Overview

Dataset statistics

Number of variables9
Number of observations30
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory2.4 KiB
Average record size in memory82.4 B

Variable types

Categorical4
Text1
Numeric4

Dataset

Description샘플 데이터
Author한양대
URLhttps://bigdata-region.kr/#/dataset/7f00747b-c93c-4f08-85f1-48409ca511ca

Alerts

생성기간일자 has constant value ""Constant
구독자수 is highly overall correlated with 영상덧글수 and 2 other fieldsHigh correlation
채널ID is highly overall correlated with 영상덧글수 and 2 other fieldsHigh correlation
채널조회수 is highly overall correlated with 영상덧글수 and 2 other fieldsHigh correlation
영상조회수 is highly overall correlated with 긍정평가비율 and 1 other fieldsHigh correlation
긍정평가비율 is highly overall correlated with 영상조회수 and 2 other fieldsHigh correlation
부정평가비율 is highly overall correlated with 긍정평가비율High correlation
영상덧글수 is highly overall correlated with 영상조회수 and 4 other fieldsHigh correlation
영상ID has unique valuesUnique
영상조회수 has unique valuesUnique
긍정평가비율 has 1 (3.3%) zerosZeros
부정평가비율 has 15 (50.0%) zerosZeros
영상덧글수 has 6 (20.0%) zerosZeros

Reproduction

Analysis started2023-12-10 14:25:02.657993
Analysis finished2023-12-10 14:25:04.798316
Duration2.14 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

채널ID
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)6.7%
Missing0
Missing (%)0.0%
Memory size372.0 B
https://www.youtube.com/channel/UC-9nTjw_qHCA693UA3jyDWw
22 
https://www.youtube.com/channel/UC-8R1d-KQrZy_7-EvE_w9Nw
8 

Length

Max length56
Median length56
Mean length56
Min length56

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowhttps://www.youtube.com/channel/UC-8R1d-KQrZy_7-EvE_w9Nw
2nd rowhttps://www.youtube.com/channel/UC-8R1d-KQrZy_7-EvE_w9Nw
3rd rowhttps://www.youtube.com/channel/UC-8R1d-KQrZy_7-EvE_w9Nw
4th rowhttps://www.youtube.com/channel/UC-8R1d-KQrZy_7-EvE_w9Nw
5th rowhttps://www.youtube.com/channel/UC-8R1d-KQrZy_7-EvE_w9Nw

Common Values

ValueCountFrequency (%)
https://www.youtube.com/channel/UC-9nTjw_qHCA693UA3jyDWw 22
73.3%
https://www.youtube.com/channel/UC-8R1d-KQrZy_7-EvE_w9Nw 8
 
26.7%

Length

2023-12-10T23:25:04.876633image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T23:25:04.982584image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
https://www.youtube.com/channel/uc-9ntjw_qhca693ua3jydww 22
73.3%
https://www.youtube.com/channel/uc-8r1d-kqrzy_7-eve_w9nw 8
 
26.7%

영상ID
Text

UNIQUE 

Distinct30
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size372.0 B
2023-12-10T23:25:05.205954image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length43
Median length43
Mean length43
Min length43

Characters and Unicode

Total characters1290
Distinct characters69
Distinct categories7 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique30 ?
Unique (%)100.0%

Sample

1st rowhttps://www.youtube.com/watch?v=AsZR-kOJLSw
2nd rowhttps://www.youtube.com/watch?v=F-PfyUJD29s
3rd rowhttps://www.youtube.com/watch?v=NcFn33xEP5Y
4th rowhttps://www.youtube.com/watch?v=SOfR93ea2Zo
5th rowhttps://www.youtube.com/watch?v=e4rY8QJ7z5U
ValueCountFrequency (%)
https://www.youtube.com/watch?v=aszr-kojlsw 1
 
3.3%
https://www.youtube.com/watch?v=f-pfyujd29s 1
 
3.3%
https://www.youtube.com/watch?v=dcu_y_ewmg0 1
 
3.3%
https://www.youtube.com/watch?v=dva82j3-8ic 1
 
3.3%
https://www.youtube.com/watch?v=coh88wy5lh4 1
 
3.3%
https://www.youtube.com/watch?v=zwpk4ie_ky4 1
 
3.3%
https://www.youtube.com/watch?v=vtld9cjy6bg 1
 
3.3%
https://www.youtube.com/watch?v=toupgexmnsw 1
 
3.3%
https://www.youtube.com/watch?v=so9a8dl1p2w 1
 
3.3%
https://www.youtube.com/watch?v=qenqnpwk8p8 1
 
3.3%
Other values (20) 20
66.7%
2023-12-10T23:25:05.592087image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
w 128
 
9.9%
t 122
 
9.5%
/ 90
 
7.0%
c 72
 
5.6%
o 70
 
5.4%
u 63
 
4.9%
h 62
 
4.8%
. 60
 
4.7%
y 39
 
3.0%
e 37
 
2.9%
Other values (59) 547
42.4%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 847
65.7%
Other Punctuation 210
 
16.3%
Uppercase Letter 131
 
10.2%
Decimal Number 60
 
4.7%
Math Symbol 30
 
2.3%
Connector Punctuation 7
 
0.5%
Dash Punctuation 5
 
0.4%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
w 128
15.1%
t 122
14.4%
c 72
 
8.5%
o 70
 
8.3%
u 63
 
7.4%
h 62
 
7.3%
y 39
 
4.6%
e 37
 
4.4%
s 36
 
4.3%
b 36
 
4.3%
Other values (16) 182
21.5%
Uppercase Letter
ValueCountFrequency (%)
Y 11
 
8.4%
U 8
 
6.1%
W 8
 
6.1%
J 8
 
6.1%
E 7
 
5.3%
L 6
 
4.6%
D 6
 
4.6%
A 6
 
4.6%
O 6
 
4.6%
T 5
 
3.8%
Other values (16) 60
45.8%
Decimal Number
ValueCountFrequency (%)
8 12
20.0%
3 9
15.0%
4 8
13.3%
9 7
11.7%
2 6
10.0%
6 5
8.3%
0 4
 
6.7%
5 4
 
6.7%
7 3
 
5.0%
1 2
 
3.3%
Other Punctuation
ValueCountFrequency (%)
/ 90
42.9%
. 60
28.6%
? 30
 
14.3%
: 30
 
14.3%
Math Symbol
ValueCountFrequency (%)
= 30
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 7
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 5
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 978
75.8%
Common 312
 
24.2%

Most frequent character per script

Latin
ValueCountFrequency (%)
w 128
13.1%
t 122
 
12.5%
c 72
 
7.4%
o 70
 
7.2%
u 63
 
6.4%
h 62
 
6.3%
y 39
 
4.0%
e 37
 
3.8%
s 36
 
3.7%
b 36
 
3.7%
Other values (42) 313
32.0%
Common
ValueCountFrequency (%)
/ 90
28.8%
. 60
19.2%
? 30
 
9.6%
: 30
 
9.6%
= 30
 
9.6%
8 12
 
3.8%
3 9
 
2.9%
4 8
 
2.6%
_ 7
 
2.2%
9 7
 
2.2%
Other values (7) 29
 
9.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII 1290
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
w 128
 
9.9%
t 122
 
9.5%
/ 90
 
7.0%
c 72
 
5.6%
o 70
 
5.4%
u 63
 
4.9%
h 62
 
4.8%
. 60
 
4.7%
y 39
 
3.0%
e 37
 
2.9%
Other values (59) 547
42.4%

생성기간일자
Categorical

CONSTANT 

Distinct1
Distinct (%)3.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
2020-07-01
30 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2020-07-01
2nd row2020-07-01
3rd row2020-07-01
4th row2020-07-01
5th row2020-07-01

Common Values

ValueCountFrequency (%)
2020-07-01 30
100.0%

Length

2023-12-10T23:25:05.745289image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T23:25:05.845592image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2020-07-01 30
100.0%

채널조회수
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)6.7%
Missing0
Missing (%)0.0%
Memory size372.0 B
11192201
22 
66162
8 

Length

Max length8
Median length8
Mean length7.2
Min length5

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row66162
2nd row66162
3rd row66162
4th row66162
5th row66162

Common Values

ValueCountFrequency (%)
11192201 22
73.3%
66162 8
 
26.7%

Length

2023-12-10T23:25:05.953266image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T23:25:06.075752image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
11192201 22
73.3%
66162 8
 
26.7%

구독자수
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)6.7%
Missing0
Missing (%)0.0%
Memory size372.0 B
485000
22 
1650
8 

Length

Max length6
Median length6
Mean length5.4666667
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1650
2nd row1650
3rd row1650
4th row1650
5th row1650

Common Values

ValueCountFrequency (%)
485000 22
73.3%
1650 8
 
26.7%

Length

2023-12-10T23:25:06.199756image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T23:25:06.306384image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
485000 22
73.3%
1650 8
 
26.7%

영상조회수
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct30
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5835.5667
Minimum14
Maximum52166
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size402.0 B
2023-12-10T23:25:06.431291image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum14
5-th percentile433.8
Q11591
median2685
Q33493.25
95-th percentile19483.75
Maximum52166
Range52152
Interquartile range (IQR)1902.25

Descriptive statistics

Standard deviation10137.555
Coefficient of variation (CV)1.7372015
Kurtosis15.514384
Mean5835.5667
Median Absolute Deviation (MAD)1070
Skewness3.6868607
Sum175067
Variance1.0277002 × 108
MonotonicityNot monotonic
2023-12-10T23:25:06.572380image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=30)
ValueCountFrequency (%)
14 1
 
3.3%
52166 1
 
3.3%
4158 1
 
3.3%
3515 1
 
3.3%
2929 1
 
3.3%
3173 1
 
3.3%
18271 1
 
3.3%
2150 1
 
3.3%
3316 1
 
3.3%
2115 1
 
3.3%
Other values (20) 20
66.7%
ValueCountFrequency (%)
14 1
3.3%
18 1
3.3%
942 1
3.3%
1028 1
3.3%
1104 1
3.3%
1140 1
3.3%
1478 1
3.3%
1567 1
3.3%
1663 1
3.3%
1709 1
3.3%
ValueCountFrequency (%)
52166 1
3.3%
20476 1
3.3%
18271 1
3.3%
15666 1
3.3%
8519 1
3.3%
8317 1
3.3%
4158 1
3.3%
3515 1
3.3%
3428 1
3.3%
3391 1
3.3%

긍정평가비율
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct13
Distinct (%)43.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean97.063333
Minimum0
Maximum101.9
Zeros1
Zeros (%)3.3%
Negative0
Negative (%)0.0%
Memory size402.0 B
2023-12-10T23:25:06.975753image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile100
Q1100
median100.1
Q3100.575
95-th percentile101.365
Maximum101.9
Range101.9
Interquartile range (IQR)0.575

Descriptive statistics

Standard deviation18.339584
Coefficient of variation (CV)0.18894451
Kurtosis29.94756
Mean97.063333
Median Absolute Deviation (MAD)0.2
Skewness-5.4702428
Sum2911.9
Variance336.34033
MonotonicityNot monotonic
2023-12-10T23:25:07.079365image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
100.0 14
46.7%
100.4 3
 
10.0%
100.5 3
 
10.0%
0.0 1
 
3.3%
100.8 1
 
3.3%
101.0 1
 
3.3%
101.2 1
 
3.3%
100.2 1
 
3.3%
101.9 1
 
3.3%
101.1 1
 
3.3%
Other values (3) 3
 
10.0%
ValueCountFrequency (%)
0.0 1
 
3.3%
100.0 14
46.7%
100.2 1
 
3.3%
100.4 3
 
10.0%
100.5 3
 
10.0%
100.6 1
 
3.3%
100.8 1
 
3.3%
100.9 1
 
3.3%
101.0 1
 
3.3%
101.1 1
 
3.3%
ValueCountFrequency (%)
101.9 1
 
3.3%
101.5 1
 
3.3%
101.2 1
 
3.3%
101.1 1
 
3.3%
101.0 1
 
3.3%
100.9 1
 
3.3%
100.8 1
 
3.3%
100.6 1
 
3.3%
100.5 3
10.0%
100.4 3
10.0%

부정평가비율
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct16
Distinct (%)53.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8632.08
Minimum0
Maximum45500
Zeros15
Zeros (%)50.0%
Negative0
Negative (%)0.0%
Memory size402.0 B
2023-12-10T23:25:07.186057image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median2712.5
Q314975
95-th percentile24987.5
Maximum45500
Range45500
Interquartile range (IQR)14975

Descriptive statistics

Standard deviation11312.696
Coefficient of variation (CV)1.3105411
Kurtosis2.3158845
Mean8632.08
Median Absolute Deviation (MAD)2712.5
Skewness1.4663519
Sum258962.4
Variance1.2797709 × 108
MonotonicityNot monotonic
2023-12-10T23:25:07.287251image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=16)
ValueCountFrequency (%)
0.0 15
50.0%
5425.0 1
 
3.3%
22650.0 1
 
3.3%
15550.0 1
 
3.3%
6800.0 1
 
3.3%
10953.8 1
 
3.3%
22150.0 1
 
3.3%
9514.3 1
 
3.3%
45500.0 1
 
3.3%
13250.0 1
 
3.3%
Other values (6) 6
 
20.0%
ValueCountFrequency (%)
0.0 15
50.0%
5425.0 1
 
3.3%
6800.0 1
 
3.3%
8475.9 1
 
3.3%
9514.3 1
 
3.3%
10266.7 1
 
3.3%
10953.8 1
 
3.3%
13250.0 1
 
3.3%
15550.0 1
 
3.3%
19360.0 1
 
3.3%
ValueCountFrequency (%)
45500.0 1
3.3%
26900.0 1
3.3%
22650.0 1
3.3%
22600.0 1
3.3%
22150.0 1
3.3%
19566.7 1
3.3%
19360.0 1
3.3%
15550.0 1
3.3%
13250.0 1
3.3%
10953.8 1
3.3%

영상덧글수
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct24
Distinct (%)80.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean39.566667
Minimum0
Maximum194
Zeros6
Zeros (%)20.0%
Negative0
Negative (%)0.0%
Memory size402.0 B
2023-12-10T23:25:07.385692image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q14.5
median27.5
Q355.25
95-th percentile125.35
Maximum194
Range194
Interquartile range (IQR)50.75

Descriptive statistics

Standard deviation44.803543
Coefficient of variation (CV)1.1323558
Kurtosis4.078582
Mean39.566667
Median Absolute Deviation (MAD)26.5
Skewness1.8663346
Sum1187
Variance2007.3575
MonotonicityNot monotonic
2023-12-10T23:25:07.524618image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=24)
ValueCountFrequency (%)
0 6
20.0%
1 2
 
6.7%
72 1
 
3.3%
30 1
 
3.3%
56 1
 
3.3%
16 1
 
3.3%
46 1
 
3.3%
133 1
 
3.3%
36 1
 
3.3%
38 1
 
3.3%
Other values (14) 14
46.7%
ValueCountFrequency (%)
0 6
20.0%
1 2
 
6.7%
15 1
 
3.3%
16 1
 
3.3%
19 1
 
3.3%
20 1
 
3.3%
21 1
 
3.3%
25 1
 
3.3%
27 1
 
3.3%
28 1
 
3.3%
ValueCountFrequency (%)
194 1
3.3%
133 1
3.3%
116 1
3.3%
81 1
3.3%
72 1
3.3%
68 1
3.3%
59 1
3.3%
56 1
3.3%
53 1
3.3%
46 1
3.3%

Interactions

2023-12-10T23:25:04.157561image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:25:03.023795image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:25:03.394749image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:25:03.768273image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:25:04.257875image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:25:03.111597image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:25:03.492190image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:25:03.879796image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:25:04.353818image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:25:03.198875image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:25:03.578469image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:25:03.957916image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:25:04.444816image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:25:03.285240image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:25:03.657886image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:25:04.050471image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-10T23:25:07.667380image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
채널ID영상ID채널조회수구독자수영상조회수긍정평가비율부정평가비율영상덧글수
채널ID1.0001.0000.9900.9900.0000.0000.4220.892
영상ID1.0001.0001.0001.0001.0001.0001.0001.000
채널조회수0.9901.0001.0000.9900.0000.0000.4220.892
구독자수0.9901.0000.9901.0000.0000.0000.4220.892
영상조회수0.0001.0000.0000.0001.0000.0000.3030.989
긍정평가비율0.0001.0000.0000.0000.0001.0000.0000.000
부정평가비율0.4221.0000.4220.4220.3030.0001.0000.327
영상덧글수0.8921.0000.8920.8920.9890.0000.3271.000
2023-12-10T23:25:07.833187image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
구독자수채널ID채널조회수
구독자수1.0000.9120.912
채널ID0.9121.0000.912
채널조회수0.9120.9121.000
2023-12-10T23:25:07.932804image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
영상조회수긍정평가비율부정평가비율영상덧글수채널ID채널조회수구독자수
영상조회수1.0000.5510.3750.8840.0000.0000.000
긍정평가비율0.5511.0000.7090.5840.0000.0000.000
부정평가비율0.3750.7091.0000.3610.4030.4030.403
영상덧글수0.8840.5840.3611.0000.6330.6330.633
채널ID0.0000.0000.4030.6331.0000.9120.912
채널조회수0.0000.0000.4030.6330.9121.0000.912
구독자수0.0000.0000.4030.6330.9120.9121.000

Missing values

2023-12-10T23:25:04.580176image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-10T23:25:04.730849image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

채널ID영상ID생성기간일자채널조회수구독자수영상조회수긍정평가비율부정평가비율영상덧글수
0https://www.youtube.com/channel/UC-8R1d-KQrZy_7-EvE_w9Nwhttps://www.youtube.com/watch?v=AsZR-kOJLSw2020-07-0166162165014100.00.00
1https://www.youtube.com/channel/UC-8R1d-KQrZy_7-EvE_w9Nwhttps://www.youtube.com/watch?v=F-PfyUJD29s2020-07-016616216501140100.00.00
2https://www.youtube.com/channel/UC-8R1d-KQrZy_7-EvE_w9Nwhttps://www.youtube.com/watch?v=NcFn33xEP5Y2020-07-016616216502441100.00.00
3https://www.youtube.com/channel/UC-8R1d-KQrZy_7-EvE_w9Nwhttps://www.youtube.com/watch?v=SOfR93ea2Zo2020-07-0166162165018100.00.01
4https://www.youtube.com/channel/UC-8R1d-KQrZy_7-EvE_w9Nwhttps://www.youtube.com/watch?v=e4rY8QJ7z5U2020-07-016616216501478100.00.01
5https://www.youtube.com/channel/UC-8R1d-KQrZy_7-EvE_w9Nwhttps://www.youtube.com/watch?v=mroDvjiVWos2020-07-016616216509420.00.00
6https://www.youtube.com/channel/UC-8R1d-KQrZy_7-EvE_w9Nwhttps://www.youtube.com/watch?v=oZh-hO4wJAY2020-07-016616216501028100.00.00
7https://www.youtube.com/channel/UC-8R1d-KQrZy_7-EvE_w9Nwhttps://www.youtube.com/watch?v=ylpzt4YyzrE2020-07-016616216501104100.00.00
8https://www.youtube.com/channel/UC-9nTjw_qHCA693UA3jyDWwhttps://www.youtube.com/watch?v=3LoW60Cyb-Q2020-07-01111922014850008317100.00.081
9https://www.youtube.com/channel/UC-9nTjw_qHCA693UA3jyDWwhttps://www.youtube.com/watch?v=4ryDn_bTfyE2020-07-01111922014850001663100.813250.020
채널ID영상ID생성기간일자채널조회수구독자수영상조회수긍정평가비율부정평가비율영상덧글수
20https://www.youtube.com/channel/UC-9nTjw_qHCA693UA3jyDWwhttps://www.youtube.com/watch?v=NysJnl0Gbuw2020-07-01111922014850001946100.00.032
21https://www.youtube.com/channel/UC-9nTjw_qHCA693UA3jyDWwhttps://www.youtube.com/watch?v=QenqnpWK8p82020-07-011119220148500020476101.19514.3116
22https://www.youtube.com/channel/UC-9nTjw_qHCA693UA3jyDWwhttps://www.youtube.com/watch?v=SO9a8DL1p2w2020-07-01111922014850002115100.00.027
23https://www.youtube.com/channel/UC-9nTjw_qHCA693UA3jyDWwhttps://www.youtube.com/watch?v=ToUPgexMNSw2020-07-01111922014850003316100.522150.038
24https://www.youtube.com/channel/UC-9nTjw_qHCA693UA3jyDWwhttps://www.youtube.com/watch?v=VTLD9CJY6bg2020-07-01111922014850002150100.00.036
25https://www.youtube.com/channel/UC-9nTjw_qHCA693UA3jyDWwhttps://www.youtube.com/watch?v=ZwPk4iE_Ky42020-07-011119220148500018271100.910953.8133
26https://www.youtube.com/channel/UC-9nTjw_qHCA693UA3jyDWwhttps://www.youtube.com/watch?v=coH88wY5lH42020-07-01111922014850003173101.56800.046
27https://www.youtube.com/channel/UC-9nTjw_qHCA693UA3jyDWwhttps://www.youtube.com/watch?v=dVA82J3-8ic2020-07-01111922014850002929100.615550.016
28https://www.youtube.com/channel/UC-9nTjw_qHCA693UA3jyDWwhttps://www.youtube.com/watch?v=dcU_Y_EWMG02020-07-01111922014850003515100.422650.056
29https://www.youtube.com/channel/UC-9nTjw_qHCA693UA3jyDWwhttps://www.youtube.com/watch?v=e1Y9AGIRcuc2020-07-01111922014850004158100.00.030