gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	21
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.7 KiB
Average record size in memory	131.3 B

Variable types

Text	1
Numeric	12
Categorical	1

Dataset

Description	대전광역시 2019년 시민정보화교육 현황입니다.2022년 공공데이터 기업매칭지원사업으로 수행되었습니다
Author	대전광역시
URL	https://www.data.go.kr/data/15111015/fileData.do

Alerts

`수강인원` is highly overall correlated with `설문인원` and 2 other fields	High correlation
`설문인원` is highly overall correlated with `수강인원` and 3 other fields	High correlation
`남` is highly overall correlated with `설문인원` and 3 other fields	High correlation
`여` is highly overall correlated with `40대이하` and 1 other fields	High correlation
`40대이하` is highly overall correlated with `여` and 1 other fields	High correlation
`50대` is highly overall correlated with `수강인원` and 1 other fields	High correlation
`60대` is highly overall correlated with `남`	High correlation
`70대이상` is highly overall correlated with `남`	High correlation
`전업주부` is highly overall correlated with `여` and 1 other fields	High correlation
`자영업` is highly overall correlated with `농어민`	High correlation
`무직` is highly overall correlated with `수강인원` and 2 other fields	High correlation
`농어민` is highly overall correlated with `자영업`	High correlation
`농어민` is highly imbalanced (72.4%)	Imbalance
`40대이하` has 3 (14.3%) zeros	Zeros
`직장인` has 2 (9.5%) zeros	Zeros
`자영업` has 1 (4.8%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 16:55:44.463268
Analysis finished	2023-12-12 16:55:57.919588
Duration	13.46 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

시민_정보화_교육_과정명
Text

Distinct	19
Distinct (%)	90.5%
Missing	0
Missing (%)	0.0%
Memory size	300.0 B

Length

Max length	20
Median length	15
Mean length	13.142857
Min length	7

Characters and Unicode

Total characters	276
Distinct characters	81
Distinct categories	7 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	17 ?
Unique (%)	81.0%

Sample

1st row	컴퓨터 및 인터넷기초반(1기)
2nd row	생활문서작성 한글2010(1기)
3rd row	ITQ한글2010자격증반
4th row	스마트폰활용반
5th row	국민행복IT경진대회예선대비반

Value	Count	Frequency (%)
및	6	14.6%
이미지편집	2	4.9%
활용반	2	4.9%
동영상제작	2	4.9%
블로그제작	2	4.9%
운영	2	4.9%
컴퓨터	2	4.9%
생활문서작성	2	4.9%
쉽게배우는	1	2.4%
스크래치	1	2.4%
Other values (19)	19	46.3%

Most occurring characters

Value	Count	Frequency (%)
	20	7.2%
0	16	5.8%
2	11	4.0%
1	10	3.6%
반	10	3.6%
활	9	3.3%
작	8	2.9%
용	7	2.5%
기	7	2.5%
제	6	2.2%
Other values (71)	172	62.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	190	68.8%
Decimal Number	37	13.4%
Space Separator	20	7.2%
Uppercase Letter	16	5.8%
Open Punctuation	6	2.2%
Close Punctuation	6	2.2%
Other Punctuation	1	0.4%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
반	10	5.3%
활	9	4.7%
작	8	4.2%
용	7	3.7%
기	7	3.7%
제	6	3.2%
및	6	3.2%
영	5	2.6%
트	5	2.6%
인	4	2.1%
Other values (59)	123	64.7%

Uppercase Letter

Value	Count	Frequency (%)
I	5	31.2%
T	5	31.2%
Q	3	18.8%
S	2	12.5%
N	1	6.2%

Decimal Number

Value	Count	Frequency (%)
0	16	43.2%
2	11	29.7%
1	10	27.0%

Space Separator

Value	Count	Frequency (%)
	20	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	6	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	6	100.0%

Other Punctuation

Value	Count	Frequency (%)
&	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	190	68.8%
Common	70	25.4%
Latin	16	5.8%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
반	10	5.3%
활	9	4.7%
작	8	4.2%
용	7	3.7%
기	7	3.7%
제	6	3.2%
및	6	3.2%
영	5	2.6%
트	5	2.6%
인	4	2.1%
Other values (59)	123	64.7%

Common

Value	Count	Frequency (%)
	20	28.6%
0	16	22.9%
2	11	15.7%
1	10	14.3%
(	6	8.6%
)	6	8.6%
&	1	1.4%

Latin

Value	Count	Frequency (%)
I	5	31.2%
T	5	31.2%
Q	3	18.8%
S	2	12.5%
N	1	6.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	190	68.8%
ASCII	86	31.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	20	23.3%
0	16	18.6%
2	11	12.8%
1	10	11.6%
(	6	7.0%
)	6	7.0%
I	5	5.8%
T	5	5.8%
Q	3	3.5%
S	2	2.3%
Other values (2)	2	2.3%

Hangul

Value	Count	Frequency (%)
반	10	5.3%
활	9	4.7%
작	8	4.2%
용	7	3.7%
기	7	3.7%
제	6	3.2%
및	6	3.2%
영	5	2.6%
트	5	2.6%
인	4	2.1%
Other values (59)	123	64.7%

수강인원
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	28.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.238095

Minimum	7
Maximum	34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	7
5-th percentile	12
Q1	30
median	30
Q3	30
95-th percentile	32
Maximum	34
Range	27
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.3710655
Coefficient of variation (CV)	0.22561952
Kurtosis	7.7418113
Mean	28.238095
Median Absolute Deviation (MAD)	0
Skewness	-2.8911452
Sum	593
Variance	40.590476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
30	16	76.2%
32	1	4.8%
28	1	4.8%
12	1	4.8%
34	1	4.8%
7	1	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	4.8%
12	1	4.8%
28	1	4.8%
30	16	76.2%
32	1	4.8%
34	1	4.8%

Value	Count	Frequency (%)
34	1	4.8%
32	1	4.8%
30	16	76.2%
28	1	4.8%
12	1	4.8%
7	1	4.8%

설문인원
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.904762

Minimum	7
Maximum	34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	7
5-th percentile	12
Q1	30
median	30
Q3	30
95-th percentile	32
Maximum	34
Range	27
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.3789087
Coefficient of variation (CV)	0.2285957
Kurtosis	6.9741173
Mean	27.904762
Median Absolute Deviation (MAD)	0
Skewness	-2.7166207
Sum	586
Variance	40.690476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
30	14	66.7%
28	2	9.5%
32	1	4.8%
12	1	4.8%
34	1	4.8%
7	1	4.8%
25	1	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	4.8%
12	1	4.8%
25	1	4.8%
28	2	9.5%
30	14	66.7%
32	1	4.8%
34	1	4.8%

Value	Count	Frequency (%)
34	1	4.8%
32	1	4.8%
30	14	66.7%
28	2	9.5%
25	1	4.8%
12	1	4.8%
7	1	4.8%

남
Real number (ℝ)

HIGH CORRELATION

Distinct	11
Distinct (%)	52.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.095238

Minimum	2
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	2
5-th percentile	4
Q1	9
median	10
Q3	13
95-th percentile	14
Maximum	20
Range	18
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	4.0976184
Coefficient of variation (CV)	0.40589616
Kurtosis	0.70787936
Mean	10.095238
Median Absolute Deviation (MAD)	3
Skewness	0.12212046
Sum	212
Variance	16.790476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
9	4	19.0%
14	3	14.3%
11	3	14.3%
5	2	9.5%
13	2	9.5%
10	2	9.5%
20	1	4.8%
12	1	4.8%
4	1	4.8%
2	1	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	4.8%
4	1	4.8%
5	2	9.5%
7	1	4.8%
9	4	19.0%
10	2	9.5%
11	3	14.3%
12	1	4.8%
13	2	9.5%
14	3	14.3%

Value	Count	Frequency (%)
20	1	4.8%
14	3	14.3%
13	2	9.5%
12	1	4.8%
11	3	14.3%
10	2	9.5%
9	4	19.0%
7	1	4.8%
5	2	9.5%
4	1	4.8%

여
Real number (ℝ)

HIGH CORRELATION

Distinct	12
Distinct (%)	57.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.142857

Minimum	5
Maximum	26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	5
5-th percentile	7
Q1	17
median	20
Q3	21
95-th percentile	25
Maximum	26
Range	21
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	5.2942017
Coefficient of variation (CV)	0.29180639
Kurtosis	1.3614713
Mean	18.142857
Median Absolute Deviation (MAD)	3
Skewness	-1.1765922
Sum	381
Variance	28.028571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
21	5	23.8%
17	3	14.3%
20	3	14.3%
16	2	9.5%
7	1	4.8%
10	1	4.8%
18	1	4.8%
26	1	4.8%
5	1	4.8%
23	1	4.8%
Other values (2)	2	9.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	4.8%
7	1	4.8%
10	1	4.8%
16	2	9.5%
17	3	14.3%
18	1	4.8%
19	1	4.8%
20	3	14.3%
21	5	23.8%
23	1	4.8%

Value	Count	Frequency (%)
26	1	4.8%
25	1	4.8%
23	1	4.8%
21	5	23.8%
20	3	14.3%
19	1	4.8%
18	1	4.8%
17	3	14.3%
16	2	9.5%
10	1	4.8%

40대이하
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	57.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.6666667

Minimum	0
Maximum	14
Zeros	3
Zeros (%)	14.3%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	10
95-th percentile	13
Maximum	14
Range	14
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	4.9631979
Coefficient of variation (CV)	0.87585845
Kurtosis	-1.5364582
Mean	5.6666667
Median Absolute Deviation (MAD)	4
Skewness	0.3446348
Sum	119
Variance	24.633333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
2	4	19.0%
0	3	14.3%
1	3	14.3%
10	2	9.5%
12	2	9.5%
6	1	4.8%
13	1	4.8%
7	1	4.8%
8	1	4.8%
11	1	4.8%
Other values (2)	2	9.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	14.3%
1	3	14.3%
2	4	19.0%
5	1	4.8%
6	1	4.8%
7	1	4.8%
8	1	4.8%
10	2	9.5%
11	1	4.8%
12	2	9.5%

Value	Count	Frequency (%)
14	1	4.8%
13	1	4.8%
12	2	9.5%
11	1	4.8%
10	2	9.5%
8	1	4.8%
7	1	4.8%
6	1	4.8%
5	1	4.8%
2	4	19.0%

50대
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	38.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9047619

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	1
5-th percentile	2
Q1	4
median	5
Q3	6
95-th percentile	8
Maximum	8
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.8413246
Coefficient of variation (CV)	0.37541569
Kurtosis	-0.21117873
Mean	4.9047619
Median Absolute Deviation (MAD)	1
Skewness	-0.16471668
Sum	103
Variance	3.3904762
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
4	5	23.8%
6	4	19.0%
5	4	19.0%
3	2	9.5%
7	2	9.5%
8	2	9.5%
2	1	4.8%
1	1	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	4.8%
2	1	4.8%
3	2	9.5%
4	5	23.8%
5	4	19.0%
6	4	19.0%
7	2	9.5%
8	2	9.5%

Value	Count	Frequency (%)
8	2	9.5%
7	2	9.5%
6	4	19.0%
5	4	19.0%
4	5	23.8%
3	2	9.5%
2	1	4.8%
1	1	4.8%

60대
Real number (ℝ)

HIGH CORRELATION

Distinct	13
Distinct (%)	61.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.857143

Minimum	3
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	3
5-th percentile	6
Q1	8
median	11
Q3	15
95-th percentile	16
Maximum	20
Range	17
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.3044827
Coefficient of variation (CV)	0.39646551
Kurtosis	-0.57720377
Mean	10.857143
Median Absolute Deviation (MAD)	4
Skewness	0.1828417
Sum	228
Variance	18.528571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
15	4	19.0%
6	3	14.3%
8	3	14.3%
11	2	9.5%
14	1	4.8%
16	1	4.8%
7	1	4.8%
12	1	4.8%
10	1	4.8%
13	1	4.8%
Other values (3)	3	14.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	4.8%
6	3	14.3%
7	1	4.8%
8	3	14.3%
9	1	4.8%
10	1	4.8%
11	2	9.5%
12	1	4.8%
13	1	4.8%
14	1	4.8%

Value	Count	Frequency (%)
20	1	4.8%
16	1	4.8%
15	4	19.0%
14	1	4.8%
13	1	4.8%
12	1	4.8%
11	2	9.5%
10	1	4.8%
9	1	4.8%
8	3	14.3%

70대이상
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	47.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.8095238

Minimum	3
Maximum	13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	3
5-th percentile	3
Q1	5
median	7
Q3	8
95-th percentile	12
Maximum	13
Range	10
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.8743529
Coefficient of variation (CV)	0.42210777
Kurtosis	-0.15273155
Mean	6.8095238
Median Absolute Deviation (MAD)	2
Skewness	0.61567415
Sum	143
Variance	8.2619048
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	4	19.0%
6	3	14.3%
8	3	14.3%
3	3	14.3%
5	2	9.5%
4	2	9.5%
10	1	4.8%
13	1	4.8%
12	1	4.8%
11	1	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	3	14.3%
4	2	9.5%
5	2	9.5%
6	3	14.3%
7	4	19.0%
8	3	14.3%
10	1	4.8%
11	1	4.8%
12	1	4.8%
13	1	4.8%

Value	Count	Frequency (%)
13	1	4.8%
12	1	4.8%
11	1	4.8%
10	1	4.8%
8	3	14.3%
7	4	19.0%
6	3	14.3%
5	2	9.5%
4	2	9.5%
3	3	14.3%

전업주부
Real number (ℝ)

HIGH CORRELATION

Distinct	15
Distinct (%)	71.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.238095

Minimum	3
Maximum	21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	3
5-th percentile	6
Q1	11
median	14
Q3	17
95-th percentile	19
Maximum	21
Range	18
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.6249839
Coefficient of variation (CV)	0.34936929
Kurtosis	-0.1797808
Mean	13.238095
Median Absolute Deviation (MAD)	3
Skewness	-0.41273202
Sum	278
Variance	21.390476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
14	3	14.3%
17	2	9.5%
11	2	9.5%
12	2	9.5%
19	2	9.5%
13	1	4.8%
16	1	4.8%
7	1	4.8%
6	1	4.8%
18	1	4.8%
Other values (5)	5	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	4.8%
6	1	4.8%
7	1	4.8%
9	1	4.8%
10	1	4.8%
11	2	9.5%
12	2	9.5%
13	1	4.8%
14	3	14.3%
15	1	4.8%

Value	Count	Frequency (%)
21	1	4.8%
19	2	9.5%
18	1	4.8%
17	2	9.5%
16	1	4.8%
15	1	4.8%
14	3	14.3%
13	1	4.8%
12	2	9.5%
11	2	9.5%

직장인
Real number (ℝ)

ZEROS

Distinct	8
Distinct (%)	38.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7142857

Minimum	0
Maximum	8
Zeros	2
Zeros (%)	9.5%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	7
Maximum	8
Range	8
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0770859
Coefficient of variation (CV)	0.76524216
Kurtosis	1.2018671
Mean	2.7142857
Median Absolute Deviation (MAD)	1
Skewness	1.1251587
Sum	57
Variance	4.3142857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	6	28.6%
1	4	19.0%
4	3	14.3%
3	3	14.3%
0	2	9.5%
5	1	4.8%
8	1	4.8%
7	1	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	9.5%
1	4	19.0%
2	6	28.6%
3	3	14.3%
4	3	14.3%
5	1	4.8%
7	1	4.8%
8	1	4.8%

Value	Count	Frequency (%)
8	1	4.8%
7	1	4.8%
5	1	4.8%
4	3	14.3%
3	3	14.3%
2	6	28.6%
1	4	19.0%
0	2	9.5%

농어민
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	9.5%
Missing	0
Missing (%)	0.0%
Memory size	300.0 B

0	20
1	1

Length

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

Unique

Unique	1 ?
Unique (%)	4.8%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	20	95.2%
1	1	4.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20	95.2%
1	1	4.8%

자영업
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6190476

Minimum	0
Maximum	9
Zeros	1
Zeros (%)	4.8%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	6
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.2017309
Coefficient of variation (CV)	0.8406609
Kurtosis	2.3148877
Mean	2.6190476
Median Absolute Deviation (MAD)	1
Skewness	1.5324328
Sum	55
Variance	4.847619
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	7	33.3%
2	6	28.6%
4	3	14.3%
6	2	9.5%
3	1	4.8%
0	1	4.8%
9	1	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	4.8%
1	7	33.3%
2	6	28.6%
3	1	4.8%
4	3	14.3%
6	2	9.5%
9	1	4.8%

Value	Count	Frequency (%)
9	1	4.8%
6	2	9.5%
4	3	14.3%
3	1	4.8%
2	6	28.6%
1	7	33.3%
0	1	4.8%

무직
Real number (ℝ)

HIGH CORRELATION

Distinct	14
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.6190476

Minimum	1
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	1
5-th percentile	4
Q1	7
median	9
Q3	12
95-th percentile	16
Maximum	20
Range	19
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	4.5877684
Coefficient of variation (CV)	0.47694622
Kurtosis	0.089521315
Mean	9.6190476
Median Absolute Deviation (MAD)	3
Skewness	0.47744919
Sum	202
Variance	21.047619
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
8	3	14.3%
10	2	9.5%
6	2	9.5%
7	2	9.5%
16	2	9.5%
9	2	9.5%
11	1	4.8%
4	1	4.8%
20	1	4.8%
15	1	4.8%
Other values (4)	4	19.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	4.8%
4	1	4.8%
5	1	4.8%
6	2	9.5%
7	2	9.5%
8	3	14.3%
9	2	9.5%
10	2	9.5%
11	1	4.8%
12	1	4.8%

Value	Count	Frequency (%)
20	1	4.8%
16	2	9.5%
15	1	4.8%
14	1	4.8%
12	1	4.8%
11	1	4.8%
10	2	9.5%
9	2	9.5%
8	3	14.3%
7	2	9.5%

Phik (φk)
Auto

Heatmap
Table

	시민_정보화_교육_과정명	수강인원	설문인원	남	여	40대이하	50대	60대	70대이상	전업주부	직장인	농어민	자영업	무직
시민_정보화_교육_과정명	1.000	0.897	0.934	0.922	0.802	0.888	0.702	0.798	0.855	0.871	0.872	0.000	0.000	0.935
수강인원	0.897	1.000	0.936	0.513	0.359	0.000	0.792	0.187	0.000	0.897	0.000	0.000	0.129	0.800
설문인원	0.934	0.936	1.000	0.733	0.661	0.000	0.781	0.000	0.000	0.793	0.592	0.000	0.000	0.773
남	0.922	0.513	0.733	1.000	0.902	0.000	0.746	0.654	0.498	0.796	0.666	0.000	0.000	0.730
여	0.802	0.359	0.661	0.902	1.000	0.000	0.531	0.518	0.732	0.767	0.422	0.000	0.000	0.667
40대이하	0.888	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.785	0.000	0.267	0.000
50대	0.702	0.792	0.781	0.746	0.531	0.000	1.000	0.551	0.276	0.892	0.000	0.609	0.391	0.719
60대	0.798	0.187	0.000	0.654	0.518	0.000	0.551	1.000	0.843	0.000	0.000	0.000	0.000	0.690
70대이상	0.855	0.000	0.000	0.498	0.732	0.000	0.276	0.843	1.000	0.403	0.000	0.390	0.000	0.692
전업주부	0.871	0.897	0.793	0.796	0.767	0.000	0.892	0.000	0.403	1.000	0.344	0.371	0.402	0.785
직장인	0.872	0.000	0.592	0.666	0.422	0.785	0.000	0.000	0.000	0.344	1.000	0.000	0.000	0.000
농어민	0.000	0.000	0.000	0.000	0.000	0.000	0.609	0.000	0.390	0.371	0.000	1.000	1.000	0.000
자영업	0.000	0.129	0.000	0.000	0.000	0.267	0.391	0.000	0.000	0.402	0.000	1.000	1.000	0.000
무직	0.935	0.800	0.773	0.730	0.667	0.000	0.719	0.690	0.692	0.785	0.000	0.000	0.000	1.000

Heatmap
Table

	수강인원	설문인원	남	여	40대이하	50대	60대	70대이상	전업주부	직장인	자영업	무직	농어민
수강인원	1.000	0.864	0.441	0.485	0.494	0.529	0.230	0.288	0.258	0.359	0.161	0.599	0.000
설문인원	0.864	1.000	0.539	0.268	0.328	0.595	0.281	0.246	0.067	0.183	0.309	0.652	0.000
남	0.441	0.539	1.000	-0.445	-0.273	0.257	0.561	0.604	-0.222	0.054	0.255	0.799	0.000
여	0.485	0.268	-0.445	1.000	0.827	0.324	-0.155	-0.138	0.670	0.363	-0.073	-0.163	0.000
40대이하	0.494	0.328	-0.273	0.827	1.000	0.148	-0.402	-0.049	0.602	0.243	-0.157	-0.005	0.000
50대	0.529	0.595	0.257	0.324	0.148	1.000	0.198	0.089	0.155	0.362	0.357	0.252	0.363
60대	0.230	0.281	0.561	-0.155	-0.402	0.198	1.000	0.142	-0.020	0.080	0.209	0.418	0.000
70대이상	0.288	0.246	0.604	-0.138	-0.049	0.089	0.142	1.000	-0.016	0.113	0.267	0.469	0.281
전업주부	0.258	0.067	-0.222	0.670	0.602	0.155	-0.020	-0.016	1.000	0.059	-0.146	-0.226	0.162
직장인	0.359	0.183	0.054	0.363	0.243	0.362	0.080	0.113	0.059	1.000	-0.085	0.103	0.000
자영업	0.161	0.309	0.255	-0.073	-0.157	0.357	0.209	0.267	-0.146	-0.085	1.000	-0.089	0.858
무직	0.599	0.652	0.799	-0.163	-0.005	0.252	0.418	0.469	-0.226	0.103	-0.089	1.000	0.000
농어민	0.000	0.000	0.000	0.000	0.000	0.363	0.000	0.281	0.162	0.000	0.858	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

	시민_정보화_교육_과정명	수강인원	설문인원	남	여	40대이하	50대	60대	70대이상	전업주부	직장인	자영업	무직
0	컴퓨터 및 인터넷기초반(1기)	30	30	14	16	0	6	14	10	14	4	2	10
1	생활문서작성 한글2010(1기)	32	32	11	21	6	5	15	6	13	4	4	11
2	ITQ한글2010자격증반	30	30	9	21	13	3	6	8	17	1	6	6
3	스마트폰활용반	28	28	11	17	1	4	16	7	16	1	4	7
4	국민행복IT경진대회예선대비반	12	12	5	7	0	2	7	3	7	0	1	4
5	SNS 활용반	30	30	20	10	2	3	12	13	6	2	2	20
6	이미지편집 및 동영상제작	34	34	14	20	10	7	10	7	14	1	3	16
7	블로그제작 및 운영	30	30	12	18	10	4	8	8	11	2	1	16
8	엑셀2010 활용반	30	30	4	26	12	7	6	5	18	4	2	6
9	ITQ엑셀2010 자격증반	30	30	13	17	7	6	13	4	15	3	4	8

	시민_정보화_교육_과정명	수강인원	설문인원	남	여	40대이하	50대	60대	70대이상	전업주부	직장인	농어민	자영업	무직
11	생활문서작성 한글2010(2기)	30	30	14	16	1	6	11	12	12	2	0	2	14
12	국민행복IT경진대회본선대비반(모바일)	7	7	2	5	0	1	3	3	3	1	0	2	1
13	스마트폰활용반(2기)	30	30	10	20	2	5	15	8	19	0	0	2	9
14	엑셀2010활용	30	30	9	21	12	6	6	6	14	3	0	1	12
15	쉽게배우는 스크래치 코딩	30	28	9	21	8	4	11	7	17	3	0	1	9
16	파워포인트2010활용	30	25	7	23	11	4	8	7	19	5	0	1	5
17	ITQ파워포인트2010자격증	30	30	5	25	14	5	8	3	21	2	0	0	7
18	블로그제작 및 운영	30	30	9	21	2	8	15	5	10	2	1	9	8
19	스마트폰을활용한 이미지제작&동영상제작	30	30	10	20	5	4	15	6	11	8	0	1	10
20	이미지편집 및 동영상제작	30	30	11	19	2	8	9	11	9	7	0	6	8

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Decimal Number

Space Separator

Open Punctuation

Close Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample