gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	500
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	66.0 KiB
Average record size in memory	135.3 B

Variable types

Numeric	14
Categorical	1

Dataset

Description	샘플 데이터
Author	KCB(코리아크레딧뷰로)
URL	https://bigdata.seoul.go.kr/data/selectSampleData.do?sample_data_seq=46

Alerts

`급여소득자수(STAT_P_DONG_002)` has 66 (13.2%) zeros	Zeros
`자영업자수(STAT_P_DONG_003)` has 169 (33.8%) zeros	Zeros
`급여소득자의_평균소득(STAT_P_DONG_006)` has 60 (12.0%) zeros	Zeros
`자영업자의_평균소득(STAT_P_DONG_007)` has 179 (35.8%) zeros	Zeros
`평균대출잔액(STAT_P_DONG_010)` has 6 (1.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 14:55:21.502026
Analysis finished	2023-12-10 14:56:01.014996
Duration	39.51 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

데이터_기준월(BS_YR_MON)
Real number (ℝ)

Distinct	32
Distinct (%)	6.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	201960.9

Minimum	201810
Maximum	202105
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	201810
5-th percentile	201811
Q1	201904.75
median	202001
Q3	202009
95-th percentile	202104
Maximum	202105
Range	295
Interquartile range (IQR)	104.25

Descriptive statistics

Standard deviation	85.64877
Coefficient of variation (CV)	0.0004240859
Kurtosis	-0.75263355
Mean	201960.9
Median Absolute Deviation (MAD)	94
Skewness	0.016283006
Sum	1.0098045 × 10⁸
Variance	7335.7118
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
202009	22	4.4%
201907	22	4.4%
201811	22	4.4%
202005	22	4.4%
201906	21	4.2%
201812	21	4.2%
202010	19	3.8%
201903	19	3.8%
202103	18	3.6%
201904	18	3.6%
Other values (22)	296	59.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
201810	13	2.6%
201811	22	4.4%
201812	21	4.2%
201901	17	3.4%
201902	15	3.0%
201903	19	3.8%
201904	18	3.6%
201905	14	2.8%
201906	21	4.2%
201907	22	4.4%

Value	Count	Frequency (%)
202105	13	2.6%
202104	15	3.0%
202103	18	3.6%
202102	12	2.4%
202101	14	2.8%
202012	14	2.8%
202011	11	2.2%
202010	19	3.8%
202009	22	4.4%
202008	11	2.2%

통계청_행정동코드(ADM_DONG_CD)
Real number (ℝ)

Distinct	299
Distinct (%)	59.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1113797.4

Minimum	1101053
Maximum	1125074
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	1101053
5-th percentile	1102055
Q1	1107068.8
median	1114563.5
Q3	1120072.2
95-th percentile	1124071.2
Maximum	1125074
Range	24021
Interquartile range (IQR)	13003.5

Descriptive statistics

Standard deviation	7414.2896
Coefficient of variation (CV)	0.006656767
Kurtosis	-1.270798
Mean	1113797.4
Median Absolute Deviation (MAD)	6501.5
Skewness	-0.1177634
Sum	5.5689869 × 10⁸
Variance	54971691
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1113065	5	1.0%
1107068	5	1.0%
1119075	5	1.0%
1101054	5	1.0%
1116071	4	0.8%
1115071	4	0.8%
1120056	4	0.8%
1121061	4	0.8%
1105055	3	0.6%
1120053	3	0.6%
Other values (289)	458	91.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1101053	3	0.6%
1101054	5	1.0%
1101057	2	0.4%
1101061	1	0.2%
1101064	2	0.4%
1101067	1	0.2%
1101068	3	0.6%
1101069	2	0.4%
1101070	1	0.2%
1101071	3	0.6%

Value	Count	Frequency (%)
1125074	2	0.4%
1125073	2	0.4%
1125072	1	0.2%
1125071	1	0.2%
1125063	3	0.6%
1125061	1	0.2%
1125058	1	0.2%
1125056	1	0.2%
1125055	1	0.2%
1125054	2	0.4%

행안부_행정동코드(G_ADM_DONG_CD)
Real number (ℝ)

Distinct	297
Distinct (%)	59.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11428173

Minimum	11110515
Maximum	11740700
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	11110515
5-th percentile	11140577
Q1	11283064
median	11440588
Q3	11590550
95-th percentile	11710641
Maximum	11740700
Range	630185
Interquartile range (IQR)	307486.25

Descriptive statistics

Standard deviation	189813.34
Coefficient of variation (CV)	0.016609245
Kurtosis	-1.2146614
Mean	11428173
Median Absolute Deviation (MAD)	150037.5
Skewness	0.0049521278
Sum	5.7140867 × 10⁹
Variance	3.6029102 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11350710	5	1.0%
11560720	5	1.0%
11305590	5	1.0%
11170510	5	1.0%
11530790	4	0.8%
11680610	4	0.8%
11470680	4	0.8%
11170590	4	0.8%
11110630	4	0.8%
11590550	4	0.8%
Other values (287)	456	91.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11110515	2	0.4%
11110530	1	0.2%
11110540	3	0.6%
11110560	1	0.2%
11110570	1	0.2%
11110600	3	0.6%
11110615	1	0.2%
11110630	4	0.8%
11110650	1	0.2%
11110670	1	0.2%

Value	Count	Frequency (%)
11740700	2	0.4%
11740685	1	0.2%
11740660	2	0.4%
11740650	2	0.4%
11740640	1	0.2%
11740620	1	0.2%
11740610	1	0.2%
11740600	1	0.2%
11740590	1	0.2%
11740580	1	0.2%

성별(SEX_CD)
Categorical

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

2	256
1	244

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
2	256	51.2%
1	244	48.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	256	51.2%
1	244	48.8%

연령구간대(AGE_RANGE)
Real number (ℝ)

Distinct	14
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.988

Minimum	24
Maximum	85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	24
5-th percentile	24
Q1	39
median	54
Q3	74
95-th percentile	84
Maximum	85
Range	61
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	19.432114
Coefficient of variation (CV)	0.35338827
Kurtosis	-1.2572409
Mean	54.988
Median Absolute Deviation (MAD)	15
Skewness	0.0095992871
Sum	27494
Variance	377.60707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
44	44	8.8%
79	42	8.4%
29	39	7.8%
49	38	7.6%
64	38	7.6%
39	37	7.4%
24	37	7.4%
34	35	7.0%
54	35	7.0%
69	34	6.8%
Other values (4)	121	24.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24	37	7.4%
29	39	7.8%
34	35	7.0%
39	37	7.4%
44	44	8.8%
49	38	7.6%
54	35	7.0%
59	32	6.4%
64	38	7.6%
69	34	6.8%

Value	Count	Frequency (%)
85	24	4.8%
84	32	6.4%
79	42	8.4%
74	33	6.6%
69	34	6.8%
64	38	7.6%
59	32	6.4%
54	35	7.0%
49	38	7.6%
44	44	8.8%

집계인구수(STAT_P_DONG_001)
Real number (ℝ)

Distinct	425
Distinct (%)	85.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	558.448

Minimum	5
Maximum	3491
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	5
5-th percentile	44.9
Q1	241.5
median	519.5
Q3	799.5
95-th percentile	1197.2
Maximum	3491
Range	3486
Interquartile range (IQR)	558

Descriptive statistics

Standard deviation	398.50356
Coefficient of variation (CV)	0.71359116
Kurtosis	5.5625268
Mean	558.448
Median Absolute Deviation (MAD)	279
Skewness	1.3209244
Sum	279224
Variance	158805.09
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
665	3	0.6%
5	3	0.6%
444	3	0.6%
1184	3	0.6%
736	3	0.6%
89	3	0.6%
10	3	0.6%
124	3	0.6%
347	3	0.6%
133	2	0.4%
Other values (415)	471	94.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	3	0.6%
6	1	0.2%
7	1	0.2%
10	3	0.6%
11	2	0.4%
13	2	0.4%
16	1	0.2%
20	1	0.2%
21	1	0.2%
24	2	0.4%

Value	Count	Frequency (%)
3491	1	0.2%
1997	1	0.2%
1996	1	0.2%
1963	1	0.2%
1619	1	0.2%
1592	1	0.2%
1525	1	0.2%
1505	1	0.2%
1450	1	0.2%
1423	1	0.2%

급여소득자수(STAT_P_DONG_002)
Real number (ℝ)

ZEROS

Distinct	331
Distinct (%)	66.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	306.502

Minimum	0
Maximum	1840
Zeros	66
Zeros (%)	13.2%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	53
median	274.5
Q3	476.25
95-th percentile	839.3
Maximum	1840
Range	1840
Interquartile range (IQR)	423.25

Descriptive statistics

Standard deviation	283.77721
Coefficient of variation (CV)	0.92585761
Kurtosis	1.7082088
Mean	306.502
Median Absolute Deviation (MAD)	214
Skewness	1.08391
Sum	153251
Variance	80529.505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	66	13.2%
5	11	2.2%
81	4	0.8%
380	4	0.8%
26	4	0.8%
320	3	0.6%
460	3	0.6%
287	3	0.6%
205	3	0.6%
111	3	0.6%
Other values (321)	396	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	66	13.2%
5	11	2.2%
6	1	0.2%
7	2	0.4%
8	2	0.4%
9	1	0.2%
10	2	0.4%
11	2	0.4%
12	3	0.6%
13	1	0.2%

Value	Count	Frequency (%)
1840	1	0.2%
1371	1	0.2%
1205	1	0.2%
1170	1	0.2%
1167	1	0.2%
1153	1	0.2%
1116	1	0.2%
1083	1	0.2%
1037	1	0.2%
1030	1	0.2%

자영업자수(STAT_P_DONG_003)
Real number (ℝ)

ZEROS

Distinct	122
Distinct (%)	24.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.994

Minimum	0
Maximum	270
Zeros	169
Zeros (%)	33.8%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	15
Q3	55
95-th percentile	137.1
Maximum	270
Range	270
Interquartile range (IQR)	55

Descriptive statistics

Standard deviation	46.307307
Coefficient of variation (CV)	1.3232928
Kurtosis	3.3378618
Mean	34.994
Median Absolute Deviation (MAD)	15
Skewness	1.7554488
Sum	17497
Variance	2144.3667
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	169	33.8%
5	31	6.2%
6	14	2.8%
11	11	2.2%
10	8	1.6%
69	7	1.4%
27	7	1.4%
17	6	1.2%
37	6	1.2%
26	5	1.0%
Other values (112)	236	47.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	169	33.8%
5	31	6.2%
6	14	2.8%
7	3	0.6%
8	2	0.4%
10	8	1.6%
11	11	2.2%
12	5	1.0%
13	4	0.8%
15	4	0.8%

Value	Count	Frequency (%)
270	1	0.2%
267	1	0.2%
205	1	0.2%
201	1	0.2%
188	1	0.2%
180	1	0.2%
174	1	0.2%
173	1	0.2%
164	1	0.2%
163	2	0.4%

기타소득자수(STAT_P_DONG_004)
Real number (ℝ)

Distinct	293
Distinct (%)	58.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	195.912

Minimum	0
Maximum	903
Zeros	4
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	15.95
Q1	67
median	132.5
Q3	259
95-th percentile	571
Maximum	903
Range	903
Interquartile range (IQR)	192

Descriptive statistics

Standard deviation	177.87944
Coefficient of variation (CV)	0.90795581
Kurtosis	1.56306
Mean	195.912
Median Absolute Deviation (MAD)	82.5
Skewness	1.4171291
Sum	97956
Variance	31641.094
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	6	1.2%
65	6	1.2%
5	5	1.0%
10	5	1.0%
46	5	1.0%
117	5	1.0%
113	5	1.0%
0	4	0.8%
132	4	0.8%
82	4	0.8%
Other values (283)	451	90.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	0.8%
5	5	1.0%
7	1	0.2%
8	1	0.2%
10	5	1.0%
11	4	0.8%
12	2	0.4%
14	1	0.2%
15	2	0.4%
16	2	0.4%

Value	Count	Frequency (%)
903	1	0.2%
855	1	0.2%
810	1	0.2%
783	1	0.2%
782	1	0.2%
780	1	0.2%
745	1	0.2%
727	1	0.2%
705	1	0.2%
691	1	0.2%

평균소득(STAT_P_DONG_005)
Real number (ℝ)

Distinct	269
Distinct (%)	53.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	280.352

Minimum	131
Maximum	1105
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	131
5-th percentile	149
Q1	177
median	256
Q3	343
95-th percentile	520.05
Maximum	1105
Range	974
Interquartile range (IQR)	166

Descriptive statistics

Standard deviation	126.88706
Coefficient of variation (CV)	0.45259907
Kurtosis	4.9609078
Mean	280.352
Median Absolute Deviation (MAD)	82
Skewness	1.6731594
Sum	140176
Variance	16100.325
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
157	9	1.8%
151	8	1.6%
219	7	1.4%
174	7	1.4%
150	6	1.2%
155	6	1.2%
149	6	1.2%
159	6	1.2%
148	6	1.2%
158	6	1.2%
Other values (259)	433	86.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
131	1	0.2%
139	2	0.4%
142	2	0.4%
143	1	0.2%
144	1	0.2%
145	2	0.4%
146	2	0.4%
147	5	1.0%
148	6	1.2%
149	6	1.2%

Value	Count	Frequency (%)
1105	1	0.2%
865	1	0.2%
837	1	0.2%
749	1	0.2%
683	1	0.2%
676	1	0.2%
642	1	0.2%
640	1	0.2%
626	1	0.2%
611	1	0.2%

급여소득자의_평균소득(STAT_P_DONG_006)
Real number (ℝ)

ZEROS

Distinct	246
Distinct (%)	49.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	270.144

Minimum	0
Maximum	802
Zeros	60
Zeros (%)	12.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	194.75
median	275
Q3	345
95-th percentile	505.15
Maximum	802
Range	802
Interquartile range (IQR)	150.25

Descriptive statistics

Standard deviation	143.39742
Coefficient of variation (CV)	0.53081846
Kurtosis	0.74635021
Mean	270.144
Median Absolute Deviation (MAD)	72.5
Skewness	0.10367416
Sum	135072
Variance	20562.821
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	60	12.0%
346	6	1.2%
275	5	1.0%
187	5	1.0%
186	4	0.8%
194	4	0.8%
158	4	0.8%
259	4	0.8%
281	4	0.8%
188	4	0.8%
Other values (236)	400	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	60	12.0%
158	4	0.8%
159	1	0.2%
162	2	0.4%
164	2	0.4%
166	1	0.2%
167	2	0.4%
170	1	0.2%
172	1	0.2%
173	1	0.2%

Value	Count	Frequency (%)
802	1	0.2%
702	1	0.2%
700	1	0.2%
683	1	0.2%
664	1	0.2%
662	1	0.2%
646	1	0.2%
637	1	0.2%
622	1	0.2%
619	1	0.2%

자영업자의_평균소득(STAT_P_DONG_007)
Real number (ℝ)

ZEROS

Distinct	219
Distinct (%)	43.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	245.036

Minimum	0
Maximum	1333
Zeros	179
Zeros (%)	35.8%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	295.5
Q3	369.25
95-th percentile	601.25
Maximum	1333
Range	1333
Interquartile range (IQR)	369.25

Descriptive statistics

Standard deviation	214.50457
Coefficient of variation (CV)	0.87540023
Kurtosis	0.99369927
Mean	245.036
Median Absolute Deviation (MAD)	140.5
Skewness	0.58578364
Sum	122518
Variance	46012.211
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	179	35.8%
341	5	1.0%
323	4	0.8%
319	4	0.8%
298	4	0.8%
331	4	0.8%
352	4	0.8%
306	3	0.6%
363	3	0.6%
292	3	0.6%
Other values (209)	287	57.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	179	35.8%
164	1	0.2%
167	1	0.2%
184	1	0.2%
188	1	0.2%
201	2	0.4%
210	1	0.2%
214	1	0.2%
224	1	0.2%
226	1	0.2%

Value	Count	Frequency (%)
1333	1	0.2%
1144	1	0.2%
921	1	0.2%
846	1	0.2%
840	1	0.2%
801	1	0.2%
800	1	0.2%
792	1	0.2%
723	1	0.2%
721	1	0.2%

기타소득자의_평균소득(STAT_P_DONG_008)
Real number (ℝ)

Distinct	158
Distinct (%)	31.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	205.276

Minimum	0
Maximum	520
Zeros	1
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	145
Q1	170
median	190.5
Q3	241
95-th percentile	282.2
Maximum	520
Range	520
Interquartile range (IQR)	71

Descriptive statistics

Standard deviation	48.589193
Coefficient of variation (CV)	0.23670177
Kurtosis	3.1662899
Mean	205.276
Median Absolute Deviation (MAD)	34
Skewness	0.86233661
Sum	102638
Variance	2360.9096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
145	13	2.6%
178	13	2.6%
177	12	2.4%
170	11	2.2%
182	9	1.8%
173	9	1.8%
172	8	1.6%
175	8	1.6%
181	7	1.4%
146	7	1.4%
Other values (148)	403	80.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.2%
140	1	0.2%
141	1	0.2%
142	4	0.8%
143	2	0.4%
144	5	1.0%
145	13	2.6%
146	7	1.4%
147	7	1.4%
148	5	1.0%

Value	Count	Frequency (%)
520	1	0.2%
344	1	0.2%
340	1	0.2%
338	1	0.2%
333	1	0.2%
331	1	0.2%
329	1	0.2%
321	1	0.2%
312	2	0.4%
309	1	0.2%

평균소비(STAT_P_DONG_009)
Real number (ℝ)

Distinct	230
Distinct (%)	46.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	126.042

Minimum	3
Maximum	440
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	3
5-th percentile	14.95
Q1	62
median	127.5
Q3	184.25
95-th percentile	247
Maximum	440
Range	437
Interquartile range (IQR)	122.25

Descriptive statistics

Standard deviation	75.954027
Coefficient of variation (CV)	0.60260887
Kurtosis	-0.17565346
Mean	126.042
Median Absolute Deviation (MAD)	60.5
Skewness	0.3860537
Sum	63021
Variance	5769.0143
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
198	6	1.2%
68	6	1.2%
113	5	1.0%
104	5	1.0%
55	5	1.0%
209	5	1.0%
67	5	1.0%
42	5	1.0%
135	5	1.0%
186	5	1.0%
Other values (220)	448	89.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	2	0.4%
5	2	0.4%
7	4	0.8%
8	2	0.4%
9	1	0.2%
10	3	0.6%
11	4	0.8%
12	2	0.4%
13	3	0.6%
14	2	0.4%

Value	Count	Frequency (%)
440	1	0.2%
366	1	0.2%
352	1	0.2%
340	1	0.2%
320	1	0.2%
304	1	0.2%
303	1	0.2%
292	1	0.2%
290	1	0.2%
286	2	0.4%

평균대출잔액(STAT_P_DONG_010)
Real number (ℝ)

ZEROS

Distinct	474
Distinct (%)	94.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2874.588

Minimum	0
Maximum	12896
Zeros	6
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	101.45
Q1	1040.75
median	2282
Q3	3967.5
95-th percentile	8490.75
Maximum	12896
Range	12896
Interquartile range (IQR)	2926.75

Descriptive statistics

Standard deviation	2514.3851
Coefficient of variation (CV)	0.87469408
Kurtosis	1.6787505
Mean	2874.588
Median Absolute Deviation (MAD)	1463.5
Skewness	1.3343558
Sum	1437294
Variance	6322132.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	1.2%
102	3	0.6%
2702	2	0.4%
1107	2	0.4%
2884	2	0.4%
3747	2	0.4%
817	2	0.4%
1059	2	0.4%
41	2	0.4%
4596	2	0.4%
Other values (464)	475	95.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	1.2%
5	1	0.2%
15	1	0.2%
27	1	0.2%
31	1	0.2%
37	1	0.2%
38	2	0.4%
41	2	0.4%
50	1	0.2%
61	1	0.2%

Value	Count	Frequency (%)
12896	1	0.2%
11392	1	0.2%
11361	1	0.2%
11352	1	0.2%
11172	1	0.2%
10963	1	0.2%
10709	1	0.2%
10422	1	0.2%
10399	1	0.2%
10311	1	0.2%

Phik (φk)
Auto

Heatmap
Table

	데이터_기준월(BS_YR_MON)	통계청_행정동코드(ADM_DONG_CD)	행안부_행정동코드(G_ADM_DONG_CD)	성별(SEX_CD)	연령구간대(AGE_RANGE)	집계인구수(STAT_P_DONG_001)	급여소득자수(STAT_P_DONG_002)	자영업자수(STAT_P_DONG_003)	기타소득자수(STAT_P_DONG_004)	평균소득(STAT_P_DONG_005)	급여소득자의_평균소득(STAT_P_DONG_006)	자영업자의_평균소득(STAT_P_DONG_007)	기타소득자의_평균소득(STAT_P_DONG_008)	평균소비(STAT_P_DONG_009)	평균대출잔액(STAT_P_DONG_010)
데이터_기준월(BS_YR_MON)	1.000	0.168	0.107	0.061	0.000	0.000	0.090	0.000	0.028	0.142	0.089	0.136	0.079	0.069	0.000
통계청_행정동코드(ADM_DONG_CD)	0.168	1.000	0.000	0.015	0.000	0.000	0.110	0.000	0.100	0.052	0.080	0.000	0.000	0.149	0.057
행안부_행정동코드(G_ADM_DONG_CD)	0.107	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.084	0.218	0.166	0.000
성별(SEX_CD)	0.061	0.015	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.040	0.000	0.000	0.051	0.000	0.000
연령구간대(AGE_RANGE)	0.000	0.000	0.000	0.000	1.000	0.000	0.102	0.091	0.000	0.071	0.000	0.000	0.160	0.000	0.000
집계인구수(STAT_P_DONG_001)	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
급여소득자수(STAT_P_DONG_002)	0.090	0.110	0.000	0.000	0.102	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.092	0.000	0.000
자영업자수(STAT_P_DONG_003)	0.000	0.000	0.000	0.000	0.091	0.000	0.000	1.000	0.122	0.000	0.000	0.067	0.051	0.000	0.000
기타소득자수(STAT_P_DONG_004)	0.028	0.100	0.000	0.000	0.000	0.000	0.000	0.122	1.000	0.000	0.000	0.000	0.071	0.000	0.000
평균소득(STAT_P_DONG_005)	0.142	0.052	0.000	0.040	0.071	0.000	0.000	0.000	0.000	1.000	0.033	0.000	0.000	0.000	0.135
급여소득자의_평균소득(STAT_P_DONG_006)	0.089	0.080	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.033	1.000	0.000	0.071	0.220	0.000
자영업자의_평균소득(STAT_P_DONG_007)	0.136	0.000	0.084	0.000	0.000	0.000	0.000	0.067	0.000	0.000	0.000	1.000	0.000	0.000	0.000
기타소득자의_평균소득(STAT_P_DONG_008)	0.079	0.000	0.218	0.051	0.160	0.000	0.092	0.051	0.071	0.000	0.071	0.000	1.000	0.000	0.077
평균소비(STAT_P_DONG_009)	0.069	0.149	0.166	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.220	0.000	0.000	1.000	0.000
평균대출잔액(STAT_P_DONG_010)	0.000	0.057	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.135	0.000	0.000	0.077	0.000	1.000

Heatmap
Table

	데이터_기준월(BS_YR_MON)	통계청_행정동코드(ADM_DONG_CD)	행안부_행정동코드(G_ADM_DONG_CD)	연령구간대(AGE_RANGE)	집계인구수(STAT_P_DONG_001)	급여소득자수(STAT_P_DONG_002)	자영업자수(STAT_P_DONG_003)	기타소득자수(STAT_P_DONG_004)	평균소득(STAT_P_DONG_005)	급여소득자의_평균소득(STAT_P_DONG_006)	자영업자의_평균소득(STAT_P_DONG_007)	기타소득자의_평균소득(STAT_P_DONG_008)	평균소비(STAT_P_DONG_009)	평균대출잔액(STAT_P_DONG_010)	성별(SEX_CD)
데이터_기준월(BS_YR_MON)	1.000	-0.048	0.078	-0.015	0.027	0.056	0.064	-0.008	0.030	0.014	-0.090	0.027	0.027	0.001	0.029
통계청_행정동코드(ADM_DONG_CD)	-0.048	1.000	-0.047	-0.008	0.048	-0.075	0.006	0.103	0.031	-0.049	-0.080	-0.046	0.029	-0.064	0.048
행안부_행정동코드(G_ADM_DONG_CD)	0.078	-0.047	1.000	-0.052	0.048	-0.031	-0.003	-0.051	-0.049	0.031	-0.148	-0.067	-0.041	-0.046	0.000
연령구간대(AGE_RANGE)	-0.015	-0.008	-0.052	1.000	-0.015	0.020	-0.006	-0.002	-0.059	-0.014	0.033	0.091	-0.000	0.045	0.000
집계인구수(STAT_P_DONG_001)	0.027	0.048	0.048	-0.015	1.000	-0.041	-0.037	-0.013	0.037	0.021	-0.026	0.047	-0.005	0.031	0.000
급여소득자수(STAT_P_DONG_002)	0.056	-0.075	-0.031	0.020	-0.041	1.000	-0.023	-0.020	-0.045	0.049	0.029	-0.000	-0.026	0.042	0.000
자영업자수(STAT_P_DONG_003)	0.064	0.006	-0.003	-0.006	-0.037	-0.023	1.000	0.080	0.045	-0.045	0.057	0.004	-0.056	-0.000	0.000
기타소득자수(STAT_P_DONG_004)	-0.008	0.103	-0.051	-0.002	-0.013	-0.020	0.080	1.000	-0.044	-0.018	0.042	0.051	-0.010	0.037	0.000
평균소득(STAT_P_DONG_005)	0.030	0.031	-0.049	-0.059	0.037	-0.045	0.045	-0.044	1.000	0.056	0.014	0.114	-0.034	-0.033	0.034
급여소득자의_평균소득(STAT_P_DONG_006)	0.014	-0.049	0.031	-0.014	0.021	0.049	-0.045	-0.018	0.056	1.000	-0.032	-0.007	-0.075	-0.004	0.000
자영업자의_평균소득(STAT_P_DONG_007)	-0.090	-0.080	-0.148	0.033	-0.026	0.029	0.057	0.042	0.014	-0.032	1.000	-0.004	-0.070	-0.043	0.000
기타소득자의_평균소득(STAT_P_DONG_008)	0.027	-0.046	-0.067	0.091	0.047	-0.000	0.004	0.051	0.114	-0.007	-0.004	1.000	-0.040	0.057	0.054
평균소비(STAT_P_DONG_009)	0.027	0.029	-0.041	-0.000	-0.005	-0.026	-0.056	-0.010	-0.034	-0.075	-0.070	-0.040	1.000	-0.091	0.000
평균대출잔액(STAT_P_DONG_010)	0.001	-0.064	-0.046	0.045	0.031	0.042	-0.000	0.037	-0.033	-0.004	-0.043	0.057	-0.091	1.000	0.000
성별(SEX_CD)	0.029	0.048	0.000	0.000	0.000	0.000	0.000	0.000	0.034	0.000	0.000	0.054	0.000	0.000	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

	데이터_기준월(BS_YR_MON)	통계청_행정동코드(ADM_DONG_CD)	행안부_행정동코드(G_ADM_DONG_CD)	성별(SEX_CD)	연령구간대(AGE_RANGE)	집계인구수(STAT_P_DONG_001)	급여소득자수(STAT_P_DONG_002)	자영업자수(STAT_P_DONG_003)	기타소득자수(STAT_P_DONG_004)	평균소득(STAT_P_DONG_005)	급여소득자의_평균소득(STAT_P_DONG_006)	자영업자의_평균소득(STAT_P_DONG_007)	기타소득자의_평균소득(STAT_P_DONG_008)	평균소비(STAT_P_DONG_009)	평균대출잔액(STAT_P_DONG_010)
0	202008	1108076	11500591	1	44	90	102	69	368	472	275	0	260	30	27
1	202002	1105058	11680656	2	79	762	0	5	109	161	251	440	203	133	2215
2	202002	1111076	11440680	1	44	836	741	6	56	567	531	392	162	181	731
3	202006	1116074	11590530	1	69	348	198	156	454	361	311	335	220	186	2193
4	202003	1125074	11230730	1	74	410	5	0	97	191	271	468	142	200	113
5	202103	1110054	11260680	2	39	1236	592	38	58	348	372	262	144	186	3723
6	201812	1122067	11305590	2	49	279	27	0	56	285	0	800	281	207	2469
7	202001	1105065	11260680	1	39	347	527	0	63	365	317	258	256	224	3070
8	202011	1115062	11740640	1	59	133	524	23	187	157	284	226	210	264	2639
9	201907	1108063	11500530	1	34	512	5	79	140	208	347	0	286	134	38

	데이터_기준월(BS_YR_MON)	통계청_행정동코드(ADM_DONG_CD)	행안부_행정동코드(G_ADM_DONG_CD)	성별(SEX_CD)	연령구간대(AGE_RANGE)	집계인구수(STAT_P_DONG_001)	급여소득자수(STAT_P_DONG_002)	자영업자수(STAT_P_DONG_003)	기타소득자수(STAT_P_DONG_004)	평균소득(STAT_P_DONG_005)	급여소득자의_평균소득(STAT_P_DONG_006)	자영업자의_평균소득(STAT_P_DONG_007)	기타소득자의_평균소득(STAT_P_DONG_008)	평균소비(STAT_P_DONG_009)	평균대출잔액(STAT_P_DONG_010)
490	202003	1123076	11740620	1	39	649	460	61	136	837	178	0	222	85	5923
491	202102	1108078	11230650	1	59	516	866	0	903	262	288	0	213	37	4293
492	201907	1101057	11200670	2	84	10	167	47	172	386	175	658	260	65	2880
493	202009	1101071	11620665	1	84	690	98	0	45	219	297	395	174	247	576
494	201810	1116071	11170590	1	74	198	290	6	168	267	292	382	275	99	2343
495	201901	1123065	11110515	1	59	591	410	0	113	190	186	275	177	163	5353
496	201902	1104055	11560620	1	24	75	156	0	150	427	486	840	262	122	529
497	202103	1102073	11110690	2	74	588	28	18	64	148	162	270	219	52	2721
498	202101	1102068	11380631	1	24	260	0	132	5	180	0	229	148	104	1043
499	202104	1108065	11650660	2	44	1038	140	29	113	223	210	167	333	283	2640

Overview

Variables

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample