gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	124
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	17.8 KiB
Average record size in memory	147.1 B

Variable types

Numeric	10
Categorical	7

Dataset

Description	Sample
Author	데이터마케팅코리아
URL	https://www.bigdata-culture.kr/bigdata/user/data_market/detail.do?id=bb6bd12a-a174-496d-a519-d90b8b64220b

Alerts

`CHNNEL_CL_NM` has constant value ""	Constant
`UPPER_CTGRY_NM` has constant value ""	Constant
`CHNNEL_URL` is highly overall correlated with `SBSCRB_CO` and 11 other fields	High correlation
`CHNNEL_ID` is highly overall correlated with `SBSCRB_CO` and 11 other fields	High correlation
`CHNNEL_NM` is highly overall correlated with `SBSCRB_CO` and 11 other fields	High correlation
`LWPRT_CTGRY_NM` is highly overall correlated with `SBSCRB_CO` and 5 other fields	High correlation
`SEQ_NO` is highly overall correlated with `COLCT_DE`	High correlation
`SBSCRB_CO` is highly overall correlated with `LIKE_CO` and 7 other fields	High correlation
`VIEWS_CO` is highly overall correlated with `LIKE_CO` and 7 other fields	High correlation
`LIKE_CO` is highly overall correlated with `SBSCRB_CO` and 10 other fields	High correlation
`DISLIKE_CO` is highly overall correlated with `SBSCRB_CO` and 10 other fields	High correlation
`COMMENT_CO` is highly overall correlated with `VIEWS_CO` and 7 other fields	High correlation
`DPI_VALUE` is highly overall correlated with `SBSCRB_CO` and 7 other fields	High correlation
`DV_VALUE` is highly overall correlated with `SBSCRB_CO` and 7 other fields	High correlation
`RSPN_SM_CO` is highly overall correlated with `VIEWS_CO` and 7 other fields	High correlation
`RSPN_IRDS_CO` is highly overall correlated with `VIEWS_CO` and 7 other fields	High correlation
`COLCT_DE` is highly overall correlated with `SEQ_NO`	High correlation
`SEQ_NO` has unique values	Unique
`VIEWS_CO` has unique values	Unique
`LIKE_CO` has unique values	Unique
`COMMENT_CO` has unique values	Unique
`DPI_VALUE` has unique values	Unique
`DV_VALUE` has unique values	Unique
`RSPN_SM_CO` has unique values	Unique
`RSPN_IRDS_CO` has unique values	Unique

Reproduction

Analysis started	2023-12-10 09:58:36.981249
Analysis finished	2023-12-10 09:59:00.153582
Duration	23.17 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

SEQ_NO
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	124
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	73062.766

Minimum	72285
Maximum	73839
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	72285
5-th percentile	72364.8
Q1	72669.25
median	73080.5
Q3	73453.5
95-th percentile	73758.45
Maximum	73839
Range	1554
Interquartile range (IQR)	784.25

Descriptive statistics

Standard deviation	453.34497
Coefficient of variation (CV)	0.00620487
Kurtosis	-1.2129226
Mean	73062.766
Median Absolute Deviation (MAD)	390
Skewness	-0.009244602
Sum	9059783
Variance	205521.66
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72307	1	0.8%
73183	1	0.8%
73839	1	0.8%
73744	1	0.8%
73714	1	0.8%
73675	1	0.8%
73592	1	0.8%
73542	1	0.8%
73497	1	0.8%
73458	1	0.8%
Other values (114)	114	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
72285	1	0.8%
72307	1	0.8%
72311	1	0.8%
72325	1	0.8%
72335	1	0.8%
72360	1	0.8%
72363	1	0.8%
72375	1	0.8%
72386	1	0.8%
72405	1	0.8%

Value	Count	Frequency (%)
73839	1	0.8%
73823	1	0.8%
73801	1	0.8%
73799	1	0.8%
73788	1	0.8%
73762	1	0.8%
73761	1	0.8%
73744	1	0.8%
73729	1	0.8%
73722	1	0.8%

CHNNEL_CL_NM
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

youtube	124

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
youtube	124	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
youtube	124	100.0%

CHNNEL_ID
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

UCid83oPnsL-4ZEo8CyQr6Rg	31
UCw8ZhLPdQ0u_Y-TLKd61hGA	31
UC3IZKseVpdzPSBaWxBxundA	31
UCmjNKt6kITwaZTqvWuaSPLg	31

Length

Max length	24
Median length	24
Mean length	24
Min length	24

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	UCid83oPnsL-4ZEo8CyQr6Rg
2nd row	UCid83oPnsL-4ZEo8CyQr6Rg
3rd row	UCid83oPnsL-4ZEo8CyQr6Rg
4th row	UCid83oPnsL-4ZEo8CyQr6Rg
5th row	UCid83oPnsL-4ZEo8CyQr6Rg

Common Values

Value	Count	Frequency (%)
UCid83oPnsL-4ZEo8CyQr6Rg	31	25.0%
UCw8ZhLPdQ0u_Y-TLKd61hGA	31	25.0%
UC3IZKseVpdzPSBaWxBxundA	31	25.0%
UCmjNKt6kITwaZTqvWuaSPLg	31	25.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ucid83opnsl-4zeo8cyqr6rg	31	25.0%
ucw8zhlpdq0u_y-tlkd61hga	31	25.0%
uc3izksevpdzpsbawxbxunda	31	25.0%
ucmjnkt6kitwaztqvwuasplg	31	25.0%

CHNNEL_NM
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

플레이리스트	31
1MILLION Dance Studio	31
ibighit	31
SBS Entertainment	31

Length

Max length	21
Median length	12
Mean length	12.75
Min length	6

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
플레이리스트	31	25.0%
1MILLION Dance Studio	31	25.0%
ibighit	31	25.0%
SBS Entertainment	31	25.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
플레이리스트	31	14.3%
1million	31	14.3%
dance	31	14.3%
studio	31	14.3%
ibighit	31	14.3%
sbs	31	14.3%
entertainment	31	14.3%

CHNNEL_URL
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg	31
https://www.youtube.com/channel/UCw8ZhLPdQ0u_Y-TLKd61hGA	31
https://www.youtube.com/user/ibighit	31
https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg	31

Length

Max length	56
Median length	56
Mean length	51
Min length	36

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg
2nd row	https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg
3rd row	https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg
4th row	https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg
5th row	https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg

Common Values

Value	Count	Frequency (%)
https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg	31	25.0%
https://www.youtube.com/channel/UCw8ZhLPdQ0u_Y-TLKd61hGA	31	25.0%
https://www.youtube.com/user/ibighit	31	25.0%
https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg	31	25.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
https://www.youtube.com/channel/ucid83opnsl-4zeo8cyqr6rg	31	25.0%
https://www.youtube.com/channel/ucw8zhlpdq0u_y-tlkd61hga	31	25.0%
https://www.youtube.com/user/ibighit	31	25.0%
https://www.youtube.com/channel/ucmjnkt6kitwaztqvwuasplg	31	25.0%

UPPER_CTGRY_NM
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

문화	124

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
문화	124	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
문화	124	100.0%

LWPRT_CTGRY_NM
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

방송	93
음악/댄스	31

Length

Max length	5
Median length	2
Mean length	2.75
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
방송	93	75.0%
음악/댄스	31	25.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
방송	93	75.0%
음악/댄스	31	25.0%

COLCT_DE
Categorical

HIGH CORRELATION

Distinct	31
Distinct (%)	25.0%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

2021-01-01	4
2021-01-02	4
2021-01-03	4
2021-01-04	4
2021-01-05	4
Other values (26)	104

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2021-01-01
2nd row	2021-01-02
3rd row	2021-01-03
4th row	2021-01-04
5th row	2021-01-05

Common Values

Value	Count	Frequency (%)
2021-01-01	4	3.2%
2021-01-02	4	3.2%
2021-01-03	4	3.2%
2021-01-04	4	3.2%
2021-01-05	4	3.2%
2021-01-06	4	3.2%
2021-01-07	4	3.2%
2021-01-08	4	3.2%
2021-01-09	4	3.2%
2021-01-10	4	3.2%
Other values (21)	84	67.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2021-01-01	4	3.2%
2021-01-17	4	3.2%
2021-01-30	4	3.2%
2021-01-29	4	3.2%
2021-01-28	4	3.2%
2021-01-27	4	3.2%
2021-01-26	4	3.2%
2021-01-25	4	3.2%
2021-01-24	4	3.2%
2021-01-23	4	3.2%
Other values (21)	84	67.7%

SBSCRB_CO
Real number (ℝ)

HIGH CORRELATION

Distinct	30
Distinct (%)	24.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20239194

Minimum	2570000
Maximum	50600000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	2570000
5-th percentile	2580000
Q1	4482500
median	14060000
Q3	29825000
95-th percentile	50400000
Maximum	50600000
Range	48030000
Interquartile range (IQR)	25342500

Descriptive statistics

Standard deviation	19063368
Coefficient of variation (CV)	0.94190356
Kurtosis	-1.1695427
Mean	20239194
Median Absolute Deviation (MAD)	10300000
Skewness	0.66177101
Sum	2.50966 × 10⁹
Variance	3.6341201 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
23000000	15	12.1%
2600000	13	10.5%
23100000	11	8.9%
2590000	8	6.5%
2580000	7	5.6%
50000000	4	3.2%
50300000	4	3.2%
2570000	3	2.4%
50600000	3	2.4%
5220000	3	2.4%
Other values (20)	53	42.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2570000	3	2.4%
2580000	7	5.6%
2590000	8	6.5%
2600000	13	10.5%
5110000	2	1.6%
5120000	3	2.4%
5130000	2	1.6%
5140000	2	1.6%
5150000	3	2.4%
5160000	3	2.4%

Value	Count	Frequency (%)
50600000	3	2.4%
50500000	3	2.4%
50400000	3	2.4%
50300000	4	3.2%
50200000	3	2.4%
50100000	3	2.4%
50000000	4	3.2%
49900000	3	2.4%
49800000	2	1.6%
49700000	3	2.4%

VIEWS_CO
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	124
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5050679 × 10⁸

Minimum	248268
Maximum	5.6724642 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	248268
5-th percentile	658385.25
Q1	18581988
median	36119444
Q3	1.5930589 × 10⁸
95-th percentile	5.4676464 × 10⁸
Maximum	5.6724642 × 10⁸
Range	5.6699815 × 10⁸
Interquartile range (IQR)	1.407239 × 10⁸

Descriptive statistics

Standard deviation	2.2048146 × 10⁸
Coefficient of variation (CV)	1.464927
Kurtosis	-0.6304688
Mean	1.5050679 × 10⁸
Median Absolute Deviation (MAD)	22870935
Skewness	1.1583744
Sum	1.8662842 × 10¹⁰
Variance	4.8612073 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47280412	1	0.8%
514321858	1	0.8%
548017718	1	0.8%
545181983	1	0.8%
542671448	1	0.8%
540424369	1	0.8%
537668972	1	0.8%
523323705	1	0.8%
520745777	1	0.8%
518311103	1	0.8%
Other values (114)	114	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
248268	1	0.8%
271107	1	0.8%
438642	1	0.8%
448558	1	0.8%
507943	1	0.8%
647631	1	0.8%
653238	1	0.8%
687553	1	0.8%
705375	1	0.8%
735262	1	0.8%

Value	Count	Frequency (%)
567246417	1	0.8%
564162193	1	0.8%
560980003	1	0.8%
549483733	1	0.8%
549073574	1	0.8%
548017718	1	0.8%
547009392	1	0.8%
545377721	1	0.8%
545181983	1	0.8%
542671448	1	0.8%

LIKE_CO
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	124
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13925078

Minimum	6863
Maximum	55505225
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	6863
5-th percentile	9132
Q1	588027
median	1181456
Q3	14215289
95-th percentile	54890099
Maximum	55505225
Range	55498362
Interquartile range (IQR)	13627262

Descriptive statistics

Standard deviation	22798227
Coefficient of variation (CV)	1.6372064
Kurtosis	-0.63232474
Mean	13925078
Median Absolute Deviation (MAD)	928991
Skewness	1.1700459
Sum	1.7267097 × 10⁹
Variance	5.1975916 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
911343	1	0.8%
52349020	1	0.8%
53394050	1	0.8%
53332527	1	0.8%
53277438	1	0.8%
53225737	1	0.8%
53162388	1	0.8%
51679888	1	0.8%
51621120	1	0.8%
51560013	1	0.8%
Other values (114)	114	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6863	1	0.8%
6918	1	0.8%
7224	1	0.8%
8221	1	0.8%
8619	1	0.8%
9076	1	0.8%
9081	1	0.8%
9421	1	0.8%
10345	1	0.8%
10357	1	0.8%

Value	Count	Frequency (%)
55505225	1	0.8%
55335424	1	0.8%
55278186	1	0.8%
55177785	1	0.8%
55157142	1	0.8%
55057507	1	0.8%
54923653	1	0.8%
54699960	1	0.8%
54646246	1	0.8%
54636995	1	0.8%

DISLIKE_CO
Real number (ℝ)

HIGH CORRELATION

Distinct	123
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	120742.44

Minimum	115
Maximum	483299
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	115
5-th percentile	234.95
Q1	7328.25
median	14399
Q3	120664.5
95-th percentile	478104.45
Maximum	483299
Range	483184
Interquartile range (IQR)	113336.25

Descriptive statistics

Standard deviation	194969.06
Coefficient of variation (CV)	1.6147517
Kurtosis	-0.61614151
Mean	120742.44
Median Absolute Deviation (MAD)	9239.5
Skewness	1.1737024
Sum	14972062
Variance	3.8012933 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15969	2	1.6%
446274	1	0.8%
459415	1	0.8%
458132	1	0.8%
456945	1	0.8%
455951	1	0.8%
454539	1	0.8%
437240	1	0.8%
436089	1	0.8%
434902	1	0.8%
Other values (113)	113	91.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
115	1	0.8%
127	1	0.8%
157	1	0.8%
183	1	0.8%
186	1	0.8%
194	1	0.8%
233	1	0.8%
246	1	0.8%
249	1	0.8%
251	1	0.8%

Value	Count	Frequency (%)
483299	1	0.8%
482839	1	0.8%
482423	1	0.8%
480765	1	0.8%
480545	1	0.8%
479026	1	0.8%
478155	1	0.8%
477818	1	0.8%
476509	1	0.8%
475690	1	0.8%

COMMENT_CO
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	124
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1977629.7

Minimum	668
Maximum	8437450
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	668
5-th percentile	1051.5
Q1	24267.25
median	57428
Q3	1931305.8
95-th percentile	8071899.5
Maximum	8437450
Range	8436782
Interquartile range (IQR)	1907038.5

Descriptive statistics

Standard deviation	3376437.3
Coefficient of variation (CV)	1.7073152
Kurtosis	-0.61654151
Mean	1977629.7
Median Absolute Deviation (MAD)	41621
Skewness	1.1756213
Sum	2.4522608 × 10⁸
Variance	1.1400329 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
86501	1	0.8%
7563601	1	0.8%
7730785	1	0.8%
7717271	1	0.8%
7707453	1	0.8%
7699310	1	0.8%
7687291	1	0.8%
7603807	1	0.8%
7592179	1	0.8%
7580910	1	0.8%
Other values (114)	114	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
668	1	0.8%
709	1	0.8%
919	1	0.8%
932	1	0.8%
989	1	0.8%
1042	1	0.8%
1047	1	0.8%
1077	1	0.8%
1123	1	0.8%
1142	1	0.8%

Value	Count	Frequency (%)
8437450	1	0.8%
8419204	1	0.8%
8400824	1	0.8%
8122364	1	0.8%
8105067	1	0.8%
8085738	1	0.8%
8072624	1	0.8%
8067794	1	0.8%
8065237	1	0.8%
8044131	1	0.8%

DPI_VALUE
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	124
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3486467.8

Minimum	1315700.6
Maximum	6621033.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	1315700.6
5-th percentile	1367635.2
Q1	2042039.4
median	3235734.3
Q3	4040584.1
95-th percentile	6568531.5
Maximum	6621033.2
Range	5305332.6
Interquartile range (IQR)	1998544.7

Descriptive statistics

Standard deviation	1805876.9
Coefficient of variation (CV)	0.51796747
Kurtosis	-0.92249261
Mean	3486467.8
Median Absolute Deviation (MAD)	1401383.1
Skewness	0.57604097
Sum	4.3232201 × 10⁸
Variance	3.2611915 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1329186.2999552	1	0.8%
6603479.92390044	1	0.8%
5879231.03974491	1	0.8%
5953177.29041111	1	0.8%
6009629.01718282	1	0.8%
6061126.65507634	1	0.8%
6168195.61714973	1	0.8%
6274259.45402017	1	0.8%
6377301.43346996	1	0.8%
6452030.80637161	1	0.8%
Other values (114)	114	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1315700.60317547	1	0.8%
1329186.2999552	1	0.8%
1347041.27390014	1	0.8%
1350374.45021149	1	0.8%
1363064.37698071	1	0.8%
1365526.95429582	1	0.8%
1367553.53783964	1	0.8%
1368097.93012567	1	0.8%
1371231.20353027	1	0.8%
1374060.44256195	1	0.8%

Value	Count	Frequency (%)
6621033.23695599	1	0.8%
6613688.67335937	1	0.8%
6603479.92390044	1	0.8%
6595020.60225755	1	0.8%
6583310.00764422	1	0.8%
6573082.77137695	1	0.8%
6569691.21520325	1	0.8%
6561960.01868353	1	0.8%
6534260.51011731	1	0.8%
6514329.91963021	1	0.8%

DV_VALUE
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	124
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16072617

Minimum	6065379.8
Maximum	30522963
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	6065379.8
5-th percentile	6304798.3
Q1	9413801.7
median	14916735
Q3	18627093
95-th percentile	30280930
Maximum	30522963
Range	24457583
Interquartile range (IQR)	9213291.1

Descriptive statistics

Standard deviation	8325092.6
Coefficient of variation (CV)	0.51796747
Kurtosis	-0.92249261
Mean	16072617
Median Absolute Deviation (MAD)	6460375.9
Skewness	0.57604097
Sum	1.9930045 × 10⁹
Variance	6.9307167 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6127548.84279346	1	0.8%
30442042.449181	1	0.8%
27103255.093224	1	0.8%
27444147.3087952	1	0.8%
27704389.7692128	1	0.8%
27941793.8799019	1	0.8%
28435381.7950602	1	0.8%
28924336.083033	1	0.8%
29399359.6082965	1	0.8%
29743862.0173731	1	0.8%
Other values (114)	114	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6065379.78063891	1	0.8%
6127548.84279346	1	0.8%
6209860.27267963	1	0.8%
6225226.21547495	1	0.8%
6283726.77788107	1	0.8%
6295079.25930373	1	0.8%
6304421.80944073	1	0.8%
6306931.45787932	1	0.8%
6321375.84827455	1	0.8%
6334418.64021061	1	0.8%

Value	Count	Frequency (%)
30522963.2223671	1	0.8%
30489104.7841867	1	0.8%
30442042.449181	1	0.8%
30403044.9764073	1	0.8%
30349059.1352399	1	0.8%
30301911.5760478	1	0.8%
30286276.502087	1	0.8%
30250635.6861311	1	0.8%
30122940.9516408	1	0.8%
30031060.9294952	1	0.8%

RSPN_SM_CO
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	124
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6653024 × 10⁸

Minimum	257548
Maximum	6.3144448 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	257548
5-th percentile	670890.75
Q1	19712224
median	37532358
Q3	1.7473227 × 10⁸
95-th percentile	6.0955683 × 10⁸
Maximum	6.3144448 × 10⁸
Range	6.3118693 × 10⁸
Interquartile range (IQR)	1.5502005 × 10⁸

Descriptive statistics

Standard deviation	2.468022 × 10⁸
Coefficient of variation (CV)	1.4820263
Kurtosis	-0.63021853
Mean	1.6653024 × 10⁸
Median Absolute Deviation (MAD)	23520651
Skewness	1.1606929
Sum	2.064975 × 10¹⁰
Variance	6.0911323 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48294225	1	0.8%
574680753	1	0.8%
609601968	1	0.8%
606689913	1	0.8%
604113284	1	0.8%
601805367	1	0.8%
598973190	1	0.8%
583044640	1	0.8%
580395165	1	0.8%
577886928	1	0.8%
Other values (114)	114	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
257548	1	0.8%
278808	1	0.8%
448495	1	0.8%
456523	1	0.8%
532503	1	0.8%
655750	1	0.8%
666090	1	0.8%
698095	1	0.8%
717068	1	0.8%
754318	1	0.8%

Value	Count	Frequency (%)
631444476	1	0.8%
628239947	1	0.8%
624917360	1	0.8%
613184462	1	0.8%
612680421	1	0.8%
610190690	1	0.8%
609601968	1	0.8%
609301051	1	0.8%
606689913	1	0.8%
604958235	1	0.8%

RSPN_IRDS_CO
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	124
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-135913.62

Minimum	-59491752
Maximum	15928550
Zeros	0
Zeros (%)	0.0%
Negative	33
Negative (%)	26.6%
Memory size	1.2 KiB

Quantile statistics

Minimum	-59491752
5-th percentile	-2195306.1
Q1	-21876.75
median	380403.5
Q3	678179.5
95-th percentile	3893038.1
Maximum	15928550
Range	75420302
Interquartile range (IQR)	700056.25

Descriptive statistics

Standard deviation	7011159.9
Coefficient of variation (CV)	-51.58541
Kurtosis	51.639292
Mean	-135913.62
Median Absolute Deviation (MAD)	371856.5
Skewness	-6.6410746
Sum	-16853289
Variance	4.9156363 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
669142	1	0.8%
3252122	1	0.8%
2912055	1	0.8%
2576629	1	0.8%
2307917	1	0.8%
2832177	1	0.8%
15928550	1	0.8%
2649475	1	0.8%
2508237	1	0.8%
2743415	1	0.8%
Other values (114)	114	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-59491752	1	0.8%
-41715968	1	0.8%
-10548816	1	0.8%
-6360361	1	0.8%
-3303831	1	0.8%
-2993772	1	0.8%
-2201001	1	0.8%
-2163035	1	0.8%
-2154148	1	0.8%
-1689626	1	0.8%

Value	Count	Frequency (%)
15928550	1	0.8%
6153949	1	0.8%
4828330	1	0.8%
4653939	1	0.8%
4421839	1	0.8%
4342816	1	0.8%
3894737	1	0.8%
3883411	1	0.8%
3803862	1	0.8%
3339569	1	0.8%

Heatmap
Table

	SEQ_NO	CHNNEL_ID	CHNNEL_NM	CHNNEL_URL	LWPRT_CTGRY_NM	COLCT_DE	SBSCRB_CO	VIEWS_CO	LIKE_CO	DISLIKE_CO	COMMENT_CO	DPI_VALUE	DV_VALUE	RSPN_SM_CO	RSPN_IRDS_CO
SEQ_NO	1.000	0.000	0.000	0.000	0.000	0.989	0.000	0.052	0.000	0.196	0.274	0.351	0.351	0.052	0.000
CHNNEL_ID	0.000	1.000	1.000	1.000	1.000	0.000	1.000	0.669	1.000	0.669	0.669	0.858	0.858	0.669	0.589
CHNNEL_NM	0.000	1.000	1.000	1.000	1.000	0.000	1.000	0.669	1.000	0.669	0.669	0.858	0.858	0.669	0.589
CHNNEL_URL	0.000	1.000	1.000	1.000	1.000	0.000	1.000	0.669	1.000	0.669	0.669	0.858	0.858	0.669	0.589
LWPRT_CTGRY_NM	0.000	1.000	1.000	1.000	1.000	0.000	1.000	0.191	0.459	0.189	0.191	0.529	0.529	0.191	0.222
COLCT_DE	0.989	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
SBSCRB_CO	0.000	1.000	1.000	1.000	1.000	0.000	1.000	0.940	1.000	0.940	0.940	0.795	0.795	0.940	0.672
VIEWS_CO	0.052	0.669	0.669	0.669	0.191	0.000	0.940	1.000	1.000	0.942	0.975	0.727	0.727	1.000	0.678
LIKE_CO	0.000	1.000	1.000	1.000	0.459	0.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.801
DISLIKE_CO	0.196	0.669	0.669	0.669	0.189	0.000	0.940	0.942	1.000	1.000	0.968	0.723	0.723	0.942	0.756
COMMENT_CO	0.274	0.669	0.669	0.669	0.191	0.000	0.940	0.975	1.000	0.968	1.000	0.765	0.765	0.975	0.701
DPI_VALUE	0.351	0.858	0.858	0.858	0.529	0.000	0.795	0.727	1.000	0.723	0.765	1.000	1.000	0.727	0.839
DV_VALUE	0.351	0.858	0.858	0.858	0.529	0.000	0.795	0.727	1.000	0.723	0.765	1.000	1.000	0.727	0.839
RSPN_SM_CO	0.052	0.669	0.669	0.669	0.191	0.000	0.940	1.000	1.000	0.942	0.975	0.727	0.727	1.000	0.678
RSPN_IRDS_CO	0.000	0.589	0.589	0.589	0.222	0.000	0.672	0.678	0.801	0.756	0.701	0.839	0.839	0.678	1.000

Heatmap
Table

	CHNNEL_URL	CHNNEL_ID	CHNNEL_NM	LWPRT_CTGRY_NM	COLCT_DE
CHNNEL_URL	1.000	1.000	1.000	0.992	0.000
CHNNEL_ID	1.000	1.000	1.000	0.992	0.000
CHNNEL_NM	1.000	1.000	1.000	0.992	0.000
LWPRT_CTGRY_NM	0.992	0.992	0.992	1.000	0.000
COLCT_DE	0.000	0.000	0.000	0.000	1.000

Heatmap
Table

	SEQ_NO	SBSCRB_CO	VIEWS_CO	LIKE_CO	DISLIKE_CO	COMMENT_CO	DPI_VALUE	DV_VALUE	RSPN_SM_CO	RSPN_IRDS_CO	CHNNEL_ID	CHNNEL_NM	CHNNEL_URL	LWPRT_CTGRY_NM	COLCT_DE
SEQ_NO	1.000	0.233	-0.038	-0.126	-0.138	-0.139	-0.114	-0.114	-0.040	0.071	0.000	0.000	0.000	0.000	0.827
SBSCRB_CO	0.233	1.000	0.368	0.721	0.688	0.343	0.900	0.900	0.367	0.423	0.996	0.996	0.996	0.996	0.000
VIEWS_CO	-0.038	0.368	1.000	0.791	0.825	0.981	0.337	0.337	1.000	0.522	0.695	0.695	0.695	0.309	0.000
LIKE_CO	-0.126	0.721	0.791	1.000	0.982	0.805	0.706	0.706	0.792	0.525	0.992	0.992	0.992	0.300	0.000
DISLIKE_CO	-0.138	0.688	0.825	0.982	1.000	0.825	0.662	0.662	0.825	0.536	0.695	0.695	0.695	0.309	0.000
COMMENT_CO	-0.139	0.343	0.981	0.805	0.825	1.000	0.345	0.345	0.981	0.500	0.695	0.695	0.695	0.309	0.000
DPI_VALUE	-0.114	0.900	0.337	0.706	0.662	0.345	1.000	1.000	0.337	0.409	0.837	0.837	0.837	0.635	0.000
DV_VALUE	-0.114	0.900	0.337	0.706	0.662	0.345	1.000	1.000	0.337	0.409	0.837	0.837	0.837	0.635	0.000
RSPN_SM_CO	-0.040	0.367	1.000	0.792	0.825	0.981	0.337	0.337	1.000	0.521	0.695	0.695	0.695	0.309	0.000
RSPN_IRDS_CO	0.071	0.423	0.522	0.525	0.536	0.500	0.409	0.409	0.521	1.000	0.507	0.507	0.507	0.257	0.000
CHNNEL_ID	0.000	0.996	0.695	0.992	0.695	0.695	0.837	0.837	0.695	0.507	1.000	1.000	1.000	0.992	0.000
CHNNEL_NM	0.000	0.996	0.695	0.992	0.695	0.695	0.837	0.837	0.695	0.507	1.000	1.000	1.000	0.992	0.000
CHNNEL_URL	0.000	0.996	0.695	0.992	0.695	0.695	0.837	0.837	0.695	0.507	1.000	1.000	1.000	0.992	0.000
LWPRT_CTGRY_NM	0.000	0.996	0.309	0.300	0.309	0.309	0.635	0.635	0.309	0.257	0.992	0.992	0.992	1.000	0.000
COLCT_DE	0.827	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	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

	SEQ_NO	CHNNEL_CL_NM	CHNNEL_ID	CHNNEL_NM	CHNNEL_URL	UPPER_CTGRY_NM	LWPRT_CTGRY_NM	COLCT_DE	SBSCRB_CO	VIEWS_CO	LIKE_CO	DISLIKE_CO	COMMENT_CO	DPI_VALUE	DV_VALUE	RSPN_SM_CO	RSPN_IRDS_CO
0	72307	youtube	UCid83oPnsL-4ZEo8CyQr6Rg	플레이리스트	https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg	문화	방송	2021-01-01	2570000	47280412	911343	15969	86501	1329186.299955	6127548.842793	48294225	669142
1	72360	youtube	UCid83oPnsL-4ZEo8CyQr6Rg	플레이리스트	https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg	문화	방송	2021-01-02	2570000	46818660	889286	15904	84614	1350374.450211	6225226.215475	47808464	-485761
2	72405	youtube	UCid83oPnsL-4ZEo8CyQr6Rg	플레이리스트	https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg	문화	방송	2021-01-03	2570000	47525370	897014	16017	85022	1365526.954296	6295079.259304	48523423	714959
3	72454	youtube	UCid83oPnsL-4ZEo8CyQr6Rg	플레이리스트	https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg	문화	방송	2021-01-04	2580000	45415457	850036	14477	80418	1371231.20353	6321375.848275	46360388	-2163035
4	72495	youtube	UCid83oPnsL-4ZEo8CyQr6Rg	플레이리스트	https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg	문화	방송	2021-01-05	2580000	45095860	842526	14457	80180	1380664.506257	6364863.373844	46033023	-327365
5	72559	youtube	UCid83oPnsL-4ZEo8CyQr6Rg	플레이리스트	https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg	문화	방송	2021-01-06	2580000	41844912	796637	11164	76479	1383719.29837	6378945.965485	42729192	-3303831
6	72626	youtube	UCid83oPnsL-4ZEo8CyQr6Rg	플레이리스트	https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg	문화	방송	2021-01-07	2580000	42321726	801439	11252	76914	1374060.442562	6334418.640211	43211331	482139
7	72675	youtube	UCid83oPnsL-4ZEo8CyQr6Rg	플레이리스트	https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg	문화	방송	2021-01-08	2580000	41657224	796158	10403	76232	1367553.53784	6304421.809441	42540017	-671314
8	72698	youtube	UCid83oPnsL-4ZEo8CyQr6Rg	플레이리스트	https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg	문화	방송	2021-01-09	2580000	41270838	787088	9520	75349	1388121.862816	6399241.787583	42142795	-397222
9	72782	youtube	UCid83oPnsL-4ZEo8CyQr6Rg	플레이리스트	https://www.youtube.com/channel/UCid83oPnsL-4ZEo8CyQr6Rg	문화	방송	2021-01-10	2580000	41943196	793557	9618	75709	1403682.318572	6470975.488617	42822080	679285

	SEQ_NO	CHNNEL_CL_NM	CHNNEL_ID	CHNNEL_NM	CHNNEL_URL	UPPER_CTGRY_NM	LWPRT_CTGRY_NM	COLCT_DE	SBSCRB_CO	VIEWS_CO	LIKE_CO	DISLIKE_CO	COMMENT_CO	DPI_VALUE	DV_VALUE	RSPN_SM_CO	RSPN_IRDS_CO
114	73372	youtube	UCmjNKt6kITwaZTqvWuaSPLg	SBS Entertainment	https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg	문화	방송	2021-01-22	5190000	2461192	23619	610	2726	3190407.436557	14707778.282527	2488147	367887
115	73399	youtube	UCmjNKt6kITwaZTqvWuaSPLg	SBS Entertainment	https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg	문화	방송	2021-01-23	5190000	2581551	25436	664	3020	3169565.205383	14611695.596817	2610671	122524
116	73485	youtube	UCmjNKt6kITwaZTqvWuaSPLg	SBS Entertainment	https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg	문화	방송	2021-01-24	5200000	448558	6863	183	919	2281320.068068	10516885.513792	456523	-2154148
117	73507	youtube	UCmjNKt6kITwaZTqvWuaSPLg	SBS Entertainment	https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg	문화	방송	2021-01-25	5200000	687553	9081	233	1228	2302563.763486	10614818.949671	698095	241572
118	73552	youtube	UCmjNKt6kITwaZTqvWuaSPLg	SBS Entertainment	https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg	문화	방송	2021-01-26	5200000	1017566	11703	351	1272	2249727.591413	10371244.196412	1030892	332797
119	73606	youtube	UCmjNKt6kITwaZTqvWuaSPLg	SBS Entertainment	https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg	문화	방송	2021-01-27	5210000	1028643	9421	362	1047	2284810.036246	10532974.267093	1039473	8581
120	73664	youtube	UCmjNKt6kITwaZTqvWuaSPLg	SBS Entertainment	https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg	문화	방송	2021-01-28	5210000	1037539	9076	382	989	2279282.317492	10507491.483637	1047986	8513
121	73722	youtube	UCmjNKt6kITwaZTqvWuaSPLg	SBS Entertainment	https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg	문화	방송	2021-01-29	5220000	1284717	13669	503	1434	2272285.937413	10475238.171475	1300323	252337
122	73762	youtube	UCmjNKt6kITwaZTqvWuaSPLg	SBS Entertainment	https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg	문화	방송	2021-01-30	5220000	271107	6918	115	668	2257251.948188	10405931.481146	278808	-1021515
123	73801	youtube	UCmjNKt6kITwaZTqvWuaSPLg	SBS Entertainment	https://www.youtube.com/channel/UCmjNKt6kITwaZTqvWuaSPLg	문화	방송	2021-01-31	5220000	248268	8221	127	932	2272532.473017	10476374.700607	257548	-21260

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Interactions

Correlations

Missing values

Sample