.560	0.000	0.178	0.000	0.217	1.000	0.582	0.274
최대지하층수	0.318	1.000	1.000	1.000	0.000	0.218	0.496	0.747	1.000	0.688	0.000	0.518	0.582	1.000	0.643
주용도	0.167	0.472	0.000	0.000	0.000	0.218	0.156	0.406	0.559	0.507	0.450	0.473	0.274	0.643	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

	연번	건축구분	대지위치	지목	대지면적(제곱미터)	건축면적(제곱미터)	연면적(제곱미터)	증축연면적(제곱미터)	건폐율(퍼센트)	용적률(퍼센트)	구조	허가일	착공처리일	착공예정일	최대지상층수	최대지하층수	최고높이(미터)	동수	주용도	데이터기준일
0	1	신축	전라남도 광양시 다압면 신원리 1686-1 외5필지	도로	2154	286	399	<NA>	13	19	철근콘크리트구조	2023-08-28	2023-09-05	2023-09-04	2	0	10	1	제1종근린생활시설	2024-03-08
1	2	증축	전라남도 광양시 성황동 556-1	주유소용지	1730	267	319	167	15	18	일반철골구조	2023-08-23	2023-09-05	2023-09-07	2	<NA>	8	3	위험물저장및처리시설	2024-03-08
2	3	증축	전라남도 광양시 광영동 729-4	대	197	103	198	99	52	101	경량철골구조	2023-09-05	2023-09-11	2023-09-11	2	<NA>	8	1	제2종근린생활시설	2024-03-08
3	4	신축	전라남도 광양시 광양읍 칠성리 937-1	대	332	199	398	<NA>	60	120	철근콘크리트구조	2023-09-01	2023-09-11	2023-09-11	2	0	9	1	제1종근린생활시설	2024-03-08
4	5	신축	전라남도 광양시 중동 1867-11	대	532	318	318	<NA>	60	60	일반철골구조	2023-08-31	2023-09-11	2023-09-11	1	0	7	1	제2종근린생활시설	2024-03-08
5	6	신축	전라남도 광양시 진월면 망덕리 210-62	전	1000	397	397	<NA>	40	40	일반철골구조	2023-07-26	2023-09-12	2023-08-14	1	0	7	1	창고시설	2024-03-08
6	7	증축	전라남도 광양시 옥곡면 신금리 365-3 외3필지	대	4467	891	1612	163	20	36	경량철골구조	2023-08-03	2023-09-13	2023-09-14	2	<NA>	10	3	장례시설	2024-03-08
7	8	증축	전라남도 광양시 광양읍 초남리 313-28	잡종지	13216	1842	1842	1824	14	14	일반철골구조	2023-07-18	2023-09-13	2023-08-14	1	<NA>	17	5	자원순환관련시설	2024-03-08
8	9	증축	전라남도 광양시 광양읍 초남리 763-3 외6필지	공장용지	45695	1174	1333	338	3	3	일반철골구조	2023-09-01	2023-09-14	2023-09-18	1	<NA>	7	5	위험물저장및처리시설	2024-03-08
9	10	증축	전라남도 광양시 광양읍 초남리 761-7 외5필지	공장용지	15994	3649	2606	2471	23	16	철골철근콘크리트구조	2023-09-13	2023-09-15	2023-09-18	1	<NA>	13	2	공장	2024-03-08

	연번	건축구분	대지위치	지목	대지면적(제곱미터)	건축면적(제곱미터)	연면적(제곱미터)	증축연면적(제곱미터)	건폐율(퍼센트)	용적률(퍼센트)	구조	허가일	착공처리일	착공예정일	최대지상층수	최대지하층수	최고높이(미터)	동수	주용도	데이터기준일
138	139	증축	전라남도 광양시 광영동 583-10	대	1939	443	404	84	23	21	경량철골구조	2023-11-28	2023-12-22	2023-12-29	1	<NA>	4	2	위험물저장및처리시설	2024-03-08
139	140	증축	전라남도 광양시 태인동 28-117	공장용지	683	197	254	32	29	37	경량철골구조	2024-01-03	2024-01-08	2024-01-11	1	<NA>	4	2	공장	2024-03-08
140	141	증축	전라남도 광양시 태인동 28-117	공장용지	683	197	254	32	29	37	경량철골구조	2024-01-10	2024-01-15	2024-01-31	1	<NA>	4	2	공장	2024-03-08
141	142	증축	전라남도 광양시 태인동 28-117	공장용지	683	197	254	32	29	37	경량철골구조	2024-01-10	2024-01-16	2024-01-17	1	<NA>	4	2	공장	2024-03-08
142	143	증축	전라남도 광양시 태인동 28-117	공장용지	683	197	254	32	29	37	경량철골구조	2024-01-10	2024-01-17	2024-01-22	1	<NA>	4	2	공장	2024-03-08
143	144	증축	전라남도 광양시 태인동 28-117	공장용지	683	197	254	32	29	37	경량철골구조	2024-01-15	2024-01-24	2024-01-26	1	<NA>	4	2	공장	2024-03-08
144	145	증축	전라남도 광양시 태인동 28-117	공장용지	683	197	254	32	29	37	경량철골구조	2024-01-04	2024-01-25	2024-01-30	1	<NA>	4	2	공장	2024-03-08
145	146	증축	전라남도 광양시 태인동 28-117	공장용지	683	197	254	32	29	37	경량철골구조	2024-01-26	2024-01-31	2024-02-02	1	<NA>	4	2	공장	2024-03-08
146	147	증축	전라남도 광양시 태인동 28-117	공장용지	683	197	254	32	29	37	경량철골구조	2024-01-25	2024-01-31	2024-02-03	1	<NA>	4	2	공장	2024-03-08
147	148	증축	전라남도 광양시 태인동 28-117	공장용지	683	197	254	32	29	37	경량철골구조	2024-01-18	2024-01-31	2024-02-01	1	<NA>	4	2	공장	2024-03-08

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