gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	134
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	14.0 KiB
Average record size in memory	107.0 B

Variable types

Numeric	10
Categorical	2

Dataset

Description	경제활동인구 월별 현황입니다. 시도명, 생산가능인구, 경제활동인구, 취업자수, 실업자수, 비경제활동인구수, 경제활동참가율, 실업률, 고용률 등의 정보를 제공합니다.
Author	충청남도
URL	https://alldam.chungnam.go.kr/bigdata/collect/view.chungnam?menuCd=DOM_000000201001001000&apiIdx=138

Alerts

`승인상태(W : 대기 S : 승인)` has constant value ""	Constant
`15세이상 생산가능인구(천명)` is highly overall correlated with `경제활동인구(천명)` and 4 other fields	High correlation
`경제활동인구(천명)` is highly overall correlated with `15세이상 생산가능인구(천명)` and 4 other fields	High correlation
`취업자수(천명)` is highly overall correlated with `15세이상 생산가능인구(천명)` and 4 other fields	High correlation
`실업자수(천명)` is highly overall correlated with `15세이상 생산가능인구(천명)` and 8 other fields	High correlation
`비경제활동인구수(천명)` is highly overall correlated with `15세이상 생산가능인구(천명)` and 8 other fields	High correlation
`경제활동참가율` is highly overall correlated with `실업자수(천명)` and 5 other fields	High correlation
`실업률` is highly overall correlated with `실업자수(천명)` and 4 other fields	High correlation
`고용률` is highly overall correlated with `실업자수(천명)` and 5 other fields	High correlation
`15~64세 고용률` is highly overall correlated with `실업자수(천명)` and 5 other fields	High correlation
`시도명` is highly overall correlated with `15세이상 생산가능인구(천명)` and 7 other fields	High correlation

Reproduction

Analysis started	2024-01-09 20:20:59.228154
Analysis finished	2024-01-09 20:21:08.117462
Duration	8.89 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준연월
Real number (ℝ)

Distinct	67
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	202037.58

Minimum	201801
Maximum	202307
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	201801
5-th percentile	201804
Q1	201905.25
median	202010
Q3	202202.75
95-th percentile	202304
Maximum	202307
Range	506
Interquartile range (IQR)	297.5

Descriptive statistics

Standard deviation	162.47884
Coefficient of variation (CV)	0.00080420106
Kurtosis	-1.1912877
Mean	202037.58
Median Absolute Deviation (MAD)	107
Skewness	0.066296004
Sum	27073036
Variance	26399.373
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
201801	2	1.5%
202107	2	1.5%
202202	2	1.5%
202201	2	1.5%
202112	2	1.5%
202111	2	1.5%
202110	2	1.5%
202109	2	1.5%
202108	2	1.5%
201802	2	1.5%
Other values (57)	114	85.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
201801	2	1.5%
201802	2	1.5%
201803	2	1.5%
201804	2	1.5%
201805	2	1.5%
201806	2	1.5%
201807	2	1.5%
201808	2	1.5%
201809	2	1.5%
201810	2	1.5%

Value	Count	Frequency (%)
202307	2	1.5%
202306	2	1.5%
202305	2	1.5%
202304	2	1.5%
202303	2	1.5%
202302	2	1.5%
202301	2	1.5%
202212	2	1.5%
202211	2	1.5%
202210	2	1.5%

시도명
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	1.2 KiB

계	67
충청남도	67

Length

Max length	4
Median length	2.5
Mean length	2.5
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
계	67	50.0%
충청남도	67	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
계	67	50.0%
충청남도	67	50.0%

15세이상 생산가능인구(천명)
Real number (ℝ)

HIGH CORRELATION

Distinct	132
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23356.802

Minimum	1844.5
Maximum	45399.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1844.5
5-th percentile	1857.265
Q1	1886.1
median	22999.4
Q3	44846.475
95-th percentile	45338.805
Maximum	45399.4
Range	43554.9
Interquartile range (IQR)	42960.375

Descriptive statistics

Standard deviation	21551.747
Coefficient of variation (CV)	0.92271822
Kurtosis	-2.0297498
Mean	23356.802
Median Absolute Deviation (MAD)	21146.65
Skewness	0.00057251488
Sum	3129811.5
Variance	4.644778 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1885.9	2	1.5%
1884.2	2	1.5%
45181.1	1	0.7%
1892.2	1	0.7%
45123.9	1	0.7%
1894.4	1	0.7%
45148.1	1	0.7%
1895.7	1	0.7%
44072.5	1	0.7%
45089.9	1	0.7%
Other values (122)	122	91.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1844.5	1	0.7%
1846.4	1	0.7%
1847.8	1	0.7%
1849.9	1	0.7%
1851.8	1	0.7%
1853.7	1	0.7%
1855.9	1	0.7%
1858.0	1	0.7%
1860.2	1	0.7%
1862.4	1	0.7%

Value	Count	Frequency (%)
45399.4	1	0.7%
45383.2	1	0.7%
45379.0	1	0.7%
45371.6	1	0.7%
45366.9	1	0.7%
45354.8	1	0.7%
45352.0	1	0.7%
45331.7	1	0.7%
45317.6	1	0.7%
45302.1	1	0.7%

경제활동인구(천명)
Real number (ℝ)

HIGH CORRELATION

Distinct	131
Distinct (%)	97.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14794.86

Minimum	1118.5
Maximum	29622.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1118.5
5-th percentile	1167.405
Q1	1243.525
median	14278.4
Q3	28281.85
95-th percentile	29154.24
Maximum	29622.6
Range	28504.1
Interquartile range (IQR)	27038.325

Descriptive statistics

Standard deviation	13618.843
Coefficient of variation (CV)	0.92051177
Kurtosis	-2.0270054
Mean	14794.86
Median Absolute Deviation (MAD)	13130.55
Skewness	0.002512771
Sum	1982511.3
Variance	1.8547289 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1257.4	3	2.2%
1259.4	2	1.5%
28568.3	1	0.7%
1253.8	1	0.7%
28438.6	1	0.7%
1244.2	1	0.7%
28528.1	1	0.7%
28528.4	1	0.7%
1234.7	1	0.7%
28346.4	1	0.7%
Other values (121)	121	90.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1118.5	1	0.7%
1140.3	1	0.7%
1141.5	1	0.7%
1154.2	1	0.7%
1154.4	1	0.7%
1156.1	1	0.7%
1163.7	1	0.7%
1169.4	1	0.7%
1171.4	1	0.7%
1171.9	1	0.7%

Value	Count	Frequency (%)
29622.6	1	0.7%
29618.3	1	0.7%
29492.5	1	0.7%
29373.9	1	0.7%
29366.1	1	0.7%
29311.0	1	0.7%
29236.4	1	0.7%
29110.0	1	0.7%
29092.7	1	0.7%
29086.5	1	0.7%

취업자수(천명)
Real number (ℝ)

HIGH CORRELATION

Distinct	131
Distinct (%)	97.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14275.193

Minimum	1071.4
Maximum	28835.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1071.4
5-th percentile	1127.26
Q1	1209
median	13558.35
Q3	27234.375
95-th percentile	28424.785
Maximum	28835.2
Range	27763.8
Interquartile range (IQR)	26025.375

Descriptive statistics

Standard deviation	13135.405
Coefficient of variation (CV)	0.92015609
Kurtosis	-2.0245423
Mean	14275.193
Median Absolute Deviation (MAD)	12479.05
Skewness	0.0042852244
Sum	1912875.8
Variance	1.7253887 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1205.1	2	1.5%
1220.3	2	1.5%
1209.0	2	1.5%
1169.2	1	0.7%
27740.7	1	0.7%
1238.9	1	0.7%
27794.6	1	0.7%
1219.3	1	0.7%
27298.4	1	0.7%
26212.5	1	0.7%
Other values (121)	121	90.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1071.4	1	0.7%
1087.2	1	0.7%
1097.7	1	0.7%
1109.5	1	0.7%
1114.3	1	0.7%
1120.0	1	0.7%
1123.1	1	0.7%
1129.5	1	0.7%
1130.0	1	0.7%
1132.1	1	0.7%

Value	Count	Frequency (%)
28835.2	1	0.7%
28811.7	1	0.7%
28685.7	1	0.7%
28484.5	1	0.7%
28478.4	1	0.7%
28474.6	1	0.7%
28432.0	1	0.7%
28420.9	1	0.7%
28417.8	1	0.7%
28410.0	1	0.7%

실업자수(천명)
Real number (ℝ)

HIGH CORRELATION

Distinct	130
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	519.66791

Minimum	9.8
Maximum	1569.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	9.8
5-th percentile	21.4
Q1	35.225
median	334.3
Q3	994.775
95-th percentile	1233.985
Maximum	1569.9
Range	1560.1
Interquartile range (IQR)	959.55

Descriptive statistics

Standard deviation	505.54042
Coefficient of variation (CV)	0.9728144
Kurtosis	-1.7055932
Mean	519.66791
Median Absolute Deviation (MAD)	322.4
Skewness	0.21488947
Sum	69635.5
Variance	255571.12
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.0	2	1.5%
21.4	2	1.5%
38.2	2	1.5%
35.2	2	1.5%
18.6	1	0.7%
23.8	1	0.7%
755.9	1	0.7%
9.8	1	0.7%
787.5	1	0.7%
733.8	1	0.7%
Other values (120)	120	89.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.8	1	0.7%
14.0	1	0.7%
15.4	1	0.7%
16.3	1	0.7%
18.6	1	0.7%
19.8	1	0.7%
21.4	2	1.5%
23.8	1	0.7%
24.1	1	0.7%
24.7	1	0.7%

Value	Count	Frequency (%)
1569.9	1	0.7%
1353.3	1	0.7%
1303.0	1	0.7%
1278.4	1	0.7%
1265.4	1	0.7%
1256.9	1	0.7%
1245.1	1	0.7%
1228.0	1	0.7%
1223.7	1	0.7%
1215.4	1	0.7%

비경제활동인구수(천명)
Real number (ℝ)

HIGH CORRELATION

Distinct	132
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8561.9373

Minimum	599.8
Maximum	17580
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	599.8
5-th percentile	609.03
Q1	641.225
median	8263.15
Q3	16470.95
95-th percentile	16924.99
Maximum	17580
Range	16980.2
Interquartile range (IQR)	15829.725

Descriptive statistics

Standard deviation	7941.5152
Coefficient of variation (CV)	0.92753718
Kurtosis	-2.0252589
Mean	8561.9373
Median Absolute Deviation (MAD)	7655.75
Skewness	0.0037297815
Sum	1147299.6
Variance	63067664
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
653.9	2	1.5%
626.1	2	1.5%
16652.7	1	0.7%
638.4	1	0.7%
16685.3	1	0.7%
650.1	1	0.7%
16620.0	1	0.7%
638.3	1	0.7%
662.7	1	0.7%
651.3	1	0.7%
Other values (122)	122	91.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
599.8	1	0.7%
601.0	1	0.7%
602.8	1	0.7%
603.8	1	0.7%
606.1	1	0.7%
608.7	1	0.7%
608.9	1	0.7%
609.1	1	0.7%
614.1	1	0.7%
614.8	1	0.7%

Value	Count	Frequency (%)
17580.0	1	0.7%
17269.3	1	0.7%
17255.1	1	0.7%
17104.0	1	0.7%
16990.9	1	0.7%
16965.0	1	0.7%
16928.5	1	0.7%
16923.1	1	0.7%
16868.7	1	0.7%
16863.9	1	0.7%

경제활동참가율
Real number (ℝ)

HIGH CORRELATION

Distinct	61
Distinct (%)	45.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.274627

Minimum	59.2
Maximum	68.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	59.2
5-th percentile	61.6
Q1	62.8
median	63.7
Q3	65.9
95-th percentile	67.7
Maximum	68.8
Range	9.6
Interquartile range (IQR)	3.1

Descriptive statistics

Standard deviation	1.9963006
Coefficient of variation (CV)	0.031058921
Kurtosis	-0.72608063
Mean	64.274627
Median Absolute Deviation (MAD)	1.35
Skewness	0.31072022
Sum	8612.8
Variance	3.985216
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
63.4	6	4.5%
63.1	6	4.5%
62.6	5	3.7%
63.6	4	3.0%
62.0	4	3.0%
63.0	4	3.0%
63.5	4	3.0%
66.8	4	3.0%
64.0	3	2.2%
62.7	3	2.2%
Other values (51)	91	67.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
59.2	1	0.7%
60.9	2	1.5%
61.1	1	0.7%
61.2	2	1.5%
61.6	2	1.5%
61.8	2	1.5%
61.9	2	1.5%
62.0	4	3.0%
62.1	1	0.7%
62.2	3	2.2%

Value	Count	Frequency (%)
68.8	1	0.7%
68.3	1	0.7%
68.2	1	0.7%
67.9	1	0.7%
67.8	2	1.5%
67.7	2	1.5%
67.5	3	2.2%
67.4	2	1.5%
67.3	1	0.7%
67.2	1	0.7%

실업률
Real number (ℝ)

HIGH CORRELATION

Distinct	37
Distinct (%)	27.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1776119

Minimum	0.8
Maximum	5.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0.8
5-th percentile	1.7
Q1	2.7
median	3.1
Q3	3.875
95-th percentile	4.5
Maximum	5.7
Range	4.9
Interquartile range (IQR)	1.175

Descriptive statistics

Standard deviation	0.85097395
Coefficient of variation (CV)	0.26780298
Kurtosis	0.15877469
Mean	3.1776119
Median Absolute Deviation (MAD)	0.6
Skewness	-0.11664775
Sum	425.8
Variance	0.72415666
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
3.0	12	9.0%
3.1	9	6.7%
4.0	8	6.0%
2.8	8	6.0%
2.7	6	4.5%
3.4	6	4.5%
2.4	6	4.5%
2.9	6	4.5%
3.5	6	4.5%
4.2	5	3.7%
Other values (27)	62	46.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.8	1	0.7%
1.1	1	0.7%
1.2	1	0.7%
1.3	1	0.7%
1.5	1	0.7%
1.6	1	0.7%
1.7	2	1.5%
1.9	1	0.7%
2.0	3	2.2%
2.1	3	2.2%

Value	Count	Frequency (%)
5.7	1	0.7%
4.9	1	0.7%
4.7	1	0.7%
4.6	2	1.5%
4.5	3	2.2%
4.4	1	0.7%
4.3	4	3.0%
4.2	5	3.7%
4.1	5	3.7%
4.0	8	6.0%

고용률
Real number (ℝ)

HIGH CORRELATION

Distinct	65
Distinct (%)	48.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.242537

Minimum	56.7
Maximum	67.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	56.7
5-th percentile	59.165
Q1	60.425
median	61.55
Q3	64.175
95-th percentile	66.2
Maximum	67.5
Range	10.8
Interquartile range (IQR)	3.75

Descriptive statistics

Standard deviation	2.2931863
Coefficient of variation (CV)	0.036842751
Kurtosis	-0.75782173
Mean	62.242537
Median Absolute Deviation (MAD)	1.6
Skewness	0.24543815
Sum	8340.5
Variance	5.2587033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
61.3	6	4.5%
61.4	6	4.5%
60.4	6	4.5%
61.2	5	3.7%
59.4	4	3.0%
62.7	4	3.0%
60.0	4	3.0%
64.7	4	3.0%
61.5	4	3.0%
59.5	3	2.2%
Other values (55)	88	65.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
56.7	1	0.7%
57.4	1	0.7%
58.6	1	0.7%
58.7	1	0.7%
58.9	1	0.7%
59.1	2	1.5%
59.2	3	2.2%
59.4	4	3.0%
59.5	3	2.2%
59.6	1	0.7%

Value	Count	Frequency (%)
67.5	1	0.7%
67.1	1	0.7%
66.6	1	0.7%
66.5	1	0.7%
66.4	1	0.7%
66.2	3	2.2%
65.9	1	0.7%
65.8	1	0.7%
65.6	1	0.7%
65.5	3	2.2%

15~64세 고용률
Real number (ℝ)

HIGH CORRELATION

Distinct	57
Distinct (%)	42.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.955224

Minimum	64.3
Maximum	71.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	64.3
5-th percentile	65.595
Q1	66.625
median	67.85
Q3	69.2
95-th percentile	70.635
Maximum	71.8
Range	7.5
Interquartile range (IQR)	2.575

Descriptive statistics

Standard deviation	1.6479455
Coefficient of variation (CV)	0.024250461
Kurtosis	-0.80984907
Mean	67.955224
Median Absolute Deviation (MAD)	1.3
Skewness	0.042051167
Sum	9106
Variance	2.7157244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67.1	8	6.0%
68.9	7	5.2%
69.6	6	4.5%
66.5	5	3.7%
69.0	5	3.7%
68.4	5	3.7%
67.0	5	3.7%
69.1	4	3.0%
65.9	4	3.0%
66.2	3	2.2%
Other values (47)	82	61.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
64.3	2	1.5%
64.8	1	0.7%
65.1	1	0.7%
65.2	1	0.7%
65.3	1	0.7%
65.4	1	0.7%
65.7	2	1.5%
65.8	3	2.2%
65.9	4	3.0%
66.0	2	1.5%

Value	Count	Frequency (%)
71.8	1	0.7%
71.3	1	0.7%
71.1	1	0.7%
70.9	2	1.5%
70.8	1	0.7%
70.7	1	0.7%
70.6	1	0.7%
70.5	1	0.7%
70.4	1	0.7%
70.2	2	1.5%

승인상태(W : 대기 S : 승인)
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	1.2 KiB

S	134

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
S	134	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
s	134	100.0%

Phik (φk)
Auto

Heatmap
Table

	기준연월	시도명	15세이상 생산가능인구(천명)	경제활동인구(천명)	취업자수(천명)	실업자수(천명)	비경제활동인구수(천명)	경제활동참가율	실업률	고용률	15~64세 고용률
기준연월	1.000	0.000	0.000	0.000	0.000	0.333	0.000	0.678	0.650	0.788	0.724
시도명	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.851	0.458	0.815	0.668
15세이상 생산가능인구(천명)	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.854	0.474	0.821	0.686
경제활동인구(천명)	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.675	0.474	0.824	0.686
취업자수(천명)	0.000	1.000	1.000	1.000	1.000	1.000	0.941	0.888	0.839	0.896	0.739
실업자수(천명)	0.333	1.000	1.000	1.000	1.000	1.000	0.792	0.588	0.836	0.677	0.576
비경제활동인구수(천명)	0.000	1.000	1.000	1.000	0.941	0.792	1.000	0.659	0.361	0.633	0.550
경제활동참가율	0.678	0.851	0.854	0.675	0.888	0.588	0.659	1.000	0.715	0.980	0.882
실업률	0.650	0.458	0.474	0.474	0.839	0.836	0.361	0.715	1.000	0.852	0.853
고용률	0.788	0.815	0.821	0.824	0.896	0.677	0.633	0.980	0.852	1.000	0.930
15~64세 고용률	0.724	0.668	0.686	0.686	0.739	0.576	0.550	0.882	0.853	0.930	1.000

Heatmap
Table

	기준연월	15세이상 생산가능인구(천명)	경제활동인구(천명)	취업자수(천명)	실업자수(천명)	비경제활동인구수(천명)	경제활동참가율	실업률	고용률	15~64세 고용률	시도명
기준연월	1.000	0.497	0.280	0.295	-0.237	0.014	0.143	-0.452	0.229	0.322	0.000
15세이상 생산가능인구(천명)	0.497	1.000	0.886	0.895	0.629	0.761	-0.350	0.141	-0.342	-0.304	0.985
경제활동인구(천명)	0.280	0.886	1.000	0.989	0.623	0.569	-0.040	0.107	-0.080	-0.094	0.985
취업자수(천명)	0.295	0.895	0.989	1.000	0.577	0.581	-0.054	0.033	-0.070	-0.082	0.996
실업자수(천명)	-0.237	0.629	0.623	0.577	1.000	0.823	-0.584	0.814	-0.704	-0.735	0.977
비경제활동인구수(천명)	0.014	0.761	0.569	0.581	0.823	1.000	-0.804	0.537	-0.806	-0.781	0.996
경제활동참가율	0.143	-0.350	-0.040	-0.054	-0.584	-0.804	1.000	-0.588	0.971	0.881	0.663
실업률	-0.452	0.141	0.107	0.033	0.814	0.537	-0.588	1.000	-0.742	-0.778	0.340
고용률	0.229	-0.342	-0.080	-0.070	-0.704	-0.806	0.971	-0.742	1.000	0.932	0.628
15~64세 고용률	0.322	-0.304	-0.094	-0.082	-0.735	-0.781	0.881	-0.778	0.932	1.000	0.518
시도명	0.000	0.985	0.985	0.996	0.977	0.996	0.663	0.340	0.628	0.518	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

	기준연월	시도명	15세이상 생산가능인구(천명)	경제활동인구(천명)	취업자수(천명)	실업자수(천명)	비경제활동인구수(천명)	경제활동참가율	실업률	고용률	15~64세 고용률	승인상태(W : 대기 S : 승인)
0	201801	계	44072.5	27232.3	26212.5	1019.8	16840.2	61.8	3.7	59.5	66.2	S
1	201801	충청남도	1844.5	1141.5	1097.7	43.9	702.9	61.9	3.8	59.5	67.1	S
2	201802	계	44092.6	27348.3	26082.8	1265.4	16744.3	62.0	4.6	59.2	65.8	S
3	201802	충청남도	1846.4	1140.3	1087.2	53.0	706.1	61.8	4.6	58.9	66.5	S
4	201803	계	44100.0	27811.4	26554.5	1256.9	16288.6	63.1	4.5	60.2	66.1	S
5	201803	충청남도	1847.8	1176.6	1130.0	46.6	671.3	63.7	4.0	61.2	67.2	S
6	201804	계	44122.0	28028.7	26867.6	1161.1	16093.3	63.5	4.1	60.9	66.6	S
7	201804	충청남도	1849.9	1219.8	1181.6	38.2	630.1	65.9	3.1	63.9	68.9	S
8	201805	계	44140.6	28184.4	27063.7	1120.7	15956.1	63.9	4.0	61.3	67.0	S
9	201805	충청남도	1851.8	1231.8	1200.9	30.9	620.0	66.5	2.5	64.9	69.5	S

	기준연월	시도명	15세이상 생산가능인구(천명)	경제활동인구(천명)	취업자수(천명)	실업자수(천명)	비경제활동인구수(천명)	경제활동참가율	실업률	고용률	15~64세 고용률	승인상태(W : 대기 S : 승인)
124	202303	계	45366.9	29062.7	28223.2	839.5	16304.2	64.1	2.9	62.2	68.7	S
125	202303	충청남도	1920.4	1257.4	1222.5	34.9	663.0	65.5	2.8	63.7	68.8	S
126	202304	계	45371.6	29236.4	28432.0	804.4	16135.1	64.4	2.8	62.7	69.0	S
127	202304	충청남도	1921.7	1290.3	1254.5	35.9	631.4	67.1	2.8	65.3	69.6	S
128	202305	계	45379.0	29622.6	28835.2	787.4	15756.4	65.3	2.7	63.5	69.9	S
129	202305	충청남도	1923.0	1313.9	1281.0	32.9	609.1	68.3	2.5	66.6	70.6	S
130	202306	계	45383.2	29618.3	28811.7	806.6	15764.8	65.0	2.7	63.5	69.9	S
131	202306	충청남도	1924.3	1324.5	1298.6	25.9	599.8	68.8	2.0	67.5	71.3	S
132	202307	계	45399.4	29492.5	28685.7	806.8	15906.8	65.0	2.7	63.2	69.6	S
133	202307	충청남도	1926.3	1306.2	1274.4	31.8	620.1	67.8	2.4	66.2	70.4	S

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample