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/d1edf4c0-91ad-496b-b78e-bc818ecaf797

Alerts

채널ID has constant value ""Constant
생성기간일자 has constant value ""Constant
채널조회수 has constant value ""Constant
구독자수 has constant value ""Constant
영상조회수 is highly overall correlated with 영상덧글수High correlation
긍정평가비율 is highly overall correlated with 부정평가비율High correlation
부정평가비율 is highly overall correlated with 긍정평가비율High correlation
영상덧글수 is highly overall correlated with 영상조회수High correlation
영상ID has unique valuesUnique
영상조회수 has unique valuesUnique
부정평가비율 has 8 (26.7%) zerosZeros
영상덧글수 has 5 (16.7%) zerosZeros

Reproduction

Analysis started2023-12-10 14:15:58.426651
Analysis finished2023-12-10 14:16:03.248960
Duration4.82 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

채널ID
Categorical

CONSTANT 

Distinct1
Distinct (%)3.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg
30 

Length

Max length56
Median length56
Mean length56
Min length56

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowhttps://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg
2nd rowhttps://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg
3rd rowhttps://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg
4th rowhttps://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg
5th rowhttps://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg

Common Values

ValueCountFrequency (%)
https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg 30
100.0%

Length

2023-12-10T23:16:03.380957image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T23:16:03.569915image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
https://www.youtube.com/channel/ucmjnkt6kitwaztqvwuasplg 30
100.0%

영상ID
Text

UNIQUE 

Distinct30
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size372.0 B
2023-12-10T23:16:03.917662image/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=2RH_HLImyPI
2nd rowhttps://www.youtube.com/watch?v=h7_Cwbw1Kcs
3rd rowhttps://www.youtube.com/watch?v=mPkQhidX1kY
4th rowhttps://www.youtube.com/watch?v=KlkVQMrZ7Xg
5th rowhttps://www.youtube.com/watch?v=gNA5Cm5Ydsc
ValueCountFrequency (%)
https://www.youtube.com/watch?v=2rh_hlimypi 1
 
3.3%
https://www.youtube.com/watch?v=h7_cwbw1kcs 1
 
3.3%
https://www.youtube.com/watch?v=rtmcng28rv4 1
 
3.3%
https://www.youtube.com/watch?v=otn49e1d3ai 1
 
3.3%
https://www.youtube.com/watch?v=8x_x2nzzuwq 1
 
3.3%
https://www.youtube.com/watch?v=brav_ls5-xe 1
 
3.3%
https://www.youtube.com/watch?v=ggbwbzxpzng 1
 
3.3%
https://www.youtube.com/watch?v=o3_r9qjwo5i 1
 
3.3%
https://www.youtube.com/watch?v=jzk-sq0b9t8 1
 
3.3%
https://www.youtube.com/watch?v=uxtjoxm3yc8 1
 
3.3%
Other values (20) 20
66.7%
2023-12-10T23:16:04.418522image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
w 130
 
10.1%
t 124
 
9.6%
/ 90
 
7.0%
o 66
 
5.1%
h 66
 
5.1%
c 64
 
5.0%
u 63
 
4.9%
. 60
 
4.7%
m 38
 
2.9%
v 36
 
2.8%
Other values (59) 553
42.9%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 844
65.4%
Other Punctuation 210
 
16.3%
Uppercase Letter 135
 
10.5%
Decimal Number 60
 
4.7%
Math Symbol 30
 
2.3%
Connector Punctuation 6
 
0.5%
Dash Punctuation 5
 
0.4%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
w 130
15.4%
t 124
14.7%
o 66
 
7.8%
h 66
 
7.8%
c 64
 
7.6%
u 63
 
7.5%
m 38
 
4.5%
v 36
 
4.3%
b 36
 
4.3%
y 35
 
4.1%
Other values (16) 186
22.0%
Uppercase Letter
ValueCountFrequency (%)
Q 11
 
8.1%
I 11
 
8.1%
Z 10
 
7.4%
E 9
 
6.7%
N 8
 
5.9%
X 7
 
5.2%
H 7
 
5.2%
S 6
 
4.4%
Y 6
 
4.4%
J 6
 
4.4%
Other values (16) 54
40.0%
Decimal Number
ValueCountFrequency (%)
5 11
18.3%
4 7
11.7%
8 7
11.7%
2 7
11.7%
3 6
10.0%
9 6
10.0%
0 6
10.0%
1 5
8.3%
6 3
 
5.0%
7 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 (%)
_ 6
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 5
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 979
75.9%
Common 311
 
24.1%

Most frequent character per script

Latin
ValueCountFrequency (%)
w 130
13.3%
t 124
 
12.7%
o 66
 
6.7%
h 66
 
6.7%
c 64
 
6.5%
u 63
 
6.4%
m 38
 
3.9%
v 36
 
3.7%
b 36
 
3.7%
y 35
 
3.6%
Other values (42) 321
32.8%
Common
ValueCountFrequency (%)
/ 90
28.9%
. 60
19.3%
= 30
 
9.6%
: 30
 
9.6%
? 30
 
9.6%
5 11
 
3.5%
4 7
 
2.3%
8 7
 
2.3%
2 7
 
2.3%
_ 6
 
1.9%
Other values (7) 33
 
10.6%

Most occurring blocks

ValueCountFrequency (%)
ASCII 1290
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
w 130
 
10.1%
t 124
 
9.6%
/ 90
 
7.0%
o 66
 
5.1%
h 66
 
5.1%
c 64
 
5.0%
u 63
 
4.9%
. 60
 
4.7%
m 38
 
2.9%
v 36
 
2.8%
Other values (59) 553
42.9%

생성기간일자
Categorical

CONSTANT 

Distinct1
Distinct (%)3.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
2020-08-01
30 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2020-08-01
2nd row2020-08-01
3rd row2020-08-01
4th row2020-08-01
5th row2020-08-01

Common Values

ValueCountFrequency (%)
2020-08-01 30
100.0%

Length

2023-12-10T23:16:04.577114image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T23:16:04.706480image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2020-08-01 30
100.0%

채널조회수
Categorical

CONSTANT 

Distinct1
Distinct (%)3.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
4066744281
30 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row4066744281
2nd row4066744281
3rd row4066744281
4th row4066744281
5th row4066744281

Common Values

ValueCountFrequency (%)
4066744281 30
100.0%

Length

2023-12-10T23:16:04.853783image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T23:16:04.982376image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
4066744281 30
100.0%

구독자수
Categorical

CONSTANT 

Distinct1
Distinct (%)3.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
4220000
30 

Length

Max length7
Median length7
Mean length7
Min length7

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row4220000
2nd row4220000
3rd row4220000
4th row4220000
5th row4220000

Common Values

ValueCountFrequency (%)
4220000 30
100.0%

Length

2023-12-10T23:16:05.141606image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T23:16:05.322874image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
4220000 30
100.0%

영상조회수
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct30
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean35761.333
Minimum510
Maximum646841
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size402.0 B
2023-12-10T23:16:05.521473image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum510
5-th percentile639.65
Q11471.25
median1749.5
Q33332.25
95-th percentile195242.65
Maximum646841
Range646331
Interquartile range (IQR)1861

Descriptive statistics

Standard deviation129778.48
Coefficient of variation (CV)3.6290169
Kurtosis18.596175
Mean35761.333
Median Absolute Deviation (MAD)587
Skewness4.2576413
Sum1072840
Variance1.6842455 × 1010
MonotonicityNot monotonic
2023-12-10T23:16:05.910349image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=30)
ValueCountFrequency (%)
1548 1
 
3.3%
1758 1
 
3.3%
1211 1
 
3.3%
1421 1
 
3.3%
3414 1
 
3.3%
3087 1
 
3.3%
34146 1
 
3.3%
551 1
 
3.3%
1741 1
 
3.3%
748 1
 
3.3%
Other values (20) 20
66.7%
ValueCountFrequency (%)
510 1
3.3%
551 1
3.3%
748 1
3.3%
1127 1
3.3%
1196 1
3.3%
1211 1
3.3%
1421 1
3.3%
1448 1
3.3%
1541 1
3.3%
1548 1
3.3%
ValueCountFrequency (%)
646841 1
3.3%
327049 1
3.3%
34146 1
3.3%
10231 1
3.3%
7101 1
3.3%
4284 1
3.3%
3809 1
3.3%
3414 1
3.3%
3087 1
3.3%
2782 1
3.3%

긍정평가비율
Real number (ℝ)

HIGH CORRELATION 

Distinct21
Distinct (%)70.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean93.703333
Minimum80
Maximum100
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size402.0 B
2023-12-10T23:16:06.176505image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum80
5-th percentile82.475
Q188.525
median94.5
Q399.675
95-th percentile100
Maximum100
Range20
Interquartile range (IQR)11.15

Descriptive statistics

Standard deviation6.1474123
Coefficient of variation (CV)0.065605055
Kurtosis-0.55659488
Mean93.703333
Median Absolute Deviation (MAD)5.5
Skewness-0.74388711
Sum2811.1
Variance37.790678
MonotonicityNot monotonic
2023-12-10T23:16:06.437577image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=21)
ValueCountFrequency (%)
100.0 8
26.7%
94.1 2
 
6.7%
87.5 2
 
6.7%
94.9 1
 
3.3%
87.8 1
 
3.3%
93.6 1
 
3.3%
88.2 1
 
3.3%
98.7 1
 
3.3%
80.0 1
 
3.3%
81.8 1
 
3.3%
Other values (11) 11
36.7%
ValueCountFrequency (%)
80.0 1
3.3%
81.8 1
3.3%
83.3 1
3.3%
84.6 1
3.3%
87.5 2
6.7%
87.8 1
3.3%
88.2 1
3.3%
89.5 1
3.3%
92.1 1
3.3%
92.9 1
3.3%
ValueCountFrequency (%)
100.0 8
26.7%
98.7 1
 
3.3%
98.6 1
 
3.3%
97.5 1
 
3.3%
97.0 1
 
3.3%
96.9 1
 
3.3%
96.7 1
 
3.3%
94.9 1
 
3.3%
94.1 2
 
6.7%
93.8 1
 
3.3%

부정평가비율
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct21
Distinct (%)70.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.3
Minimum0
Maximum20
Zeros8
Zeros (%)26.7%
Negative0
Negative (%)0.0%
Memory size402.0 B
2023-12-10T23:16:06.783544image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.325
median5.5
Q311.475
95-th percentile17.525
Maximum20
Range20
Interquartile range (IQR)11.15

Descriptive statistics

Standard deviation6.1473852
Coefficient of variation (CV)0.97577543
Kurtosis-0.55839616
Mean6.3
Median Absolute Deviation (MAD)5.5
Skewness0.7421542
Sum189
Variance37.790345
MonotonicityNot monotonic
2023-12-10T23:16:07.115347image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=21)
ValueCountFrequency (%)
0.0 8
26.7%
5.9 2
 
6.7%
12.5 2
 
6.7%
5.1 1
 
3.3%
12.2 1
 
3.3%
6.4 1
 
3.3%
11.8 1
 
3.3%
1.3 1
 
3.3%
20.0 1
 
3.3%
18.2 1
 
3.3%
Other values (11) 11
36.7%
ValueCountFrequency (%)
0.0 8
26.7%
1.3 1
 
3.3%
1.4 1
 
3.3%
2.5 1
 
3.3%
3.0 1
 
3.3%
3.1 1
 
3.3%
3.3 1
 
3.3%
5.1 1
 
3.3%
5.9 2
 
6.7%
6.3 1
 
3.3%
ValueCountFrequency (%)
20.0 1
3.3%
18.2 1
3.3%
16.7 1
3.3%
15.4 1
3.3%
12.5 2
6.7%
12.2 1
3.3%
11.8 1
3.3%
10.5 1
3.3%
7.9 1
3.3%
7.1 1
3.3%

영상덧글수
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct16
Distinct (%)53.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean122.63333
Minimum0
Maximum3326
Zeros5
Zeros (%)16.7%
Negative0
Negative (%)0.0%
Memory size402.0 B
2023-12-10T23:16:07.342893image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median3
Q39.25
95-th percentile115.65
Maximum3326
Range3326
Interquartile range (IQR)8.25

Descriptive statistics

Standard deviation605.84649
Coefficient of variation (CV)4.9403084
Kurtosis29.818631
Mean122.63333
Median Absolute Deviation (MAD)2.5
Skewness5.453894
Sum3679
Variance367049.96
MonotonicityNot monotonic
2023-12-10T23:16:07.565120image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=16)
ValueCountFrequency (%)
1 5
16.7%
0 5
16.7%
2 4
13.3%
4 3
10.0%
3 2
 
6.7%
48 1
 
3.3%
6 1
 
3.3%
171 1
 
3.3%
7 1
 
3.3%
19 1
 
3.3%
Other values (6) 6
20.0%
ValueCountFrequency (%)
0 5
16.7%
1 5
16.7%
2 4
13.3%
3 2
 
6.7%
4 3
10.0%
5 1
 
3.3%
6 1
 
3.3%
7 1
 
3.3%
10 1
 
3.3%
11 1
 
3.3%
ValueCountFrequency (%)
3326 1
3.3%
171 1
3.3%
48 1
3.3%
24 1
3.3%
21 1
3.3%
19 1
3.3%
11 1
3.3%
10 1
3.3%
7 1
3.3%
6 1
3.3%

Interactions

2023-12-10T23:16:02.058635image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:15:58.837836image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:16:00.472464image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:16:01.172983image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:16:02.216035image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:15:59.295325image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:16:00.623026image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:16:01.378286image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:16:02.411145image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:16:00.103484image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:16:00.786406image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:16:01.583480image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:16:02.620624image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:16:00.308042image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:16:00.994771image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T23:16:01.778379image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-10T23:16:07.734523image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
영상ID영상조회수긍정평가비율부정평가비율영상덧글수
영상ID1.0001.0001.0001.0001.000
영상조회수1.0001.0000.0000.0001.000
긍정평가비율1.0000.0001.0001.0000.244
부정평가비율1.0000.0001.0001.0000.244
영상덧글수1.0001.0000.2440.2441.000
2023-12-10T23:16:07.967926image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
영상조회수긍정평가비율부정평가비율영상덧글수
영상조회수1.000-0.0770.0770.512
긍정평가비율-0.0771.000-1.0000.123
부정평가비율0.077-1.0001.000-0.123
영상덧글수0.5120.123-0.1231.000

Missing values

2023-12-10T23:16:02.846702image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-10T23:16:03.111398image/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/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=2RH_HLImyPI2020-08-0140667442814220000154894.95.148
1https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=h7_Cwbw1Kcs2020-08-0140667442814220000167996.93.111
2https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=mPkQhidX1kY2020-08-0140667442814220000710197.03.024
3https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=KlkVQMrZ7Xg2020-08-014066744281422000032704994.15.93326
4https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=gNA5Cm5Ydsc2020-08-0140667442814220000380997.52.521
5https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=Ho-8E5MfrNg2020-08-01406674428142200001448100.00.01
6https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=NjaQBlLEQ-Q2020-08-0140667442814220000428496.73.35
7https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=02EH_iv5vXU2020-08-0140667442814220000208483.316.72
8https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=hfmpIWDh5ew2020-08-0140667442814220000155494.15.92
9https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=9KcsBZ9v22A2020-08-0140667442814220000119692.97.11
채널ID영상ID생성기간일자채널조회수구독자수영상조회수긍정평가비율부정평가비율영상덧글수
20https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=okF9I5lEoQE2020-08-0140667442814220000237089.510.57
21https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=UXtjoxm3YC82020-08-0140667442814220000225684.615.41
22https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=JZk-SQ0b9T82020-08-014066744281422000074887.512.50
23https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=O3_R9QJwO5I2020-08-0140667442814220000174181.818.20
24https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=GgbWbZxPZNg2020-08-014066744281422000055180.020.02
25https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=BraV_lS5-XE2020-08-01406674428142200003414698.71.3171
26https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=8X_x2nZZUwQ2020-08-0140667442814220000308788.211.83
27https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=oTn49e1d3AI2020-08-0140667442814220000341493.66.46
28https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=rtmCNG28rv42020-08-01406674428142200001421100.00.00
29https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLghttps://www.youtube.com/watch?v=yHcjhLzuEwU2020-08-01406674428142200001211100.00.01