gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	969
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	98.5 KiB
Average record size in memory	104.1 B

Variable types

Numeric	8
Categorical	2
DateTime	2

Dataset

Description	2020-12-21
Author	부산시공공데이터포털
URL	https://bigdata.busan.go.kr/data/bigDataDetailView.do?menuCode=M00000000007&hdfs_file_sn=20230901055701116000

Alerts

`last_load_dttm` has constant value ""	Constant
`instt_code` is highly overall correlated with `dong_cnt` and 7 other fields	High correlation
`gugun` is highly overall correlated with `dong_cnt` and 7 other fields	High correlation
`dong_cnt` is highly overall correlated with `house_cnt` and 6 other fields	High correlation
`house_cnt` is highly overall correlated with `dong_cnt` and 6 other fields	High correlation
`tot_pop_cnt` is highly overall correlated with `dong_cnt` and 6 other fields	High correlation
`m_pop_cnt` is highly overall correlated with `dong_cnt` and 6 other fields	High correlation
`f_pop_cnt` is highly overall correlated with `dong_cnt` and 6 other fields	High correlation
`pop_ratio` is highly overall correlated with `dong_cnt` and 6 other fields	High correlation
`pop_density` is highly overall correlated with `gugun` and 1 other fields	High correlation
`skey` has unique values	Unique

Reproduction

Analysis started	2024-04-16 22:51:45.684011
Analysis finished	2024-04-16 22:51:51.789449
Duration	6.11 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

skey
Real number (ℝ)

UNIQUE

Distinct	969
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14306

Minimum	13822
Maximum	14790
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.6 KiB

Quantile statistics

Minimum	13822
5-th percentile	13870.4
Q1	14064
median	14306
Q3	14548
95-th percentile	14741.6
Maximum	14790
Range	968
Interquartile range (IQR)	484

Descriptive statistics

Standard deviation	279.87051
Coefficient of variation (CV)	0.019563156
Kurtosis	-1.2
Mean	14306
Median Absolute Deviation (MAD)	242
Skewness	0
Sum	13862514
Variance	78327.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14675	1	0.1%
14101	1	0.1%
14073	1	0.1%
14074	1	0.1%
14075	1	0.1%
14076	1	0.1%
14077	1	0.1%
14078	1	0.1%
14079	1	0.1%
14080	1	0.1%
Other values (959)	959	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13822	1	0.1%
13823	1	0.1%
13824	1	0.1%
13825	1	0.1%
13826	1	0.1%
13827	1	0.1%
13828	1	0.1%
13829	1	0.1%
13830	1	0.1%
13831	1	0.1%

Value	Count	Frequency (%)
14790	1	0.1%
14789	1	0.1%
14788	1	0.1%
14787	1	0.1%
14786	1	0.1%
14785	1	0.1%
14784	1	0.1%
14783	1	0.1%
14782	1	0.1%
14781	1	0.1%

gugun
Categorical

HIGH CORRELATION

Distinct	17
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	7.7 KiB

부산광역시 동구	57
부산광역시 영도구	57
부산광역시 부산진구	57
부산광역시 동래구	57
부산광역시 남구	57
Other values (12)	684

Length

Max length	10
Median length	9
Mean length	8.5882353
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	부산광역시 동구
2nd row	부산광역시 영도구
3rd row	부산광역시 부산진구
4th row	부산광역시 동래구
5th row	부산광역시 남구

Common Values

Value	Count	Frequency (%)
부산광역시 동구	57	5.9%
부산광역시 영도구	57	5.9%
부산광역시 부산진구	57	5.9%
부산광역시 동래구	57	5.9%
부산광역시 남구	57	5.9%
부산광역시 북구	57	5.9%
부산광역시 해운대구	57	5.9%
부산광역시 사하구	57	5.9%
부산광역시 금정구	57	5.9%
부산광역시 강서구	57	5.9%
Other values (7)	399	41.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
부산광역시	969	51.5%
금정구	57	3.0%
중구	57	3.0%
기장군	57	3.0%
사상구	57	3.0%
수영구	57	3.0%
연제구	57	3.0%
강서구	57	3.0%
사하구	57	3.0%
동구	57	3.0%
Other values (7)	399	21.2%

rate_year
Date

Distinct	34
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Memory size	7.7 KiB

Minimum	2007-01-01 00:00:00
Maximum	2020-10-01 00:00:00

Histogram

Histogram with fixed size bins (bins=34)

dong_cnt
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.330237

Minimum	5
Maximum	223
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.6 KiB

Quantile statistics

Minimum	5
5-th percentile	5
Q1	11
median	13
Q3	17
95-th percentile	205
Maximum	223
Range	218
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	45.814262
Coefficient of variation (CV)	1.8830175
Kurtosis	11.943629
Mean	24.330237
Median Absolute Deviation (MAD)	3
Skewness	3.7128322
Sum	23576
Variance	2098.9466
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
13	167	17.2%
12	160	16.5%
17	98	10.1%
16	67	6.9%
18	58	6.0%
11	57	5.9%
10	57	5.9%
5	57	5.9%
9	57	5.9%
20	48	5.0%
Other values (14)	143	14.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	57	5.9%
7	23	2.4%
8	34	3.5%
9	57	5.9%
10	57	5.9%
11	57	5.9%
12	160	16.5%
13	167	17.2%
14	14	1.4%
16	67	6.9%

Value	Count	Frequency (%)
223	1	0.1%
217	1	0.1%
215	2	0.2%
214	2	0.2%
210	2	0.2%
206	25	2.6%
205	24	2.5%
25	6	0.6%
23	2	0.2%
21	1	0.1%

house_cnt
Real number (ℝ)

HIGH CORRELATION

Distinct	937
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	172344.45

Minimum	21595
Maximum	1524888
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.6 KiB

Quantile statistics

Minimum	21595
5-th percentile	23310.6
Q1	54994
median	96785
Q3	120647
95-th percentile	1431350
Maximum	1524888
Range	1503293
Interquartile range (IQR)	65653

Descriptive statistics

Standard deviation	326047.88
Coefficient of variation (CV)	1.8918386
Kurtosis	11.751181
Mean	172344.45
Median Absolute Deviation (MAD)	40894
Skewness	3.66596
Sum	1.6700177 × 10⁸
Variance	1.0630722 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23284	3	0.3%
85892	2	0.2%
51953	2	0.2%
55651	2	0.2%
165959	2	0.2%
96667	2	0.2%
97021	2	0.2%
79788	2	0.2%
23282	2	0.2%
113898	2	0.2%
Other values (927)	948	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21595	1	0.1%
21605	1	0.1%
21920	1	0.1%
22064	1	0.1%
22132	1	0.1%
22953	1	0.1%
22975	1	0.1%
23001	1	0.1%
23006	1	0.1%
23017	2	0.2%

Value	Count	Frequency (%)
1524888	1	0.1%
1523122	1	0.1%
1520321	1	0.1%
1517200	1	0.1%
1513956	1	0.1%
1511199	1	0.1%
1507504	1	0.1%
1505897	1	0.1%
1502333	1	0.1%
1499152	1	0.1%

tot_pop_cnt
Real number (ℝ)

HIGH CORRELATION

Distinct	951
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	412941.32

Minimum	43644
Maximum	3615101
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.6 KiB

Quantile statistics

Minimum	43644
5-th percentile	47741.2
Q1	125905
median	231239
Q3	309239
95-th percentile	3462747
Maximum	3615101
Range	3571457
Interquartile range (IQR)	183334

Descriptive statistics

Standard deviation	781343.04
Coefficient of variation (CV)	1.8921406
Kurtosis	11.642933
Mean	412941.32
Median Absolute Deviation (MAD)	97414
Skewness	3.6502259
Sum	4.0014014 × 10⁸
Variance	6.1049695 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
271967	2	0.2%
181725	2	0.2%
207729	2	0.2%
111945	2	0.2%
338112	2	0.2%
374504	2	0.2%
305045	2	0.2%
46066	2	0.2%
248917	2	0.2%
3520306	2	0.2%
Other values (941)	949	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
43644	1	0.1%
43648	1	0.1%
43691	1	0.1%
43721	1	0.1%
43722	1	0.1%
43835	1	0.1%
43931	1	0.1%
44031	1	0.1%
44072	1	0.1%
44107	1	0.1%

Value	Count	Frequency (%)
3615101	1	0.1%
3600381	1	0.1%
3596063	1	0.1%
3586079	1	0.1%
3574340	1	0.1%
3573533	1	0.1%
3563578	1	0.1%
3559780	1	0.1%
3557716	1	0.1%
3546887	1	0.1%

m_pop_cnt
Real number (ℝ)

HIGH CORRELATION

Distinct	947
Distinct (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	203673.13

Minimum	21652
Maximum	1801832
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.6 KiB

Quantile statistics

Minimum	21652
5-th percentile	23738.4
Q1	65359
median	116727
Q3	153591
95-th percentile	1701267
Maximum	1801832
Range	1780180
Interquartile range (IQR)	88232

Descriptive statistics

Standard deviation	385325.22
Coefficient of variation (CV)	1.8918805
Kurtosis	11.662989
Mean	203673.13
Median Absolute Deviation (MAD)	46848
Skewness	3.6534727
Sum	1.9735926 × 10⁸
Variance	1.4847553 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44889	2	0.2%
137817	2	0.2%
1736878	2	0.2%
55081	2	0.2%
100988	2	0.2%
86570	2	0.2%
169379	2	0.2%
182588	2	0.2%
65532	2	0.2%
151255	2	0.2%
Other values (937)	949	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21652	1	0.1%
21660	1	0.1%
21663	1	0.1%
21688	1	0.1%
21702	1	0.1%
21755	1	0.1%
21791	1	0.1%
21839	1	0.1%
21899	1	0.1%
21902	1	0.1%

Value	Count	Frequency (%)
1801832	1	0.1%
1791455	1	0.1%
1791273	1	0.1%
1783378	1	0.1%
1778834	1	0.1%
1774993	1	0.1%
1767963	1	0.1%
1762869	1	0.1%
1761594	1	0.1%
1752465	1	0.1%

f_pop_cnt
Real number (ℝ)

HIGH CORRELATION

Distinct	947
Distinct (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	209268.19

Minimum	21984
Maximum	1813269
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.6 KiB

Quantile statistics

Minimum	21984
5-th percentile	24002.8
Q1	62321
median	113806
Q3	155617
95-th percentile	1761480
Maximum	1813269
Range	1791285
Interquartile range (IQR)	93296

Descriptive statistics

Standard deviation	396036.67
Coefficient of variation (CV)	1.8924838
Kurtosis	11.624076
Mean	209268.19
Median Absolute Deviation (MAD)	49745
Skewness	3.6469324
Sum	2.0278088 × 10⁸
Variance	1.5684504 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
57547	3	0.3%
95155	2	0.2%
83817	2	0.2%
56864	2	0.2%
168733	2	0.2%
106741	2	0.2%
191916	2	0.2%
1783428	2	0.2%
142073	2	0.2%
153790	2	0.2%
Other values (937)	948	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21984	1	0.1%
21996	1	0.1%
22020	1	0.1%
22028	1	0.1%
22033	1	0.1%
22080	1	0.1%
22140	1	0.1%
22168	1	0.1%
22192	1	0.1%
22205	1	0.1%

Value	Count	Frequency (%)
1813269	1	0.1%
1808926	1	0.1%
1804790	1	0.1%
1802701	1	0.1%
1798540	1	0.1%
1798186	1	0.1%
1795615	1	0.1%
1795506	1	0.1%
1794847	1	0.1%
1794422	1	0.1%

pop_ratio
Real number (ℝ)

HIGH CORRELATION

Distinct	177
Distinct (%)	18.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.766956

Minimum	1.2
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.6 KiB

Quantile statistics

Minimum	1.2
5-th percentile	1.32
Q1	3.6
median	6.6
Q3	8.7
95-th percentile	100
Maximum	100
Range	98.8
Interquartile range (IQR)	5.1

Descriptive statistics

Standard deviation	22.25764
Coefficient of variation (CV)	1.8915376
Kurtosis	11.632601
Mean	11.766956
Median Absolute Deviation (MAD)	2.8
Skewness	3.6493127
Sum	11402.18
Variance	495.40252
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	57	5.9%
1.3	48	5.0%
3.2	48	5.0%
5.1	38	3.9%
2.6	37	3.8%
11.9	36	3.7%
3.5	28	2.9%
7.7	27	2.8%
5.9	27	2.8%
7.9	24	2.5%
Other values (167)	599	61.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.2	1	0.1%
1.3	48	5.0%
1.35	1	0.1%
1.36	1	0.1%
1.38	1	0.1%
1.39	1	0.1%
1.4	2	0.2%
1.41	2	0.2%
1.52	1	0.1%
1.55	1	0.1%

Value	Count	Frequency (%)
100.0	57	5.9%
12.08	1	0.1%
12.04	1	0.1%
12.02	1	0.1%
12.0	4	0.4%
11.96	1	0.1%
11.95	1	0.1%
11.93	1	0.1%
11.9	36	3.7%
11.87	1	0.1%

pop_density
Real number (ℝ)

HIGH CORRELATION

Distinct	861
Distinct (%)	88.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9245.4489

Minimum	305
Maximum	18190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.6 KiB

Quantile statistics

Minimum	305
5-th percentile	728.8
Q1	6257
median	8220
Q3	12735
95-th percentile	17482.6
Maximum	18190
Range	17885
Interquartile range (IQR)	6478

Descriptive statistics

Standard deviation	5212.7339
Coefficient of variation (CV)	0.5638162
Kurtosis	-0.8784557
Mean	9245.4489
Median Absolute Deviation (MAD)	3667
Skewness	0.13145005
Sum	8958840
Variance	27172594
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
766	12	1.2%
678	5	0.5%
8071	4	0.4%
3812	3	0.3%
17449	3	0.3%
8008	3	0.3%
8105	3	0.3%
754	3	0.3%
738	3	0.3%
3799	3	0.3%
Other values (851)	927	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
305	1	0.1%
312	1	0.1%
356	1	0.1%
368	1	0.1%
369	1	0.1%
377	1	0.1%
384	1	0.1%
387	1	0.1%
412	1	0.1%
414	1	0.1%

Value	Count	Frequency (%)
18190	1	0.1%
17960	1	0.1%
17927	1	0.1%
17799	2	0.2%
17797	1	0.1%
17787	1	0.1%
17781	1	0.1%
17779	1	0.1%
17767	1	0.1%
17751	1	0.1%

instt_code
Categorical

HIGH CORRELATION

Distinct	17
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	7.7 KiB

3270000	57
3280000	57
3290000	57
3300000	57
3310000	57
Other values (12)	684

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3270000
2nd row	3280000
3rd row	3290000
4th row	3300000
5th row	3310000

Common Values

Value	Count	Frequency (%)
3270000	57	5.9%
3280000	57	5.9%
3290000	57	5.9%
3300000	57	5.9%
3310000	57	5.9%
3320000	57	5.9%
3330000	57	5.9%
3340000	57	5.9%
3350000	57	5.9%
3360000	57	5.9%
Other values (7)	399	41.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
3270000	57	5.9%
3360000	57	5.9%
3250000	57	5.9%
e-부산광역시	57	5.9%
3400000	57	5.9%
3390000	57	5.9%
3380000	57	5.9%
3370000	57	5.9%
3350000	57	5.9%
3280000	57	5.9%
Other values (7)	399	41.2%

last_load_dttm
Date

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.7 KiB

Minimum	2020-12-21 16:17:17
Maximum	2020-12-21 16:17:17

Histogram

Histogram with fixed size bins (bins=1)

Heatmap
Table

	skey	gugun	rate_year	dong_cnt	house_cnt	tot_pop_cnt	m_pop_cnt	f_pop_cnt	pop_ratio	pop_density	instt_code
skey	1.000	0.210	0.937	0.000	0.179	0.000	0.165	0.000	0.000	0.363	0.210
gugun	0.210	1.000	0.000	1.000	0.848	0.991	0.957	0.986	0.987	0.968	1.000
rate_year	0.937	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
dong_cnt	0.000	1.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.995	1.000
house_cnt	0.179	0.848	0.000	1.000	1.000	0.943	0.943	0.943	0.943	0.779	0.848
tot_pop_cnt	0.000	0.991	0.000	1.000	0.943	1.000	0.995	1.000	1.000	0.816	0.991
m_pop_cnt	0.165	0.957	0.000	1.000	0.943	0.995	1.000	0.994	0.994	0.804	0.957
f_pop_cnt	0.000	0.986	0.000	1.000	0.943	1.000	0.994	1.000	1.000	0.822	0.986
pop_ratio	0.000	0.987	0.000	1.000	0.943	1.000	0.994	1.000	1.000	0.819	0.987
pop_density	0.363	0.968	0.000	0.995	0.779	0.816	0.804	0.822	0.819	1.000	0.968
instt_code	0.210	1.000	0.000	1.000	0.848	0.991	0.957	0.986	0.987	0.968	1.000

Heatmap
Table

	instt_code	gugun
instt_code	1.000	1.000
gugun	1.000	1.000

Heatmap
Table

	skey	dong_cnt	house_cnt	tot_pop_cnt	m_pop_cnt	f_pop_cnt	pop_ratio	pop_density	gugun	instt_code
skey	1.000	0.013	-0.023	0.003	0.006	0.000	-0.007	0.048	0.082	0.082
dong_cnt	0.013	1.000	0.821	0.807	0.802	0.814	0.807	-0.004	0.992	0.992
house_cnt	-0.023	0.821	1.000	0.989	0.986	0.991	0.991	-0.077	0.696	0.696
tot_pop_cnt	0.003	0.807	0.989	1.000	0.999	0.999	0.999	-0.091	0.984	0.984
m_pop_cnt	0.006	0.802	0.986	0.999	1.000	0.998	0.998	-0.101	0.901	0.901
f_pop_cnt	0.000	0.814	0.991	0.999	0.998	1.000	0.999	-0.081	0.973	0.973
pop_ratio	-0.007	0.807	0.991	0.999	0.998	0.999	1.000	-0.095	0.976	0.976
pop_density	0.048	-0.004	-0.077	-0.091	-0.101	-0.081	-0.095	1.000	0.851	0.851
gugun	0.082	0.992	0.696	0.984	0.901	0.973	0.976	0.851	1.000	1.000
instt_code	0.082	0.992	0.696	0.984	0.901	0.973	0.976	0.851	1.000	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

	skey	gugun	rate_year	dong_cnt	house_cnt	tot_pop_cnt	m_pop_cnt	f_pop_cnt	pop_ratio	pop_density	instt_code	last_load_dttm
0	14675	부산광역시 동구	2020-04	12	45578	91994	45109	46885	2.7	9321	3270000	2020-12-21 16:17:17
1	14676	부산광역시 영도구	2020-04	11	54812	117469	58138	59331	3.4	8272	3280000	2020-12-21 16:17:17
2	14677	부산광역시 부산진구	2020-04	20	168189	359968	173926	186042	10.4	12132	3290000	2020-12-21 16:17:17
3	14678	부산광역시 동래구	2020-04	13	113547	273819	133324	140495	7.9	16465	3300000	2020-12-21 16:17:17
4	14679	부산광역시 남구	2020-04	17	117167	277599	136018	141581	8.0	10350	3310000	2020-12-21 16:17:17
5	14680	부산광역시 북구	2020-04	13	120449	291527	144265	147262	8.4	7405	3320000	2020-12-21 16:17:17
6	14681	부산광역시 해운대구	2020-04	18	169357	410242	197838	212404	11.9	7971	3330000	2020-12-21 16:17:17
7	14682	부산광역시 사하구	2020-04	16	138813	322960	161595	161365	9.3	7732	3340000	2020-12-21 16:17:17
8	14683	부산광역시 금정구	2020-04	16	107101	241100	117535	123565	7.0	3694	3350000	2020-12-21 16:17:17
9	14684	부산광역시 강서구	2020-04	8	54725	136516	72206	64310	3.9	752	3360000	2020-12-21 16:17:17

	skey	gugun	rate_year	dong_cnt	house_cnt	tot_pop_cnt	m_pop_cnt	f_pop_cnt	pop_ratio	pop_density	instt_code	last_load_dttm
959	14781	부산광역시 남구	2020-10	17	117685	274232	134335	139897	8.0	10225	3310000	2020-12-21 16:17:17
960	14782	부산광역시 북구	2020-10	13	120604	287867	142378	145489	8.4	7312	3320000	2020-12-21 16:17:17
961	14783	부산광역시 해운대구	2020-10	18	170815	407492	196181	211311	11.8	7917	3330000	2020-12-21 16:17:17
962	14784	부산광역시 사하구	2020-10	16	138879	318206	158944	159262	9.2	7618	3340000	2020-12-21 16:17:17
963	14785	부산광역시 금정구	2020-10	16	107345	237536	115637	121899	6.9	3639	3350000	2020-12-21 16:17:17
964	14786	부산광역시 강서구	2020-10	8	57341	141418	74572	66846	4.1	779	3360000	2020-12-21 16:17:17
965	14787	부산광역시 연제구	2020-10	12	92475	211175	101675	109500	6.1	17452	3370000	2020-12-21 16:17:17
966	14788	부산광역시 수영구	2020-10	10	83941	178782	84459	94323	5.2	17510	3380000	2020-12-21 16:17:17
967	14789	부산광역시 사상구	2020-10	12	97343	218362	110555	107807	6.3	6050	3390000	2020-12-21 16:17:17
968	14790	부산광역시 기장군	2020-10	5	73915	175261	87136	88125	5.1	803	3400000	2020-12-21 16:17:17

Overview

Variables

Common Values

Length

Common Values

Length

Interactions

Correlations

Missing values

Sample