gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	513
Missing cells	133
Missing cells (%)	1.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	69.8 KiB
Average record size in memory	139.3 B

Variable types

Numeric	10
Categorical	5
Text	1

Dataset

Description	해외방송시장조사 보고서 중 OTT관련 이용행태 및 만족도 등에 대한 데이터 중 해외국가별(미국, 호주, 말레이시아, 영국, 터키, 러시아 등 15개국) 연령, 소득, 성별에 따른 OTT서비스 시청시간에 대한 통계데이터임
URL	https://www.data.go.kr/data/15102261/fileData.do

Alerts

`시청콘텐츠` is highly overall correlated with `연번` and 1 other fields	High correlation
`조사연도` is highly overall correlated with `연번` and 6 other fields	High correlation
`국가` is highly overall correlated with `조사연도`	High correlation
`주말구분` is highly overall correlated with `연번` and 1 other fields	High correlation
`연번` is highly overall correlated with `30분미만(비율)` and 4 other fields	High correlation
`30분미만(비율)` is highly overall correlated with `연번` and 1 other fields	High correlation
`30분이상-1시간미만(비율)` is highly overall correlated with `1시간이상-2시간미만(비율)` and 1 other fields	High correlation
`1시간이상-2시간미만(비율)` is highly overall correlated with `연번` and 2 other fields	High correlation
`5시간이상(비율)` is highly overall correlated with `평균(분)`	High correlation
`평균(분)` is highly overall correlated with `30분미만(비율)` and 2 other fields	High correlation
`평균(분)` has 133 (25.9%) missing values	Missing
`연번` has unique values	Unique
`30분미만(비율)` has 12 (2.3%) zeros	Zeros
`30분이상-1시간미만(비율)` has 99 (19.3%) zeros	Zeros
`2시간이상-3시간미만(비율)` has 6 (1.2%) zeros	Zeros
`3시간이상-4시간미만(비율)` has 13 (2.5%) zeros	Zeros
`4시간이상-5시간미만(비율)` has 51 (9.9%) zeros	Zeros
`5시간이상(비율)` has 56 (10.9%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 12:26:35.576018
Analysis finished	2023-12-12 12:26:49.981555
Duration	14.41 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연번
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	513
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	257

Minimum	1
Maximum	513
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	1
5-th percentile	26.6
Q1	129
median	257
Q3	385
95-th percentile	487.4
Maximum	513
Range	512
Interquartile range (IQR)	256

Descriptive statistics

Standard deviation	148.23461
Coefficient of variation (CV)	0.57678837
Kurtosis	-1.2
Mean	257
Median Absolute Deviation (MAD)	128
Skewness	0
Sum	131841
Variance	21973.5
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.2%
386	1	0.2%
352	1	0.2%
351	1	0.2%
350	1	0.2%
349	1	0.2%
348	1	0.2%
347	1	0.2%
346	1	0.2%
345	1	0.2%
Other values (503)	503	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.2%
2	1	0.2%
3	1	0.2%
4	1	0.2%
5	1	0.2%
6	1	0.2%
7	1	0.2%
8	1	0.2%
9	1	0.2%
10	1	0.2%

Value	Count	Frequency (%)
513	1	0.2%
512	1	0.2%
511	1	0.2%
510	1	0.2%
509	1	0.2%
508	1	0.2%
507	1	0.2%
506	1	0.2%
505	1	0.2%
504	1	0.2%

조사연도
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.1 KiB

2020	380
2019	103
2018	30

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2018
2nd row	2018
3rd row	2018
4th row	2018
5th row	2018

Common Values

Value	Count	Frequency (%)
2020	380	74.1%
2019	103	20.1%
2018	30	5.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2020	380	74.1%
2019	103	20.1%
2018	30	5.8%

국가
Categorical

HIGH CORRELATION

Distinct	15
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Memory size	4.1 KiB

영국	76
호주	76
러시아	76
브라질	76
UAE	76
Other values (10)	133

Length

Max length	5
Median length	3
Mean length	2.619883
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
영국	76	14.8%
호주	76	14.8%
러시아	76	14.8%
브라질	76	14.8%
UAE	76	14.8%
미국	31	6.0%
인도	18	3.5%
터키	18	3.5%
캐나다	18	3.5%
헝가리	18	3.5%
Other values (5)	30	5.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
영국	76	14.8%
호주	76	14.8%
러시아	76	14.8%
브라질	76	14.8%
uae	76	14.8%
미국	31	6.0%
인도	18	3.5%
터키	18	3.5%
캐나다	18	3.5%
헝가리	18	3.5%
Other values (5)	30	5.8%

분류
Categorical

Distinct	9
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	4.1 KiB

직업별	159
연령별	155
소득별	53
학력별	51
성별	50
Other values (4)	45

Length

Max length	5
Median length	3
Mean length	2.9493177
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
직업별	159	31.0%
연령별	155	30.2%
소득별	53	10.3%
학력별	51	9.9%
성별	50	9.7%
국가별	24	4.7%
고객가치별	12	2.3%
인종별	6	1.2%
지역별	3	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
직업별	159	31.0%
연령별	155	30.2%
소득별	53	10.3%
학력별	51	9.9%
성별	50	9.7%
국가별	24	4.7%
고객가치별	12	2.3%
인종별	6	1.2%
지역별	3	0.6%

구분
Text

Distinct	54
Distinct (%)	10.5%
Missing	0
Missing (%)	0.0%
Memory size	4.1 KiB

Length

Max length	20
Median length	10
Mean length	4.2066277
Min length	2

Characters and Unicode

Total characters	2158
Distinct characters	83
Distinct categories	7 ?
Distinct scripts	3 ?
Distinct blocks	3 ?

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

Unique

Unique	29 ?
Unique (%)	5.7%

Sample

1st row	전체
2nd row	10대
3rd row	20대
4th row	30대
5th row	40대

Value	Count	Frequency (%)
이상	80	11.9%
이하	45	6.7%
평균	40	5.9%
10대	30	4.5%
30대	30	4.5%
40대	30	4.5%
50대	30	4.5%
20대	30	4.5%
전체	29	4.3%
대졸	25	3.7%
Other values (45)	304	45.2%

Most occurring characters

Value	Count	Frequency (%)
0	206	9.5%
대	176	8.2%
	160	7.4%
자	132	6.1%
이	126	5.8%
상	81	3.8%
직	55	2.5%
전	54	2.5%
졸	50	2.3%
성	50	2.3%
Other values (73)	1068	49.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	1558	72.2%
Decimal Number	372	17.2%
Space Separator	160	7.4%
Other Punctuation	55	2.5%
Currency Symbol	8	0.4%
Math Symbol	3	0.1%
Uppercase Letter	2	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	176	11.3%
자	132	8.5%
이	126	8.1%
상	81	5.2%
직	55	3.5%
전	54	3.5%
졸	50	3.2%
성	50	3.2%
하	45	2.9%
근	43	2.8%
Other values (57)	746	47.9%

Decimal Number

Value	Count	Frequency (%)
0	206	55.4%
5	36	9.7%
1	32	8.6%
4	32	8.6%
3	32	8.6%
2	30	8.1%
8	2	0.5%
7	2	0.5%

Other Punctuation

Value	Count	Frequency (%)
/	30	54.5%
,	16	29.1%
·	9	16.4%

Uppercase Letter

Value	Count	Frequency (%)
L	1	50.0%
A	1	50.0%

Space Separator

Value	Count	Frequency (%)
	160	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	8	100.0%

Math Symbol

Value	Count	Frequency (%)
~	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	1558	72.2%
Common	598	27.7%
Latin	2	0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	176	11.3%
자	132	8.5%
이	126	8.1%
상	81	5.2%
직	55	3.5%
전	54	3.5%
졸	50	3.2%
성	50	3.2%
하	45	2.9%
근	43	2.8%
Other values (57)	746	47.9%

Common

Value	Count	Frequency (%)
0	206	34.4%
	160	26.8%
5	36	6.0%
1	32	5.4%
4	32	5.4%
3	32	5.4%
/	30	5.0%
2	30	5.0%
,	16	2.7%
·	9	1.5%
Other values (4)	15	2.5%

Latin

Value	Count	Frequency (%)
L	1	50.0%
A	1	50.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	1558	72.2%
ASCII	591	27.4%
None	9	0.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	206	34.9%
	160	27.1%
5	36	6.1%
1	32	5.4%
4	32	5.4%
3	32	5.4%
/	30	5.1%
2	30	5.1%
,	16	2.7%
$	8	1.4%
Other values (5)	9	1.5%

Hangul

Value	Count	Frequency (%)
대	176	11.3%
자	132	8.5%
이	126	8.1%
상	81	5.2%
직	55	3.5%
전	54	3.5%
졸	50	3.2%
성	50	3.2%
하	45	2.9%
근	43	2.8%
Other values (57)	746	47.9%

None

Value	Count	Frequency (%)
·	9	100.0%

사례수(명)
Real number (ℝ)

Distinct	144
Distinct (%)	28.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	101.56335

Minimum	2
Maximum	439
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	2
5-th percentile	15
Q1	39
median	71
Q3	161
95-th percentile	269.2
Maximum	439
Range	437
Interquartile range (IQR)	122

Descriptive statistics

Standard deviation	83.089186
Coefficient of variation (CV)	0.81810204
Kurtosis	1.78141
Mean	101.56335
Median Absolute Deviation (MAD)	42
Skewness	1.3868518
Sum	52102
Variance	6903.8129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
65	12	2.3%
45	11	2.1%
48	10	1.9%
64	10	1.9%
122	10	1.9%
185	9	1.8%
34	9	1.8%
15	9	1.8%
75	8	1.6%
103	8	1.6%
Other values (134)	417	81.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.2%
4	1	0.2%
10	4	0.8%
11	4	0.8%
12	4	0.8%
14	5	1.0%
15	9	1.8%
16	7	1.4%
18	4	0.8%
19	6	1.2%

Value	Count	Frequency (%)
439	1	0.2%
373	3	0.6%
368	4	0.8%
367	4	0.8%
355	4	0.8%
319	1	0.2%
301	4	0.8%
287	1	0.2%
274	4	0.8%
266	1	0.2%

30분미만(비율)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	266
Distinct (%)	51.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.958674

Minimum	0
Maximum	82.8
Zeros	12
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1.7
Q1	8.4
median	16.9
Q3	25.8
95-th percentile	43.74
Maximum	82.8
Range	82.8
Interquartile range (IQR)	17.4

Descriptive statistics

Standard deviation	13.27757
Coefficient of variation (CV)	0.70034276
Kurtosis	1.4466063
Mean	18.958674
Median Absolute Deviation (MAD)	8.6
Skewness	1.0245686
Sum	9725.8
Variance	176.29387
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.0	12	2.3%
0.0	12	2.3%
12.0	10	1.9%
21.4	7	1.4%
12.5	7	1.4%
8.0	6	1.2%
22.2	6	1.2%
18.8	6	1.2%
8.3	6	1.2%
33.3	5	1.0%
Other values (256)	436	85.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	12	2.3%
0.5	1	0.2%
1.2	2	0.4%
1.3	2	0.4%
1.4	3	0.6%
1.5	2	0.4%
1.6	1	0.2%
1.7	4	0.8%
1.9	1	0.2%
2.0	1	0.2%

Value	Count	Frequency (%)
82.8	1	0.2%
72.4	1	0.2%
70.0	1	0.2%
58.3	1	0.2%
57.9	1	0.2%
55.6	1	0.2%
54.5	2	0.4%
54.2	1	0.2%
53.1	1	0.2%
52.6	1	0.2%

30분이상-1시간미만(비율)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	167
Distinct (%)	32.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.1869396

Minimum	0
Maximum	37.7
Zeros	99
Zeros (%)	19.3%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.4
median	3.6
Q3	9.6
95-th percentile	25
Maximum	37.7
Range	37.7
Interquartile range (IQR)	8.2

Descriptive statistics

Standard deviation	8.357954
Coefficient of variation (CV)	1.1629365
Kurtosis	0.86535665
Mean	7.1869396
Median Absolute Deviation (MAD)	3.6
Skewness	1.3645122
Sum	3686.9
Variance	69.855395
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	99	19.3%
2.9	13	2.5%
1.5	12	2.3%
1.7	10	1.9%
2.0	9	1.8%
1.6	9	1.8%
2.2	9	1.8%
2.4	7	1.4%
1.2	7	1.4%
2.7	7	1.4%
Other values (157)	331	64.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	99	19.3%
0.5	3	0.6%
0.6	3	0.6%
0.7	2	0.4%
0.8	4	0.8%
0.9	2	0.4%
1.1	6	1.2%
1.2	7	1.4%
1.3	2	0.4%
1.4	2	0.4%

Value	Count	Frequency (%)
37.7	1	0.2%
33.8	1	0.2%
33.3	2	0.4%
32.8	1	0.2%
32.3	1	0.2%
30.8	1	0.2%
30.1	1	0.2%
30.0	1	0.2%
28.9	2	0.4%
28.2	1	0.2%

1시간이상-2시간미만(비율)
Real number (ℝ)

HIGH CORRELATION

Distinct	245
Distinct (%)	47.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.539181

Minimum	0
Maximum	71.4
Zeros	5
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	7.7
Q1	13.7
median	18.8
Q3	25.8
95-th percentile	38.14
Maximum	71.4
Range	71.4
Interquartile range (IQR)	12.1

Descriptive statistics

Standard deviation	9.8339716
Coefficient of variation (CV)	0.47879083
Kurtosis	1.3260843
Mean	20.539181
Median Absolute Deviation (MAD)	5.6
Skewness	0.86408083
Sum	10536.6
Variance	96.706997
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.3	10	1.9%
15.2	9	1.8%
16.7	8	1.6%
18.2	7	1.4%
25.0	7	1.4%
20.0	6	1.2%
14.3	6	1.2%
13.5	6	1.2%
18.4	6	1.2%
13.8	5	1.0%
Other values (235)	443	86.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	5	1.0%
3.2	1	0.2%
3.4	1	0.2%
3.7	1	0.2%
4.0	1	0.2%
4.2	1	0.2%
5.3	2	0.4%
5.6	1	0.2%
6.1	1	0.2%
6.3	2	0.4%

Value	Count	Frequency (%)
71.4	1	0.2%
53.3	1	0.2%
53.1	1	0.2%
50.0	2	0.4%
46.7	1	0.2%
46.3	1	0.2%
45.2	1	0.2%
43.8	2	0.4%
43.5	1	0.2%
42.1	1	0.2%

2시간이상-3시간미만(비율)
Real number (ℝ)

ZEROS

Distinct	222
Distinct (%)	43.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.098441

Minimum	0
Maximum	50
Zeros	6
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	9.02
Q1	16.6
median	21.3
Q3	25.3
95-th percentile	33.3
Maximum	50
Range	50
Interquartile range (IQR)	8.7

Descriptive statistics

Standard deviation	7.4229373
Coefficient of variation (CV)	0.35182398
Kurtosis	0.71552854
Mean	21.098441
Median Absolute Deviation (MAD)	4.6
Skewness	0.040406122
Sum	10823.5
Variance	55.099998
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.0	12	2.3%
16.7	10	1.9%
18.2	9	1.8%
20.0	8	1.6%
24.6	8	1.6%
23.5	6	1.2%
0.0	6	1.2%
14.3	6	1.2%
21.3	6	1.2%
26.1	6	1.2%
Other values (212)	436	85.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	6	1.2%
3.0	1	0.2%
3.4	1	0.2%
4.2	2	0.4%
4.5	2	0.4%
6.0	1	0.2%
6.3	1	0.2%
6.5	1	0.2%
6.9	1	0.2%
7.6	1	0.2%

Value	Count	Frequency (%)
50.0	1	0.2%
45.5	1	0.2%
40.4	1	0.2%
40.0	2	0.4%
39.7	1	0.2%
38.7	1	0.2%
38.5	1	0.2%
37.8	1	0.2%
37.3	1	0.2%
36.9	1	0.2%

3시간이상-4시간미만(비율)
Real number (ℝ)

ZEROS

Distinct	205
Distinct (%)	40.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.746004

Minimum	0
Maximum	56
Zeros	13
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	3.32
Q1	8.7
median	12.2
Q3	17.2
95-th percentile	29.82
Maximum	56
Range	56
Interquartile range (IQR)	8.5

Descriptive statistics

Standard deviation	8.2258779
Coefficient of variation (CV)	0.59841958
Kurtosis	3.8952208
Mean	13.746004
Median Absolute Deviation (MAD)	4.2
Skewness	1.5553407
Sum	7051.7
Variance	67.665067
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	13	2.5%
9.1	11	2.1%
10.0	10	1.9%
16.7	9	1.8%
10.5	8	1.6%
11.1	7	1.4%
12.5	7	1.4%
6.7	7	1.4%
8.3	6	1.2%
14.3	6	1.2%
Other values (195)	429	83.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	13	2.5%
1.7	2	0.4%
1.8	1	0.2%
2.0	1	0.2%
2.2	1	0.2%
2.4	1	0.2%
2.6	1	0.2%
2.9	2	0.4%
3.1	2	0.4%
3.2	2	0.4%

Value	Count	Frequency (%)
56.0	1	0.2%
48.4	1	0.2%
46.2	1	0.2%
44.9	1	0.2%
44.3	1	0.2%
43.8	2	0.4%
41.9	1	0.2%
40.2	1	0.2%
40.0	1	0.2%
39.9	1	0.2%

4시간이상-5시간미만(비율)
Real number (ℝ)

ZEROS

Distinct	155
Distinct (%)	30.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.9730994

Minimum	0
Maximum	48.1
Zeros	51
Zeros (%)	9.9%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.4
median	7.1
Q3	11
95-th percentile	17.14
Maximum	48.1
Range	48.1
Interquartile range (IQR)	6.6

Descriptive statistics

Standard deviation	5.706183
Coefficient of variation (CV)	0.7156794
Kurtosis	7.7422841
Mean	7.9730994
Median Absolute Deviation (MAD)	3.2
Skewness	1.6482817
Sum	4090.2
Variance	32.560525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	51	9.9%
6.7	12	2.3%
10.0	10	1.9%
7.1	9	1.8%
8.3	9	1.8%
5.6	8	1.6%
4.3	8	1.6%
9.1	8	1.6%
6.3	8	1.6%
5.3	7	1.4%
Other values (145)	383	74.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	51	9.9%
1.0	1	0.2%
1.2	2	0.4%
1.3	1	0.2%
1.4	2	0.4%
1.6	5	1.0%
1.7	1	0.2%
1.8	2	0.4%
1.9	3	0.6%
2.1	2	0.4%

Value	Count	Frequency (%)
48.1	1	0.2%
45.1	1	0.2%
28.0	1	0.2%
26.7	1	0.2%
26.5	1	0.2%
25.3	1	0.2%
22.6	1	0.2%
21.6	1	0.2%
21.1	2	0.4%
20.6	1	0.2%

5시간이상(비율)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	199
Distinct (%)	38.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.595712

Minimum	0
Maximum	281.2
Zeros	56
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.6
median	8.1
Q3	13.9
95-th percentile	30.94
Maximum	281.2
Range	281.2
Interquartile range (IQR)	9.3

Descriptive statistics

Standard deviation	19.522091
Coefficient of variation (CV)	1.6835613
Kurtosis	139.19808
Mean	11.595712
Median Absolute Deviation (MAD)	4.5
Skewness	10.458772
Sum	5948.6
Variance	381.11205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	56	10.9%
14.3	10	1.9%
5.9	10	1.9%
6.7	8	1.6%
20.0	8	1.6%
6.2	7	1.4%
8.0	7	1.4%
5.8	6	1.2%
10.7	6	1.2%
7.8	6	1.2%
Other values (189)	389	75.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	56	10.9%
0.8	1	0.2%
0.9	1	0.2%
1.2	1	0.2%
1.3	1	0.2%
1.4	1	0.2%
1.5	1	0.2%
1.6	2	0.4%
1.8	1	0.2%
1.9	3	0.6%

Value	Count	Frequency (%)
281.2	1	0.2%
279.2	1	0.2%
62.0	1	0.2%
60.0	1	0.2%
54.9	1	0.2%
52.7	1	0.2%
50.3	1	0.2%
49.8	1	0.2%
47.5	1	0.2%
47.4	2	0.4%

평균(분)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	323
Distinct (%)	85.0%
Missing	133
Missing (%)	25.9%
Infinite	0
Infinite (%)	0.0%
Mean	136.79263

Minimum	36.4
Maximum	362.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	36.4
5-th percentile	83.48
Q1	112.6
median	129.9
Q3	147.575
95-th percentile	245.095
Maximum	362.7
Range	326.3
Interquartile range (IQR)	34.975

Descriptive statistics

Standard deviation	46.102084
Coefficient of variation (CV)	0.33702169
Kurtosis	4.6612554
Mean	136.79263
Median Absolute Deviation (MAD)	17.6
Skewness	1.8347061
Sum	51981.2
Variance	2125.4021
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
147.3	3	0.6%
138.0	3	0.6%
136.7	3	0.6%
160.0	3	0.6%
120.0	3	0.6%
134.9	3	0.6%
97.0	2	0.4%
124.6	2	0.4%
123.2	2	0.4%
116.3	2	0.4%
Other values (313)	354	69.0%
(Missing)	133	25.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36.4	1	0.2%
40.5	1	0.2%
55.5	1	0.2%
59.2	1	0.2%
63.3	1	0.2%
63.9	1	0.2%
64.1	1	0.2%
65.0	2	0.4%
66.5	1	0.2%
71.5	1	0.2%

Value	Count	Frequency (%)
362.7	1	0.2%
307.5	1	0.2%
306.0	1	0.2%
302.1	1	0.2%
293.4	1	0.2%
292.0	1	0.2%
289.4	1	0.2%
287.7	1	0.2%
286.5	1	0.2%
283.9	1	0.2%

시청콘텐츠
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.1 KiB

방송프로그램	190
동영상콘텐츠	190
<NA>	133

Length

Max length	6
Median length	6
Mean length	5.4814815
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
방송프로그램	190	37.0%
동영상콘텐츠	190	37.0%
<NA>	133	25.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
방송프로그램	190	37.0%
동영상콘텐츠	190	37.0%
na	133	25.9%

주말구분
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.1 KiB

주중	190
주말	190
<NA>	133

Length

Max length	4
Median length	2
Mean length	2.5185185
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
주중	190	37.0%
주말	190	37.0%
<NA>	133	25.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
주중	190	37.0%
주말	190	37.0%
na	133	25.9%

Heatmap
Table

	연번	조사연도	국가	분류	구분	사례수(명)	30분미만(비율)	30분이상-1시간미만(비율)	1시간이상-2시간미만(비율)	2시간이상-3시간미만(비율)	3시간이상-4시간미만(비율)	4시간이상-5시간미만(비율)	5시간이상(비율)	평균(분)	시청콘텐츠	주말구분
연번	1.000	0.871	0.799	0.606	0.678	0.313	0.632	0.689	0.540	0.358	0.383	0.292	0.308	0.407	0.996	0.959
조사연도	0.871	1.000	1.000	0.674	0.744	0.240	0.618	0.767	0.843	0.193	0.192	0.343	0.073	NaN	NaN	NaN
국가	0.799	1.000	1.000	0.478	0.325	0.368	0.629	0.773	0.704	0.473	0.495	0.433	0.309	0.703	0.000	0.000
분류	0.606	0.674	0.478	1.000	1.000	0.748	0.157	0.274	0.391	0.329	0.000	0.025	0.040	0.000	0.000	0.000
구분	0.678	0.744	0.325	1.000	1.000	0.850	0.000	0.707	0.872	0.674	0.000	0.000	0.000	0.245	0.000	0.000
사례수(명)	0.313	0.240	0.368	0.748	0.850	1.000	0.000	0.066	0.087	0.307	0.000	0.000	0.131	0.212	0.000	0.000
30분미만(비율)	0.632	0.618	0.629	0.157	0.000	0.000	1.000	0.489	0.408	0.559	0.327	0.167	0.169	0.807	0.471	0.096
30분이상-1시간미만(비율)	0.689	0.767	0.773	0.274	0.707	0.066	0.489	1.000	0.555	0.316	0.313	0.326	0.119	0.335	0.228	0.000
1시간이상-2시간미만(비율)	0.540	0.843	0.704	0.391	0.872	0.087	0.408	0.555	1.000	0.411	0.316	0.344	0.271	0.379	0.022	0.173
2시간이상-3시간미만(비율)	0.358	0.193	0.473	0.329	0.674	0.307	0.559	0.316	0.411	1.000	0.342	0.169	0.230	0.404	0.178	0.284
3시간이상-4시간미만(비율)	0.383	0.192	0.495	0.000	0.000	0.000	0.327	0.313	0.316	0.342	1.000	0.515	0.000	0.446	0.436	0.355
4시간이상-5시간미만(비율)	0.292	0.343	0.433	0.025	0.000	0.000	0.167	0.326	0.344	0.169	0.515	1.000	0.724	0.398	0.173	0.148
5시간이상(비율)	0.308	0.073	0.309	0.040	0.000	0.131	0.169	0.119	0.271	0.230	0.000	0.724	1.000	0.846	0.409	0.116
평균(분)	0.407	NaN	0.703	0.000	0.245	0.212	0.807	0.335	0.379	0.404	0.446	0.398	0.846	1.000	0.499	0.380
시청콘텐츠	0.996	NaN	0.000	0.000	0.000	0.000	0.471	0.228	0.022	0.178	0.436	0.173	0.409	0.499	1.000	0.000
주말구분	0.959	NaN	0.000	0.000	0.000	0.000	0.096	0.000	0.173	0.284	0.355	0.148	0.116	0.380	0.000	1.000

Heatmap
Table

	시청콘텐츠	조사연도	국가	주말구분	분류
시청콘텐츠	1.000	1.000	0.000	0.000	0.000
조사연도	1.000	1.000	0.988	1.000	0.383
국가	0.000	0.988	1.000	0.000	0.215
주말구분	0.000	1.000	0.000	1.000	0.000
분류	0.000	0.383	0.215	0.000	1.000

Heatmap
Table

	연번	사례수(명)	30분미만(비율)	30분이상-1시간미만(비율)	1시간이상-2시간미만(비율)	2시간이상-3시간미만(비율)	3시간이상-4시간미만(비율)	4시간이상-5시간미만(비율)	5시간이상(비율)	평균(분)	조사연도	국가	분류	시청콘텐츠	주말구분
연번	1.000	0.000	0.616	-0.469	-0.523	-0.134	0.107	0.315	0.163	-0.293	0.797	0.446	0.329	0.934	0.816
사례수(명)	0.000	1.000	-0.050	0.020	-0.046	0.127	0.116	0.182	0.133	0.118	0.146	0.145	0.464	0.000	0.000
30분미만(비율)	0.616	-0.050	1.000	-0.351	-0.382	-0.271	-0.272	-0.020	0.202	-0.734	0.460	0.289	0.071	0.358	0.072
30분이상-1시간미만(비율)	-0.469	0.020	-0.351	1.000	0.619	0.021	-0.312	-0.465	-0.430	-0.372	0.640	0.416	0.128	0.278	0.000
1시간이상-2시간미만(비율)	-0.523	-0.046	-0.382	0.619	1.000	0.130	-0.351	-0.491	-0.496	-0.440	0.554	0.376	0.134	0.022	0.184
2시간이상-3시간미만(비율)	-0.134	0.127	-0.271	0.021	0.130	1.000	0.150	-0.083	-0.149	-0.002	0.105	0.196	0.155	0.176	0.289
3시간이상-4시간미만(비율)	0.107	0.116	-0.272	-0.312	-0.351	0.150	1.000	0.354	0.014	0.470	0.132	0.216	0.000	0.326	0.277
4시간이상-5시간미만(비율)	0.315	0.182	-0.020	-0.465	-0.491	-0.083	0.354	1.000	0.227	0.477	0.245	0.210	0.012	0.184	0.158
5시간이상(비율)	0.163	0.133	0.202	-0.430	-0.496	-0.149	0.014	0.227	1.000	0.593	0.068	0.178	0.025	0.274	0.077
평균(분)	-0.293	0.118	-0.734	-0.372	-0.440	-0.002	0.470	0.477	0.593	1.000	1.000	0.364	0.000	0.380	0.288
조사연도	0.797	0.146	0.460	0.640	0.554	0.105	0.132	0.245	0.068	1.000	1.000	0.988	0.383	1.000	1.000
국가	0.446	0.145	0.289	0.416	0.376	0.196	0.216	0.210	0.178	0.364	0.988	1.000	0.215	0.000	0.000
분류	0.329	0.464	0.071	0.128	0.134	0.155	0.000	0.012	0.025	0.000	0.383	0.215	1.000	0.000	0.000
시청콘텐츠	0.934	0.000	0.358	0.278	0.022	0.176	0.326	0.184	0.274	0.380	1.000	0.000	0.000	1.000	0.000
주말구분	0.816	0.000	0.072	0.000	0.184	0.289	0.277	0.158	0.077	0.288	1.000	0.000	0.000	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	연번	조사연도	국가	분류	구분	사례수(명)	30분미만(비율)	30분이상-1시간미만(비율)	1시간이상-2시간미만(비율)	2시간이상-3시간미만(비율)	3시간이상-4시간미만(비율)	4시간이상-5시간미만(비율)	5시간이상(비율)	평균(분)	시청콘텐츠	주말구분
0	1	2018	말레이시아	연령별	전체	192	6.3	16.7	29.7	21.9	16.7	4.2	4.7	<NA>	<NA>	<NA>
1	2	2018	말레이시아	연령별	10대	36	2.8	22.2	22.2	27.8	11.1	5.6	8.3	<NA>	<NA>	<NA>
2	3	2018	말레이시아	연령별	20대	48	10.4	10.4	33.3	27.1	14.6	2.1	2.1	<NA>	<NA>	<NA>
3	4	2018	말레이시아	연령별	30대	45	4.4	8.9	31.1	22.2	15.6	8.9	8.9	<NA>	<NA>	<NA>
4	5	2018	말레이시아	연령별	40대	44	2.3	25.0	29.5	13.6	25.0	2.3	2.3	<NA>	<NA>	<NA>
5	6	2018	말레이시아	연령별	50대 이상	19	15.8	21.1	31.6	15.8	15.8	0.0	0.0	<NA>	<NA>	<NA>
6	7	2018	베트남	연령별	전체	266	14.3	30.1	30.8	15.4	5.6	3.0	0.8	<NA>	<NA>	<NA>
7	8	2018	베트남	연령별	10대	36	22.2	22.2	36.1	11.1	5.6	2.8	0.0	<NA>	<NA>	<NA>
8	9	2018	베트남	연령별	20대	60	20.0	33.3	23.3	16.7	6.7	0.0	0.0	<NA>	<NA>	<NA>
9	10	2018	베트남	연령별	30대	78	12.8	24.4	29.5	17.9	6.4	9.0	0.0	<NA>	<NA>	<NA>

	연번	조사연도	국가	분류	구분	사례수(명)	30분미만(비율)	30분이상-1시간미만(비율)	1시간이상-2시간미만(비율)	2시간이상-3시간미만(비율)	3시간이상-4시간미만(비율)	4시간이상-5시간미만(비율)	5시간이상(비율)	평균(분)	시청콘텐츠	주말구분
503	504	2020	영국	소득별	평균 이하	161	32.3	3.7	23.0	17.4	5.6	4.3	13.7	131.6	동영상콘텐츠	주말
504	505	2020	영국	소득별	평균 이상	114	36.8	7.9	18.4	20.2	1.8	3.5	11.4	106.9	동영상콘텐츠	주말
505	506	2020	호주	소득별	평균 이하	119	32.8	4.2	12.6	19.3	9.2	5.9	16.0	127.2	동영상콘텐츠	주말
506	507	2020	호주	소득별	평균 이상	83	22.9	4.8	18.1	22.9	15.7	4.8	10.8	123.2	동영상콘텐츠	주말
507	508	2020	러시아	소득별	평균 이하	191	25.7	4.7	16.8	20.4	15.7	8.9	7.9	113.5	동영상콘텐츠	주말
508	509	2020	러시아	소득별	평균 이상	122	14.8	6.6	23.8	20.5	19.7	9.0	5.7	121.7	동영상콘텐츠	주말
509	510	2020	브라질	소득별	평균 이하	178	12.9	1.7	7.9	15.7	44.9	16.9	0.0	154.0	동영상콘텐츠	주말
510	511	2020	브라질	소득별	평균 이상	87	5.7	1.1	13.8	16.1	37.9	25.3	0.0	165.3	동영상콘텐츠	주말
511	512	2020	UAE	소득별	평균 이하	165	18.8	1.2	15.2	24.8	19.4	11.5	9.1	136.6	동영상콘텐츠	주말
512	513	2020	UAE	소득별	평균 이상	122	15.6	6.6	18.0	26.2	15.6	11.5	6.6	126.8	동영상콘텐츠	주말

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Other Punctuation

Uppercase Letter

Space Separator

Currency Symbol

Math Symbol

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

None

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample