gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	168
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	24.6 KiB
Average record size in memory	149.8 B

Variable types

Text	1
Categorical	3
Numeric	13

Dataset

Description	충청남도 산업단지 내 입주업체 현황 정보를 단지명, 유형, 시도, 시군구, 지정면적, 지정일자 등 데이터로 개방하고자 합니다.
Author	충청남도
URL	https://alldam.chungnam.go.kr/index.chungnam?menuCd=DOM_000000201001001001&st=&cds=&orgCd=&apiType=&isOpen=Y&pageIndex=404&beforeMenuCd=DOM_000000201001001000&publicdatapk=15032201

Alerts

`시도` has constant value ""	Constant
`지정면적` is highly overall correlated with `분양현황 계(분양대상)` and 5 other fields	High correlation
`분양현황 계(분양대상)` is highly overall correlated with `지정면적` and 5 other fields	High correlation
`본양공고 소계` is highly overall correlated with `지정면적` and 5 other fields	High correlation
`분양` is highly overall correlated with `지정면적` and 5 other fields	High correlation
`미분양` is highly overall correlated with `개발용지 미분양` and 1 other fields	High correlation
`개발용지 계(분양대상)` is highly overall correlated with `지정면적` and 5 other fields	High correlation
`개발용지 분양공고 소계` is highly overall correlated with `지정면적` and 5 other fields	High correlation
`개발용지 분양` is highly overall correlated with `지정면적` and 5 other fields	High correlation
`개발용지 미분양` is highly overall correlated with `미분양`	High correlation
`미개발용지 계(분양대상)` is highly overall correlated with `미개발용지 분양공고 소계` and 1 other fields	High correlation
`미개발용지 분양공고 소계` is highly overall correlated with `미개발용지 계(분양대상)` and 2 other fields	High correlation
`미개발용지 분양` is highly overall correlated with `미개발용지 계(분양대상)` and 1 other fields	High correlation
`미개발용지 미분양` is highly overall correlated with `미분양` and 1 other fields	High correlation
`단지명` has unique values	Unique
`지정면적` has unique values	Unique
`분양현황 계(분양대상)` has unique values	Unique
`본양공고 소계` has 11 (6.5%) zeros	Zeros
`분양` has 12 (7.1%) zeros	Zeros
`미분양` has 146 (86.9%) zeros	Zeros
`개발용지 계(분양대상)` has 17 (10.1%) zeros	Zeros
`개발용지 분양공고 소계` has 18 (10.7%) zeros	Zeros
`개발용지 분양` has 18 (10.7%) zeros	Zeros
`개발용지 미분양` has 149 (88.7%) zeros	Zeros
`미개발용지 계(분양대상)` has 133 (79.2%) zeros	Zeros
`미개발용지 분양공고 소계` has 148 (88.1%) zeros	Zeros
`미개발용지 분양` has 149 (88.7%) zeros	Zeros
`미개발용지 미분양` has 161 (95.8%) zeros	Zeros

Reproduction

Analysis started	2024-01-09 21:25:09.137975
Analysis finished	2024-01-09 21:25:23.663080
Duration	14.53 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

단지명
Text

UNIQUE

Distinct	168
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

Length

Max length	26
Median length	23
Mean length	9.2321429
Min length	6

Characters and Unicode

Total characters	1551
Distinct characters	193
Distinct categories	7 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

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

Unique

Unique	168 ?
Unique (%)	100.0%

Sample

1st row	아산(고대지구)
2nd row	아산(부곡지구)
3rd row	고정국가산업단지
4th row	대죽자원비축산업단지
5th row	석문국가산업단지

Value	Count	Frequency (%)
아산(고대지구	1	0.6%
구:홍산농공	1	0.6%
합덕농공단지	1	0.6%
은산산업단지	1	0.6%
구:은산농공	1	0.6%
임천산업단지	1	0.6%
구:임천농공	1	0.6%
부여장암산업단지	1	0.6%
구:장암농공	1	0.6%
홍산산업단지	1	0.6%
Other values (164)	164	94.3%

Most occurring characters

Value	Count	Frequency (%)
지	174	11.2%
단	169	10.9%
산	130	8.4%
공	93	6.0%
농	90	5.8%
업	83	5.4%
일	62	4.0%
반	62	4.0%
천	29	1.9%
구	27	1.7%
Other values (183)	632	40.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	1436	92.6%
Decimal Number	36	2.3%
Close Punctuation	24	1.5%
Open Punctuation	24	1.5%
Other Punctuation	20	1.3%
Space Separator	6	0.4%
Uppercase Letter	5	0.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
지	174	12.1%
단	169	11.8%
산	130	9.1%
공	93	6.5%
농	90	6.3%
업	83	5.8%
일	62	4.3%
반	62	4.3%
천	29	2.0%
구	27	1.9%
Other values (166)	517	36.0%

Decimal Number

Value	Count	Frequency (%)
2	25	69.4%
1	5	13.9%
3	3	8.3%
4	1	2.8%
5	1	2.8%
6	1	2.8%

Uppercase Letter

Value	Count	Frequency (%)
G	1	20.0%
L	1	20.0%
T	1	20.0%
I	1	20.0%
B	1	20.0%

Close Punctuation

Value	Count	Frequency (%)
]	21	87.5%
)	3	12.5%

Open Punctuation

Value	Count	Frequency (%)
[	21	87.5%
(	3	12.5%

Other Punctuation

Value	Count	Frequency (%)
:	20	100.0%

Space Separator

Value	Count	Frequency (%)
	6	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	1436	92.6%
Common	110	7.1%
Latin	5	0.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
지	174	12.1%
단	169	11.8%
산	130	9.1%
공	93	6.5%
농	90	6.3%
업	83	5.8%
일	62	4.3%
반	62	4.3%
천	29	2.0%
구	27	1.9%
Other values (166)	517	36.0%

Common

Value	Count	Frequency (%)
2	25	22.7%
]	21	19.1%
[	21	19.1%
:	20	18.2%
	6	5.5%
1	5	4.5%
)	3	2.7%
3	3	2.7%
(	3	2.7%
4	1	0.9%
Other values (2)	2	1.8%

Latin

Value	Count	Frequency (%)
G	1	20.0%
L	1	20.0%
T	1	20.0%
I	1	20.0%
B	1	20.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	1436	92.6%
ASCII	115	7.4%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
지	174	12.1%
단	169	11.8%
산	130	9.1%
공	93	6.5%
농	90	6.3%
업	83	5.8%
일	62	4.3%
반	62	4.3%
천	29	2.0%
구	27	1.9%
Other values (166)	517	36.0%

ASCII

Value	Count	Frequency (%)
2	25	21.7%
]	21	18.3%
[	21	18.3%
:	20	17.4%
	6	5.2%
1	5	4.3%
)	3	2.6%
3	3	2.6%
(	3	2.6%
G	1	0.9%
Other values (7)	7	6.1%

유형
Categorical

Distinct	4
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

농공	93
일반	66
국가	6
도시첨단	3

Length

Max length	4
Median length	2
Mean length	2.0357143
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
농공	93	55.4%
일반	66	39.3%
국가	6	3.6%
도시첨단	3	1.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
농공	93	55.4%
일반	66	39.3%
국가	6	3.6%
도시첨단	3	1.8%

시도
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

충남	168

Length

Max length	2
Median length	2
Mean length	2
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	168	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
충남	168	100.0%

시군구
Categorical

Distinct	15
Distinct (%)	8.9%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

아산시	22
천안시	20
공주시	19
서산시	16
당진시	15
Other values (10)	76

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	당진시
2nd row	당진시
3rd row	보령시
4th row	서산시
5th row	당진시

Common Values

Value	Count	Frequency (%)
아산시	22	13.1%
천안시	20	11.9%
공주시	19	11.3%
서산시	16	9.5%
당진시	15	8.9%
논산시	13	7.7%
예산군	13	7.7%
보령시	12	7.1%
홍성군	10	6.0%
부여군	7	4.2%
Other values (5)	21	12.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
아산시	22	13.1%
천안시	20	11.9%
공주시	19	11.3%
서산시	16	9.5%
당진시	15	8.9%
논산시	13	7.7%
예산군	13	7.7%
보령시	12	7.1%
홍성군	10	6.0%
부여군	7	4.2%
Other values (5)	21	12.5%

지정면적
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	168
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	709812.57

Minimum	38900
Maximum	12011613
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	38900
5-th percentile	68699.6
Q1	138792.25
median	215142
Q3	730058.25
95-th percentile	2902348.9
Maximum	12011613
Range	11972713
Interquartile range (IQR)	591266

Descriptive statistics

Standard deviation	1323856.9
Coefficient of variation (CV)	1.8650796
Kurtosis	34.296764
Mean	709812.57
Median Absolute Deviation (MAD)	122648
Skewness	4.9989932
Sum	1.1924851 × 10⁸
Variance	1.7525971 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3036397	1	0.6%
159500	1	0.6%
137866	1	0.6%
106212	1	0.6%
123326	1	0.6%
166287	1	0.6%
157642	1	0.6%
127875	1	0.6%
480561	1	0.6%
250418	1	0.6%
Other values (158)	158	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
38900	1	0.6%
45005	1	0.6%
50350	1	0.6%
55908	1	0.6%
56040	1	0.6%
56772	1	0.6%
64067	1	0.6%
67472	1	0.6%
68533	1	0.6%
69009	1	0.6%

Value	Count	Frequency (%)
12011613	1	0.6%
6304110	1	0.6%
5825332	1	0.6%
4288401	1	0.6%
3989547	1	0.6%
3528930	1	0.6%
3118889	1	0.6%
3036397	1	0.6%
2983902	1	0.6%
2750893	1	0.6%

분양현황 계(분양대상)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	168
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	516209.99

Minimum	30201
Maximum	7758986
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	30201
5-th percentile	54761.55
Q1	101604
median	163699
Q3	536606.75
95-th percentile	1942307.4
Maximum	7758986
Range	7728785
Interquartile range (IQR)	435002.75

Descriptive statistics

Standard deviation	943953.84
Coefficient of variation (CV)	1.8286237
Kurtosis	25.604596
Mean	516209.99
Median Absolute Deviation (MAD)	90989.5
Skewness	4.4537163
Sum	86723279
Variance	8.9104885 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2491776	1	0.6%
136334	1	0.6%
103996	1	0.6%
73167	1	0.6%
91543	1	0.6%
142179	1	0.6%
133331	1	0.6%
105490	1	0.6%
360899	1	0.6%
208854	1	0.6%
Other values (158)	158	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30201	1	0.6%
33467	1	0.6%
41869	1	0.6%
42849	1	0.6%
44936	1	0.6%
45622	1	0.6%
46601	1	0.6%
46862	1	0.6%
54379	1	0.6%
55472	1	0.6%

Value	Count	Frequency (%)
7758986	1	0.6%
5132877	1	0.6%
4708324	1	0.6%
3094054	1	0.6%
2876866	1	0.6%
2702293	1	0.6%
2491776	1	0.6%
2372900	1	0.6%
1946134	1	0.6%
1935201	1	0.6%

본양공고 소계
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	158
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	471509.68

Minimum	0
Maximum	7758986
Zeros	11
Zeros (%)	6.5%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	88586.5
median	135829.5
Q3	476346
95-th percentile	1942307.4
Maximum	7758986
Range	7758986
Interquartile range (IQR)	387759.5

Descriptive statistics

Standard deviation	943337.58
Coefficient of variation (CV)	2.0006749
Kurtosis	26.501264
Mean	471509.68
Median Absolute Deviation (MAD)	77854.5
Skewness	4.5664918
Sum	79213627
Variance	8.8988579 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11	6.5%
123629	1	0.6%
142179	1	0.6%
133331	1	0.6%
105490	1	0.6%
360899	1	0.6%
208854	1	0.6%
136334	1	0.6%
125039	1	0.6%
153236	1	0.6%
Other values (148)	148	88.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	6.5%
30201	1	0.6%
32193	1	0.6%
33467	1	0.6%
41593	1	0.6%
41869	1	0.6%
42849	1	0.6%
45514	1	0.6%
45622	1	0.6%
46601	1	0.6%

Value	Count	Frequency (%)
7758986	1	0.6%
5132877	1	0.6%
4708324	1	0.6%
3037349	1	0.6%
2876866	1	0.6%
2702293	1	0.6%
2491776	1	0.6%
2372900	1	0.6%
1946134	1	0.6%
1935201	1	0.6%

분양
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	157
Distinct (%)	93.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	446462.29

Minimum	0
Maximum	5460922
Zeros	12
Zeros (%)	7.1%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	87742.25
median	133971
Q3	451217.25
95-th percentile	1942307.4
Maximum	5460922
Range	5460922
Interquartile range (IQR)	363475

Descriptive statistics

Standard deviation	847176.1
Coefficient of variation (CV)	1.8975312
Kurtosis	16.229883
Mean	446462.29
Median Absolute Deviation (MAD)	75464
Skewness	3.7500656
Sum	75005664
Variance	7.1770734 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12	7.1%
153955	1	0.6%
133331	1	0.6%
105490	1	0.6%
360899	1	0.6%
208854	1	0.6%
136334	1	0.6%
125039	1	0.6%
153236	1	0.6%
134611	1	0.6%
Other values (147)	147	87.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	7.1%
10718	1	0.6%
30201	1	0.6%
32193	1	0.6%
33370	1	0.6%
33467	1	0.6%
41593	1	0.6%
41869	1	0.6%
42849	1	0.6%
45622	1	0.6%

Value	Count	Frequency (%)
5460922	1	0.6%
5132877	1	0.6%
4708324	1	0.6%
2927917	1	0.6%
2876866	1	0.6%
2702293	1	0.6%
2491776	1	0.6%
2372900	1	0.6%
1946134	1	0.6%
1935201	1	0.6%

미분양
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	13.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25047.399

Minimum	0
Maximum	2298064
Zeros	146
Zeros (%)	86.9%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	65518.5
Maximum	2298064
Range	2298064
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	186036.04
Coefficient of variation (CV)	7.4273597
Kurtosis	135.83721
Mean	25047.399
Median Absolute Deviation (MAD)	0
Skewness	11.264118
Sum	4207963
Variance	3.4609408 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	146	86.9%
2298064	1	0.6%
6753	1	0.6%
20944	1	0.6%
39169	1	0.6%
12144	1	0.6%
85132	1	0.6%
40786	1	0.6%
86933	1	0.6%
570691	1	0.6%
Other values (13)	13	7.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	146	86.9%
658	1	0.6%
4035	1	0.6%
6753	1	0.6%
6914	1	0.6%
8389	1	0.6%
9065	1	0.6%
10110	1	0.6%
11142	1	0.6%
12144	1	0.6%

Value	Count	Frequency (%)
2298064	1	0.6%
570691	1	0.6%
377327	1	0.6%
284334	1	0.6%
133024	1	0.6%
109432	1	0.6%
86933	1	0.6%
85132	1	0.6%
78836	1	0.6%
40786	1	0.6%

개발용지 계(분양대상)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	152
Distinct (%)	90.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	451373.24

Minimum	0
Maximum	7758986
Zeros	17
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	76367
median	124334
Q3	396408.25
95-th percentile	1924467.9
Maximum	7758986
Range	7758986
Interquartile range (IQR)	320041.25

Descriptive statistics

Standard deviation	936075.8
Coefficient of variation (CV)	2.0738398
Kurtosis	26.939884
Mean	451373.24
Median Absolute Deviation (MAD)	67984.5
Skewness	4.5893455
Sum	75830705
Variance	8.762379 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17	10.1%
2491776	1	0.6%
153236	1	0.6%
142179	1	0.6%
133331	1	0.6%
105490	1	0.6%
360899	1	0.6%
208854	1	0.6%
136334	1	0.6%
125039	1	0.6%
Other values (142)	142	84.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	10.1%
16035	1	0.6%
33467	1	0.6%
40655	1	0.6%
40949	1	0.6%
41869	1	0.6%
42849	1	0.6%
44936	1	0.6%
45622	1	0.6%
46601	1	0.6%

Value	Count	Frequency (%)
7758986	1	0.6%
4842797	1	0.6%
4708324	1	0.6%
3037349	1	0.6%
2876866	1	0.6%
2702293	1	0.6%
2491776	1	0.6%
2372900	1	0.6%
1935201	1	0.6%
1904535	1	0.6%

개발용지 분양공고 소계
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	151
Distinct (%)	89.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	445748.52

Minimum	0
Maximum	7758986
Zeros	18
Zeros (%)	10.7%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	76367
median	121292.5
Q3	396408.25
95-th percentile	1924467.9
Maximum	7758986
Range	7758986
Interquartile range (IQR)	320041.25

Descriptive statistics

Standard deviation	933994.62
Coefficient of variation (CV)	2.0953398
Kurtosis	27.316803
Mean	445748.52
Median Absolute Deviation (MAD)	66367
Skewness	4.6320722
Sum	74885751
Variance	8.7234594 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	18	10.7%
153236	1	0.6%
142179	1	0.6%
133331	1	0.6%
105490	1	0.6%
360899	1	0.6%
208854	1	0.6%
136334	1	0.6%
125039	1	0.6%
153955	1	0.6%
Other values (141)	141	83.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	10.7%
12459	1	0.6%
16035	1	0.6%
29457	1	0.6%
33467	1	0.6%
41869	1	0.6%
42849	1	0.6%
45514	1	0.6%
45622	1	0.6%
46601	1	0.6%

Value	Count	Frequency (%)
7758986	1	0.6%
4842797	1	0.6%
4708324	1	0.6%
3037349	1	0.6%
2876866	1	0.6%
2702293	1	0.6%
2491776	1	0.6%
2372900	1	0.6%
1935201	1	0.6%
1904535	1	0.6%

개발용지 분양
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	151
Distinct (%)	89.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	426420.02

Minimum	0
Maximum	5460922
Zeros	18
Zeros (%)	10.7%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	75834.5
median	119966
Q3	375459
95-th percentile	1924467.9
Maximum	5460922
Range	5460922
Interquartile range (IQR)	299624.5

Descriptive statistics

Standard deviation	835925.23
Coefficient of variation (CV)	1.960333
Kurtosis	16.220207
Mean	426420.02
Median Absolute Deviation (MAD)	65149.5
Skewness	3.7583691
Sum	71638563
Variance	6.9877099 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	18	10.7%
153236	1	0.6%
142179	1	0.6%
133331	1	0.6%
105490	1	0.6%
360899	1	0.6%
208854	1	0.6%
136334	1	0.6%
125039	1	0.6%
153955	1	0.6%
Other values (141)	141	83.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	10.7%
1393	1	0.6%
12459	1	0.6%
16035	1	0.6%
33370	1	0.6%
33467	1	0.6%
41869	1	0.6%
42849	1	0.6%
45622	1	0.6%
46601	1	0.6%

Value	Count	Frequency (%)
5460922	1	0.6%
4842797	1	0.6%
4708324	1	0.6%
2927917	1	0.6%
2876866	1	0.6%
2702293	1	0.6%
2491776	1	0.6%
2372900	1	0.6%
1935201	1	0.6%
1904535	1	0.6%

개발용지 미분양
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	11.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19328.5

Minimum	0
Maximum	2298064
Zeros	149
Zeros (%)	88.7%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	23831.95
Maximum	2298064
Range	2298064
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	179407.82
Coefficient of variation (CV)	9.2820355
Kurtosis	158.53111
Mean	19328.5
Median Absolute Deviation (MAD)	0
Skewness	12.445398
Sum	3247188
Variance	3.2187167 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	149	88.7%
658	1	0.6%
6753	1	0.6%
20944	1	0.6%
39169	1	0.6%
12144	1	0.6%
85132	1	0.6%
28064	1	0.6%
1634	1	0.6%
6914	1	0.6%
Other values (10)	10	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	149	88.7%
658	1	0.6%
1634	1	0.6%
4035	1	0.6%
6753	1	0.6%
6914	1	0.6%
8389	1	0.6%
10110	1	0.6%
11142	1	0.6%
12144	1	0.6%

Value	Count	Frequency (%)
2298064	1	0.6%
284334	1	0.6%
216047	1	0.6%
109432	1	0.6%
85132	1	0.6%
78836	1	0.6%
39169	1	0.6%
28064	1	0.6%
25387	1	0.6%
20944	1	0.6%

미개발용지 계(분양대상)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	36
Distinct (%)	21.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64836.75

Minimum	0
Maximum	1204682
Zeros	133
Zeros (%)	79.2%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	469822.95
Maximum	1204682
Range	1204682
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	172916.33
Coefficient of variation (CV)	2.6669494
Kurtosis	14.630675
Mean	64836.75
Median Absolute Deviation (MAD)	0
Skewness	3.5209032
Sum	10892574
Variance	2.9900058 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0	133	79.2%
1204682	1	0.6%
13647	1	0.6%
766715	1	0.6%
663973	1	0.6%
274031	1	0.6%
248974	1	0.6%
681757	1	0.6%
608255	1	0.6%
510679	1	0.6%
Other values (26)	26	15.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	133	79.2%
13647	1	0.6%
29199	1	0.6%
30201	1	0.6%
49808	1	0.6%
56705	1	0.6%
60982	1	0.6%
99436	1	0.6%
107595	1	0.6%
118278	1	0.6%

Value	Count	Frequency (%)
1204682	1	0.6%
766715	1	0.6%
681757	1	0.6%
663973	1	0.6%
616823	1	0.6%
608255	1	0.6%
510679	1	0.6%
485639	1	0.6%
476530	1	0.6%
457367	1	0.6%

미개발용지 분양공고 소계
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	12.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25761.167

Minimum	0
Maximum	616386
Zeros	148
Zeros (%)	88.1%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	163155.1
Maximum	616386
Range	616386
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	97635.642
Coefficient of variation (CV)	3.7900318
Kurtosis	22.535787
Mean	25761.167
Median Absolute Deviation (MAD)	0
Skewness	4.6430095
Sum	4327876
Variance	9.5327186 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	148	88.1%
163790	1	0.6%
30201	1	0.6%
41593	1	0.6%
220232	1	0.6%
19734	1	0.6%
608255	1	0.6%
22047	1	0.6%
616386	1	0.6%
570691	1	0.6%
Other values (11)	11	6.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	148	88.1%
13647	1	0.6%
19734	1	0.6%
22047	1	0.6%
30201	1	0.6%
41593	1	0.6%
49808	1	0.6%
99436	1	0.6%
107595	1	0.6%
128888	1	0.6%

Value	Count	Frequency (%)
616386	1	0.6%
608255	1	0.6%
570691	1	0.6%
413834	1	0.6%
392329	1	0.6%
290080	1	0.6%
220232	1	0.6%
216150	1	0.6%
163790	1	0.6%
161976	1	0.6%

미개발용지 분양
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	11.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20042.268

Minimum	0
Maximum	608255
Zeros	149
Zeros (%)	88.7%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	139585.2
Maximum	608255
Range	608255
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	83531.254
Coefficient of variation (CV)	4.1677546
Kurtosis	27.495171
Mean	20042.268
Median Absolute Deviation (MAD)	0
Skewness	5.0856306
Sum	3367101
Variance	6.9774704 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	149	88.7%
413834	1	0.6%
30201	1	0.6%
41593	1	0.6%
220232	1	0.6%
19734	1	0.6%
608255	1	0.6%
9325	1	0.6%
529453	1	0.6%
1200	1	0.6%
Other values (10)	10	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	149	88.7%
1200	1	0.6%
2510	1	0.6%
9325	1	0.6%
19734	1	0.6%
21251	1	0.6%
30201	1	0.6%
41593	1	0.6%
49808	1	0.6%
98530	1	0.6%

Value	Count	Frequency (%)
608255	1	0.6%
529453	1	0.6%
413834	1	0.6%
392329	1	0.6%
290080	1	0.6%
220232	1	0.6%
216150	1	0.6%
161976	1	0.6%
161204	1	0.6%
99436	1	0.6%

미개발용지 미분양
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5718.8988

Minimum	0
Maximum	570691
Zeros	161
Zeros (%)	95.8%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	570691
Range	570691
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	46798.517
Coefficient of variation (CV)	8.1831343
Kurtosis	129.74536
Mean	5718.8988
Median Absolute Deviation (MAD)	0
Skewness	10.977866
Sum	960775
Variance	2.1901012 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	161	95.8%
161280	1	0.6%
9065	1	0.6%
107637	1	0.6%
12447	1	0.6%
570691	1	0.6%
86933	1	0.6%
12722	1	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	161	95.8%
9065	1	0.6%
12447	1	0.6%
12722	1	0.6%
86933	1	0.6%
107637	1	0.6%
161280	1	0.6%
570691	1	0.6%

Value	Count	Frequency (%)
570691	1	0.6%
161280	1	0.6%
107637	1	0.6%
86933	1	0.6%
12722	1	0.6%
12447	1	0.6%
9065	1	0.6%
0	161	95.8%

Heatmap
Table

	유형	시군구	지정면적	분양현황 계(분양대상)	본양공고 소계	분양	미분양	개발용지 계(분양대상)	개발용지 분양공고 소계	개발용지 분양	개발용지 미분양	미개발용지 계(분양대상)	미개발용지 분양공고 소계	미개발용지 분양	미개발용지 미분양
유형	1.000	0.533	0.598	0.573	0.562	0.792	0.583	0.568	0.562	0.788	0.274	0.500	0.141	0.000	0.503
시군구	0.533	1.000	0.000	0.000	0.000	0.000	0.123	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.240
지정면적	0.598	0.000	1.000	0.919	0.899	0.931	0.707	0.904	0.899	0.925	0.759	0.296	0.805	0.620	0.154
분양현황 계(분양대상)	0.573	0.000	0.919	1.000	0.999	0.920	0.742	0.999	0.999	0.958	0.937	0.264	0.466	0.476	0.203
본양공고 소계	0.562	0.000	0.899	0.999	1.000	0.932	0.737	1.000	1.000	0.969	0.937	0.000	0.488	0.482	0.082
분양	0.792	0.000	0.931	0.920	0.932	1.000	0.693	0.934	0.932	0.997	0.597	0.000	0.470	0.655	0.000
미분양	0.583	0.123	0.707	0.742	0.737	0.693	1.000	0.736	0.737	0.874	0.800	0.914	0.471	0.000	0.950
개발용지 계(분양대상)	0.568	0.000	0.904	0.999	1.000	0.934	0.736	1.000	1.000	0.971	0.937	0.000	0.484	0.480	0.000
개발용지 분양공고 소계	0.562	0.000	0.899	0.999	1.000	0.932	0.737	1.000	1.000	0.969	0.937	0.000	0.488	0.482	0.082
개발용지 분양	0.788	0.000	0.925	0.958	0.969	0.997	0.874	0.971	0.969	1.000	0.778	0.000	0.464	0.622	0.000
개발용지 미분양	0.274	0.000	0.759	0.937	0.937	0.597	0.800	0.937	0.937	0.778	1.000	0.000	0.000	0.000	0.000
미개발용지 계(분양대상)	0.500	0.000	0.296	0.264	0.000	0.000	0.914	0.000	0.000	0.000	0.000	1.000	0.748	0.850	0.962
미개발용지 분양공고 소계	0.141	0.000	0.805	0.466	0.488	0.470	0.471	0.484	0.488	0.464	0.000	0.748	1.000	0.969	0.651
미개발용지 분양	0.000	0.000	0.620	0.476	0.482	0.655	0.000	0.480	0.482	0.622	0.000	0.850	0.969	1.000	0.681
미개발용지 미분양	0.503	0.240	0.154	0.203	0.082	0.000	0.950	0.000	0.082	0.000	0.000	0.962	0.651	0.681	1.000

Heatmap
Table

	유형	시군구
유형	1.000	0.320
시군구	0.320	1.000

Heatmap
Table

	지정면적	분양현황 계(분양대상)	본양공고 소계	분양	미분양	개발용지 계(분양대상)	개발용지 분양공고 소계	개발용지 분양	개발용지 미분양	미개발용지 계(분양대상)	미개발용지 분양공고 소계	미개발용지 분양	미개발용지 미분양	유형	시군구
지정면적	1.000	0.989	0.786	0.744	0.297	0.686	0.676	0.665	0.256	0.392	0.254	0.233	0.188	0.448	0.000
분양현황 계(분양대상)	0.989	1.000	0.798	0.760	0.273	0.697	0.688	0.680	0.231	0.388	0.247	0.225	0.181	0.404	0.000
본양공고 소계	0.786	0.798	1.000	0.973	0.245	0.895	0.894	0.888	0.202	-0.034	0.208	0.190	0.125	0.395	0.000
분양	0.744	0.760	0.973	1.000	0.135	0.909	0.914	0.917	0.141	-0.096	0.136	0.171	-0.001	0.453	0.000
미분양	0.297	0.273	0.245	0.135	1.000	0.176	0.147	0.103	0.914	0.269	0.252	0.189	0.561	0.260	0.064
개발용지 계(분양대상)	0.686	0.697	0.895	0.909	0.176	1.000	0.995	0.989	0.236	-0.244	-0.084	-0.058	-0.034	0.400	0.000
개발용지 분양공고 소계	0.676	0.688	0.894	0.914	0.147	0.995	1.000	0.997	0.205	-0.269	-0.103	-0.076	-0.062	0.395	0.000
개발용지 분양	0.665	0.680	0.888	0.917	0.103	0.989	0.997	1.000	0.158	-0.276	-0.109	-0.083	-0.077	0.449	0.000
개발용지 미분양	0.256	0.231	0.202	0.141	0.914	0.236	0.205	0.158	1.000	0.158	0.091	0.090	0.304	0.261	0.000
미개발용지 계(분양대상)	0.392	0.388	-0.034	-0.096	0.269	-0.244	-0.269	-0.276	0.158	1.000	0.701	0.669	0.420	0.238	0.000
미개발용지 분양공고 소계	0.254	0.247	0.208	0.136	0.252	-0.084	-0.103	-0.109	0.091	0.701	1.000	0.966	0.564	0.095	0.000
미개발용지 분양	0.233	0.225	0.190	0.171	0.189	-0.058	-0.076	-0.083	0.090	0.669	0.966	1.000	0.461	0.000	0.000
미개발용지 미분양	0.188	0.181	0.125	-0.001	0.561	-0.034	-0.062	-0.077	0.304	0.420	0.564	0.461	1.000	0.215	0.132
유형	0.448	0.404	0.395	0.453	0.260	0.400	0.395	0.449	0.261	0.238	0.095	0.000	0.215	1.000	0.320
시군구	0.000	0.000	0.000	0.000	0.064	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.132	0.320	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

	단지명	유형	시도	시군구	지정면적	분양현황 계(분양대상)	본양공고 소계	분양	미분양	개발용지 계(분양대상)	개발용지 분양공고 소계	개발용지 분양	개발용지 미분양	미개발용지 계(분양대상)	미개발용지 분양공고 소계	미개발용지 분양	미개발용지 미분양
0	아산(고대지구)	국가	충남	당진시	3036397	2491776	2491776	2491776	0	2491776	2491776	2491776	0	0	0	0	0
1	아산(부곡지구)	국가	충남	당진시	3118889	2372900	2372900	2372900	0	2372900	2372900	2372900	0	0	0	0	0
2	고정국가산업단지	국가	충남	보령시	6304110	4708324	4708324	4708324	0	4708324	4708324	4708324	0	0	0	0	0
3	대죽자원비축산업단지	국가	충남	서산시	911653	449340	449340	449340	0	449340	449340	449340	0	0	0	0	0
4	석문국가산업단지	국가	충남	당진시	12011613	7758986	7758986	5460922	2298064	7758986	7758986	5460922	2298064	0	0	0	0
5	장항국가생태산업단지	국가	충남	서천군	2750893	1853654	1058534	681207	377327	1368015	894744	678697	216047	485639	163790	2510	161280
6	금산일반산업단지	일반	충남	금산군	920450	818610	818610	818610	0	818610	818610	818610	0	0	0	0	0
7	논산일반산업단지	일반	충남	논산시	253354	169659	169659	169659	0	169659	169659	169659	0	0	0	0	0
8	관창일반산업단지	일반	충남	보령시	2442223	1946134	1946134	1946134	0	1553805	1553805	1553805	0	392329	392329	392329	0
9	서산오토밸리일반산업단지[구:서산]	일반	충남	서산시	3989547	2876866	2876866	2876866	0	2876866	2876866	2876866	0	0	0	0	0

	단지명	유형	시도	시군구	지정면적	분양현황 계(분양대상)	본양공고 소계	분양	미분양	개발용지 계(분양대상)	개발용지 분양공고 소계	개발용지 분양	개발용지 미분양	미개발용지 계(분양대상)	미개발용지 분양공고 소계	미개발용지 분양
158	종천2농공단지	농공	충남	서천군	197478	117704	117704	78535	39169	117704	117704	78535	39169	0	0	0
159	청양운곡2농공단지	농공	충남	청양군	146109	88717	88717	88717	0	88717	88717	88717	0	0	0	0
160	월미2스마트산업단지[구:월미2농공]	농공	충남	공주시	69009	57227	57227	57227	0	57227	57227	57227	0	0	0	0
161	계룡제2산업단지	농공	충남	계룡시	192315	127998	127998	107054	20944	127998	127998	107054	20944	0	0	0
162	강경농공단지	농공	충남	논산시	129657	91339	91339	91339	0	91339	91339	91339	0	0	0	0
163	노성특화농공단지	농공	충남	논산시	174797	116918	116918	110165	6753	116918	116918	110165	6753	0	0	0
164	가야곡2농공단지	농공	충남	논산시	308350	220232	220232	220232	0	0	0	0	0	220232	220232	220232
165	정산2농공단지	농공	충남	청양군	186694	124961	41593	41593	0	0	0	0	0	124961	41593	41593
166	청라농공단지	농공	충남	보령시	67472	44936	0	0	0	44936	0	0	0	0	0	0
167	제이팜스농공단지	농공	충남	공주시	45005	30201	30201	30201	0	0	0	0	0	30201	30201	30201

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Uppercase Letter

Close Punctuation

Open Punctuation

Other Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Interactions

Correlations

Missing values

Sample