gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	96
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	11.8 KiB
Average record size in memory	126.4 B

Variable types

Numeric	13
Categorical	1

Dataset

Description	년,기관/유형,1/4분기 실적,1/4분기 비율,2/4분기 실적,2/4분기 비율,3/4분기 실적,3/4분기 비율,4/4분기 실적,4/4분기 비율,해당년도 실적,해당년도 비율,이전년도 실적,이전년도 비율
Author	서울특별시
URL	https://data.seoul.go.kr/dataList/OA-15737/S/1/datasetView.do

Alerts

`년` is highly overall correlated with `3/4분기 실적` and 1 other fields	High correlation
`1/4분기 실적` is highly overall correlated with `1/4분기 비율` and 10 other fields	High correlation
`1/4분기 비율` is highly overall correlated with `1/4분기 실적` and 11 other fields	High correlation
`2/4분기 실적` is highly overall correlated with `1/4분기 실적` and 10 other fields	High correlation
`2/4분기 비율` is highly overall correlated with `1/4분기 실적` and 11 other fields	High correlation
`3/4분기 실적` is highly overall correlated with `년` and 11 other fields	High correlation
`3/4분기 비율` is highly overall correlated with `1/4분기 실적` and 11 other fields	High correlation
`4/4분기 실적` is highly overall correlated with `년` and 11 other fields	High correlation
`4/4분기 비율` is highly overall correlated with `1/4분기 실적` and 11 other fields	High correlation
`해당년도 실적` is highly overall correlated with `1/4분기 실적` and 10 other fields	High correlation
`해당년도 비율` is highly overall correlated with `1/4분기 실적` and 11 other fields	High correlation
`이전년도 실적` is highly overall correlated with `1/4분기 실적` and 10 other fields	High correlation
`이전년도 비율` is highly overall correlated with `1/4분기 실적` and 11 other fields	High correlation
`기관/유형` is highly overall correlated with `1/4분기 비율` and 5 other fields	High correlation
`1/4분기 비율` has 15 (15.6%) zeros	Zeros
`2/4분기 비율` has 14 (14.6%) zeros	Zeros
`3/4분기 실적` has 16 (16.7%) zeros	Zeros
`3/4분기 비율` has 31 (32.3%) zeros	Zeros
`4/4분기 실적` has 16 (16.7%) zeros	Zeros
`4/4분기 비율` has 28 (29.2%) zeros	Zeros
`해당년도 비율` has 14 (14.6%) zeros	Zeros
`이전년도 비율` has 14 (14.6%) zeros	Zeros

Reproduction

Analysis started	2024-05-18 00:59:56.483221
Analysis finished	2024-05-18 01:00:52.797434
Duration	56.31 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

년
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2021.5

Minimum	2019
Maximum	2024
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	996.0 B

Quantile statistics

Minimum	2019
5-th percentile	2019
Q1	2020
median	2021.5
Q3	2023
95-th percentile	2024
Maximum	2024
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.7167902
Coefficient of variation (CV)	0.00084926547
Kurtosis	-1.2720071
Mean	2021.5
Median Absolute Deviation (MAD)	1.5
Skewness	0
Sum	194064
Variance	2.9473684
Monotonicity	Decreasing

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2024	16	16.7%
2023	16	16.7%
2022	16	16.7%
2021	16	16.7%
2020	16	16.7%
2019	16	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2019	16	16.7%
2020	16	16.7%
2021	16	16.7%
2022	16	16.7%
2023	16	16.7%
2024	16	16.7%

Value	Count	Frequency (%)
2024	16	16.7%
2023	16	16.7%
2022	16	16.7%
2021	16	16.7%
2020	16	16.7%
2019	16	16.7%

기관/유형
Categorical

HIGH CORRELATION

Distinct	16
Distinct (%)	16.7%
Missing	0
Missing (%)	0.0%
Memory size	900.0 B

교육	6
교통	6
금융	6
기타	6
노무	6
Other values (11)	66

Length

Max length	5
Median length	2
Mean length	3.0625
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	교육
2nd row	교통
3rd row	금융
4th row	기타
5th row	노무

Common Values

Value	Count	Frequency (%)
교육	6	6.2%
교통	6	6.2%
금융	6	6.2%
기타	6	6.2%
노무	6	6.2%
문화/관광	6	6.2%
보건/복지	6	6.2%
비즈니스	6	6.2%
실 근무일	6	6.2%
안전	6	6.2%
Other values (6)	36	37.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
교육	6	5.9%
근무일	6	5.9%
합계	6	5.9%
출입국	6	5.9%
주거	6	5.9%
정보통신	6	5.9%
여성/가족	6	5.9%
안전	6	5.9%
실	6	5.9%
교통	6	5.9%
Other values (7)	42	41.2%

1/4분기 실적
Real number (ℝ)

HIGH CORRELATION

Distinct	85
Distinct (%)	88.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	767.71875

Minimum	6
Maximum	8658
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	996.0 B

Quantile statistics

Minimum	6
5-th percentile	18.5
Q1	47.25
median	107
Q3	852.25
95-th percentile	2795.75
Maximum	8658
Range	8652
Interquartile range (IQR)	805

Descriptive statistics

Standard deviation	1629.2257
Coefficient of variation (CV)	2.1221648
Kurtosis	13.522216
Mean	767.71875
Median Absolute Deviation (MAD)	86.5
Skewness	3.6120473
Sum	73701
Variance	2654376.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	3	3.1%
26	2	2.1%
6	2	2.1%
10	2	2.1%
107	2	2.1%
65	2	2.1%
61	2	2.1%
62	2	2.1%
39	2	2.1%
28	2	2.1%
Other values (75)	75	78.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	2	2.1%
10	2	2.1%
17	1	1.0%
19	1	1.0%
20	3	3.1%
21	1	1.0%
24	1	1.0%
26	2	2.1%
28	2	2.1%
29	1	1.0%

Value	Count	Frequency (%)
8658	1	1.0%
8323	1	1.0%
7273	1	1.0%
6841	1	1.0%
4100	1	1.0%
2361	1	1.0%
2205	1	1.0%
2045	1	1.0%
2042	1	1.0%
1935	1	1.0%

1/4분기 비율
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	26.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.5

Minimum	0
Maximum	100
Zeros	15
Zeros (%)	15.6%
Negative	0
Negative (%)	0.0%
Memory size	996.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	14
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	24.114638
Coefficient of variation (CV)	1.9291711
Kurtosis	8.6070483
Mean	12.5
Median Absolute Deviation (MAD)	2
Skewness	3.0330645
Sum	1200
Variance	581.51579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
1	28	29.2%
0	15	15.6%
2	9	9.4%
100	6	6.2%
7	5	5.2%
10	4	4.2%
14	3	3.1%
23	3	3.1%
8	3	3.1%
5	2	2.1%
Other values (15)	18	18.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	15.6%
1	28	29.2%
2	9	9.4%
3	1	1.0%
5	2	2.1%
7	5	5.2%
8	3	3.1%
9	2	2.1%
10	4	4.2%
11	1	1.0%

Value	Count	Frequency (%)
100	6	6.2%
28	2	2.1%
27	1	1.0%
26	1	1.0%
25	1	1.0%
24	1	1.0%
23	3	3.1%
22	1	1.0%
20	2	2.1%
19	1	1.0%

2/4분기 실적
Real number (ℝ)

HIGH CORRELATION

Distinct	86
Distinct (%)	89.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	736.15625

Minimum	2
Maximum	9938
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	996.0 B

Quantile statistics

Minimum	2
5-th percentile	11.75
Q1	42
median	101.5
Q3	667.75
95-th percentile	2619.5
Maximum	9938
Range	9936
Interquartile range (IQR)	625.75

Descriptive statistics

Standard deviation	1695.5924
Coefficient of variation (CV)	2.3033051
Kurtosis	16.74392
Mean	736.15625
Median Absolute Deviation (MAD)	82.5
Skewness	3.9608194
Sum	70671
Variance	2875033.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42	3	3.1%
15	3	3.1%
68	2	2.1%
71	2	2.1%
25	2	2.1%
34	2	2.1%
8	2	2.1%
58	2	2.1%
90	1	1.0%
70	1	1.0%
Other values (76)	76	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	1.0%
4	1	1.0%
7	1	1.0%
8	2	2.1%
13	1	1.0%
15	3	3.1%
16	1	1.0%
18	1	1.0%
20	1	1.0%
21	1	1.0%

Value	Count	Frequency (%)
9938	1	1.0%
9097	1	1.0%
7042	1	1.0%
6190	1	1.0%
3674	1	1.0%
2268	1	1.0%
2228	1	1.0%
1988	1	1.0%
1931	1	1.0%
1701	1	1.0%

2/4분기 비율
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	26.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.46875

Minimum	0
Maximum	100
Zeros	14
Zeros (%)	14.6%
Negative	0
Negative (%)	0.0%
Memory size	996.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	15
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	24.141231
Coefficient of variation (CV)	1.9361388
Kurtosis	8.5793517
Mean	12.46875
Median Absolute Deviation (MAD)	2
Skewness	3.0319441
Sum	1197
Variance	582.79901
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
1	29	30.2%
0	14	14.6%
2	8	8.3%
100	6	6.2%
21	4	4.2%
7	4	4.2%
6	4	4.2%
8	3	3.1%
15	3	3.1%
20	2	2.1%
Other values (15)	19	19.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	14.6%
1	29	30.2%
2	8	8.3%
3	1	1.0%
4	1	1.0%
5	2	2.1%
6	4	4.2%
7	4	4.2%
8	3	3.1%
9	1	1.0%

Value	Count	Frequency (%)
100	6	6.2%
37	1	1.0%
28	1	1.0%
25	2	2.1%
24	1	1.0%
22	1	1.0%
21	4	4.2%
20	2	2.1%
18	1	1.0%
17	2	2.1%

3/4분기 실적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	77
Distinct (%)	80.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	762.60417

Minimum	0
Maximum	10786
Zeros	16
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	996.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	28.5
median	79
Q3	606.25
95-th percentile	3452.25
Maximum	10786
Range	10786
Interquartile range (IQR)	577.75

Descriptive statistics

Standard deviation	1876.121
Coefficient of variation (CV)	2.4601505
Kurtosis	16.499363
Mean	762.60417
Median Absolute Deviation (MAD)	79
Skewness	3.9527859
Sum	73210
Variance	3519830.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16	16.7%
40	3	3.1%
79	2	2.1%
74	2	2.1%
1814	1	1.0%
880	1	1.0%
19	1	1.0%
1605	1	1.0%
513	1	1.0%
69	1	1.0%
Other values (67)	67	69.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	16.7%
5	1	1.0%
11	1	1.0%
13	1	1.0%
17	1	1.0%
18	1	1.0%
19	1	1.0%
23	1	1.0%
27	1	1.0%
29	1	1.0%

Value	Count	Frequency (%)
10786	1	1.0%
10085	1	1.0%
8080	1	1.0%
6142	1	1.0%
4644	1	1.0%
3055	1	1.0%
3003	1	1.0%
1972	1	1.0%
1814	1	1.0%
1630	1	1.0%

3/4분기 비율
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	24.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.385417

Minimum	0
Maximum	100
Zeros	31
Zeros (%)	32.3%
Negative	0
Negative (%)	0.0%
Memory size	996.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	9.25
95-th percentile	59.5
Maximum	100
Range	100
Interquartile range (IQR)	9.25

Descriptive statistics

Standard deviation	22.712561
Coefficient of variation (CV)	2.1869667
Kurtosis	10.595609
Mean	10.385417
Median Absolute Deviation (MAD)	1
Skewness	3.3110404
Sum	997
Variance	515.86042
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	31	32.3%
1	23	24.0%
100	5	5.2%
7	4	4.2%
2	3	3.1%
3	3	3.1%
6	2	2.1%
28	2	2.1%
15	2	2.1%
9	2	2.1%
Other values (13)	19	19.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	32.3%
1	23	24.0%
2	3	3.1%
3	3	3.1%
4	1	1.0%
5	1	1.0%
6	2	2.1%
7	4	4.2%
8	2	2.1%
9	2	2.1%

Value	Count	Frequency (%)
100	5	5.2%
46	1	1.0%
28	2	2.1%
24	2	2.1%
22	2	2.1%
21	1	1.0%
20	2	2.1%
16	1	1.0%
15	2	2.1%
14	2	2.1%

4/4분기 실적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	70
Distinct (%)	72.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	418.59375

Minimum	0
Maximum	5267
Zeros	16
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	996.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	17.5
median	51
Q3	328.25
95-th percentile	1348.25
Maximum	5267
Range	5267
Interquartile range (IQR)	310.75

Descriptive statistics

Standard deviation	981.47834
Coefficient of variation (CV)	2.3447038
Kurtosis	15.354882
Mean	418.59375
Median Absolute Deviation (MAD)	51
Skewness	3.8501781
Sum	40185
Variance	963299.74
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16	16.7%
42	3	3.1%
56	3	3.1%
46	3	3.1%
9	2	2.1%
43	2	2.1%
16	2	2.1%
39	2	2.1%
942	2	2.1%
1098	1	1.0%
Other values (60)	60	62.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	16.7%
3	1	1.0%
5	1	1.0%
9	2	2.1%
11	1	1.0%
13	1	1.0%
16	2	2.1%
18	1	1.0%
19	1	1.0%
21	1	1.0%

Value	Count	Frequency (%)
5267	1	1.0%
5174	1	1.0%
4595	1	1.0%
3941	1	1.0%
1409	1	1.0%
1328	1	1.0%
1318	1	1.0%
1228	1	1.0%
1098	1	1.0%
1005	1	1.0%

4/4분기 비율
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	27.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.40625

Minimum	0
Maximum	100
Zeros	28
Zeros (%)	29.2%
Negative	0
Negative (%)	0.0%
Memory size	996.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	10.5
95-th percentile	46.75
Maximum	100
Range	100
Interquartile range (IQR)	10.5

Descriptive statistics

Standard deviation	22.507345
Coefficient of variation (CV)	2.162868
Kurtosis	11.02189
Mean	10.40625
Median Absolute Deviation (MAD)	1
Skewness	3.3648655
Sum	999
Variance	506.58059
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	28	29.2%
1	21	21.9%
2	9	9.4%
100	5	5.2%
5	4	4.2%
24	3	3.1%
4	2	2.1%
6	2	2.1%
7	2	2.1%
14	2	2.1%
Other values (16)	18	18.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28	29.2%
1	21	21.9%
2	9	9.4%
3	1	1.0%
4	2	2.1%
5	4	4.2%
6	2	2.1%
7	2	2.1%
8	1	1.0%
9	1	1.0%

Value	Count	Frequency (%)
100	5	5.2%
29	1	1.0%
27	1	1.0%
26	1	1.0%
24	3	3.1%
23	1	1.0%
21	2	2.1%
20	1	1.0%
18	2	2.1%
17	1	1.0%

해당년도 실적
Real number (ℝ)

HIGH CORRELATION

Distinct	92
Distinct (%)	95.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2685.0729

Minimum	10
Maximum	33642
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	996.0 B

Quantile statistics

Minimum	10
5-th percentile	31.5
Q1	163.25
median	357
Q3	2198.5
95-th percentile	9066.25
Maximum	33642
Range	33632
Interquartile range (IQR)	2035.25

Descriptive statistics

Standard deviation	6093.7367
Coefficient of variation (CV)	2.2694865
Kurtosis	15.418548
Mean	2685.0729
Median Absolute Deviation (MAD)	274.5
Skewness	3.8433185
Sum	257767
Variance	37133627
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
93	2	2.1%
307	2	2.1%
244	2	2.1%
63	2	2.1%
8159	1	1.0%
83	1	1.0%
5904	1	1.0%
88	1	1.0%
6215	1	1.0%
2060	1	1.0%
Other values (82)	82	85.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	1.0%
12	1	1.0%
14	1	1.0%
17	1	1.0%
30	1	1.0%
32	1	1.0%
44	1	1.0%
63	2	2.1%
65	1	1.0%
82	1	1.0%

Value	Count	Frequency (%)
33642	1	1.0%
31102	1	1.0%
29574	1	1.0%
23114	1	1.0%
10252	1	1.0%
8671	1	1.0%
8159	1	1.0%
8010	1	1.0%
6891	1	1.0%
6885	1	1.0%

해당년도 비율
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	26.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.520833

Minimum	0
Maximum	100
Zeros	14
Zeros (%)	14.6%
Negative	0
Negative (%)	0.0%
Memory size	996.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	14.25
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	13.25

Descriptive statistics

Standard deviation	24.093668
Coefficient of variation (CV)	1.9242863
Kurtosis	8.6360497
Mean	12.520833
Median Absolute Deviation (MAD)	2
Skewness	3.038181
Sum	1202
Variance	580.50482
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
1	28	29.2%
0	14	14.6%
2	9	9.4%
100	6	6.2%
7	5	5.2%
9	4	4.2%
6	4	4.2%
18	3	3.1%
22	3	3.1%
3	2	2.1%
Other values (15)	18	18.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	14.6%
1	28	29.2%
2	9	9.4%
3	2	2.1%
6	4	4.2%
7	5	5.2%
8	2	2.1%
9	4	4.2%
12	1	1.0%
13	2	2.1%

Value	Count	Frequency (%)
100	6	6.2%
30	1	1.0%
28	1	1.0%
26	1	1.0%
25	1	1.0%
24	1	1.0%
23	1	1.0%
22	3	3.1%
21	1	1.0%
20	2	2.1%

이전년도 실적
Real number (ℝ)

HIGH CORRELATION

Distinct	93
Distinct (%)	96.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3583.3125

Minimum	45
Maximum	36252
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	996.0 B

Quantile statistics

Minimum	45
5-th percentile	93
Q1	223
median	577.5
Q3	3926.5
95-th percentile	14344.75
Maximum	36252
Range	36207
Interquartile range (IQR)	3703.5

Descriptive statistics

Standard deviation	7349.0582
Coefficient of variation (CV)	2.0509119
Kurtosis	11.709188
Mean	3583.3125
Median Absolute Deviation (MAD)	466.5
Skewness	3.412421
Sum	343998
Variance	54008657
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
280	2	2.1%
179	2	2.1%
93	2	2.1%
584	1	1.0%
36252	1	1.0%
4085	1	1.0%
206	1	1.0%
8521	1	1.0%
2357	1	1.0%
330	1	1.0%
Other values (83)	83	86.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
45	1	1.0%
64	1	1.0%
69	1	1.0%
89	1	1.0%
93	2	2.1%
95	1	1.0%
98	1	1.0%
102	1	1.0%
120	1	1.0%
137	1	1.0%

Value	Count	Frequency (%)
36252	1	1.0%
35875	1	1.0%
33070	1	1.0%
31955	1	1.0%
24928	1	1.0%
10817	1	1.0%
9120	1	1.0%
9048	1	1.0%
8919	1	1.0%
8672	1	1.0%

이전년도 비율
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	28.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.479167

Minimum	0
Maximum	100
Zeros	14
Zeros (%)	14.6%
Negative	0
Negative (%)	0.0%
Memory size	996.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	13.25
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	12.25

Descriptive statistics

Standard deviation	24.125976
Coefficient of variation (CV)	1.9333002
Kurtosis	8.5963145
Mean	12.479167
Median Absolute Deviation (MAD)	2
Skewness	3.0314726
Sum	1198
Variance	582.06272
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
1	28	29.2%
0	14	14.6%
2	11	11.5%
100	6	6.2%
7	4	4.2%
6	4	4.2%
25	3	3.1%
8	2	2.1%
12	2	2.1%
22	2	2.1%
Other values (17)	20	20.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	14.6%
1	28	29.2%
2	11	11.5%
3	1	1.0%
6	4	4.2%
7	4	4.2%
8	2	2.1%
9	1	1.0%
10	2	2.1%
11	1	1.0%

Value	Count	Frequency (%)
100	6	6.2%
30	1	1.0%
27	1	1.0%
26	1	1.0%
25	3	3.1%
24	1	1.0%
23	1	1.0%
22	2	2.1%
21	1	1.0%
19	1	1.0%

Phik (φk)
Auto

Heatmap
Table

	년	기관/유형	1/4분기 실적	1/4분기 비율	2/4분기 실적	2/4분기 비율	3/4분기 실적	3/4분기 비율	4/4분기 실적	4/4분기 비율	해당년도 실적	해당년도 비율	이전년도 실적	이전년도 비율
년	1.000	0.000	0.105	0.000	0.196	0.000	0.134	0.000	0.176	0.000	0.197	0.000	0.000	0.000
기관/유형	0.000	1.000	0.674	0.987	0.597	0.894	0.543	0.810	0.668	0.972	0.589	0.900	0.761	0.908
1/4분기 실적	0.105	0.674	1.000	0.819	0.990	0.763	0.957	0.767	0.913	0.871	0.988	0.763	0.960	0.769
1/4분기 비율	0.000	0.987	0.819	1.000	0.755	0.834	0.692	0.752	0.799	0.971	0.752	0.867	0.889	0.909
2/4분기 실적	0.196	0.597	0.990	0.755	1.000	0.843	0.973	0.748	0.905	0.817	0.998	0.848	0.900	0.697
2/4분기 비율	0.000	0.894	0.763	0.834	0.843	1.000	0.739	0.947	0.725	0.822	0.842	0.996	0.753	0.951
3/4분기 실적	0.134	0.543	0.957	0.692	0.973	0.739	1.000	0.847	0.885	0.774	0.976	0.742	0.850	0.640
3/4분기 비율	0.000	0.810	0.767	0.752	0.748	0.947	0.847	1.000	0.757	0.874	0.759	0.948	0.761	0.925
4/4분기 실적	0.176	0.668	0.913	0.799	0.905	0.725	0.885	0.757	1.000	0.898	0.940	0.772	0.974	0.706
4/4분기 비율	0.000	0.972	0.871	0.971	0.817	0.822	0.774	0.874	0.898	1.000	0.838	0.876	0.910	0.808
해당년도 실적	0.197	0.589	0.988	0.752	0.998	0.842	0.976	0.759	0.940	0.838	1.000	0.869	0.882	0.714
해당년도 비율	0.000	0.900	0.763	0.867	0.848	0.996	0.742	0.948	0.772	0.876	0.869	1.000	0.750	0.961
이전년도 실적	0.000	0.761	0.960	0.889	0.900	0.753	0.850	0.761	0.974	0.910	0.882	0.750	1.000	0.799
이전년도 비율	0.000	0.908	0.769	0.909	0.697	0.951	0.640	0.925	0.706	0.808	0.714	0.961	0.799	1.000

Heatmap
Table

	년	1/4분기 실적	1/4분기 비율	2/4분기 실적	2/4분기 비율	3/4분기 실적	3/4분기 비율	4/4분기 실적	4/4분기 비율	해당년도 실적	해당년도 비율	이전년도 실적	이전년도 비율	기관/유형
년	1.000	-0.273	0.004	-0.401	0.068	-0.557	-0.299	-0.544	-0.341	-0.403	0.061	-0.209	0.002	0.000
1/4분기 실적	-0.273	1.000	0.892	0.951	0.852	0.798	0.777	0.804	0.781	0.955	0.860	0.966	0.879	0.367
1/4분기 비율	0.004	0.892	1.000	0.807	0.944	0.588	0.699	0.594	0.691	0.801	0.959	0.889	0.968	0.824
2/4분기 실적	-0.401	0.951	0.807	1.000	0.814	0.891	0.835	0.888	0.837	0.992	0.814	0.920	0.796	0.304
2/4분기 비율	0.068	0.852	0.944	0.814	1.000	0.587	0.727	0.596	0.713	0.796	0.983	0.865	0.935	0.686
3/4분기 실적	-0.557	0.798	0.588	0.891	0.587	1.000	0.899	0.986	0.898	0.907	0.596	0.766	0.582	0.267
3/4분기 비율	-0.299	0.777	0.699	0.835	0.727	0.899	1.000	0.898	0.966	0.846	0.733	0.785	0.699	0.563
4/4분기 실적	-0.544	0.804	0.594	0.888	0.596	0.986	0.898	1.000	0.915	0.906	0.603	0.779	0.591	0.374
4/4분기 비율	-0.341	0.781	0.691	0.837	0.713	0.898	0.966	0.915	1.000	0.848	0.719	0.786	0.690	0.720
해당년도 실적	-0.403	0.955	0.801	0.992	0.796	0.907	0.846	0.906	0.848	1.000	0.803	0.930	0.794	0.299
해당년도 비율	0.061	0.860	0.959	0.814	0.983	0.596	0.733	0.603	0.719	0.803	1.000	0.872	0.939	0.835
이전년도 실적	-0.209	0.966	0.889	0.920	0.865	0.766	0.785	0.779	0.786	0.930	0.872	1.000	0.915	0.467
이전년도 비율	0.002	0.879	0.968	0.796	0.935	0.582	0.699	0.591	0.690	0.794	0.939	0.915	1.000	0.849
기관/유형	0.000	0.367	0.824	0.304	0.686	0.267	0.563	0.374	0.720	0.299	0.835	0.467	0.849	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

	년	기관/유형	1/4분기 실적	1/4분기 비율	2/4분기 실적	2/4분기 비율	해당년도 실적	해당년도 비율	이전년도 실적	이전년도 비율
0	2024	교육	116	8	34	5	150	7	584	6
1	2024	교통	6	0	8	1	14	1	45	0
2	2024	금융	24	2	8	1	32	2	120	1
3	2024	기타	135	9	49	7	184	9	880	10
4	2024	노무	289	20	144	22	433	20	1982	22
5	2024	문화/관광	10	1	2	0	12	1	64	1
6	2024	보건/복지	107	7	58	9	165	8	769	8
7	2024	비즈니스	79	5	40	6	119	6	239	3
8	2024	실 근무일	61	0	21	0	82	0	246	0
9	2024	안전	10	1	7	1	17	1	98	1

	년	기관/유형	1/4분기 실적	1/4분기 비율	2/4분기 실적	2/4분기 비율	3/4분기 실적	3/4분기 비율	4/4분기 실적	4/4분기 비율	해당년도 실적	해당년도 비율	이전년도 실적	이전년도 비율
86	2019	보건/복지	909	10	1248	14	1051	13	694	13	3902	13	3926	11
87	2019	비즈니스	65	1	43	0	36	0	11	0	155	0	187	1
88	2019	실 근무일	61	0	68	0	67	0	46	0	242	0	264	0
89	2019	안전	139	2	207	2	235	3	128	2	709	2	675	2
90	2019	여성/가족	101	1	117	1	96	1	56	1	370	1	472	1
91	2019	정보통신	44	1	58	1	42	1	39	1	183	1	217	1
92	2019	주거	180	2	202	2	177	2	134	3	693	2	752	2
93	2019	출입국	2042	24	1931	21	1814	22	1098	21	6885	22	8919	25
94	2019	합계	8658	100	9097	100	8080	100	5267	100	31102	100	35875	100
95	2019	행정	1166	13	1399	15	1228	15	942	18	4735	15	4838	13

Overview

Variables

Common Values

Length

Interactions

Correlations

Missing values

Sample