gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	9721
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.2 MiB
Average record size in memory	134.0 B

Variable types

Numeric	14
Text	1

Dataset

Description	한국부동산원(구.한국감정원)의 청약홈에서 제공하는 APT(아파트) 주택형별 분양정보 데이터로 공고번호, 모델번호, 주택형, 주택공급면적, 일반공급세대수, 특별공급세대수, 공급금액(분양최고금액)등의 데이터를 제공합니다.- 공급금액(분양최고금액) 단위 : 만원
Author	한국부동산원
URL	https://www.data.go.kr/data/15101047/fileData.do

Alerts

`주택관리번호` is highly overall correlated with `공고번호`	High correlation
`공고번호` is highly overall correlated with `주택관리번호`	High correlation
`주택공급면적` is highly overall correlated with `공급금액_분양최고금액`	High correlation
`일반공급세대수` is highly overall correlated with `특별공급세대수` and 4 other fields	High correlation
`특별공급세대수` is highly overall correlated with `일반공급세대수` and 5 other fields	High correlation
`특별공급_다자녀가구세대수` is highly overall correlated with `일반공급세대수` and 5 other fields	High correlation
`특별공급_신혼부부세대수` is highly overall correlated with `일반공급세대수` and 5 other fields	High correlation
`특별공급_생애최초세대수` is highly overall correlated with `특별공급세대수` and 4 other fields	High correlation
`특별공급_노부모부양세대수` is highly overall correlated with `일반공급세대수` and 5 other fields	High correlation
`특별공급_기관추천세대수` is highly overall correlated with `일반공급세대수` and 5 other fields	High correlation
`공급금액_분양최고금액` is highly overall correlated with `주택공급면적`	High correlation
`일반공급세대수` has 162 (1.7%) zeros	Zeros
`특별공급세대수` has 2102 (21.6%) zeros	Zeros
`특별공급_다자녀가구세대수` has 2719 (28.0%) zeros	Zeros
`특별공급_신혼부부세대수` has 3369 (34.7%) zeros	Zeros
`특별공급_생애최초세대수` has 4742 (48.8%) zeros	Zeros
`특별공급_노부모부양세대수` has 3653 (37.6%) zeros	Zeros
`특별공급_기관추천세대수` has 3698 (38.0%) zeros	Zeros
`특별공급_기관추천기타세대수` has 9508 (97.8%) zeros	Zeros
`특별공급_이전기관세대수` has 9515 (97.9%) zeros	Zeros

Reproduction

Analysis started	2024-03-16 04:16:05.384174
Analysis finished	2024-03-16 04:16:49.207819
Duration	43.82 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

주택관리번호
Real number (ℝ)

HIGH CORRELATION

Distinct	1863
Distinct (%)	19.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.021426 × 10⁹

Minimum	2.02 × 10⁹
Maximum	2.02482 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	2.02 × 10⁹
5-th percentile	2.0200005 × 10⁹
Q1	2.0200014 × 10⁹
median	2.0210009 × 10⁹
Q3	2.0220008 × 10⁹
95-th percentile	2.0230007 × 10⁹
Maximum	2.02482 × 10⁹
Range	4820003
Interquartile range (IQR)	1999419

Descriptive statistics

Standard deviation	1154008.3
Coefficient of variation (CV)	0.00057088822
Kurtosis	-0.94923361
Mean	2.021426 × 10⁹
Median Absolute Deviation (MAD)	999753
Skewness	0.30530926
Sum	1.9650282 × 10¹³
Variance	1.3317351 × 10¹²
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2021000540	38	0.4%
2021000025	28	0.3%
2023000633	27	0.3%
2021000057	27	0.3%
2021000516	26	0.3%
2021000026	26	0.3%
2020000415	25	0.3%
2020001464	22	0.2%
2022000092	22	0.2%
2023000408	22	0.2%
Other values (1853)	9458	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2020000001	3	< 0.1%
2020000005	11	0.1%
2020000007	4	< 0.1%
2020000009	2	< 0.1%
2020000010	4	< 0.1%
2020000028	2	< 0.1%
2020000040	8	0.1%
2020000041	5	0.1%
2020000046	4	< 0.1%
2020000047	12	0.1%

Value	Count	Frequency (%)
2024820004	1	< 0.1%
2024820003	1	< 0.1%
2024820002	1	< 0.1%
2024000094	3	< 0.1%
2024000091	6	0.1%
2024000090	3	< 0.1%
2024000089	7	0.1%
2024000088	11	0.1%
2024000087	12	0.1%
2024000086	7	0.1%

공고번호
Real number (ℝ)

HIGH CORRELATION

Distinct	1863
Distinct (%)	19.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.021426 × 10⁹

Minimum	2.02 × 10⁹
Maximum	2.02482 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	2.02 × 10⁹
5-th percentile	2.0200005 × 10⁹
Q1	2.0200014 × 10⁹
median	2.0210009 × 10⁹
Q3	2.0220008 × 10⁹
95-th percentile	2.0230007 × 10⁹
Maximum	2.02482 × 10⁹
Range	4820003
Interquartile range (IQR)	1999419

Descriptive statistics

Standard deviation	1154008.3
Coefficient of variation (CV)	0.00057088822
Kurtosis	-0.94923361
Mean	2.021426 × 10⁹
Median Absolute Deviation (MAD)	999753
Skewness	0.30530926
Sum	1.9650282 × 10¹³
Variance	1.3317351 × 10¹²
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2021000540	38	0.4%
2021000025	28	0.3%
2023000633	27	0.3%
2021000057	27	0.3%
2021000516	26	0.3%
2021000026	26	0.3%
2020000415	25	0.3%
2020001464	22	0.2%
2022000092	22	0.2%
2023000408	22	0.2%
Other values (1853)	9458	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2020000001	3	< 0.1%
2020000005	11	0.1%
2020000007	4	< 0.1%
2020000009	2	< 0.1%
2020000010	4	< 0.1%
2020000028	2	< 0.1%
2020000040	8	0.1%
2020000041	5	0.1%
2020000046	4	< 0.1%
2020000047	12	0.1%

Value	Count	Frequency (%)
2024820004	1	< 0.1%
2024820003	1	< 0.1%
2024820002	1	< 0.1%
2024000094	3	< 0.1%
2024000091	6	0.1%
2024000090	3	< 0.1%
2024000089	7	0.1%
2024000088	11	0.1%
2024000087	12	0.1%
2024000086	7	0.1%

모델번호
Real number (ℝ)

Distinct	38
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1742619

Minimum	1
Maximum	38
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	10
Maximum	38
Range	37
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.5431322
Coefficient of variation (CV)	0.84880449
Kurtosis	11.520676
Mean	4.1742619
Median Absolute Deviation (MAD)	2
Skewness	2.6410973
Sum	40578
Variance	12.553786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
1	1863	19.2%
2	1784	18.4%
3	1574	16.2%
4	1260	13.0%
5	916	9.4%
6	683	7.0%
7	462	4.8%
8	335	3.4%
9	215	2.2%
10	146	1.5%
Other values (28)	483	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1863	19.2%
2	1784	18.4%
3	1574	16.2%
4	1260	13.0%
5	916	9.4%
6	683	7.0%
7	462	4.8%
8	335	3.4%
9	215	2.2%
10	146	1.5%

Value	Count	Frequency (%)
38	1	< 0.1%
37	1	< 0.1%
36	1	< 0.1%
35	1	< 0.1%
34	1	< 0.1%
33	1	< 0.1%
32	1	< 0.1%
31	1	< 0.1%
30	1	< 0.1%
29	1	< 0.1%

주택형
Text

Distinct	7927
Distinct (%)	81.5%
Missing	0
Missing (%)	0.0%
Memory size	76.1 KiB

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Characters and Unicode

Total characters	87489
Distinct characters	35
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

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

Unique

Unique	6902 ?
Unique (%)	71.0%

Sample

1st row	055.9800A
2nd row	055.0000A
3rd row	056.1000A
4th row	084.9556A
5th row	084.9484B

Value	Count	Frequency (%)
084.9900a	27	0.3%
084.9900b	24	0.2%
059.9900a	22	0.2%
084.9700a	18	0.2%
084.9800a	18	0.2%
084.9900c	17	0.2%
084.9800b	17	0.2%
084.9600a	16	0.2%
084.9600b	15	0.2%
059.9900b	15	0.2%
Other values (7917)	9532	98.1%

Most occurring characters

Value	Count	Frequency (%)
0	15761	18.0%
9	10202	11.7%
.	9721	11.1%
8	8460	9.7%
4	7708	8.8%
5	5516	6.3%
7	5147	5.9%
1	4788	5.5%
6	4044	4.6%
3	3219	3.7%
Other values (25)	12923	14.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	68047	77.8%
Other Punctuation	9721	11.1%
Uppercase Letter	7547	8.6%
Space Separator	2174	2.5%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	2771	36.7%
B	2458	32.6%
C	1093	14.5%
D	440	5.8%
E	179	2.4%
P	160	2.1%
F	102	1.4%
T	101	1.3%
G	60	0.8%
H	54	0.7%
Other values (13)	129	1.7%

Decimal Number

Value	Count	Frequency (%)
0	15761	23.2%
9	10202	15.0%
8	8460	12.4%
4	7708	11.3%
5	5516	8.1%
7	5147	7.6%
1	4788	7.0%
6	4044	5.9%
3	3219	4.7%
2	3202	4.7%

Other Punctuation

Value	Count	Frequency (%)
.	9721	100.0%

Space Separator

Value	Count	Frequency (%)
	2174	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	79942	91.4%
Latin	7547	8.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	2771	36.7%
B	2458	32.6%
C	1093	14.5%
D	440	5.8%
E	179	2.4%
P	160	2.1%
F	102	1.4%
T	101	1.3%
G	60	0.8%
H	54	0.7%
Other values (13)	129	1.7%

Common

Value	Count	Frequency (%)
0	15761	19.7%
9	10202	12.8%
.	9721	12.2%
8	8460	10.6%
4	7708	9.6%
5	5516	6.9%
7	5147	6.4%
1	4788	6.0%
6	4044	5.1%
3	3219	4.0%
Other values (2)	5376	6.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	87489	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	15761	18.0%
9	10202	11.7%
.	9721	11.1%
8	8460	9.7%
4	7708	8.8%
5	5516	6.3%
7	5147	5.9%
1	4788	5.5%
6	4044	4.6%
3	3219	3.7%
Other values (25)	12923	14.8%

주택공급면적
Real number (ℝ)

HIGH CORRELATION

Distinct	8944
Distinct (%)	92.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	109.78663

Minimum	22.348
Maximum	352.1486
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	22.348
5-th percentile	70.4572
Q1	86.5085
median	109.8121
Q3	115.5746
95-th percentile	167.9387
Maximum	352.1486
Range	329.8006
Interquartile range (IQR)	29.0661

Descriptive statistics

Standard deviation	33.229062
Coefficient of variation (CV)	0.30266948
Kurtosis	8.6544258
Mean	109.78663
Median Absolute Deviation (MAD)	12.1658
Skewness	2.0983222
Sum	1067235.8
Variance	1104.1705
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78.4955	7	0.1%
109.0504	5	0.1%
104.7567	5	0.1%
104.4264	5	0.1%
110.7176	5	0.1%
80.0	4	< 0.1%
114.0357	4	< 0.1%
122.5305	4	< 0.1%
92.6561	4	< 0.1%
149.2203	4	< 0.1%
Other values (8934)	9674	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.348	1	< 0.1%
23.75	1	< 0.1%
23.941	1	< 0.1%
24.05	1	< 0.1%
24.8567	1	< 0.1%
25.1982	1	< 0.1%
25.9949	1	< 0.1%
26.3273	1	< 0.1%
26.7687	1	< 0.1%
27.0238	1	< 0.1%

Value	Count	Frequency (%)
352.1486	1	< 0.1%
347.9733	1	< 0.1%
343.9042	1	< 0.1%
336.0249	1	< 0.1%
334.0508	1	< 0.1%
333.8175	1	< 0.1%
332.0497	1	< 0.1%
330.9672	1	< 0.1%
329.3679	1	< 0.1%
328.4022	1	< 0.1%

일반공급세대수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	382
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.808044

Minimum	0
Maximum	936
Zeros	162
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
median	24
Q3	63
95-th percentile	176
Maximum	936
Range	936
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	66.01872
Coefficient of variation (CV)	1.3809124
Kurtosis	16.651478
Mean	47.808044
Median Absolute Deviation (MAD)	20
Skewness	3.2142428
Sum	464742
Variance	4358.4714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	640	6.6%
2	435	4.5%
4	290	3.0%
6	261	2.7%
3	239	2.5%
7	218	2.2%
8	216	2.2%
5	211	2.2%
10	202	2.1%
9	195	2.0%
Other values (372)	6814	70.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	162	1.7%
1	640	6.6%
2	435	4.5%
3	239	2.5%
4	290	3.0%
5	211	2.2%
6	261	2.7%
7	218	2.2%
8	216	2.2%
9	195	2.0%

Value	Count	Frequency (%)
936	1	< 0.1%
759	1	< 0.1%
744	1	< 0.1%
610	1	< 0.1%
594	1	< 0.1%
563	1	< 0.1%
551	1	< 0.1%
544	1	< 0.1%
541	1	< 0.1%
532	1	< 0.1%

특별공급세대수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	396
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.287316

Minimum	0
Maximum	994
Zeros	2102
Zeros (%)	21.6%
Negative	0
Negative (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	16
Q3	54
95-th percentile	179
Maximum	994
Range	994
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	71.548876
Coefficient of variation (CV)	1.6528832
Kurtosis	20.120917
Mean	43.287316
Median Absolute Deviation (MAD)	16
Skewness	3.6105755
Sum	420796
Variance	5119.2416
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2102	21.6%
1	308	3.2%
5	279	2.9%
4	220	2.3%
6	217	2.2%
2	202	2.1%
10	188	1.9%
9	183	1.9%
3	173	1.8%
8	164	1.7%
Other values (386)	5685	58.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2102	21.6%
1	308	3.2%
2	202	2.1%
3	173	1.8%
4	220	2.3%
5	279	2.9%
6	217	2.2%
7	114	1.2%
8	164	1.7%
9	183	1.9%

Value	Count	Frequency (%)
994	1	< 0.1%
825	1	< 0.1%
773	1	< 0.1%
756	1	< 0.1%
737	1	< 0.1%
715	1	< 0.1%
674	1	< 0.1%
643	1	< 0.1%
629	1	< 0.1%
626	1	< 0.1%

특별공급_다자녀가구세대수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	103
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.3597367

Minimum	0
Maximum	158
Zeros	2719
Zeros (%)	28.0%
Negative	0
Negative (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	11
95-th percentile	33
Maximum	158
Range	158
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	12.662016
Coefficient of variation (CV)	1.5146429
Kurtosis	15.644964
Mean	8.3597367
Median Absolute Deviation (MAD)	4
Skewness	3.1562161
Sum	81265
Variance	160.32665
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2719	28.0%
2	786	8.1%
1	767	7.9%
3	529	5.4%
4	516	5.3%
5	398	4.1%
6	330	3.4%
7	319	3.3%
8	316	3.3%
10	257	2.6%
Other values (93)	2784	28.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2719	28.0%
1	767	7.9%
2	786	8.1%
3	529	5.4%
4	516	5.3%
5	398	4.1%
6	330	3.4%
7	319	3.3%
8	316	3.3%
9	232	2.4%

Value	Count	Frequency (%)
158	1	< 0.1%
151	1	< 0.1%
136	1	< 0.1%
129	1	< 0.1%
112	1	< 0.1%
111	1	< 0.1%
108	1	< 0.1%
107	1	< 0.1%
105	2	< 0.1%
100	2	< 0.1%

특별공급_신혼부부세대수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	186
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.357474

Minimum	0
Maximum	303
Zeros	3369
Zeros (%)	34.7%
Negative	0
Negative (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	20
95-th percentile	66
Maximum	303
Range	303
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	25.860962
Coefficient of variation (CV)	1.6839334
Kurtosis	16.39698
Mean	15.357474
Median Absolute Deviation (MAD)	5
Skewness	3.3329984
Sum	149290
Variance	668.78938
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3369	34.7%
2	364	3.7%
3	357	3.7%
1	349	3.6%
4	339	3.5%
5	279	2.9%
6	235	2.4%
8	220	2.3%
7	219	2.3%
10	213	2.2%
Other values (176)	3777	38.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3369	34.7%
1	349	3.6%
2	364	3.7%
3	357	3.7%
4	339	3.5%
5	279	2.9%
6	235	2.4%
7	219	2.3%
8	220	2.3%
9	182	1.9%

Value	Count	Frequency (%)
303	1	< 0.1%
301	1	< 0.1%
268	1	< 0.1%
246	1	< 0.1%
232	1	< 0.1%
227	1	< 0.1%
225	1	< 0.1%
224	1	< 0.1%
216	1	< 0.1%
214	1	< 0.1%

특별공급_생애최초세대수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	134
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4175496

Minimum	0
Maximum	245
Zeros	4742
Zeros (%)	48.8%
Negative	0
Negative (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	8
95-th percentile	36
Maximum	245
Range	245
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	16.347594
Coefficient of variation (CV)	2.2039077
Kurtosis	34.376107
Mean	7.4175496
Median Absolute Deviation (MAD)	1
Skewness	4.7332552
Sum	72106
Variance	267.24384
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4742	48.8%
1	628	6.5%
2	525	5.4%
3	420	4.3%
4	302	3.1%
5	248	2.6%
7	205	2.1%
6	201	2.1%
8	161	1.7%
10	152	1.6%
Other values (124)	2137	22.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4742	48.8%
1	628	6.5%
2	525	5.4%
3	420	4.3%
4	302	3.1%
5	248	2.6%
6	201	2.1%
7	205	2.1%
8	161	1.7%
9	152	1.6%

Value	Count	Frequency (%)
245	1	< 0.1%
227	1	< 0.1%
214	1	< 0.1%
210	1	< 0.1%
199	2	< 0.1%
172	1	< 0.1%
166	1	< 0.1%
164	1	< 0.1%
162	1	< 0.1%
159	2	< 0.1%

특별공급_노부모부양세대수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4983026

Minimum	0
Maximum	45
Zeros	3653
Zeros (%)	37.6%
Negative	0
Negative (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	10
Maximum	45
Range	45
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.8926202
Coefficient of variation (CV)	1.5581059
Kurtosis	14.123834
Mean	2.4983026
Median Absolute Deviation (MAD)	1
Skewness	3.1255321
Sum	24286
Variance	15.152492
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	3653	37.6%
1	1910	19.6%
2	1091	11.2%
3	795	8.2%
4	544	5.6%
5	415	4.3%
6	271	2.8%
7	209	2.1%
8	170	1.7%
9	122	1.3%
Other values (27)	541	5.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3653	37.6%
1	1910	19.6%
2	1091	11.2%
3	795	8.2%
4	544	5.6%
5	415	4.3%
6	271	2.8%
7	209	2.1%
8	170	1.7%
9	122	1.3%

Value	Count	Frequency (%)
45	1	< 0.1%
38	1	< 0.1%
34	2	< 0.1%
33	2	< 0.1%
32	3	< 0.1%
31	3	< 0.1%
30	2	< 0.1%
29	4	< 0.1%
28	5	0.1%
27	6	0.1%

특별공급_기관추천세대수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	107
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.700751

Minimum	0
Maximum	151
Zeros	3698
Zeros (%)	38.0%
Negative	0
Negative (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	10
95-th percentile	33
Maximum	151
Range	151
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	13.071993
Coefficient of variation (CV)	1.6974959
Kurtosis	15.61816
Mean	7.700751
Median Absolute Deviation (MAD)	2
Skewness	3.298074
Sum	74859
Variance	170.877
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3698	38.0%
2	637	6.6%
1	629	6.5%
4	430	4.4%
3	429	4.4%
5	362	3.7%
7	296	3.0%
6	254	2.6%
8	245	2.5%
9	208	2.1%
Other values (97)	2533	26.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3698	38.0%
1	629	6.5%
2	637	6.6%
3	429	4.4%
4	430	4.4%
5	362	3.7%
6	254	2.6%
7	296	3.0%
8	245	2.5%
9	208	2.1%

Value	Count	Frequency (%)
151	1	< 0.1%
129	1	< 0.1%
126	1	< 0.1%
120	1	< 0.1%
116	1	< 0.1%
115	1	< 0.1%
112	1	< 0.1%
111	1	< 0.1%
108	1	< 0.1%
107	2	< 0.1%

특별공급_기관추천기타세대수
Real number (ℝ)

ZEROS

Distinct	44
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.27425162

Minimum	0
Maximum	113
Zeros	9508
Zeros (%)	97.8%
Negative	0
Negative (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	113
Range	113
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.8537904
Coefficient of variation (CV)	10.405738
Kurtosis	570.83149
Mean	0.27425162
Median Absolute Deviation (MAD)	0
Skewness	19.843789
Sum	2666
Variance	8.1441199
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	9508	97.8%
1	28	0.3%
2	18	0.2%
12	15	0.2%
11	13	0.1%
3	13	0.1%
8	13	0.1%
6	11	0.1%
15	10	0.1%
5	8	0.1%
Other values (34)	84	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9508	97.8%
1	28	0.3%
2	18	0.2%
3	13	0.1%
4	7	0.1%
5	8	0.1%
6	11	0.1%
7	7	0.1%
8	13	0.1%
9	7	0.1%

Value	Count	Frequency (%)
113	1	< 0.1%
105	1	< 0.1%
77	1	< 0.1%
63	1	< 0.1%
46	1	< 0.1%
43	2	< 0.1%
40	1	< 0.1%
39	2	< 0.1%
36	1	< 0.1%
35	1	< 0.1%

특별공급_이전기관세대수
Real number (ℝ)

ZEROS

Distinct	67
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54675445

Minimum	0
Maximum	222
Zeros	9515
Zeros (%)	97.9%
Negative	0
Negative (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	222
Range	222
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.6260984
Coefficient of variation (CV)	10.289991
Kurtosis	443.05219
Mean	0.54675445
Median Absolute Deviation (MAD)	0
Skewness	17.725986
Sum	5315
Variance	31.652984
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9515	97.9%
2	14	0.1%
13	13	0.1%
5	10	0.1%
27	10	0.1%
17	8	0.1%
4	7	0.1%
3	7	0.1%
10	7	0.1%
15	6	0.1%
Other values (57)	124	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9515	97.9%
1	5	0.1%
2	14	0.1%
3	7	0.1%
4	7	0.1%
5	10	0.1%
6	5	0.1%
7	5	0.1%
8	3	< 0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
222	1	< 0.1%
155	1	< 0.1%
127	1	< 0.1%
113	1	< 0.1%
112	1	< 0.1%
96	1	< 0.1%
95	1	< 0.1%
94	1	< 0.1%
91	1	< 0.1%
89	1	< 0.1%

공급금액_분양최고금액
Real number (ℝ)

HIGH CORRELATION

Distinct	5332
Distinct (%)	54.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56063.156

Minimum	1761
Maximum	1600000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	1761
5-th percentile	22712
Q1	35930
median	47300
Q3	64670
95-th percentile	115300
Maximum	1600000
Range	1598239
Interquartile range (IQR)	28740

Descriptive statistics

Standard deviation	45604.359
Coefficient of variation (CV)	0.81344616
Kurtosis	382.21216
Mean	56063.156
Median Absolute Deviation (MAD)	13400
Skewness	13.98686
Sum	5.4498994 × 10⁸
Variance	2.0797576 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37900	23	0.2%
45800	19	0.2%
39800	18	0.2%
47500	18	0.2%
33000	18	0.2%
29000	17	0.2%
47900	16	0.2%
43800	16	0.2%
41500	16	0.2%
39900	16	0.2%
Other values (5322)	9544	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1761	1	< 0.1%
2208	1	< 0.1%
2230	1	< 0.1%
2495	1	< 0.1%
2564	1	< 0.1%
2724	1	< 0.1%
2857	1	< 0.1%
2868	1	< 0.1%
2892	1	< 0.1%
2910	1	< 0.1%

Value	Count	Frequency (%)
1600000	1	< 0.1%
1500000	1	< 0.1%
1365000	1	< 0.1%
1280000	1	< 0.1%
800000	2	< 0.1%
635000	1	< 0.1%
520000	1	< 0.1%
440000	1	< 0.1%
389650	1	< 0.1%
380900	1	< 0.1%

Phik (φk)
Auto

Heatmap
Table

	주택관리번호	공고번호	모델번호	주택공급면적	일반공급세대수	특별공급세대수	특별공급_다자녀가구세대수	특별공급_신혼부부세대수	특별공급_생애최초세대수	특별공급_노부모부양세대수	특별공급_기관추천세대수	특별공급_기관추천기타세대수	특별공급_이전기관세대수	공급금액_분양최고금액
주택관리번호	1.000	1.000	0.077	0.140	0.000	0.061	0.051	0.030	0.096	0.011	0.031	0.057	0.000	0.083
공고번호	1.000	1.000	0.077	0.140	0.000	0.061	0.051	0.030	0.096	0.011	0.031	0.057	0.000	0.083
모델번호	0.077	0.077	1.000	0.516	0.109	0.154	0.164	0.177	0.128	0.164	0.173	0.000	0.000	0.138
주택공급면적	0.140	0.140	0.516	1.000	0.135	0.206	0.181	0.245	0.162	0.178	0.242	0.000	0.000	0.501
일반공급세대수	0.000	0.000	0.109	0.135	1.000	0.796	0.885	0.889	0.566	0.915	0.914	0.090	0.000	0.000
특별공급세대수	0.061	0.061	0.154	0.206	0.796	1.000	0.929	0.921	0.909	0.931	0.928	0.521	0.443	0.000
특별공급_다자녀가구세대수	0.051	0.051	0.164	0.181	0.885	0.929	1.000	0.955	0.880	0.970	0.967	0.398	0.200	0.000
특별공급_신혼부부세대수	0.030	0.030	0.177	0.245	0.889	0.921	0.955	1.000	0.841	0.974	0.981	0.265	0.211	0.000
특별공급_생애최초세대수	0.096	0.096	0.128	0.162	0.566	0.909	0.880	0.841	1.000	0.867	0.843	0.404	0.280	0.000
특별공급_노부모부양세대수	0.011	0.011	0.164	0.178	0.915	0.931	0.970	0.974	0.867	1.000	0.990	0.266	0.202	0.000
특별공급_기관추천세대수	0.031	0.031	0.173	0.242	0.914	0.928	0.967	0.981	0.843	0.990	1.000	0.223	0.199	0.000
특별공급_기관추천기타세대수	0.057	0.057	0.000	0.000	0.090	0.521	0.398	0.265	0.404	0.266	0.223	1.000	0.000	0.000
특별공급_이전기관세대수	0.000	0.000	0.000	0.000	0.000	0.443	0.200	0.211	0.280	0.202	0.199	0.000	1.000	0.000
공급금액_분양최고금액	0.083	0.083	0.138	0.501	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000

Heatmap
Table

	주택관리번호	공고번호	모델번호	주택공급면적	일반공급세대수	특별공급세대수	특별공급_다자녀가구세대수	특별공급_신혼부부세대수	특별공급_생애최초세대수	특별공급_노부모부양세대수	특별공급_기관추천세대수	특별공급_기관추천기타세대수	특별공급_이전기관세대수	공급금액_분양최고금액
주택관리번호	1.000	1.000	-0.007	0.078	-0.063	0.007	-0.010	-0.057	0.257	-0.010	-0.044	-0.017	-0.016	0.306
공고번호	1.000	1.000	-0.007	0.078	-0.063	0.007	-0.010	-0.057	0.257	-0.010	-0.044	-0.017	-0.016	0.306
모델번호	-0.007	-0.007	1.000	0.455	-0.260	-0.353	-0.258	-0.371	-0.313	-0.265	-0.364	-0.035	0.046	0.390
주택공급면적	0.078	0.078	0.455	1.000	0.097	-0.119	0.054	-0.231	-0.165	0.041	-0.207	0.047	0.045	0.514
일반공급세대수	-0.063	-0.063	-0.260	0.097	1.000	0.731	0.825	0.630	0.439	0.820	0.644	0.061	0.012	-0.104
특별공급세대수	0.007	0.007	-0.353	-0.119	0.731	1.000	0.916	0.910	0.748	0.905	0.910	0.099	0.099	-0.245
특별공급_다자녀가구세대수	-0.010	-0.010	-0.258	0.054	0.825	0.916	1.000	0.806	0.635	0.944	0.814	0.092	0.052	-0.143
특별공급_신혼부부세대수	-0.057	-0.057	-0.371	-0.231	0.630	0.910	0.806	1.000	0.788	0.796	0.982	0.054	0.031	-0.275
특별공급_생애최초세대수	0.257	0.257	-0.313	-0.165	0.439	0.748	0.635	0.788	1.000	0.628	0.785	0.040	0.063	-0.187
특별공급_노부모부양세대수	-0.010	-0.010	-0.265	0.041	0.820	0.905	0.944	0.796	0.628	1.000	0.805	0.091	0.056	-0.147
특별공급_기관추천세대수	-0.044	-0.044	-0.364	-0.207	0.644	0.910	0.814	0.982	0.785	0.805	1.000	0.051	0.031	-0.257
특별공급_기관추천기타세대수	-0.017	-0.017	-0.035	0.047	0.061	0.099	0.092	0.054	0.040	0.091	0.051	1.000	-0.022	0.047
특별공급_이전기관세대수	-0.016	-0.016	0.046	0.045	0.012	0.099	0.052	0.031	0.063	0.056	0.031	-0.022	1.000	-0.095
공급금액_분양최고금액	0.306	0.306	0.390	0.514	-0.104	-0.245	-0.143	-0.275	-0.187	-0.147	-0.257	0.047	-0.095	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

	주택관리번호	공고번호	모델번호	주택형	주택공급면적	일반공급세대수	특별공급세대수	특별공급_다자녀가구세대수	특별공급_신혼부부세대수	특별공급_생애최초세대수	특별공급_노부모부양세대수	특별공급_기관추천세대수	특별공급_기관추천기타세대수	공급금액_분양최고금액
0	2024820004	2024820004	1	055.9800A	78.7659	0	1	0	0	0	0	0	0	53058
1	2024820003	2024820003	1	055.0000A	79.9823	0	1	0	0	0	0	0	0	35881
2	2024820002	2024820002	1	056.1000A	78.5421	0	1	0	0	0	0	0	0	46619
3	2024000094	2024000094	1	084.9556A	110.9762	408	401	80	145	72	24	80	0	49900
4	2024000094	2024000094	2	084.9484B	111.8596	121	119	24	43	21	7	24	0	49900
5	2024000094	2024000094	3	103.8578	135.1244	140	20	16	0	0	4	0	0	59700
6	2024000091	2024000091	1	084.9985A	117.4969	51	72	12	22	11	3	12	12	87600
7	2024000091	2024000091	2	084.9048B	118.2877	51	72	12	22	11	3	12	12	88300
8	2024000091	2024000091	3	084.9958C	118.2249	51	72	12	22	11	3	12	12	88600
9	2024000091	2024000091	4	101.9895	141.077	93	27	12	0	0	3	0	12	101600

	주택관리번호	공고번호	모델번호	주택형	주택공급면적	일반공급세대수	특별공급세대수	특별공급_다자녀가구세대수	특별공급_신혼부부세대수	특별공급_생애최초세대수	특별공급_노부모부양세대수	특별공급_기관추천세대수	특별공급_기관추천기타세대수	특별공급_이전기관세대수	공급금액_분양최고금액
9711	2020000005	2020000005	5	074.9780A	99.2593	23	78	5	10	10	3	10	0	40	6100
9712	2020000005	2020000005	6	074.9600B	99.3446	19	60	3	8	8	2	8	0	31	6100
9713	2020000005	2020000005	7	077.8980	102.8715	5	20	1	3	3	0	3	0	10	6600
9714	2020000005	2020000005	8	077.7980	102.7478	8	16	1	2	2	0	2	0	9	6600
9715	2020000005	2020000005	9	084.8636A	111.7368	47	163	10	21	21	6	21	0	84	7900
9716	2020000005	2020000005	10	084.9152B	112.1158	45	147	9	19	19	5	19	0	76	7900
9717	2020000005	2020000005	11	084.9750T	111.0531	7	15	1	2	2	0	2	0	8	7600
9718	2020000001	2020000001	1	059.0000H	84.0	118	315	43	130	87	21	31	3	0	52515
9719	2020000001	2020000001	2	084.0000H	117.0	122	355	48	143	95	24	34	11	0	69750
9720	2020000001	2020000001	3	084.0000N	117.35	12	40	5	15	10	3	7	0	0	67124

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