gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	41
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.6 KiB
Average record size in memory	165.2 B

Variable types

Numeric	18

Dataset

Description	공무원 지역별(서울 부산 등 광역시 도별) 가입자 추이에 대한 데이터입니다. 1982년부터 시작되며 연 단위로 구분됩니다.
URL	https://www.data.go.kr/data/15054016/fileData.do

Alerts

`구분` is highly overall correlated with `서울` and 12 other fields	High correlation
`서울` is highly overall correlated with `구분` and 9 other fields	High correlation
`부산` is highly overall correlated with `구분` and 12 other fields	High correlation
`대구` is highly overall correlated with `구분` and 13 other fields	High correlation
`인천` is highly overall correlated with `구분` and 13 other fields	High correlation
`광주` is highly overall correlated with `구분` and 12 other fields	High correlation
`대전` is highly overall correlated with `구분` and 11 other fields	High correlation
`세종` is highly overall correlated with `구분` and 12 other fields	High correlation
`울산` is highly overall correlated with `구분` and 12 other fields	High correlation
`경기` is highly overall correlated with `구분` and 12 other fields	High correlation
`강원` is highly overall correlated with `구분` and 12 other fields	High correlation
`충북` is highly overall correlated with `구분` and 12 other fields	High correlation
`경북` is highly overall correlated with `구분` and 13 other fields	High correlation
`경남` is highly overall correlated with `대구` and 5 other fields	High correlation
`전북` is highly overall correlated with `전남`	High correlation
`전남` is highly overall correlated with `전북`	High correlation
`제주` is highly overall correlated with `구분` and 13 other fields	High correlation
`구분` has unique values	Unique
`서울` has unique values	Unique
`부산` has unique values	Unique
`대구` has unique values	Unique
`인천` has unique values	Unique
`경기` has unique values	Unique
`강원` has unique values	Unique
`충북` has unique values	Unique
`충남` has unique values	Unique
`경북` has unique values	Unique
`경남` has unique values	Unique
`전북` has unique values	Unique
`전남` has unique values	Unique
`제주` has unique values	Unique
`광주` has 4 (9.8%) zeros	Zeros
`대전` has 7 (17.1%) zeros	Zeros
`세종` has 30 (73.2%) zeros	Zeros
`울산` has 15 (36.6%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 13:26:13.039944
Analysis finished	2023-12-12 13:26:45.834633
Duration	32.79 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2002

Minimum	1982
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	1982
5-th percentile	1984
Q1	1992
median	2002
Q3	2012
95-th percentile	2020
Maximum	2022
Range	40
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	11.979149
Coefficient of variation (CV)	0.0059835907
Kurtosis	-1.2
Mean	2002
Median Absolute Deviation (MAD)	10
Skewness	0
Sum	82082
Variance	143.5
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
1982	1	2.4%
2013	1	2.4%
2005	1	2.4%
2006	1	2.4%
2007	1	2.4%
2008	1	2.4%
2009	1	2.4%
2010	1	2.4%
2011	1	2.4%
2012	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1982	1	2.4%
1983	1	2.4%
1984	1	2.4%
1985	1	2.4%
1986	1	2.4%
1987	1	2.4%
1988	1	2.4%
1989	1	2.4%
1990	1	2.4%
1991	1	2.4%

Value	Count	Frequency (%)
2022	1	2.4%
2021	1	2.4%
2020	1	2.4%
2019	1	2.4%
2018	1	2.4%
2017	1	2.4%
2016	1	2.4%
2015	1	2.4%
2014	1	2.4%
2013	1	2.4%

서울
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	213127.07

Minimum	164485
Maximum	241420
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	164485
5-th percentile	174575
Q1	209788
median	217450
Q3	223070
95-th percentile	230396
Maximum	241420
Range	76935
Interquartile range (IQR)	13282

Descriptive statistics

Standard deviation	17098.446
Coefficient of variation (CV)	0.080226532
Kurtosis	1.4590395
Mean	213127.07
Median Absolute Deviation (MAD)	7428
Skewness	-1.272864
Sum	8738210
Variance	2.9235685 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
164485	1	2.4%
218164	1	2.4%
214138	1	2.4%
216855	1	2.4%
218526	1	2.4%
219090	1	2.4%
224292	1	2.4%
220472	1	2.4%
219507	1	2.4%
219079	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
164485	1	2.4%
174243	1	2.4%
174575	1	2.4%
181631	1	2.4%
181766	1	2.4%
189997	1	2.4%
199768	1	2.4%
206952	1	2.4%
208820	1	2.4%
209251	1	2.4%

Value	Count	Frequency (%)
241420	1	2.4%
239095	1	2.4%
230396	1	2.4%
229543	1	2.4%
228131	1	2.4%
226436	1	2.4%
226407	1	2.4%
225604	1	2.4%
225529	1	2.4%
224292	1	2.4%

부산
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65551.78

Minimum	49635
Maximum	78354
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	49635
5-th percentile	53232
Q1	63279
median	66054
Q3	69681
95-th percentile	75619
Maximum	78354
Range	28719
Interquartile range (IQR)	6402

Descriptive statistics

Standard deviation	6799.1974
Coefficient of variation (CV)	0.10372254
Kurtosis	0.10770699
Mean	65551.78
Median Absolute Deviation (MAD)	3580
Skewness	-0.49060472
Sum	2687623
Variance	46229085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
58213	1	2.4%
70708	1	2.4%
66210	1	2.4%
67014	1	2.4%
66754	1	2.4%
66054	1	2.4%
66717	1	2.4%
69221	1	2.4%
69634	1	2.4%
69681	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
49635	1	2.4%
50993	1	2.4%
53232	1	2.4%
53478	1	2.4%
55621	1	2.4%
57571	1	2.4%
58213	1	2.4%
58605	1	2.4%
61530	1	2.4%
62987	1	2.4%

Value	Count	Frequency (%)
78354	1	2.4%
77164	1	2.4%
75619	1	2.4%
74759	1	2.4%
73705	1	2.4%
71838	1	2.4%
71611	1	2.4%
71301	1	2.4%
71172	1	2.4%
70708	1	2.4%

대구
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46591.22

Minimum	30237
Maximum	64205
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	30237
5-th percentile	33168
Q1	37535
median	46904
Q3	54193
95-th percentile	62681
Maximum	64205
Range	33968
Interquartile range (IQR)	16658

Descriptive statistics

Standard deviation	10352.087
Coefficient of variation (CV)	0.22218965
Kurtosis	-1.3374761
Mean	46591.22
Median Absolute Deviation (MAD)	7717
Skewness	0.18915526
Sum	1910240
Variance	1.071657 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
30237	1	2.4%
52400	1	2.4%
51429	1	2.4%
52752	1	2.4%
53101	1	2.4%
53297	1	2.4%
54193	1	2.4%
54470	1	2.4%
50906	1	2.4%
51258	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30237	1	2.4%
32945	1	2.4%
33168	1	2.4%
33781	1	2.4%
33941	1	2.4%
34615	1	2.4%
35152	1	2.4%
35619	1	2.4%
36469	1	2.4%
37161	1	2.4%

Value	Count	Frequency (%)
64205	1	2.4%
63959	1	2.4%
62681	1	2.4%
62324	1	2.4%
61117	1	2.4%
59653	1	2.4%
58667	1	2.4%
58663	1	2.4%
58062	1	2.4%
54470	1	2.4%

인천
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39986.341

Minimum	12721
Maximum	64406
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	12721
5-th percentile	18915
Q1	28194
median	41680
Q3	51142
95-th percentile	60458
Maximum	64406
Range	51685
Interquartile range (IQR)	22948

Descriptive statistics

Standard deviation	14299.764
Coefficient of variation (CV)	0.35761621
Kurtosis	-1.0536813
Mean	39986.341
Median Absolute Deviation (MAD)	9683
Skewness	-0.26642895
Sum	1639440
Variance	2.0448325 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
12721	1	2.4%
51142	1	2.4%
46278	1	2.4%
48547	1	2.4%
49875	1	2.4%
50984	1	2.4%
51922	1	2.4%
51261	1	2.4%
51109	1	2.4%
51363	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12721	1	2.4%
16509	1	2.4%
18915	1	2.4%
19160	1	2.4%
19451	1	2.4%
20403	1	2.4%
20701	1	2.4%
21918	1	2.4%
23446	1	2.4%
25995	1	2.4%

Value	Count	Frequency (%)
64406	1	2.4%
63343	1	2.4%
60458	1	2.4%
59065	1	2.4%
54289	1	2.4%
51922	1	2.4%
51848	1	2.4%
51363	1	2.4%
51333	1	2.4%
51261	1	2.4%

광주
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	92.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27300.415

Minimum	0
Maximum	41608
Zeros	4
Zeros (%)	9.8%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	25169
median	27137
Q3	33610
95-th percentile	40196
Maximum	41608
Range	41608
Interquartile range (IQR)	8441

Descriptive statistics

Standard deviation	10685.697
Coefficient of variation (CV)	0.39141151
Kurtosis	2.1550068
Mean	27300.415
Median Absolute Deviation (MAD)	4283
Skewness	-1.4085067
Sum	1119317
Variance	1.1418411 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	4	9.8%
37167	1	2.4%
30309	1	2.4%
30496	1	2.4%
31420	1	2.4%
32668	1	2.4%
33202	1	2.4%
33610	1	2.4%
34501	1	2.4%
37513	1	2.4%
Other values (28)	28	68.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	9.8%
22389	1	2.4%
22435	1	2.4%
22538	1	2.4%
23250	1	2.4%
23673	1	2.4%
24850	1	2.4%
25169	1	2.4%
25242	1	2.4%
25594	1	2.4%

Value	Count	Frequency (%)
41608	1	2.4%
41086	1	2.4%
40196	1	2.4%
39475	1	2.4%
38959	1	2.4%
37846	1	2.4%
37570	1	2.4%
37513	1	2.4%
37167	1	2.4%
34501	1	2.4%

대전
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	34
Distinct (%)	82.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33751.707

Minimum	0
Maximum	53064
Zeros	7
Zeros (%)	17.1%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	29596
median	40345
Q3	45090
95-th percentile	52561
Maximum	53064
Range	53064
Interquartile range (IQR)	15494

Descriptive statistics

Standard deviation	17499.256
Coefficient of variation (CV)	0.51847025
Kurtosis	-0.071852771
Mean	33751.707
Median Absolute Deviation (MAD)	10066
Skewness	-1.0056202
Sum	1383820
Variance	3.0622397 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	7	17.1%
30279	2	4.9%
51805	1	2.4%
45090	1	2.4%
45435	1	2.4%
42468	1	2.4%
42943	1	2.4%
44706	1	2.4%
49080	1	2.4%
52248	1	2.4%
Other values (24)	24	58.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	17.1%
23723	1	2.4%
29225	1	2.4%
29279	1	2.4%
29596	1	2.4%
29666	1	2.4%
30279	2	4.9%
30853	1	2.4%
32279	1	2.4%
32337	1	2.4%

Value	Count	Frequency (%)
53064	1	2.4%
52931	1	2.4%
52561	1	2.4%
52389	1	2.4%
52297	1	2.4%
52270	1	2.4%
52248	1	2.4%
51805	1	2.4%
49080	1	2.4%
45435	1	2.4%

세종
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	29.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5825.439

Minimum	0
Maximum	32533
Zeros	30
Zeros (%)	73.2%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8112
95-th percentile	29661
Maximum	32533
Range	32533
Interquartile range (IQR)	8112

Descriptive statistics

Standard deviation	10633.649
Coefficient of variation (CV)	1.8253816
Kurtosis	0.89031378
Mean	5825.439
Median Absolute Deviation (MAD)	0
Skewness	1.5528883
Sum	238843
Variance	1.130745 × 10⁸
Monotonicity	Increasing

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	30	73.2%
8112	1	2.4%
8504	1	2.4%
16705	1	2.4%
17955	1	2.4%
20753	1	2.4%
21337	1	2.4%
23490	1	2.4%
27522	1	2.4%
29661	1	2.4%
Other values (2)	2	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30	73.2%
8112	1	2.4%
8504	1	2.4%
16705	1	2.4%
17955	1	2.4%
20753	1	2.4%
21337	1	2.4%
23490	1	2.4%
27522	1	2.4%
29661	1	2.4%

Value	Count	Frequency (%)
32533	1	2.4%
32271	1	2.4%
29661	1	2.4%
27522	1	2.4%
23490	1	2.4%
21337	1	2.4%
20753	1	2.4%
17955	1	2.4%
16705	1	2.4%
8504	1	2.4%

울산
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	65.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12160.488

Minimum	0
Maximum	24000
Zeros	15
Zeros (%)	36.6%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	16418
Q3	20011
95-th percentile	22583
Maximum	24000
Range	24000
Interquartile range (IQR)	20011

Descriptive statistics

Standard deviation	9596.8727
Coefficient of variation (CV)	0.78918485
Kurtosis	-1.7182214
Mean	12160.488
Median Absolute Deviation (MAD)	4310
Skewness	-0.42402243
Sum	498580
Variance	92099967
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	15	36.6%
14257	1	2.4%
24000	1	2.4%
23433	1	2.4%
22583	1	2.4%
22028	1	2.4%
21563	1	2.4%
20728	1	2.4%
20572	1	2.4%
20276	1	2.4%
Other values (17)	17	41.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	36.6%
14257	1	2.4%
14267	1	2.4%
14442	1	2.4%
15479	1	2.4%
15913	1	2.4%
16418	1	2.4%
17209	1	2.4%
17901	1	2.4%
18561	1	2.4%

Value	Count	Frequency (%)
24000	1	2.4%
23433	1	2.4%
22583	1	2.4%
22028	1	2.4%
21563	1	2.4%
20728	1	2.4%
20572	1	2.4%
20299	1	2.4%
20276	1	2.4%
20231	1	2.4%

경기
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	145237.9

Minimum	48937
Maximum	242893
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	48937
5-th percentile	52440
Q1	107235
median	142430
Q3	194161
95-th percentile	229299
Maximum	242893
Range	193956
Interquartile range (IQR)	86926

Descriptive statistics

Standard deviation	56919.207
Coefficient of variation (CV)	0.39190325
Kurtosis	-1.0517244
Mean	145237.9
Median Absolute Deviation (MAD)	48675
Skewness	-0.1257644
Sum	5954754
Variance	3.2397961 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
52440	1	2.4%
195983	1	2.4%
161200	1	2.4%
167398	1	2.4%
173199	1	2.4%
179951	1	2.4%
184389	1	2.4%
190591	1	2.4%
194161	1	2.4%
191105	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
48937	1	2.4%
51242	1	2.4%
52440	1	2.4%
54434	1	2.4%
64350	1	2.4%
68013	1	2.4%
69551	1	2.4%
85147	1	2.4%
91538	1	2.4%
99859	1	2.4%

Value	Count	Frequency (%)
242893	1	2.4%
237594	1	2.4%
229299	1	2.4%
223505	1	2.4%
217553	1	2.4%
205988	1	2.4%
201810	1	2.4%
197883	1	2.4%
196320	1	2.4%
195983	1	2.4%

강원
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47108.146

Minimum	36511
Maximum	55353
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	36511
5-th percentile	38315
Q1	45144
median	47955
Q3	49395
95-th percentile	52755
Maximum	55353
Range	18842
Interquartile range (IQR)	4251

Descriptive statistics

Standard deviation	4222.9196
Coefficient of variation (CV)	0.089643086
Kurtosis	0.43606802
Mean	47108.146
Median Absolute Deviation (MAD)	2271
Skewness	-0.66362302
Sum	1931434
Variance	17833050
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
36511	1	2.4%
48838	1	2.4%
46627	1	2.4%
47932	1	2.4%
47973	1	2.4%
47748	1	2.4%
47955	1	2.4%
48316	1	2.4%
48523	1	2.4%
48650	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36511	1	2.4%
38305	1	2.4%
38315	1	2.4%
39902	1	2.4%
41357	1	2.4%
41705	1	2.4%
42288	1	2.4%
43902	1	2.4%
44533	1	2.4%
44907	1	2.4%

Value	Count	Frequency (%)
55353	1	2.4%
54630	1	2.4%
52755	1	2.4%
51858	1	2.4%
50978	1	2.4%
50830	1	2.4%
50435	1	2.4%
50263	1	2.4%
50221	1	2.4%
50112	1	2.4%

충북
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36522.244

Minimum	27045
Maximum	45771
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	27045
5-th percentile	27655
Q1	34101
median	37356
Q3	38707
95-th percentile	43929
Maximum	45771
Range	18726
Interquartile range (IQR)	4606

Descriptive statistics

Standard deviation	4629.0565
Coefficient of variation (CV)	0.12674622
Kurtosis	0.13646644
Mean	36522.244
Median Absolute Deviation (MAD)	2147
Skewness	-0.40091323
Sum	1497412
Variance	21428164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
33321	1	2.4%
38669	1	2.4%
36179	1	2.4%
36738	1	2.4%
37098	1	2.4%
37356	1	2.4%
36821	1	2.4%
37744	1	2.4%
38121	1	2.4%
38487	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27045	1	2.4%
27199	1	2.4%
27655	1	2.4%
28390	1	2.4%
28527	1	2.4%
28957	1	2.4%
33321	1	2.4%
33390	1	2.4%
33448	1	2.4%
33798	1	2.4%

Value	Count	Frequency (%)
45771	1	2.4%
45530	1	2.4%
43929	1	2.4%
42582	1	2.4%
41438	1	2.4%
40050	1	2.4%
39754	1	2.4%
39503	1	2.4%
39138	1	2.4%
38923	1	2.4%

충남
Real number (ℝ)

UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47125

Minimum	34708
Maximum	59091
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	34708
5-th percentile	36972
Q1	42297
median	47394
Q3	51068
95-th percentile	57195
Maximum	59091
Range	24383
Interquartile range (IQR)	8771

Descriptive statistics

Standard deviation	6579.974
Coefficient of variation (CV)	0.1396281
Kurtosis	-0.84654599
Mean	47125
Median Absolute Deviation (MAD)	4843
Skewness	0.0098089199
Sum	1932125
Variance	43296058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
50822	1	2.4%
45832	1	2.4%
39427	1	2.4%
42297	1	2.4%
42551	1	2.4%
43023	1	2.4%
42780	1	2.4%
43651	1	2.4%
47778	1	2.4%
45900	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34708	1	2.4%
35219	1	2.4%
36972	1	2.4%
37969	1	2.4%
38429	1	2.4%
39427	1	2.4%
39673	1	2.4%
41293	1	2.4%
42024	1	2.4%
42277	1	2.4%

Value	Count	Frequency (%)
59091	1	2.4%
57443	1	2.4%
57195	1	2.4%
56695	1	2.4%
56512	1	2.4%
56316	1	2.4%
55387	1	2.4%
54851	1	2.4%
53263	1	2.4%
51796	1	2.4%

경북
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51974.976

Minimum	41709
Maximum	65819
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	41709
5-th percentile	42422
Q1	46477
median	52266
Q3	55341
95-th percentile	62702
Maximum	65819
Range	24110
Interquartile range (IQR)	8864

Descriptive statistics

Standard deviation	6148.055
Coefficient of variation (CV)	0.11828875
Kurtosis	-0.35252902
Mean	51974.976
Median Absolute Deviation (MAD)	4423
Skewness	0.23881722
Sum	2130974
Variance	37798580
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
44853	1	2.4%
56689	1	2.4%
52266	1	2.4%
53149	1	2.4%
53547	1	2.4%
53143	1	2.4%
53767	1	2.4%
53195	1	2.4%
57139	1	2.4%
57154	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
41709	1	2.4%
42286	1	2.4%
42422	1	2.4%
43040	1	2.4%
43494	1	2.4%
44062	1	2.4%
44853	1	2.4%
45397	1	2.4%
46313	1	2.4%
46444	1	2.4%

Value	Count	Frequency (%)
65819	1	2.4%
64549	1	2.4%
62702	1	2.4%
61235	1	2.4%
59587	1	2.4%
58265	1	2.4%
57980	1	2.4%
57154	1	2.4%
57139	1	2.4%
56689	1	2.4%

경남
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64582.61

Minimum	52014
Maximum	76081
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	52014
5-th percentile	53965
Q1	60124
median	65178
Q3	68161
95-th percentile	73760
Maximum	76081
Range	24067
Interquartile range (IQR)	8037

Descriptive statistics

Standard deviation	6216.9868
Coefficient of variation (CV)	0.0962641
Kurtosis	-0.78109343
Mean	64582.61
Median Absolute Deviation (MAD)	4440
Skewness	-0.068941787
Sum	2647887
Variance	38650925
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
71623	1	2.4%
67517	1	2.4%
65178	1	2.4%
66736	1	2.4%
67492	1	2.4%
67659	1	2.4%
68429	1	2.4%
67128	1	2.4%
67209	1	2.4%
68161	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
52014	1	2.4%
53857	1	2.4%
53965	1	2.4%
55712	1	2.4%
57139	1	2.4%
57399	1	2.4%
58086	1	2.4%
58499	1	2.4%
59256	1	2.4%
59644	1	2.4%

Value	Count	Frequency (%)
76081	1	2.4%
74890	1	2.4%
73760	1	2.4%
73246	1	2.4%
72980	1	2.4%
72818	1	2.4%
71845	1	2.4%
71623	1	2.4%
69882	1	2.4%
68429	1	2.4%

전북
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54699.098

Minimum	46633
Maximum	70713
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	46633
5-th percentile	46967
Q1	48600
median	51161
Q3	61647
95-th percentile	68823
Maximum	70713
Range	24080
Interquartile range (IQR)	13047

Descriptive statistics

Standard deviation	7797.8193
Coefficient of variation (CV)	0.14255846
Kurtosis	-0.87025734
Mean	54699.098
Median Absolute Deviation (MAD)	3498
Skewness	0.79599719
Sum	2242663
Variance	60805985
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
52013	1	2.4%
48600	1	2.4%
47947	1	2.4%
48564	1	2.4%
48682	1	2.4%
48420	1	2.4%
48943	1	2.4%
48725	1	2.4%
48961	1	2.4%
49074	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
46633	1	2.4%
46819	1	2.4%
46967	1	2.4%
47307	1	2.4%
47455	1	2.4%
47663	1	2.4%
47947	1	2.4%
48047	1	2.4%
48420	1	2.4%
48564	1	2.4%

Value	Count	Frequency (%)
70713	1	2.4%
69748	1	2.4%
68823	1	2.4%
67362	1	2.4%
67286	1	2.4%
66187	1	2.4%
66107	1	2.4%
64754	1	2.4%
62949	1	2.4%
62849	1	2.4%

전남
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59292.22

Minimum	50343
Maximum	78143
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	50343
5-th percentile	52042
Q1	53524
median	54899
Q3	62128
95-th percentile	77345
Maximum	78143
Range	27800
Interquartile range (IQR)	8604

Descriptive statistics

Standard deviation	8148.9504
Coefficient of variation (CV)	0.1374371
Kurtosis	0.53726433
Mean	59292.22
Median Absolute Deviation (MAD)	2460
Skewness	1.2921812
Sum	2430981
Variance	66405393
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
50343	1	2.4%
53348	1	2.4%
54529	1	2.4%
54667	1	2.4%
54706	1	2.4%
54575	1	2.4%
55025	1	2.4%
53432	1	2.4%
52884	1	2.4%
52989	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50343	1	2.4%
50932	1	2.4%
52042	1	2.4%
52439	1	2.4%
52884	1	2.4%
52924	1	2.4%
52978	1	2.4%
52989	1	2.4%
53348	1	2.4%
53432	1	2.4%

Value	Count	Frequency (%)
78143	1	2.4%
77499	1	2.4%
77345	1	2.4%
77021	1	2.4%
75869	1	2.4%
70989	1	2.4%
67288	1	2.4%
65448	1	2.4%
64529	1	2.4%
62878	1	2.4%

제주
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14848.341

Minimum	9650
Maximum	20273
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	9650
5-th percentile	10190
Q1	13674
median	14788
Q3	16512
95-th percentile	19898
Maximum	20273
Range	10623
Interquartile range (IQR)	2838

Descriptive statistics

Standard deviation	2811.9941
Coefficient of variation (CV)	0.18938102
Kurtosis	-0.4459855
Mean	14848.341
Median Absolute Deviation (MAD)	1633
Skewness	-0.039436422
Sum	608782
Variance	7907310.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
9972	1	2.4%
16710	1	2.4%
15353	1	2.4%
15764	1	2.4%
15913	1	2.4%
16208	1	2.4%
16214	1	2.4%
16283	1	2.4%
16404	1	2.4%
16675	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9650	1	2.4%
9972	1	2.4%
10190	1	2.4%
10292	1	2.4%
10618	1	2.4%
10972	1	2.4%
11294	1	2.4%
11915	1	2.4%
12429	1	2.4%
13155	1	2.4%

Value	Count	Frequency (%)
20273	1	2.4%
19926	1	2.4%
19898	1	2.4%
19329	1	2.4%
18748	1	2.4%
17721	1	2.4%
17268	1	2.4%
16955	1	2.4%
16710	1	2.4%
16675	1	2.4%

Phik (φk)
Auto

Heatmap
Table

	구분	서울	부산	대구	인천	광주	대전	세종	울산	경기	강원	충북	충남	경북	경남	전북	전남	제주
구분	1.000	0.762	0.925	0.947	0.954	0.940	0.869	0.736	0.912	0.969	0.863	0.830	0.916	0.926	0.833	0.904	0.651	0.958
서울	0.762	1.000	0.884	0.653	0.761	0.732	0.688	0.000	0.554	0.672	0.909	0.917	0.705	0.682	0.856	0.634	0.702	0.778
부산	0.925	0.884	1.000	0.890	0.918	0.799	0.838	0.809	0.708	0.887	0.917	0.857	0.801	0.905	0.892	0.814	0.522	0.931
대구	0.947	0.653	0.890	1.000	0.937	0.854	0.885	0.686	0.905	0.926	0.782	0.647	0.850	0.877	0.740	0.593	0.608	0.917
인천	0.954	0.761	0.918	0.937	1.000	0.770	0.847	0.732	0.876	0.945	0.901	0.808	0.932	0.921	0.698	0.849	0.617	0.928
광주	0.940	0.732	0.799	0.854	0.770	1.000	0.805	0.683	0.866	0.877	0.770	0.754	0.803	0.755	0.802	0.692	0.476	0.878
대전	0.869	0.688	0.838	0.885	0.847	0.805	1.000	0.662	0.742	0.866	0.708	0.652	0.722	0.827	0.657	0.723	0.712	0.860
세종	0.736	0.000	0.809	0.686	0.732	0.683	0.662	1.000	0.592	0.710	0.533	0.850	0.586	0.884	0.759	0.412	0.000	0.859
울산	0.912	0.554	0.708	0.905	0.876	0.866	0.742	0.592	1.000	0.942	0.747	0.794	0.729	0.776	0.664	0.625	0.622	0.791
경기	0.969	0.672	0.887	0.926	0.945	0.877	0.866	0.710	0.942	1.000	0.861	0.847	0.927	0.934	0.875	0.844	0.790	0.947
강원	0.863	0.909	0.917	0.782	0.901	0.770	0.708	0.533	0.747	0.861	1.000	0.827	0.925	0.915	0.943	0.874	0.628	0.856
충북	0.830	0.917	0.857	0.647	0.808	0.754	0.652	0.850	0.794	0.847	0.827	1.000	0.702	0.891	0.848	0.786	0.557	0.834
충남	0.916	0.705	0.801	0.850	0.932	0.803	0.722	0.586	0.729	0.927	0.925	0.702	1.000	0.918	0.817	0.883	0.755	0.810
경북	0.926	0.682	0.905	0.877	0.921	0.755	0.827	0.884	0.776	0.934	0.915	0.891	0.918	1.000	0.934	0.923	0.822	0.953
경남	0.833	0.856	0.892	0.740	0.698	0.802	0.657	0.759	0.664	0.875	0.943	0.848	0.817	0.934	1.000	0.900	0.606	0.935
전북	0.904	0.634	0.814	0.593	0.849	0.692	0.723	0.412	0.625	0.844	0.874	0.786	0.883	0.923	0.900	1.000	0.870	0.841
전남	0.651	0.702	0.522	0.608	0.617	0.476	0.712	0.000	0.622	0.790	0.628	0.557	0.755	0.822	0.606	0.870	1.000	0.631
제주	0.958	0.778	0.931	0.917	0.928	0.878	0.860	0.859	0.791	0.947	0.856	0.834	0.810	0.953	0.935	0.841	0.631	1.000

Heatmap
Table

	구분	서울	부산	대구	인천	광주	대전	세종	울산	경기	강원	충북	충남	경북	경남	전북	전남	제주
구분	1.000	0.542	0.912	0.960	0.982	0.944	0.979	0.780	0.974	0.998	0.638	0.743	-0.145	0.967	0.459	-0.237	-0.246	0.973
서울	0.542	1.000	0.723	0.565	0.583	0.682	0.496	0.351	0.410	0.554	0.908	0.844	0.140	0.579	0.263	0.469	0.475	0.647
부산	0.912	0.723	1.000	0.900	0.898	0.963	0.873	0.780	0.847	0.925	0.846	0.915	0.051	0.933	0.489	0.041	-0.077	0.970
대구	0.960	0.565	0.900	1.000	0.960	0.950	0.952	0.741	0.934	0.962	0.663	0.752	-0.091	0.949	0.552	-0.286	-0.250	0.952
인천	0.982	0.583	0.898	0.960	1.000	0.930	0.968	0.729	0.963	0.980	0.654	0.737	-0.144	0.963	0.530	-0.251	-0.234	0.966
광주	0.944	0.682	0.963	0.950	0.930	1.000	0.916	0.780	0.892	0.950	0.789	0.866	0.017	0.948	0.498	-0.061	-0.126	0.974
대전	0.979	0.496	0.873	0.952	0.968	0.916	1.000	0.765	0.960	0.974	0.598	0.695	-0.208	0.945	0.472	-0.272	-0.272	0.943
세종	0.780	0.351	0.780	0.741	0.729	0.780	0.765	1.000	0.799	0.777	0.574	0.687	0.262	0.766	0.545	-0.037	-0.210	0.779
울산	0.974	0.410	0.847	0.934	0.963	0.892	0.960	0.799	1.000	0.971	0.519	0.640	-0.096	0.935	0.545	-0.356	-0.393	0.931
경기	0.998	0.554	0.925	0.962	0.980	0.950	0.974	0.777	0.971	1.000	0.656	0.760	-0.132	0.975	0.465	-0.225	-0.242	0.980
강원	0.638	0.908	0.846	0.663	0.654	0.789	0.598	0.574	0.519	0.656	1.000	0.964	0.189	0.703	0.325	0.436	0.383	0.758
충북	0.743	0.844	0.915	0.752	0.737	0.866	0.695	0.687	0.640	0.760	0.964	1.000	0.166	0.788	0.384	0.332	0.221	0.842
충남	-0.145	0.140	0.051	-0.091	-0.144	0.017	-0.208	0.262	-0.096	-0.132	0.189	0.166	1.000	-0.119	0.335	0.360	0.122	-0.034
경북	0.967	0.579	0.933	0.949	0.963	0.948	0.945	0.766	0.935	0.975	0.703	0.788	-0.119	1.000	0.505	-0.211	-0.214	0.967
경남	0.459	0.263	0.489	0.552	0.530	0.498	0.472	0.545	0.545	0.465	0.325	0.384	0.335	0.505	1.000	-0.318	-0.445	0.501
전북	-0.237	0.469	0.041	-0.286	-0.251	-0.061	-0.272	-0.037	-0.356	-0.225	0.436	0.332	0.360	-0.211	-0.318	1.000	0.806	-0.113
전남	-0.246	0.475	-0.077	-0.250	-0.234	-0.126	-0.272	-0.210	-0.393	-0.242	0.383	0.221	0.122	-0.214	-0.445	0.806	1.000	-0.164
제주	0.973	0.647	0.970	0.952	0.966	0.974	0.943	0.779	0.931	0.980	0.758	0.842	-0.034	0.967	0.501	-0.113	-0.164	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

	구분	서울	부산	대구	인천	광주	대전	경기	강원	충북	충남	경북	경남	전북	전남	제주
0	1982	164485	58213	30237	12721	0	0	52440	36511	33321	50822	44853	71623	52013	50343	9972
1	1983	174243	49635	35619	19160	0	0	48937	38315	27045	54851	41709	72818	46819	50932	9650
2	1984	174575	50993	36469	20701	0	0	51242	38305	27199	56316	42286	72980	48047	52978	10190
3	1985	181766	53232	33941	19451	0	0	54434	39902	27655	56512	42422	73760	49043	54541	10292
4	1986	181631	53478	33168	16509	22538	0	64350	41357	28527	57443	43494	52014	54175	57327	10618
5	1987	189997	55621	33781	18915	22435	0	68013	41705	28390	57195	43040	53857	54644	59123	10972
6	1988	199768	57571	35152	20403	23673	0	69551	42288	28957	59091	44062	55712	57473	62128	11294
7	1989	206952	58605	32945	21918	22389	23723	85147	45684	33390	38429	45397	57399	61647	64529	11915
8	1990	210022	61530	34615	23446	23250	30279	91538	46839	34461	39673	46444	58499	62949	67288	12429
9	1991	217450	64206	37161	25995	25169	32279	99859	47870	35926	41293	48418	60124	64754	70989	13155

	구분	서울	부산	대구	인천	광주	대전	세종	울산	경기	강원	충북	충남	경북	경남	전북	전남	제주
31	2013	218164	70708	52400	51142	34501	44706	8504	20299	195983	48838	38669	45832	56689	67517	48600	53348	16710
32	2014	215402	71172	58062	50569	37167	49080	16705	20011	196320	47554	38095	45176	54723	64894	47663	52042	16512
33	2015	214256	71301	58663	51021	37513	51805	17955	20276	197883	48301	38627	45707	55341	65803	49192	52439	16955
34	2016	213532	71611	58667	51333	37570	52248	20753	20572	201810	48928	39503	46660	57980	66965	49648	52924	17268
35	2017	215234	71838	59653	51848	37846	52389	21337	20728	205988	49244	40050	47394	58265	67591	49808	53524	17721
36	2018	220977	73705	61117	54289	38959	52297	23490	21563	217553	50830	41438	50091	59587	69882	51161	54899	18748
37	2019	225529	74759	62324	59065	39475	52561	27522	22028	223505	51858	42582	51796	61235	71845	52787	56851	19329
38	2020	229543	75619	62681	60458	40196	53064	29661	22583	229299	52755	43929	53263	62702	73246	54103	58294	19926
39	2021	239095	77164	63959	63343	41086	52270	32271	23433	237594	54630	45530	55387	64549	74890	55675	60647	19898
40	2022	241420	78354	64205	64406	41608	52931	32533	24000	242893	55353	45771	56695	65819	76081	56535	62117	20273

Overview

Variables

Interactions

Correlations

Missing values

Sample