Produce 101 seasons 1 & 2 data analysis
Olina Liang
January 21, 2018
Produce 101 introduction
- Produce 101 is a korean survival reality show on Mnet.
- It is a large-scale project in which the public (called ‘national producers’) “produces” a unit group by choosing 11 members among 101 trainees from over 50 entertainment companies.
- The show has 11 episodes.
- In the first two episodes, the trainees’ are ranked by judges from A to E based on their perfromance which determines their position in the first trailor. And in each episode, their ranking are calculated by votings by viewers, the bottom ones are eliminated.
- There are different votings based on their performance in different tasks.
- Season 1 consist of all girls while season 2 is all boys.
- This project aims to explore which kind of trainees are more likely to debut.
Packages
library(readxl)
library(rvest)
library(ggplot2)
library(tidyverse)
library(gridExtra)
library(stringr)
library(ggvis)
library(ggbio)
library(knitr)
library(kableExtra)
library(dplyr)
library(plotly)
library(modelr)Cleaning data
Data
- Data from webpage (Wikipedia)
- https://en.wikipedia.org/wiki/List_of_Produce_101_contestants
- https://en.wikipedia.org/wiki/List_of_Produce_101_Season_2_contestants
- Korean TV show produce 101, seasons 1 and 2
- Tables for overall rank & performances for different tasks
Get data from web
- Using “read_html”
Functions for cleaning data
- Cleaned name of trainees
- Changed type of age and ranking to integers
- Assigned evaluation numeric values
- Added variable “gender”
Combine tables
- Combine table containing info about height, weight and training time to original tables from wikipedia
Calculations
- Calculate training time(months) from training month & year.
- Calculate difference between second and first judge evaluation.
- Calculate age when trainees started training.
Combine to one big dataframe
df <- rbind(pd101_s1_trainee, pd101_s2_trainee)Data tables
Data table season 1
| Company | Name | Age | Evaluation1 | Evaluation2 | Ranking_ep1 | Ranking_ep2 | Ranking_ep3 | Ranking_ep5 | Votes_ep5 | Ranking_ep6 | Ranking_ep8 | Votes_ep8 | Ranking_ep10 | Votes_ep10 | Ranking_ep11 | Votes_ep11 | Ranking_final | evaluation1_num | evaluation2_num | Gender | Height | Training_time_years | Training_time_month | Weight | Training_time | Evaluation_diff | age_strt_train |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Individual Trainee | Kang Si-won | 20 | F | C | 46 | 45 | 39 | 39 | 56224 | 29 | 36 | 206504 | NA | NA | NA | NA | 36 | 5 | 3 | F | 173.0 | 2 | 0 | 53.0 | 24 | -2 | 18 |
| Individual Trainee | Kim Min-jung | 14 | D | F | 29 | 34 | 43 | 51 | 39033 | 39 | 45 | 127877 | NA | NA | NA | NA | 45 | 4 | 5 | F | 152.0 | 5 | 6 | 40.0 | 66 | 1 | 9 |
| Individual Trainee | Kim Seo-kyoung | 17 | B | A | 34 | 43 | 45 | 30 | 72474 | 22 | 27 | 300125 | 30 | 6871 | NA | NA | 30 | 2 | 1 | F | 155.0 | 2 | 0 | 42.0 | 24 | -1 | 15 |
| Individual Trainee | Kim Si-hyeon | 17 | F | D | 22 | 30 | 36 | 35 | 60090 | 37 | 40 | 150271 | NA | NA | NA | NA | 40 | 5 | 4 | F | 154.0 | 0 | 4 | 43.0 | 4 | -1 | 17 |
| Individual Trainee | Kim Si-hyeon | 17 | F | D | 22 | 30 | 36 | 35 | 60090 | 37 | 40 | 150271 | NA | NA | NA | NA | 40 | 5 | 4 | F | 168.0 | 1 | 0 | 49.0 | 12 | -1 | 16 |
| Individual Trainee | Seong Hye-min | 27 | D | F | 39 | 51 | 53 | 55 | 33641 | 25 | 24 | 329366 | 28 | 7129 | NA | NA | 28 | 4 | 5 | F | 169.0 | 5 | 2 | 51.0 | 62 | 1 | 22 |
| &August Entertainment | Yoon Seo-hyeung | 21 | F | D | 58 | 25 | 22 | 29 | 73558 | 35 | 37 | 187021 | NA | NA | NA | NA | 37 | 5 | 4 | F | 163.0 | 0 | 2 | 44.0 | 2 | -1 | 21 |
| 101 Doors | Kim Ha-yun | 22 | F | 93 | 56 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 5 | 0 | F | 158.0 | 2 | 6 | 46.0 | 30 | -5 | 20 | |
| 2able Company | Park Hae-young | 18 | A | B | 97 | 81 | 79 | 43 | 47662 | 38 | 38 | 172797 | NA | NA | NA | NA | 38 | 1 | 2 | F | 165.0 | 1 | 0 | 57.0 | 12 | 1 | 17 |
| Astory Entertainment | Park Ga-eul | 17 | B | C | 87 | 100 | 75 | 46 | 41873 | 51 | 52 | 103784 | NA | NA | NA | NA | 52 | 2 | 3 | F | 164.0 | 0 | 6 | 48.0 | 6 | 1 | 17 |
| Astory Entertainment | Yim Kyung-ha | 19 | A | 88 | 48 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 0 | F | 164.0 | 0 | 6 | 41.0 | 6 | -1 | 19 | |
| Blessing Entertainment | Kim Do-hee | 19 | F | F | 48 | 68 | 70 | 81 | 21485 | NA | NA | NA | NA | NA | NA | NA | 81 | 5 | 5 | F | 165.0 | 0 | 8 | 47.0 | 8 | 0 | 19 |
| Blessing Entertainment | Kim Sol-ee | 15 | F | F | 98 | 95 | 96 | 92 | 19899 | NA | NA | NA | NA | NA | NA | NA | 92 | 5 | 5 | F | 172.7 | 1 | 2 | 53.0 | 14 | 0 | 14 |
| Blessing Entertainment | Bang Joon-hee | 18 | F | C | 73 | 88 | 97 | 94 | 18579 | NA | NA | NA | NA | NA | NA | NA | 94 | 5 | 3 | F | 164.0 | 1 | 6 | 45.0 | 18 | -2 | 17 |
| Blessing Entertainment | Ahn Yu-mi | 19 | D | F | 92 | 98 | 90 | 63 | 27793 | NA | NA | NA | NA | NA | NA | NA | 63 | 4 | 5 | F | 168.0 | 1 | 2 | 50.0 | 14 | 1 | 18 |
| Blessing Entertainment | Oh Han-areum | 18 | F | F | 66 | 85 | 92 | 83 | 21245 | NA | NA | NA | NA | NA | NA | NA | 83 | 5 | 5 | F | 162.0 | 2 | 2 | 49.0 | 26 | 0 | 16 |
| Cani Star Entertainment | Park Ha-yi | 28 | F | D | 43 | 50 | 50 | 54 | 34459 | 45 | 51 | 106057 | NA | NA | NA | NA | 51 | 5 | 4 | F | 165.0 | 2 | 0 | 43.0 | 24 | -1 | 26 |
| Chorokbaem Juna | Ng Sze Kai | 22 | B | B | 53 | 52 | 19 | 17 | 176067 | 21 | 28 | 298495 | 23 | 14138 | NA | NA | 23 | 2 | 2 | F | 165.0 | 2 | 0 | 47.0 | 24 | 0 | 20 |
| Chungchun Music | Kang Si-ra | 25 | B | B | 42 | 60 | 62 | 59 | 29703 | 61 | 29 | 290109 | 16 | 26526 | 22 | 40759 | 22 | 2 | 2 | F | 161.0 | 4 | 4 | 45.0 | 52 | 0 | 21 |
| Clear Company | Ma Eun-jin | 19 | F | 65 | 36 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 5 | 0 | F | 164.7 | 1 | 5 | 49.0 | 17 | -5 | 18 | |
| CMG Chorok Stars | Lim Hyo-sun | 18 | D | F | 54 | 38 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 4 | 5 | F | 170.0 | 6 | 0 | 54.0 | 72 | 1 | 12 |
| Cube Entertainment | Kwon Eun-bean | 16 | A | D | 10 | 10 | 12 | 16 | 179721 | 15 | 25 | 310972 | 35 | 2353 | NA | NA | 35 | 1 | 4 | F | 167.0 | 2 | 0 | 48.0 | 24 | 3 | 14 |
| Cube Entertainment | Lee Youn-seo | 14 | F | B | 18 | 21 | 29 | 38 | 56821 | 58 | 59 | 73702 | NA | NA | NA | NA | 59 | 5 | 2 | F | 162.0 | 1 | 6 | 43.0 | 18 | -3 | 13 |
| Cube Entertainment | Jeon So-yeon | 18 | A | A | 23 | 11 | 11 | 10 | 230395 | 18 | 19 | 372952 | 20 | 19045 | 20 | 78058 | 20 | 1 | 1 | F | 157.0 | 1 | 6 | 44.0 | 18 | 0 | 17 |
| DSP Media | Yun Chae-kyoung | 20 | D | C | 15 | 14 | 15 | 21 | 149977 | 20 | 15 | 460700 | 7 | 53255 | 16 | 128454 | 16 | 4 | 3 | F | 160.0 | 4 | 4 | 45.0 | 52 | -1 | 16 |
| DSP Media | Cho Shi-yoon | 20 | D | D | 21 | 15 | 17 | 27 | 102110 | 41 | 41 | 146681 | NA | NA | NA | NA | 41 | 4 | 4 | F | 160.0 | 4 | 4 | 43.0 | 52 | 0 | 16 |
| Duble Kick Company | Heo Chan-mi | 24 | A | B | 16 | 7 | 9 | 15 | 184926 | 28 | 33 | 249026 | 26 | 8571 | NA | NA | 26 | 1 | 2 | F | 161.0 | 10 | 4 | 45.0 | 124 | 1 | 14 |
| ECUBE Media | Kim Seol-a | 25 | D | F | 91 | 80 | 86 | 82 | 21394 | NA | NA | NA | NA | NA | NA | NA | 82 | 4 | 5 | F | 163.0 | 3 | 4 | 44.0 | 40 | 1 | 22 |
| Fantagio | Kim Do-yeon | 17 | B | A | 28 | 22 | 14 | 13 | 203007 | 8 | 7 | 841749 | 11 | 44873 | 8 | 200069 | 8 | 2 | 1 | F | 170.0 | 1 | 5 | 50.0 | 17 | -1 | 16 |
| Fantagio | Lee Soo-min | 17 | F | A | 89 | 87 | 77 | 45 | 43932 | 46 | 34 | 243513 | 31 | 6749 | NA | NA | 31 | 5 | 1 | F | 166.0 | 4 | 6 | 47.0 | 54 | -4 | 13 |
| Fantagio | Jung Hae-rim | 18 | C | C | 47 | 57 | 54 | 44 | 43960 | 44 | 47 | 119148 | NA | NA | NA | NA | 47 | 3 | 3 | F | 161.0 | 3 | 0 | 46.0 | 36 | 0 | 15 |
| Fantagio | Choi Yoo-jung | 17 | D | A | 11 | 13 | 8 | 3 | 392773 | 2 | 2 | 1286447 | 3 | 128004 | 3 | 438778 | 3 | 4 | 1 | F | 159.0 | 4 | 7 | 44.0 | 55 | -3 | 13 |
| Fantagio | Chu Ye-jin | 15 | F | F | 36 | 37 | 42 | 50 | 41048 | 47 | 46 | 126296 | NA | NA | NA | NA | 46 | 5 | 5 | F | 160.0 | 2 | 5 | 47.0 | 29 | 0 | 13 |
| FM Entertainment | Yun Yu-dam | 19 | B | D | 79 | 99 | 76 | 95 | 18206 | NA | NA | NA | NA | NA | NA | NA | 95 | 2 | 4 | F | 168.0 | 1 | 4 | 48.0 | 16 | 2 | 18 |
| Happy Face Entertainment | Kim Si-hyeon | 17 | F | B | 57 | 71 | 69 | 64 | 27656 | NA | NA | NA | NA | NA | NA | NA | 64 | 5 | 2 | F | 154.0 | 0 | 4 | 43.0 | 4 | -3 | 17 |
| Happy Face Entertainment | Kim Si-hyeon | 17 | F | B | 57 | 71 | 69 | 64 | 27656 | NA | NA | NA | NA | NA | NA | NA | 64 | 5 | 2 | F | 168.0 | 1 | 0 | 49.0 | 12 | -3 | 16 |
| Happy Face Entertainment | Kim Woo-jung | 24 | B | C | 67 | 90 | 82 | 74 | 23795 | NA | NA | NA | NA | NA | NA | NA | 74 | 2 | 3 | F | 162.0 | 7 | 4 | 47.0 | 88 | 1 | 17 |
| Happy Face Entertainment | Kim Ja-yeon | 25 | F | D | 99 | 97 | 84 | 86 | 20932 | NA | NA | NA | NA | NA | NA | NA | 86 | 5 | 4 | F | 164.0 | 4 | 2 | 47.0 | 50 | -1 | 21 |
| Happy Face Entertainment | Kim Ji-sung | 20 | D | B | 77 | 84 | 66 | 68 | 26566 | NA | NA | NA | NA | NA | NA | NA | 68 | 4 | 2 | F | 169.0 | 6 | 4 | 44.0 | 76 | -2 | 14 |
| Happy Face Entertainment | Kim Hong-eun | 17 | C | F | 80 | 91 | 80 | 80 | 21598 | NA | NA | NA | NA | NA | NA | NA | 80 | 3 | 5 | F | 170.0 | 1 | 10 | 53.0 | 22 | 2 | 16 |
| Happy Face Entertainment | Lee Su-hyeon | 20 | D | B | 71 | 89 | 94 | 79 | 21762 | NA | NA | NA | NA | NA | NA | NA | 79 | 4 | 2 | F | 161.0 | 0 | 4 | 44.0 | 4 | -2 | 20 |
| Happy Face Entertainment | Hwang Soo-yeon | 24 | B | C | 69 | 63 | 56 | 56 | 30858 | 36 | 39 | 158248 | NA | NA | NA | NA | 39 | 2 | 3 | F | 168.0 | 6 | 4 | 54.0 | 76 | 1 | 18 |
| Happy Face Entertainment | Hwang A-young | 21 | D | D | 81 | 70 | 64 | 61 | 28223 | 53 | 56 | 89095 | NA | NA | NA | NA | 56 | 4 | 4 | F | 157.0 | 6 | 4 | 42.0 | 76 | 0 | 15 |
| Hello Music Entertainment | Kim Da-jeong | 21 | D | C | 45 | 61 | 59 | 62 | 28000 | NA | NA | NA | NA | NA | NA | NA | 62 | 4 | 3 | F | 170.0 | 2 | 2 | 54.0 | 26 | -1 | 19 |
| Jellyfish Entertainment | Kang Mi-na | 17 | A | A | 8 | 3 | 3 | 5 | 376977 | 3 | 3 | 1212720 | 18 | 21646 | 9 | 173762 | 9 | 1 | 1 | F | 162.0 | 1 | 1 | 48.0 | 13 | 0 | 16 |
| Jellyfish Entertainment | Kim Na-young | 21 | A | A | 9 | 5 | 7 | 9 | 250552 | 5 | 5 | 931084 | 15 | 28167 | 14 | 133247 | 14 | 1 | 1 | F | 169.0 | 2 | 3 | 50.0 | 27 | 0 | 19 |
| Jellyfish Entertainment | Kim Se-jeong | 20 | A | A | 2 | 2 | 2 | 1 | 559694 | 1 | 1 | 1473685 | 2 | 131612 | 2 | 525352 | 2 | 1 | 1 | F | 164.0 | 1 | 11 | 48.0 | 23 | 0 | 19 |
| JYP Entertainment | Ennik Somi Douma | 15 | A | B | 1 | 1 | 1 | 2 | 528772 | 4 | 4 | 1201490 | 1 | 380783 | 1 | 858333 | 1 | 1 | 2 | F | 168.0 | 2 | 0 | 48.0 | 24 | 1 | 13 |
| Kconic Entertainment | Kim Min-ji | 23 | D | F | 44 | 44 | 38 | 34 | 63132 | 43 | 44 | 133093 | NA | NA | NA | NA | 44 | 4 | 5 | F | 160.0 | 4 | 3 | 42.0 | 51 | 1 | 19 |
| Kconic Entertainment | Kim Hyeong-eun | 22 | C | B | 35 | 49 | 41 | 37 | 59191 | 32 | 23 | 332712 | 33 | 4538 | NA | NA | 33 | 3 | 2 | F | 160.0 | 7 | 0 | 39.0 | 84 | -1 | 15 |
| Kconic Entertainment | Park Se-hee | 23 | C | F | 60 | 58 | 48 | 49 | 41203 | 52 | 43 | 133442 | NA | NA | NA | NA | 43 | 3 | 5 | F | 161.0 | 1 | 2 | 43.0 | 14 | 2 | 22 |
| Kconic Entertainment | Lee Jin-hee | 25 | D | F | 83 | 65 | 46 | 47 | 41286 | 54 | 54 | 99712 | NA | NA | NA | NA | 54 | 4 | 5 | F | 165.0 | 3 | 3 | 47.8 | 39 | 1 | 22 |
| LOEN Entertainment | Park So-yeon | 17 | A | A | 30 | 26 | 21 | 20 | 156148 | 26 | 30 | 289217 | 17 | 23575 | 18 | 100001 | 18 | 1 | 1 | F | 168.0 | 2 | 2 | 49.0 | 26 | 0 | 15 |
| LOUDers Entertainment | Kim Bo-seon | 22 | D | D | 84 | 79 | 83 | 96 | 18034 | NA | NA | NA | NA | NA | NA | NA | 96 | 4 | 4 | F | 163.0 | 2 | 0 | 47.0 | 24 | 0 | 20 |
| LOUDers Entertainment | Lee Seo-jeong | 16 | F | D | 100 | 96 | 95 | 85 | 21018 | NA | NA | NA | NA | NA | NA | NA | 85 | 5 | 4 | F | 163.0 | 1 | 1 | 49.0 | 13 | -1 | 15 |
| LOUDers Entertainment | Hwang Se-young | 22 | C | D | 78 | 59 | 57 | 67 | 26981 | NA | NA | NA | NA | NA | NA | NA | 67 | 3 | 4 | F | 172.0 | 1 | 4 | 52.0 | 16 | 1 | 21 |
| M&H | Kim Chung-ha | 20 | A | A | 37 | 39 | 23 | 14 | 193820 | 13 | 13 | 462668 | 5 | 89323 | 4 | 403633 | 4 | 1 | 1 | F | 161.0 | 3 | 3 | 44.0 | 39 | 0 | 17 |
| M&H | Oh Seo-jung | 21 | B | A | 51 | 42 | 31 | 41 | 51381 | 49 | 49 | 117986 | NA | NA | NA | NA | 49 | 2 | 1 | F | 164.0 | 2 | 3 | 49.0 | 27 | -1 | 19 |
| M2 Project | Pyun Kang-yoon | 24 | F | F | 95 | 75 | 68 | 78 | 21908 | NA | NA | NA | NA | NA | NA | NA | 78 | 5 | 5 | F | 167.8 | 6 | 4 | 50.0 | 76 | 0 | 18 |
| Magic Fresh Company | Nam Su-jin | 21 | C | C | 82 | 76 | 81 | 91 | 20189 | NA | NA | NA | NA | NA | NA | NA | 91 | 3 | 3 | F | 168.0 | 0 | 9 | 45.0 | 9 | 0 | 21 |
| Magic Fresh Company | Park Min-ji | 17 | B | A | 70 | 82 | 85 | 71 | 24772 | NA | NA | NA | NA | NA | NA | NA | 71 | 2 | 1 | F | 164.0 | 0 | 6 | 49.0 | 6 | -1 | 17 |
| MAJESTY | Niwa Shiori | 22 | D | B | 68 | 69 | 71 | 77 | 23045 | NA | NA | NA | NA | NA | NA | NA | 77 | 4 | 2 | F | 162.0 | 1 | 2 | 48.0 | 14 | -2 | 21 |
| MAJESTY | An Ye-seul | 21 | B | B | 38 | 41 | 30 | 25 | 106322 | 34 | 26 | 301814 | 32 | 6046 | NA | NA | 32 | 2 | 2 | F | 161.0 | 0 | 10 | 46.5 | 10 | 0 | 21 |
| MBK Entertainment | Ki Heui-hyeon | 21 | C | A | 6 | 9 | 5 | 6 | 294540 | 12 | 12 | 481070 | 13 | 35118 | 19 | 98849 | 19 | 3 | 1 | F | 167.0 | 1 | 6 | 46.0 | 18 | -2 | 20 |
| MBK Entertainment | Kim Danielle | 17 | B | A | 7 | 6 | 4 | 7 | 273930 | 14 | 18 | 419427 | 24 | 12581 | NA | NA | 24 | 2 | 1 | F | 172.0 | 4 | 9 | 50.0 | 57 | -1 | 13 |
| MBK Entertainment | Jung Chae-yeon | 19 | C | C | 4 | 8 | 10 | 8 | 251469 | 10 | 9 | 696808 | 12 | 43820 | 7 | 215338 | 7 | 3 | 3 | F | 166.0 | 0 | 8 | 49.0 | 8 | 0 | 19 |
| Midas Entertainment | Kim Yeon-kyeong | 20 | B | C | 75 | 83 | 88 | 52 | 38506 | 60 | 58 | 74668 | NA | NA | NA | NA | 58 | 2 | 3 | F | 168.0 | 1 | 9 | 48.0 | 21 | 1 | 19 |
| Midas Entertainment | Shin Hye-hyeon | 17 | F | C | 85 | 86 | 93 | 90 | 20752 | NA | NA | NA | NA | NA | NA | NA | 90 | 5 | 3 | F | 162.0 | 1 | 5 | 48.0 | 17 | -2 | 16 |
| Midas Entertainment | Lee Chae-lin | 17 | D | D | 74 | 93 | 91 | 87 | 20868 | NA | NA | NA | NA | NA | NA | NA | 87 | 4 | 4 | F | 162.0 | 1 | 6 | 47.0 | 18 | 0 | 16 |
| Midas Entertainment | Choi Yu-bin | 17 | C | D | 56 | 67 | 74 | 88 | 20829 | NA | NA | NA | NA | NA | NA | NA | 88 | 3 | 4 | F | 161.0 | 1 | 5 | 46.8 | 17 | 1 | 16 |
| Midas Entertainment | Katherine C. Lee | 15 | D | F | 72 | 73 | 73 | 89 | 20807 | NA | NA | NA | NA | NA | NA | NA | 89 | 4 | 5 | F | 168.0 | 0 | 10 | 48.0 | 10 | 1 | 15 |
| Midas Entertainment | Han Ji-yeon | 21 | D | F | 55 | 55 | 58 | 76 | 23566 | NA | NA | NA | NA | NA | NA | NA | 76 | 4 | 5 | F | 167.0 | 1 | 6 | 46.0 | 18 | 1 | 20 |
| MJ Entertainment | Kim Mi-so | 16 | D | C | 52 | 74 | 63 | 73 | 24114 | NA | NA | NA | NA | NA | NA | NA | 73 | 4 | 3 | F | 165.0 | 0 | 5 | 46.0 | 5 | -1 | 16 |
| MJ Entertainment | Yu Su-a | 19 | A | D | 64 | 78 | 65 | 57 | 30609 | 48 | 53 | 100141 | NA | NA | NA | NA | 53 | 1 | 4 | F | 161.0 | 1 | 0 | 43.0 | 12 | 3 | 18 |
| MJ Entertainment | Heo Saem | 23 | C | F | 61 | 66 | 67 | 75 | 23722 | NA | NA | NA | NA | NA | NA | NA | 75 | 3 | 5 | F | 166.0 | 1 | 11 | 48.0 | 23 | 2 | 22 |
| Music K Entertainment | Kim Ju-na | 22 | C | F | 76 | 24 | 20 | 19 | 161825 | 24 | 21 | 371978 | 34 | 3450 | NA | NA | 34 | 3 | 5 | F | 168.0 | 3 | 9 | 57.0 | 45 | 2 | 19 |
| Music Works | Kim So-hee | 21 | C | C | 13 | 17 | 24 | 23 | 109501 | 30 | 22 | 363818 | 6 | 54538 | 15 | 128527 | 15 | 3 | 3 | F | 162.0 | 1 | 4 | 41.0 | 16 | 0 | 20 |
| Mystic Entertainment | Kim Su-hyun | 16 | C | D | 41 | 47 | 47 | 69 | 26139 | NA | NA | NA | NA | NA | NA | NA | 69 | 3 | 4 | F | 161.0 | 0 | 11 | 45.0 | 11 | 1 | 16 |
| Next Level Entertainment | Lee Se-heun | 17 | B | C | 86 | 92 | 89 | 93 | 18731 | NA | NA | NA | NA | NA | NA | NA | 93 | 2 | 3 | F | 159.0 | 2 | 0 | 48.0 | 24 | 1 | 15 |
| Nextar Entertainment | Moon Hyun-ju | 18 | F | F | 59 | 101 | 87 | 97 | 16736 | NA | NA | NA | NA | NA | NA | NA | 97 | 5 | 5 | F | 170.0 | 3 | 4 | 46.0 | 40 | 0 | 15 |
| Nextar Entertainment | Choi Eun-bin | 23 | C | C | 90 | 77 | 72 | 70 | 25659 | NA | NA | NA | NA | NA | NA | NA | 70 | 3 | 3 | F | 163.0 | 3 | 10 | 47.0 | 46 | 0 | 20 |
| NHemg | Hwang Ri-yu | 18 | F | F | 96 | 64 | 61 | 66 | 27042 | NA | NA | NA | NA | NA | NA | NA | 66 | 5 | 5 | F | 158.0 | 2 | 8 | 48.0 | 32 | 0 | 16 |
| Pledis Entertainment | Gang Gyeong-won | 19 | C | D | 49 | 40 | 37 | 31 | 71200 | 42 | 48 | 118171 | NA | NA | NA | NA | 48 | 3 | 4 | F | 170.0 | 1 | 7 | 50.0 | 19 | 1 | 18 |
| Pledis Entertainment | Kang Yae-bin | 18 | A | A | 20 | 20 | 26 | 28 | 88277 | 27 | 32 | 250556 | 29 | 6879 | NA | NA | 29 | 1 | 1 | F | 162.5 | 4 | 0 | 49.0 | 48 | 0 | 14 |
| Pledis Entertainment | Kim Min-kyoeng | 19 | F | B | 26 | 29 | 32 | 42 | 50652 | 40 | 42 | 141623 | NA | NA | NA | NA | 42 | 5 | 2 | F | 172.0 | 2 | 1 | 49.0 | 25 | -3 | 17 |
| Pledis Entertainment | Park Si-yeon | 16 | B | B | 27 | 33 | 40 | 26 | 105963 | 17 | 20 | 372295 | 25 | 11009 | NA | NA | 25 | 2 | 2 | F | 163.0 | 7 | 0 | 51.0 | 84 | 0 | 9 |
| Pledis Entertainment | Lim Na-young | 21 | B | A | 32 | 31 | 33 | 24 | 107785 | 11 | 11 | 665898 | 9 | 48110 | 10 | 138726 | 10 | 2 | 1 | F | 171.0 | 4 | 7 | 50.0 | 55 | -1 | 17 |
| Pledis Entertainment | Jung Eun-woo | 18 | D | B | 5 | 12 | 13 | 18 | 175904 | 16 | 17 | 438879 | 21 | 14986 | 21 | 42461 | 21 | 4 | 2 | F | 167.0 | 2 | 10 | 48.0 | 34 | -2 | 16 |
| Pledis Entertainment | Zhou Jieqiong | 18 | A | A | 3 | 4 | 6 | 4 | 387537 | 6 | 6 | 885556 | 19 | 19252 | 6 | 218338 | 6 | 1 | 1 | F | 166.0 | 5 | 5 | 47.0 | 65 | 0 | 13 |
| RedLine Entertainment | Kim So-hye | 17 | F | F | 24 | 18 | 16 | 11 | 227670 | 7 | 8 | 833101 | 4 | 94189 | 5 | 229732 | 5 | 5 | 5 | F | 163.0 | 1 | 0 | 48.0 | 12 | 0 | 16 |
| Show Works | Hwang In-sun | 27 | D | C | 50 | 28 | 28 | 36 | 59736 | 31 | 31 | 256387 | 27 | 8114 | NA | NA | 27 | 4 | 3 | F | 165.0 | 3 | 5 | 49.0 | 41 | -1 | 24 |
| SS Entertainment | Seo Hye-lin | 21 | F | D | 25 | 32 | 44 | 65 | 27333 | NA | NA | NA | NA | NA | NA | NA | 65 | 5 | 4 | F | 167.0 | 5 | 0 | 45.0 | 60 | -1 | 16 |
| SS Entertainment | Lee Su-hyun | 20 | D | A | 14 | 23 | 25 | 32 | 65610 | 33 | 35 | 228806 | 22 | 14613 | 13 | 133900 | 13 | 4 | 1 | F | 167.0 | 1 | 10 | 50.0 | 22 | -3 | 19 |
| SS Entertainment | Lee Hae-in | 22 | C | A | 19 | 27 | 34 | 40 | 52494 | 19 | 14 | 461050 | 14 | 31059 | 17 | 116566 | 17 | 3 | 1 | F | 165.0 | 5 | 0 | 49.0 | 60 | -2 | 17 |
| Star Empire Entertainment | Kang Si-hyeon | 18 | C | F | 33 | 53 | 52 | 60 | 29124 | 59 | 61 | 65368 | NA | NA | NA | NA | 61 | 3 | 5 | F | 160.0 | 1 | 3 | 44.0 | 15 | 2 | 17 |
| Star Empire Entertainment | Kim Yun-ji | 20 | C | B | 94 | 94 | 78 | 84 | 21206 | NA | NA | NA | NA | NA | NA | NA | 84 | 3 | 2 | F | 156.0 | 2 | 5 | 45.0 | 29 | -1 | 18 |
| Star Empire Entertainment | Han Hye-ri | 19 | C | D | 12 | 16 | 18 | 22 | 125095 | 23 | 16 | 450768 | 8 | 49379 | 12 | 134128 | 12 | 3 | 4 | F | 159.0 | 0 | 11 | 42.0 | 11 | 1 | 19 |
| Star Planet Co. | Ham Ye-ji | 22 | D | F | 101 | 62 | 60 | 72 | 24485 | NA | NA | NA | NA | NA | NA | NA | 72 | 4 | 5 | F | 167.3 | 2 | 7 | 49.0 | 31 | 1 | 20 |
| Starship Entertainment | Kim Tae-ha | 18 | B | D | 17 | 19 | 27 | 33 | 64149 | 55 | 50 | 117208 | NA | NA | NA | NA | 50 | 2 | 4 | F | 163.0 | 5 | 4 | 53.0 | 64 | 2 | 13 |
| Starship Entertainment | Shim Chae-eun | 17 | C | F | 40 | 46 | 51 | 58 | 30347 | 57 | 60 | 72460 | NA | NA | NA | NA | 60 | 3 | 5 | F | 163.0 | 4 | 9 | 50.0 | 57 | 2 | 13 |
| Starship Entertainment | Yu Yeun-jung | 17 | B | A | 63 | 54 | 55 | 12 | 214691 | 9 | 10 | 684660 | 10 | 45985 | 11 | 136780 | 11 | 2 | 1 | F | 167.0 | 1 | 3 | 52.0 | 15 | -1 | 16 |
| Tipping Entertainment | Ariyoshi Risa | 23 | F | F | 62 | 72 | 49 | 48 | 41244 | 50 | 55 | 95712 | NA | NA | NA | NA | 55 | 5 | 5 | F | 157.0 | 0 | 4 | 45.0 | 4 | 0 | 23 |
| YAMA&HOTCHICKS Entertainment | Lim Jung-min | 16 | B | B | 31 | 35 | 35 | 53 | 36760 | 56 | 57 | 88074 | NA | NA | NA | NA | 57 | 2 | 2 | F | 160.0 | 0 | 10 | 43.0 | 10 | 0 | 16 |
Data table season 2
| Company | Name | Age | Evaluation1 | Evaluation2 | Ranking_ep1 | Ranking_ep2 | Ranking_ep3 | Ranking_ep5 | Votes_ep5 | Ranking_ep6 | Ranking_ep8 | Votes_ep8 | Ranking_ep10 | Votes_ep10 | Ranking_ep11 | Votes_ep11 | Ranking_final | evaluation1_num | evaluation2_num | Gender | Height | Training_time_years | Training_time_month | Weight | Training_time | Evaluation_diff | age_strt_train |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Individual Trainee | Kim Sang-been | 23 | B | A | 46 | 51 | 55 | 60 | 100142 | 39 | 48 | 379753 | NA | NA | NA | NA | 48 | 2 | 1 | M | 173 | 2 | 8 | 63 | 32 | -1 | 21 |
| Individual Trainee | Kim Jae-hwan | 22 | B | B | 27 | 18 | 18 | 16 | 569969 | 7 | 9 | 1822842 | 13 | 259776 | 4 | 1051735 | 4 | 2 | 2 | M | 175 | 4 | 2 | 61 | 50 | 0 | 18 |
| Individual Trainee | Kim Chan | 22 | D | F | 39 | 40 | 56 | 82 | 69967 | NA | NA | NA | NA | NA | NA | NA | 82 | 4 | 5 | M | 178 | 2 | 4 | 60 | 28 | 1 | 20 |
| Individual Trainee | Lee In-soo | 22 | C | B | 33 | 30 | 43 | 57 | 105599 | 56 | 57 | 256851 | NA | NA | NA | NA | 57 | 3 | 2 | M | 170 | 2 | 8 | 58 | 32 | -1 | 20 |
| Individual Trainee | Choi Dong-ha | 22 | C | B | 38 | 35 | 51 | 63 | 88032 | NA | NA | NA | NA | NA | NA | NA | 63 | 3 | 2 | M | 172 | 4 | 4 | 59 | 52 | -1 | 18 |
| 2able Company | Ju Won-tak | 22 | B | C | 92 | 83 | 94 | 62 | 88474 | NA | NA | NA | NA | NA | NA | NA | 62 | 2 | 3 | M | 178 | 4 | 2 | 60 | 50 | 1 | 18 |
| 2Y Entertainment | Lee Ki-won | 22 | D | D | 63 | 65 | 58 | 58 | 103065 | 46 | 53 | 318579 | NA | NA | NA | NA | 53 | 4 | 4 | M | 170 | 4 | 7 | 56 | 55 | 0 | 18 |
| Ardor and Able | Roh Tae-hyun | 25 | A | A | 61 | 48 | 24 | 26 | 353043 | 32 | 21 | 945314 | 25 | 143523 | NA | NA | 25 | 1 | 1 | M | 168 | 3 | 9 | 59 | 45 | 0 | 22 |
| Ardor and Able | Ha Seng-un | 24 | A | A | 34 | 28 | 23 | 21 | 459912 | 27 | 25 | 838649 | 3 | 413654 | 11 | 790302 | 11 | 1 | 1 | M | 168 | 2 | 3 | 57 | 27 | 0 | 22 |
| Banana Entertainment | Yoon Yong-bin | 23 | C | D | 80 | 73 | 67 | 73 | 77030 | NA | NA | NA | NA | NA | NA | NA | 73 | 3 | 4 | M | 178 | 1 | 2 | 65 | 14 | 1 | 22 |
| Blessing Entertainment | Yu Jin-won | 21 | C | F | 79 | 87 | 70 | 75 | 76303 | NA | NA | NA | NA | NA | NA | NA | 75 | 3 | 5 | M | 178 | 0 | 10 | 69 | 10 | 2 | 21 |
| Blessing Entertainment | Im Woo-hyeok | 24 | C | C | 49 | 53 | 57 | 66 | 86710 | NA | NA | NA | NA | NA | NA | NA | 66 | 3 | 3 | M | 172 | 3 | 3 | 55 | 39 | 0 | 21 |
| Brand New Music | Kim Dong-hyun | 20 | B | B | 42 | 46 | 35 | 39 | 163092 | 41 | 29 | 821551 | 28 | 125155 | NA | NA | 28 | 2 | 2 | M | 179 | 0 | 11 | 63 | 11 | 0 | 20 |
| Brand New Music | Park Woo-jin | 19 | A | A | 72 | 75 | 38 | 24 | 403690 | 16 | 14 | 1396889 | 6 | 372493 | 6 | 937379 | 6 | 1 | 1 | M | 174 | 1 | 2 | 60 | 14 | 0 | 18 |
| Brand New Music | Lee Dae-hwi | 17 | A | A | 3 | 3 | 2 | 7 | 809484 | 10 | 4 | 2095314 | 10 | 325990 | 3 | 1102005 | 3 | 1 | 1 | M | 172 | 2 | 4 | 53 | 28 | 0 | 15 |
| Brand New Music | Lim Young-min | 23 | B | A | 24 | 27 | 31 | 27 | 312983 | 12 | 5 | 2011798 | 17 | 197721 | 15 | 654505 | 15 | 2 | 1 | M | 181 | 1 | 2 | 66 | 14 | -1 | 22 |
| Brave Entertainment | Arredondo Samuel | 16 | A | A | 6 | 2 | 3 | 2 | 863861 | 17 | 16 | 1306508 | 5 | 378491 | 18 | 391529 | 18 | 1 | 1 | M | 174 | 5 | 3 | 54 | 63 | 0 | 11 |
| C2K Entertainment | Kim Seong-lee | 24 | B | A | 69 | 60 | 53 | 46 | 133494 | 51 | 47 | 395013 | NA | NA | NA | NA | 47 | 2 | 1 | M | 173 | 5 | 2 | 61 | 62 | -1 | 19 |
| C9 Entertainment | Bae Jin-young | 18 | C | F | 5 | 12 | 10 | 12 | 667298 | 14 | 12 | 1502905 | 4 | 389982 | 10 | 807749 | 10 | 3 | 5 | M | 175 | 0 | 10 | 62 | 10 | 2 | 18 |
| Choon Entertainment | Kim Shi-hyun | 20 | D | D | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 4 | 4 | M | 175 | 0 | 9 | 58 | 9 | 0 | 20 |
| Choon Entertainment | Jin Longguo | 22 | C | D | 44 | 49 | 37 | 34 | 195419 | 35 | 18 | 1190935 | 21 | 184303 | NA | NA | 21 | 3 | 4 | M | 175 | 1 | 6 | 57 | 18 | 1 | 21 |
| Cre.Ker Entertainment | Joo Hak-nyeon | 19 | F | F | 4 | 8 | 6 | 10 | 703391 | 9 | 10 | 1629176 | 18 | 197194 | 19 | 349040 | 19 | 5 | 5 | M | 174 | 2 | 1 | 58 | 25 | 0 | 17 |
| CS Entertainment | Cho Jin-hyung | 22 | D | B | 85 | 92 | 75 | 72 | 77924 | NA | NA | NA | NA | NA | NA | NA | 72 | 4 | 2 | M | 170 | 2 | 2 | 61 | 26 | -2 | 20 |
| Cube Entertainment | Lai Kuan-lin | 17 | D | F | 10 | 6 | 7 | 9 | 717275 | 5 | 2 | 2202665 | 20 | 188940 | 7 | 905875 | 7 | 4 | 5 | M | 181 | 0 | 6 | 63 | 6 | 1 | 17 |
| Cube Entertainment | Yu Seon-ho | 16 | F | F | 22 | 16 | 15 | 15 | 575027 | 11 | 13 | 1502513 | 16 | 209168 | 17 | 551745 | 17 | 5 | 5 | M | 178 | 0 | 6 | 56 | 6 | 0 | 16 |
| FENT | Lee Jun-woo | 20 | F | C | 30 | 36 | 33 | 41 | 157041 | 58 | 50 | 343252 | NA | NA | NA | NA | 50 | 5 | 3 | M | 184 | 0 | 11 | 65 | 11 | -2 | 20 |
| Fantagio | Ong Seong-wu | 23 | A | A | 8 | 4 | 4 | 4 | 819186 | 6 | 7 | 1998849 | 8 | 358656 | 5 | 984756 | 5 | 1 | 1 | M | 179 | 0 | 8 | 63 | 8 | 0 | 23 |
| FNC Entertainment | Yoo Hoe-seung | 23 | D | C | 43 | 39 | 49 | 56 | 109060 | 36 | 39 | 527138 | NA | NA | NA | NA | 39 | 4 | 3 | M | 174 | 0 | 5 | 64 | 5 | -1 | 23 |
| Gini Stars Entertainment | Kim Do-hyun | 26 | C | C | 86 | 69 | 86 | 92 | 64157 | NA | NA | NA | NA | NA | NA | NA | 92 | 3 | 3 | M | 171 | 4 | 4 | 61 | 52 | 0 | 22 |
| Gini Stars Entertainment | Park Hee-seok | 26 | D | C | 89 | 66 | 87 | 86 | 68008 | NA | NA | NA | NA | NA | NA | NA | 86 | 4 | 3 | M | 177 | 5 | 4 | 65 | 64 | -1 | 21 |
| Gini Stars Entertainment | Wang Min-hyeok | 24 | D | D | 98 | 85 | 98 | 89 | 66475 | NA | NA | NA | NA | NA | NA | NA | 89 | 4 | 4 | M | 178 | 1 | 10 | 55 | 22 | 0 | 23 |
| GNI Entertainment | Jeong Si-hyun | 27 | F | F | 48 | 56 | 62 | 77 | 74829 | NA | NA | NA | NA | NA | NA | NA | 77 | 5 | 5 | M | 183 | 2 | 7 | 68 | 31 | 0 | 25 |
| GON Entertainment | Hong Eun-ki | 21 | C | D | 29 | 31 | 41 | 36 | 176813 | 38 | 38 | 557008 | NA | NA | NA | NA | 38 | 3 | 4 | M | 180 | 6 | 1 | 60 | 73 | 1 | 15 |
| Hanahreum Company | Kim Tae-min | 23 | F | F | 26 | 33 | 30 | 32 | 260391 | 37 | NA | NA | NA | NA | NA | NA | 59 | 5 | 5 | M | 182 | 3 | 4 | 60 | 40 | 0 | 20 |
| HF Music Company | Park Woo-dam | 23 | C | D | 59 | 57 | 68 | 55 | 112521 | 21 | 28 | 826392 | 35 | 31975 | NA | NA | 35 | 3 | 4 | M | 173 | 0 | 7 | 57 | 7 | 1 | 23 |
| HF Music Company | Woo Jin-young | 21 | C | A | 55 | 50 | 45 | 42 | 153419 | 40 | 40 | 522149 | NA | NA | NA | NA | 40 | 3 | 1 | M | 171 | 0 | 11 | 52 | 11 | -2 | 21 |
| HF Music Company | Jeong Won-cheol | 22 | F | B | 81 | 72 | 85 | 95 | 57775 | NA | NA | NA | NA | NA | NA | NA | 95 | 5 | 2 | M | 178 | 2 | 9 | 58 | 33 | -3 | 20 |
| HF Music Company | Jo Yong-geun | 23 | F | C | 65 | 59 | 71 | 93 | 61660 | NA | NA | NA | NA | NA | NA | NA | 93 | 5 | 3 | M | 174 | 1 | 2 | 54 | 14 | -2 | 22 |
| HIM Entertainment | Park Sung-woo | 30 | F | F | 12 | 13 | 17 | 22 | 452876 | 31 | 37 | 562716 | NA | NA | NA | NA | 37 | 5 | 5 | M | 183 | 3 | 3 | 72 | 39 | 0 | 27 |
| Hunus Entertainment | Kim Sang-kyun | 23 | F | D | 47 | 38 | 47 | 43 | 152329 | 23 | 27 | 830779 | 26 | 140890 | NA | NA | 26 | 5 | 4 | M | 178 | 5 | 2 | 65 | 62 | -1 | 18 |
| I.One Entertainment | Kim Yeon-kuk | 23 | F | D | 97 | 91 | 92 | 76 | 75768 | NA | NA | NA | NA | NA | NA | NA | 76 | 5 | 4 | M | 177 | 1 | 0 | 60 | 12 | -1 | 22 |
| I.One Entertainment | Nam Yoon-sung | 22 | F | C | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 5 | 3 | M | 181 | 3 | 3 | 62 | 39 | -2 | 19 |
| I.One Entertainment | Ryu Ho-yeon | 20 | F | C | 96 | 95 | 93 | 87 | 67707 | NA | NA | NA | NA | NA | NA | NA | 87 | 5 | 3 | M | 177 | 1 | 2 | 63 | 14 | -2 | 19 |
| I.One Entertainment | Choi Hee-soo | 21 | F | F | 68 | 79 | 79 | 96 | 55959 | NA | NA | NA | NA | NA | NA | NA | 96 | 5 | 5 | M | 177 | 1 | 4 | 59 | 16 | 0 | 20 |
| IMX | Cho Gyu-min | 25 | F | D | 94 | 89 | 97 | 88 | 67359 | NA | NA | NA | NA | NA | NA | NA | 88 | 5 | 4 | M | 173 | 4 | 3 | 58 | 51 | -1 | 21 |
| IT Entertainment | Lee Seo-kyu | 20 | F | D | 91 | 43 | 50 | 69 | 80052 | NA | NA | NA | NA | NA | NA | NA | 69 | 5 | 4 | M | 170 | 2 | 4 | 51 | 28 | -1 | 18 |
| IT Entertainment | Han Min-ho | 21 | D | C | 84 | 96 | 82 | 74 | 77000 | NA | NA | NA | NA | NA | NA | NA | 74 | 4 | 3 | M | 174 | 1 | 9 | 60 | 21 | -1 | 20 |
| Jellyfish Entertainment | Yun Hee-seok | 21 | F | B | 25 | 26 | 32 | 30 | 264133 | 45 | 46 | 408503 | NA | NA | NA | NA | 46 | 5 | 2 | M | 180 | 0 | 6 | 62 | 6 | -3 | 21 |
| K-Tigers | Byun Hyun-min | 19 | F | C | 52 | 70 | 73 | 52 | 116449 | 44 | 45 | 419381 | NA | NA | NA | NA | 45 | 5 | 3 | M | 170 | 1 | 2 | 60 | 14 | -2 | 18 |
| Kiwi Media Group | Kim Dong-bin | 17 | F | F | 40 | 37 | 25 | 33 | 237033 | 59 | 58 | 256770 | NA | NA | NA | NA | 58 | 5 | 5 | M | 180 | 0 | 7 | 62 | 7 | 0 | 17 |
| Maroo Entertainment | Kwon Hyeop | 20 | D | C | 41 | 41 | 52 | 65 | 86745 | NA | NA | NA | NA | NA | NA | NA | 65 | 4 | 3 | M | 174 | 1 | 2 | 59 | 14 | -1 | 19 |
| Maroo Entertainment | Park Ji-hoon | 19 | C | B | 1 | 1 | 1 | 1 | 1044197 | 3 | 3 | 2181840 | 2 | 630198 | 2 | 1136014 | 2 | 3 | 2 | M | 173 | 1 | 9 | 61 | 21 | -1 | 18 |
| Maroo Entertainment | Han Jong-youn | 20 | B | A | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 | 1 | M | 178 | 2 | 3 | 62 | 27 | -1 | 18 |
| Media Line | Lee Woo-jin | 15 | B | A | 20 | 22 | 21 | 18 | 511463 | 22 | 26 | 836127 | 34 | 47796 | NA | NA | 34 | 2 | 1 | M | 165 | 3 | 1 | 52 | 37 | -1 | 12 |
| MMO Entertainment | Kang Daniel | 22 | B | A | 23 | 23 | 12 | 5 | 817245 | 2 | 8 | 1948847 | 1 | 828148 | 1 | 1578837 | 1 | 2 | 1 | M | 180 | 2 | 1 | 67 | 25 | -1 | 20 |
| MMO Entertainment | Kim Jae-han | 23 | C | C | 83 | 64 | 72 | 81 | 71281 | NA | NA | NA | NA | NA | NA | NA | 81 | 3 | 3 | M | 179 | 1 | 2 | 68 | 14 | 0 | 22 |
| MMO Entertainment | Yoon Ji-seong | 27 | F | D | 35 | 19 | 9 | 3 | 844829 | 13 | 15 | 1372652 | 9 | 333974 | 8 | 902098 | 8 | 5 | 4 | M | 175 | 5 | 3 | 63 | 63 | -1 | 22 |
| MMO Entertainment | Joo Jin-woo | 25 | F | F | 77 | 80 | 77 | 45 | 141432 | 42 | 41 | 496934 | NA | NA | NA | NA | 41 | 5 | 5 | M | 175 | 4 | 3 | 60 | 51 | 0 | 21 |
| MMO Entertainment | Choi Tae-woong | 24 | C | D | 76 | 71 | 65 | 71 | 78323 | NA | NA | NA | NA | NA | NA | NA | 71 | 3 | 4 | M | 180 | 4 | 3 | 64 | 51 | 1 | 20 |
| Namoo Actors | Lee You-jin | 26 | D | C | 58 | 42 | 48 | 48 | 130509 | 50 | 54 | 316255 | NA | NA | NA | NA | 54 | 4 | 3 | M | 180 | 6 | 1 | 63 | 73 | -1 | 20 |
| Narda Entertainment | Kim Tae-woo | 25 | F | D | 28 | 34 | 44 | 38 | 167726 | 49 | 49 | 367727 | NA | NA | NA | NA | 49 | 5 | 4 | M | 178 | 6 | 0 | 65 | 72 | -1 | 19 |
| ONO Entertainment | Jang Moon-vok | 23 | F | F | 2 | 5 | 8 | 14 | 597046 | 26 | 32 | 745093 | 27 | 130324 | NA | NA | 27 | 5 | 5 | M | 168 | 2 | 0 | 49 | 24 | 0 | 21 |
| Oui Entertainment | Kim Dong-han | 20 | D | B | 57 | 78 | 78 | 37 | 175107 | 34 | 35 | 629883 | 29 | 120594 | NA | NA | 29 | 4 | 2 | M | 181 | 1 | 6 | 67 | 18 | -2 | 19 |
| Oui Entertainment | Jang Dae-hyeon | 21 | B | D | 51 | 54 | 66 | 83 | 69146 | NA | NA | NA | NA | NA | NA | NA | 83 | 2 | 4 | M | 175 | 0 | 9 | 62 | 9 | 2 | 21 |
| Oui Entertainment | Jo Sung-wook | 22 | F | F | 87 | 97 | 90 | 91 | 64374 | NA | NA | NA | NA | NA | NA | NA | 91 | 5 | 5 | M | 183 | 0 | 2 | 67 | 2 | 0 | 22 |
| Pan | Lee Ji-han | 20 | F | B | 90 | 74 | 88 | 98 | 51123 | NA | NA | NA | NA | NA | NA | NA | 98 | 5 | 2 | M | 181 | 1 | 11 | 65 | 23 | -3 | 19 |
| Pledis Entertainment | Kang Dong-ho | 23 | D | D | 19 | 14 | 20 | 20 | 472132 | 8 | 11 | 1585712 | 12 | 314807 | 13 | 755436 | 13 | 4 | 4 | M | 175 | 7 | 2 | 75 | 86 | 0 | 16 |
| Pledis Entertainment | Kim Jong-hyeon | 23 | D | B | 15 | 11 | 13 | 8 | 752149 | 1 | 1 | 2795491 | 7 | 367052 | 14 | 704148 | 14 | 4 | 2 | M | 176 | 8 | 2 | 60 | 98 | -2 | 15 |
| Pledis Entertainment | Choi Min-gi | 23 | D | F | 14 | 15 | 19 | 19 | 476249 | 18 | 20 | 1102561 | 15 | 217734 | 20 | 277106 | 20 | 4 | 5 | M | 178 | 7 | 2 | 60 | 86 | 1 | 16 |
| Pledis Entertainment | Hwang Min-hyun | 23 | C | D | 11 | 9 | 16 | 11 | 680322 | 4 | 6 | 2004207 | 11 | 315650 | 9 | 862719 | 9 | 3 | 4 | M | 181 | 6 | 3 | 67 | 75 | 1 | 17 |
| Rainbow Bridge World | Son Dong-myeong | 19 | D | F | 53 | 61 | 69 | 68 | 84469 | NA | NA | NA | NA | NA | NA | NA | 68 | 4 | 5 | M | 173 | 2 | 1 | 55 | 25 | 1 | 17 |
| Rainbow Bridge World | Yeo Hwan-ung | 20 | B | B | 32 | 32 | 39 | 49 | 126568 | 54 | 42 | 472798 | NA | NA | NA | NA | 42 | 2 | 2 | M | 168 | 1 | 3 | 57 | 15 | 0 | 19 |
| Rainbow Bridge World | Lee Gun-min | 22 | D | F | 56 | 81 | 83 | 94 | 60404 | NA | NA | NA | NA | NA | NA | NA | 94 | 4 | 5 | M | 176 | 1 | 2 | 63 | 14 | 1 | 21 |
| Rainbow Bridge World | Lee Keon-hee | 20 | D | D | 17 | 24 | 27 | 29 | 269787 | 29 | 30 | 799975 | 33 | 50148 | NA | NA | 33 | 4 | 4 | M | 181 | 0 | 6 | 64 | 6 | 0 | 20 |
| Rainbow Bridge World | Choi Jae-woo | 21 | C | B | 74 | 94 | 80 | 97 | 52711 | NA | NA | NA | NA | NA | NA | NA | 97 | 3 | 2 | M | 174 | 1 | 4 | 63 | 16 | -1 | 20 |
| S How Entertainment | Kim Nam-hyung | 25 | A | A | 75 | 58 | 46 | 54 | 112841 | 47 | 52 | 328569 | NA | NA | NA | NA | 52 | 1 | 1 | M | 172 | 5 | 2 | 64 | 62 | 0 | 20 |
| S How Entertainment | Jeong Dong-su | 27 | B | C | 60 | 52 | 36 | 35 | 180209 | 30 | 36 | 587830 | NA | NA | NA | NA | 36 | 2 | 3 | M | 170 | 5 | 2 | 65 | 62 | 1 | 22 |
| Star Road Entertainment | Takada Kenta | 23 | C | B | 21 | 25 | 29 | 28 | 287263 | 24 | 31 | 783860 | 24 | 146716 | NA | NA | 24 | 3 | 2 | M | 173 | 1 | 3 | 56 | 15 | -1 | 22 |
| Starship Entertainment | Lee Gwang-hyun | 20 | B | C | 45 | 47 | 40 | 44 | 145251 | 43 | 44 | 442392 | NA | NA | NA | NA | 44 | 2 | 3 | M | 172 | 0 | 10 | 59 | 10 | 1 | 20 |
| Starship Entertainment | Jung Se-woon | 21 | B | B | 13 | 17 | 11 | 13 | 634134 | 15 | 17 | 1284267 | 19 | 196223 | 12 | 769859 | 12 | 2 | 2 | M | 176 | 2 | 6 | 61 | 30 | 0 | 19 |
| STL Entertainment | Choi Jun-young | 22 | B | C | 82 | 98 | 81 | 90 | 66443 | NA | NA | NA | NA | NA | NA | NA | 90 | 2 | 3 | M | 180 | 3 | 7 | 65 | 43 | 1 | 19 |
| The Jackie Chan Group Korea | Kim Chan-yul | 26 | F | F | 93 | 90 | 96 | 78 | 73320 | NA | NA | NA | NA | NA | NA | NA | 78 | 5 | 5 | M | 186 | 2 | 8 | 66 | 32 | 0 | 24 |
| The Jackie Chan Group Korea | Choi Ha-don | 25 | D | F | 73 | 86 | 91 | 85 | 68009 | NA | NA | NA | NA | NA | NA | NA | 85 | 4 | 5 | M | 180 | 8 | 2 | 65 | 98 | 1 | 17 |
| The Vibe Label | Kim Tae-dong | 21 | F | A | 37 | 45 | 28 | 25 | 359771 | 28 | 22 | 877168 | 30 | 110091 | NA | NA | 30 | 5 | 1 | M | 177 | 2 | 1 | 61 | 25 | -4 | 19 |
| The Vibe Label | Seong Hyun-woo | 22 | C | B | 54 | 67 | 84 | 61 | 99983 | NA | NA | NA | NA | NA | NA | NA | 61 | 3 | 2 | M | 181 | 4 | 7 | 62 | 55 | -1 | 18 |
| The Vibe Label | Yoon Jae-chan | 19 | B | C | 67 | 55 | 60 | 59 | 101243 | 52 | 55 | 277022 | NA | NA | NA | NA | 55 | 2 | 3 | M | 175 | 0 | 10 | 57 | 10 | 1 | 19 |
| The Vibe Label | Ha Min-ho | 20 | B | C | 50 | 63 | 63 | 47 | 132056 | NA | NA | NA | NA | NA | NA | NA | 60 | 2 | 3 | M | 176 | 1 | 0 | 64 | 12 | 1 | 19 |
| Total Set | Yoo Kyoung-mok | 24 | D | C | 78 | 62 | 74 | 84 | 68265 | NA | NA | NA | NA | NA | NA | NA | 84 | 4 | 3 | M | 181 | 9 | 2 | 72 | 110 | -1 | 15 |
| Wayz Company | Jeong Joong-ji | 26 | F | F | 64 | 77 | 59 | 64 | 86864 | NA | NA | NA | NA | NA | NA | NA | 64 | 5 | 5 | M | 181 | 1 | 2 | 59 | 14 | 0 | 25 |
| WH Creative | Seo Sung-hyuk | 19 | D | D | 95 | 88 | 95 | 51 | 120808 | 19 | 24 | 844163 | 31 | 54415 | NA | NA | 31 | 4 | 4 | M | 170 | 0 | 6 | 62 | 6 | 0 | 19 |
| Widmay | Kim Ye-hyeon | 19 | F | C | 71 | 93 | 34 | 40 | 159576 | 55 | 33 | 691611 | 32 | 53277 | NA | NA | 32 | 5 | 3 | M | 176 | 0 | 9 | 63 | 9 | -2 | 19 |
| Wings Entertainment | Kim Yong-jin | 21 | D | F | 88 | 84 | 61 | 53 | 114426 | 53 | 56 | 261354 | NA | NA | NA | NA | 56 | 4 | 5 | M | 171 | 3 | 3 | 59 | 39 | 1 | 18 |
| YGKPlus | Kwon Hyun-bin | 21 | F | F | 16 | 20 | 22 | 23 | 408701 | 33 | 34 | 645510 | 22 | 160693 | NA | NA | 22 | 5 | 5 | M | 187 | 0 | 3 | 66 | 3 | 0 | 21 |
| YGKPlus | Kim Hyeon-woo | 20 | F | C | 66 | 82 | 89 | 70 | 79305 | NA | NA | NA | NA | NA | NA | NA | 70 | 5 | 3 | M | 186 | 0 | 3 | 64 | 3 | -2 | 20 |
| YGKPlus | Lee Hoo-lim | 26 | D | B | 62 | 68 | 76 | 80 | 72260 | NA | NA | NA | NA | NA | NA | NA | 80 | 4 | 2 | M | 187 | 0 | 3 | 74 | 3 | -2 | 26 |
| YGKPlus | Jeong Hyo-jun | 26 | F | F | 36 | 44 | 54 | 67 | 85218 | NA | NA | NA | NA | NA | NA | NA | 67 | 5 | 5 | M | 181 | 0 | 3 | 65 | 3 | 0 | 26 |
| Yuehua Entertainment | Ahn Heong-seop | 19 | D | A | 7 | 7 | 5 | 6 | 810639 | 20 | 19 | 1171439 | 14 | 254984 | 16 | 609085 | 16 | 4 | 1 | M | 173 | 1 | 5 | 58 | 17 | -3 | 18 |
| Yuehua Entertainment | Lee Eui-woong | 17 | C | D | 9 | 10 | 14 | 17 | 520973 | 25 | 23 | 855494 | 23 | 156572 | NA | NA | 23 | 3 | 4 | M | 170 | 0 | 9 | 55 | 9 | 1 | 17 |
| Yuehua Entertainment | Justin | 16 | C | D | 18 | 21 | 26 | 31 | 261653 | 48 | 43 | 458650 | NA | NA | NA | NA | 43 | 3 | 4 | M | 180 | 1 | 3 | 56 | 15 | 1 | 15 |
| Yuehua Entertainment | Zhu Zheng-ting | 22 | C | D | 31 | 29 | 42 | 50 | 122552 | 57 | 51 | 330058 | NA | NA | NA | NA | 51 | 3 | 4 | M | 183 | 1 | 8 | 62 | 20 | 1 | 21 |
| Yuehua Entertainment | Choi Seung-hyeok | 19 | D | D | 70 | 76 | 64 | 79 | 72983 | NA | NA | NA | NA | NA | NA | NA | 79 | 4 | 4 | M | 185 | 1 | 2 | 69 | 14 | 0 | 18 |
Combined table
| Company | Name | Age | Evaluation1 | Evaluation2 | Ranking_ep1 | Ranking_ep2 | Ranking_ep3 | Ranking_ep5 | Votes_ep5 | Ranking_ep6 | Ranking_ep8 | Votes_ep8 | Ranking_ep10 | Votes_ep10 | Ranking_ep11 | Votes_ep11 | Ranking_final | evaluation1_num | evaluation2_num | Gender | Height | Training_time_years | Training_time_month | Weight | Training_time | Evaluation_diff | age_strt_train |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Individual Trainee | Kang Si-won | 20 | F | C | 46 | 45 | 39 | 39 | 56224 | 29 | 36 | 206504 | NA | NA | NA | NA | 36 | 5 | 3 | F | 173.0 | 2 | 0 | 53.0 | 24 | -2 | 18 |
| Individual Trainee | Kim Min-jung | 14 | D | F | 29 | 34 | 43 | 51 | 39033 | 39 | 45 | 127877 | NA | NA | NA | NA | 45 | 4 | 5 | F | 152.0 | 5 | 6 | 40.0 | 66 | 1 | 9 |
| Individual Trainee | Kim Seo-kyoung | 17 | B | A | 34 | 43 | 45 | 30 | 72474 | 22 | 27 | 300125 | 30 | 6871 | NA | NA | 30 | 2 | 1 | F | 155.0 | 2 | 0 | 42.0 | 24 | -1 | 15 |
| Individual Trainee | Kim Si-hyeon | 17 | F | D | 22 | 30 | 36 | 35 | 60090 | 37 | 40 | 150271 | NA | NA | NA | NA | 40 | 5 | 4 | F | 154.0 | 0 | 4 | 43.0 | 4 | -1 | 17 |
| Individual Trainee | Kim Si-hyeon | 17 | F | D | 22 | 30 | 36 | 35 | 60090 | 37 | 40 | 150271 | NA | NA | NA | NA | 40 | 5 | 4 | F | 168.0 | 1 | 0 | 49.0 | 12 | -1 | 16 |
| Individual Trainee | Seong Hye-min | 27 | D | F | 39 | 51 | 53 | 55 | 33641 | 25 | 24 | 329366 | 28 | 7129 | NA | NA | 28 | 4 | 5 | F | 169.0 | 5 | 2 | 51.0 | 62 | 1 | 22 |
| &August Entertainment | Yoon Seo-hyeung | 21 | F | D | 58 | 25 | 22 | 29 | 73558 | 35 | 37 | 187021 | NA | NA | NA | NA | 37 | 5 | 4 | F | 163.0 | 0 | 2 | 44.0 | 2 | -1 | 21 |
| 101 Doors | Kim Ha-yun | 22 | F | 93 | 56 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 5 | 0 | F | 158.0 | 2 | 6 | 46.0 | 30 | -5 | 20 | |
| 2able Company | Park Hae-young | 18 | A | B | 97 | 81 | 79 | 43 | 47662 | 38 | 38 | 172797 | NA | NA | NA | NA | 38 | 1 | 2 | F | 165.0 | 1 | 0 | 57.0 | 12 | 1 | 17 |
| Astory Entertainment | Park Ga-eul | 17 | B | C | 87 | 100 | 75 | 46 | 41873 | 51 | 52 | 103784 | NA | NA | NA | NA | 52 | 2 | 3 | F | 164.0 | 0 | 6 | 48.0 | 6 | 1 | 17 |
| Astory Entertainment | Yim Kyung-ha | 19 | A | 88 | 48 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 1 | 0 | F | 164.0 | 0 | 6 | 41.0 | 6 | -1 | 19 | |
| Blessing Entertainment | Kim Do-hee | 19 | F | F | 48 | 68 | 70 | 81 | 21485 | NA | NA | NA | NA | NA | NA | NA | 81 | 5 | 5 | F | 165.0 | 0 | 8 | 47.0 | 8 | 0 | 19 |
| Blessing Entertainment | Kim Sol-ee | 15 | F | F | 98 | 95 | 96 | 92 | 19899 | NA | NA | NA | NA | NA | NA | NA | 92 | 5 | 5 | F | 172.7 | 1 | 2 | 53.0 | 14 | 0 | 14 |
| Blessing Entertainment | Bang Joon-hee | 18 | F | C | 73 | 88 | 97 | 94 | 18579 | NA | NA | NA | NA | NA | NA | NA | 94 | 5 | 3 | F | 164.0 | 1 | 6 | 45.0 | 18 | -2 | 17 |
| Blessing Entertainment | Ahn Yu-mi | 19 | D | F | 92 | 98 | 90 | 63 | 27793 | NA | NA | NA | NA | NA | NA | NA | 63 | 4 | 5 | F | 168.0 | 1 | 2 | 50.0 | 14 | 1 | 18 |
| Blessing Entertainment | Oh Han-areum | 18 | F | F | 66 | 85 | 92 | 83 | 21245 | NA | NA | NA | NA | NA | NA | NA | 83 | 5 | 5 | F | 162.0 | 2 | 2 | 49.0 | 26 | 0 | 16 |
| Cani Star Entertainment | Park Ha-yi | 28 | F | D | 43 | 50 | 50 | 54 | 34459 | 45 | 51 | 106057 | NA | NA | NA | NA | 51 | 5 | 4 | F | 165.0 | 2 | 0 | 43.0 | 24 | -1 | 26 |
| Chorokbaem Juna | Ng Sze Kai | 22 | B | B | 53 | 52 | 19 | 17 | 176067 | 21 | 28 | 298495 | 23 | 14138 | NA | NA | 23 | 2 | 2 | F | 165.0 | 2 | 0 | 47.0 | 24 | 0 | 20 |
| Chungchun Music | Kang Si-ra | 25 | B | B | 42 | 60 | 62 | 59 | 29703 | 61 | 29 | 290109 | 16 | 26526 | 22 | 40759 | 22 | 2 | 2 | F | 161.0 | 4 | 4 | 45.0 | 52 | 0 | 21 |
| Clear Company | Ma Eun-jin | 19 | F | 65 | 36 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 5 | 0 | F | 164.7 | 1 | 5 | 49.0 | 17 | -5 | 18 | |
| CMG Chorok Stars | Lim Hyo-sun | 18 | D | F | 54 | 38 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 4 | 5 | F | 170.0 | 6 | 0 | 54.0 | 72 | 1 | 12 |
| Cube Entertainment | Kwon Eun-bean | 16 | A | D | 10 | 10 | 12 | 16 | 179721 | 15 | 25 | 310972 | 35 | 2353 | NA | NA | 35 | 1 | 4 | F | 167.0 | 2 | 0 | 48.0 | 24 | 3 | 14 |
| Cube Entertainment | Lee Youn-seo | 14 | F | B | 18 | 21 | 29 | 38 | 56821 | 58 | 59 | 73702 | NA | NA | NA | NA | 59 | 5 | 2 | F | 162.0 | 1 | 6 | 43.0 | 18 | -3 | 13 |
| Cube Entertainment | Jeon So-yeon | 18 | A | A | 23 | 11 | 11 | 10 | 230395 | 18 | 19 | 372952 | 20 | 19045 | 20 | 78058 | 20 | 1 | 1 | F | 157.0 | 1 | 6 | 44.0 | 18 | 0 | 17 |
| DSP Media | Yun Chae-kyoung | 20 | D | C | 15 | 14 | 15 | 21 | 149977 | 20 | 15 | 460700 | 7 | 53255 | 16 | 128454 | 16 | 4 | 3 | F | 160.0 | 4 | 4 | 45.0 | 52 | -1 | 16 |
| DSP Media | Cho Shi-yoon | 20 | D | D | 21 | 15 | 17 | 27 | 102110 | 41 | 41 | 146681 | NA | NA | NA | NA | 41 | 4 | 4 | F | 160.0 | 4 | 4 | 43.0 | 52 | 0 | 16 |
| Duble Kick Company | Heo Chan-mi | 24 | A | B | 16 | 7 | 9 | 15 | 184926 | 28 | 33 | 249026 | 26 | 8571 | NA | NA | 26 | 1 | 2 | F | 161.0 | 10 | 4 | 45.0 | 124 | 1 | 14 |
| ECUBE Media | Kim Seol-a | 25 | D | F | 91 | 80 | 86 | 82 | 21394 | NA | NA | NA | NA | NA | NA | NA | 82 | 4 | 5 | F | 163.0 | 3 | 4 | 44.0 | 40 | 1 | 22 |
| Fantagio | Kim Do-yeon | 17 | B | A | 28 | 22 | 14 | 13 | 203007 | 8 | 7 | 841749 | 11 | 44873 | 8 | 200069 | 8 | 2 | 1 | F | 170.0 | 1 | 5 | 50.0 | 17 | -1 | 16 |
| Fantagio | Lee Soo-min | 17 | F | A | 89 | 87 | 77 | 45 | 43932 | 46 | 34 | 243513 | 31 | 6749 | NA | NA | 31 | 5 | 1 | F | 166.0 | 4 | 6 | 47.0 | 54 | -4 | 13 |
| Fantagio | Jung Hae-rim | 18 | C | C | 47 | 57 | 54 | 44 | 43960 | 44 | 47 | 119148 | NA | NA | NA | NA | 47 | 3 | 3 | F | 161.0 | 3 | 0 | 46.0 | 36 | 0 | 15 |
| Fantagio | Choi Yoo-jung | 17 | D | A | 11 | 13 | 8 | 3 | 392773 | 2 | 2 | 1286447 | 3 | 128004 | 3 | 438778 | 3 | 4 | 1 | F | 159.0 | 4 | 7 | 44.0 | 55 | -3 | 13 |
| Fantagio | Chu Ye-jin | 15 | F | F | 36 | 37 | 42 | 50 | 41048 | 47 | 46 | 126296 | NA | NA | NA | NA | 46 | 5 | 5 | F | 160.0 | 2 | 5 | 47.0 | 29 | 0 | 13 |
| FM Entertainment | Yun Yu-dam | 19 | B | D | 79 | 99 | 76 | 95 | 18206 | NA | NA | NA | NA | NA | NA | NA | 95 | 2 | 4 | F | 168.0 | 1 | 4 | 48.0 | 16 | 2 | 18 |
| Happy Face Entertainment | Kim Si-hyeon | 17 | F | B | 57 | 71 | 69 | 64 | 27656 | NA | NA | NA | NA | NA | NA | NA | 64 | 5 | 2 | F | 154.0 | 0 | 4 | 43.0 | 4 | -3 | 17 |
| Happy Face Entertainment | Kim Si-hyeon | 17 | F | B | 57 | 71 | 69 | 64 | 27656 | NA | NA | NA | NA | NA | NA | NA | 64 | 5 | 2 | F | 168.0 | 1 | 0 | 49.0 | 12 | -3 | 16 |
| Happy Face Entertainment | Kim Woo-jung | 24 | B | C | 67 | 90 | 82 | 74 | 23795 | NA | NA | NA | NA | NA | NA | NA | 74 | 2 | 3 | F | 162.0 | 7 | 4 | 47.0 | 88 | 1 | 17 |
| Happy Face Entertainment | Kim Ja-yeon | 25 | F | D | 99 | 97 | 84 | 86 | 20932 | NA | NA | NA | NA | NA | NA | NA | 86 | 5 | 4 | F | 164.0 | 4 | 2 | 47.0 | 50 | -1 | 21 |
| Happy Face Entertainment | Kim Ji-sung | 20 | D | B | 77 | 84 | 66 | 68 | 26566 | NA | NA | NA | NA | NA | NA | NA | 68 | 4 | 2 | F | 169.0 | 6 | 4 | 44.0 | 76 | -2 | 14 |
| Happy Face Entertainment | Kim Hong-eun | 17 | C | F | 80 | 91 | 80 | 80 | 21598 | NA | NA | NA | NA | NA | NA | NA | 80 | 3 | 5 | F | 170.0 | 1 | 10 | 53.0 | 22 | 2 | 16 |
| Happy Face Entertainment | Lee Su-hyeon | 20 | D | B | 71 | 89 | 94 | 79 | 21762 | NA | NA | NA | NA | NA | NA | NA | 79 | 4 | 2 | F | 161.0 | 0 | 4 | 44.0 | 4 | -2 | 20 |
| Happy Face Entertainment | Hwang Soo-yeon | 24 | B | C | 69 | 63 | 56 | 56 | 30858 | 36 | 39 | 158248 | NA | NA | NA | NA | 39 | 2 | 3 | F | 168.0 | 6 | 4 | 54.0 | 76 | 1 | 18 |
| Happy Face Entertainment | Hwang A-young | 21 | D | D | 81 | 70 | 64 | 61 | 28223 | 53 | 56 | 89095 | NA | NA | NA | NA | 56 | 4 | 4 | F | 157.0 | 6 | 4 | 42.0 | 76 | 0 | 15 |
| Hello Music Entertainment | Kim Da-jeong | 21 | D | C | 45 | 61 | 59 | 62 | 28000 | NA | NA | NA | NA | NA | NA | NA | 62 | 4 | 3 | F | 170.0 | 2 | 2 | 54.0 | 26 | -1 | 19 |
| Jellyfish Entertainment | Kang Mi-na | 17 | A | A | 8 | 3 | 3 | 5 | 376977 | 3 | 3 | 1212720 | 18 | 21646 | 9 | 173762 | 9 | 1 | 1 | F | 162.0 | 1 | 1 | 48.0 | 13 | 0 | 16 |
| Jellyfish Entertainment | Kim Na-young | 21 | A | A | 9 | 5 | 7 | 9 | 250552 | 5 | 5 | 931084 | 15 | 28167 | 14 | 133247 | 14 | 1 | 1 | F | 169.0 | 2 | 3 | 50.0 | 27 | 0 | 19 |
| Jellyfish Entertainment | Kim Se-jeong | 20 | A | A | 2 | 2 | 2 | 1 | 559694 | 1 | 1 | 1473685 | 2 | 131612 | 2 | 525352 | 2 | 1 | 1 | F | 164.0 | 1 | 11 | 48.0 | 23 | 0 | 19 |
| JYP Entertainment | Ennik Somi Douma | 15 | A | B | 1 | 1 | 1 | 2 | 528772 | 4 | 4 | 1201490 | 1 | 380783 | 1 | 858333 | 1 | 1 | 2 | F | 168.0 | 2 | 0 | 48.0 | 24 | 1 | 13 |
| Kconic Entertainment | Kim Min-ji | 23 | D | F | 44 | 44 | 38 | 34 | 63132 | 43 | 44 | 133093 | NA | NA | NA | NA | 44 | 4 | 5 | F | 160.0 | 4 | 3 | 42.0 | 51 | 1 | 19 |
| Kconic Entertainment | Kim Hyeong-eun | 22 | C | B | 35 | 49 | 41 | 37 | 59191 | 32 | 23 | 332712 | 33 | 4538 | NA | NA | 33 | 3 | 2 | F | 160.0 | 7 | 0 | 39.0 | 84 | -1 | 15 |
| Kconic Entertainment | Park Se-hee | 23 | C | F | 60 | 58 | 48 | 49 | 41203 | 52 | 43 | 133442 | NA | NA | NA | NA | 43 | 3 | 5 | F | 161.0 | 1 | 2 | 43.0 | 14 | 2 | 22 |
| Kconic Entertainment | Lee Jin-hee | 25 | D | F | 83 | 65 | 46 | 47 | 41286 | 54 | 54 | 99712 | NA | NA | NA | NA | 54 | 4 | 5 | F | 165.0 | 3 | 3 | 47.8 | 39 | 1 | 22 |
| LOEN Entertainment | Park So-yeon | 17 | A | A | 30 | 26 | 21 | 20 | 156148 | 26 | 30 | 289217 | 17 | 23575 | 18 | 100001 | 18 | 1 | 1 | F | 168.0 | 2 | 2 | 49.0 | 26 | 0 | 15 |
| LOUDers Entertainment | Kim Bo-seon | 22 | D | D | 84 | 79 | 83 | 96 | 18034 | NA | NA | NA | NA | NA | NA | NA | 96 | 4 | 4 | F | 163.0 | 2 | 0 | 47.0 | 24 | 0 | 20 |
| LOUDers Entertainment | Lee Seo-jeong | 16 | F | D | 100 | 96 | 95 | 85 | 21018 | NA | NA | NA | NA | NA | NA | NA | 85 | 5 | 4 | F | 163.0 | 1 | 1 | 49.0 | 13 | -1 | 15 |
| LOUDers Entertainment | Hwang Se-young | 22 | C | D | 78 | 59 | 57 | 67 | 26981 | NA | NA | NA | NA | NA | NA | NA | 67 | 3 | 4 | F | 172.0 | 1 | 4 | 52.0 | 16 | 1 | 21 |
| M&H | Kim Chung-ha | 20 | A | A | 37 | 39 | 23 | 14 | 193820 | 13 | 13 | 462668 | 5 | 89323 | 4 | 403633 | 4 | 1 | 1 | F | 161.0 | 3 | 3 | 44.0 | 39 | 0 | 17 |
| M&H | Oh Seo-jung | 21 | B | A | 51 | 42 | 31 | 41 | 51381 | 49 | 49 | 117986 | NA | NA | NA | NA | 49 | 2 | 1 | F | 164.0 | 2 | 3 | 49.0 | 27 | -1 | 19 |
| M2 Project | Pyun Kang-yoon | 24 | F | F | 95 | 75 | 68 | 78 | 21908 | NA | NA | NA | NA | NA | NA | NA | 78 | 5 | 5 | F | 167.8 | 6 | 4 | 50.0 | 76 | 0 | 18 |
| Magic Fresh Company | Nam Su-jin | 21 | C | C | 82 | 76 | 81 | 91 | 20189 | NA | NA | NA | NA | NA | NA | NA | 91 | 3 | 3 | F | 168.0 | 0 | 9 | 45.0 | 9 | 0 | 21 |
| Magic Fresh Company | Park Min-ji | 17 | B | A | 70 | 82 | 85 | 71 | 24772 | NA | NA | NA | NA | NA | NA | NA | 71 | 2 | 1 | F | 164.0 | 0 | 6 | 49.0 | 6 | -1 | 17 |
| MAJESTY | Niwa Shiori | 22 | D | B | 68 | 69 | 71 | 77 | 23045 | NA | NA | NA | NA | NA | NA | NA | 77 | 4 | 2 | F | 162.0 | 1 | 2 | 48.0 | 14 | -2 | 21 |
| MAJESTY | An Ye-seul | 21 | B | B | 38 | 41 | 30 | 25 | 106322 | 34 | 26 | 301814 | 32 | 6046 | NA | NA | 32 | 2 | 2 | F | 161.0 | 0 | 10 | 46.5 | 10 | 0 | 21 |
| MBK Entertainment | Ki Heui-hyeon | 21 | C | A | 6 | 9 | 5 | 6 | 294540 | 12 | 12 | 481070 | 13 | 35118 | 19 | 98849 | 19 | 3 | 1 | F | 167.0 | 1 | 6 | 46.0 | 18 | -2 | 20 |
| MBK Entertainment | Kim Danielle | 17 | B | A | 7 | 6 | 4 | 7 | 273930 | 14 | 18 | 419427 | 24 | 12581 | NA | NA | 24 | 2 | 1 | F | 172.0 | 4 | 9 | 50.0 | 57 | -1 | 13 |
| MBK Entertainment | Jung Chae-yeon | 19 | C | C | 4 | 8 | 10 | 8 | 251469 | 10 | 9 | 696808 | 12 | 43820 | 7 | 215338 | 7 | 3 | 3 | F | 166.0 | 0 | 8 | 49.0 | 8 | 0 | 19 |
| Midas Entertainment | Kim Yeon-kyeong | 20 | B | C | 75 | 83 | 88 | 52 | 38506 | 60 | 58 | 74668 | NA | NA | NA | NA | 58 | 2 | 3 | F | 168.0 | 1 | 9 | 48.0 | 21 | 1 | 19 |
| Midas Entertainment | Shin Hye-hyeon | 17 | F | C | 85 | 86 | 93 | 90 | 20752 | NA | NA | NA | NA | NA | NA | NA | 90 | 5 | 3 | F | 162.0 | 1 | 5 | 48.0 | 17 | -2 | 16 |
| Midas Entertainment | Lee Chae-lin | 17 | D | D | 74 | 93 | 91 | 87 | 20868 | NA | NA | NA | NA | NA | NA | NA | 87 | 4 | 4 | F | 162.0 | 1 | 6 | 47.0 | 18 | 0 | 16 |
| Midas Entertainment | Choi Yu-bin | 17 | C | D | 56 | 67 | 74 | 88 | 20829 | NA | NA | NA | NA | NA | NA | NA | 88 | 3 | 4 | F | 161.0 | 1 | 5 | 46.8 | 17 | 1 | 16 |
| Midas Entertainment | Katherine C. Lee | 15 | D | F | 72 | 73 | 73 | 89 | 20807 | NA | NA | NA | NA | NA | NA | NA | 89 | 4 | 5 | F | 168.0 | 0 | 10 | 48.0 | 10 | 1 | 15 |
| Midas Entertainment | Han Ji-yeon | 21 | D | F | 55 | 55 | 58 | 76 | 23566 | NA | NA | NA | NA | NA | NA | NA | 76 | 4 | 5 | F | 167.0 | 1 | 6 | 46.0 | 18 | 1 | 20 |
| MJ Entertainment | Kim Mi-so | 16 | D | C | 52 | 74 | 63 | 73 | 24114 | NA | NA | NA | NA | NA | NA | NA | 73 | 4 | 3 | F | 165.0 | 0 | 5 | 46.0 | 5 | -1 | 16 |
| MJ Entertainment | Yu Su-a | 19 | A | D | 64 | 78 | 65 | 57 | 30609 | 48 | 53 | 100141 | NA | NA | NA | NA | 53 | 1 | 4 | F | 161.0 | 1 | 0 | 43.0 | 12 | 3 | 18 |
| MJ Entertainment | Heo Saem | 23 | C | F | 61 | 66 | 67 | 75 | 23722 | NA | NA | NA | NA | NA | NA | NA | 75 | 3 | 5 | F | 166.0 | 1 | 11 | 48.0 | 23 | 2 | 22 |
| Music K Entertainment | Kim Ju-na | 22 | C | F | 76 | 24 | 20 | 19 | 161825 | 24 | 21 | 371978 | 34 | 3450 | NA | NA | 34 | 3 | 5 | F | 168.0 | 3 | 9 | 57.0 | 45 | 2 | 19 |
| Music Works | Kim So-hee | 21 | C | C | 13 | 17 | 24 | 23 | 109501 | 30 | 22 | 363818 | 6 | 54538 | 15 | 128527 | 15 | 3 | 3 | F | 162.0 | 1 | 4 | 41.0 | 16 | 0 | 20 |
| Mystic Entertainment | Kim Su-hyun | 16 | C | D | 41 | 47 | 47 | 69 | 26139 | NA | NA | NA | NA | NA | NA | NA | 69 | 3 | 4 | F | 161.0 | 0 | 11 | 45.0 | 11 | 1 | 16 |
| Next Level Entertainment | Lee Se-heun | 17 | B | C | 86 | 92 | 89 | 93 | 18731 | NA | NA | NA | NA | NA | NA | NA | 93 | 2 | 3 | F | 159.0 | 2 | 0 | 48.0 | 24 | 1 | 15 |
| Nextar Entertainment | Moon Hyun-ju | 18 | F | F | 59 | 101 | 87 | 97 | 16736 | NA | NA | NA | NA | NA | NA | NA | 97 | 5 | 5 | F | 170.0 | 3 | 4 | 46.0 | 40 | 0 | 15 |
| Nextar Entertainment | Choi Eun-bin | 23 | C | C | 90 | 77 | 72 | 70 | 25659 | NA | NA | NA | NA | NA | NA | NA | 70 | 3 | 3 | F | 163.0 | 3 | 10 | 47.0 | 46 | 0 | 20 |
| NHemg | Hwang Ri-yu | 18 | F | F | 96 | 64 | 61 | 66 | 27042 | NA | NA | NA | NA | NA | NA | NA | 66 | 5 | 5 | F | 158.0 | 2 | 8 | 48.0 | 32 | 0 | 16 |
| Pledis Entertainment | Gang Gyeong-won | 19 | C | D | 49 | 40 | 37 | 31 | 71200 | 42 | 48 | 118171 | NA | NA | NA | NA | 48 | 3 | 4 | F | 170.0 | 1 | 7 | 50.0 | 19 | 1 | 18 |
| Pledis Entertainment | Kang Yae-bin | 18 | A | A | 20 | 20 | 26 | 28 | 88277 | 27 | 32 | 250556 | 29 | 6879 | NA | NA | 29 | 1 | 1 | F | 162.5 | 4 | 0 | 49.0 | 48 | 0 | 14 |
| Pledis Entertainment | Kim Min-kyoeng | 19 | F | B | 26 | 29 | 32 | 42 | 50652 | 40 | 42 | 141623 | NA | NA | NA | NA | 42 | 5 | 2 | F | 172.0 | 2 | 1 | 49.0 | 25 | -3 | 17 |
| Pledis Entertainment | Park Si-yeon | 16 | B | B | 27 | 33 | 40 | 26 | 105963 | 17 | 20 | 372295 | 25 | 11009 | NA | NA | 25 | 2 | 2 | F | 163.0 | 7 | 0 | 51.0 | 84 | 0 | 9 |
| Pledis Entertainment | Lim Na-young | 21 | B | A | 32 | 31 | 33 | 24 | 107785 | 11 | 11 | 665898 | 9 | 48110 | 10 | 138726 | 10 | 2 | 1 | F | 171.0 | 4 | 7 | 50.0 | 55 | -1 | 17 |
| Pledis Entertainment | Jung Eun-woo | 18 | D | B | 5 | 12 | 13 | 18 | 175904 | 16 | 17 | 438879 | 21 | 14986 | 21 | 42461 | 21 | 4 | 2 | F | 167.0 | 2 | 10 | 48.0 | 34 | -2 | 16 |
| Pledis Entertainment | Zhou Jieqiong | 18 | A | A | 3 | 4 | 6 | 4 | 387537 | 6 | 6 | 885556 | 19 | 19252 | 6 | 218338 | 6 | 1 | 1 | F | 166.0 | 5 | 5 | 47.0 | 65 | 0 | 13 |
| RedLine Entertainment | Kim So-hye | 17 | F | F | 24 | 18 | 16 | 11 | 227670 | 7 | 8 | 833101 | 4 | 94189 | 5 | 229732 | 5 | 5 | 5 | F | 163.0 | 1 | 0 | 48.0 | 12 | 0 | 16 |
| Show Works | Hwang In-sun | 27 | D | C | 50 | 28 | 28 | 36 | 59736 | 31 | 31 | 256387 | 27 | 8114 | NA | NA | 27 | 4 | 3 | F | 165.0 | 3 | 5 | 49.0 | 41 | -1 | 24 |
| SS Entertainment | Seo Hye-lin | 21 | F | D | 25 | 32 | 44 | 65 | 27333 | NA | NA | NA | NA | NA | NA | NA | 65 | 5 | 4 | F | 167.0 | 5 | 0 | 45.0 | 60 | -1 | 16 |
| SS Entertainment | Lee Su-hyun | 20 | D | A | 14 | 23 | 25 | 32 | 65610 | 33 | 35 | 228806 | 22 | 14613 | 13 | 133900 | 13 | 4 | 1 | F | 167.0 | 1 | 10 | 50.0 | 22 | -3 | 19 |
| SS Entertainment | Lee Hae-in | 22 | C | A | 19 | 27 | 34 | 40 | 52494 | 19 | 14 | 461050 | 14 | 31059 | 17 | 116566 | 17 | 3 | 1 | F | 165.0 | 5 | 0 | 49.0 | 60 | -2 | 17 |
| Star Empire Entertainment | Kang Si-hyeon | 18 | C | F | 33 | 53 | 52 | 60 | 29124 | 59 | 61 | 65368 | NA | NA | NA | NA | 61 | 3 | 5 | F | 160.0 | 1 | 3 | 44.0 | 15 | 2 | 17 |
| Star Empire Entertainment | Kim Yun-ji | 20 | C | B | 94 | 94 | 78 | 84 | 21206 | NA | NA | NA | NA | NA | NA | NA | 84 | 3 | 2 | F | 156.0 | 2 | 5 | 45.0 | 29 | -1 | 18 |
| Star Empire Entertainment | Han Hye-ri | 19 | C | D | 12 | 16 | 18 | 22 | 125095 | 23 | 16 | 450768 | 8 | 49379 | 12 | 134128 | 12 | 3 | 4 | F | 159.0 | 0 | 11 | 42.0 | 11 | 1 | 19 |
| Star Planet Co. | Ham Ye-ji | 22 | D | F | 101 | 62 | 60 | 72 | 24485 | NA | NA | NA | NA | NA | NA | NA | 72 | 4 | 5 | F | 167.3 | 2 | 7 | 49.0 | 31 | 1 | 20 |
| Starship Entertainment | Kim Tae-ha | 18 | B | D | 17 | 19 | 27 | 33 | 64149 | 55 | 50 | 117208 | NA | NA | NA | NA | 50 | 2 | 4 | F | 163.0 | 5 | 4 | 53.0 | 64 | 2 | 13 |
| Starship Entertainment | Shim Chae-eun | 17 | C | F | 40 | 46 | 51 | 58 | 30347 | 57 | 60 | 72460 | NA | NA | NA | NA | 60 | 3 | 5 | F | 163.0 | 4 | 9 | 50.0 | 57 | 2 | 13 |
| Starship Entertainment | Yu Yeun-jung | 17 | B | A | 63 | 54 | 55 | 12 | 214691 | 9 | 10 | 684660 | 10 | 45985 | 11 | 136780 | 11 | 2 | 1 | F | 167.0 | 1 | 3 | 52.0 | 15 | -1 | 16 |
| Tipping Entertainment | Ariyoshi Risa | 23 | F | F | 62 | 72 | 49 | 48 | 41244 | 50 | 55 | 95712 | NA | NA | NA | NA | 55 | 5 | 5 | F | 157.0 | 0 | 4 | 45.0 | 4 | 0 | 23 |
| YAMA&HOTCHICKS Entertainment | Lim Jung-min | 16 | B | B | 31 | 35 | 35 | 53 | 36760 | 56 | 57 | 88074 | NA | NA | NA | NA | 57 | 2 | 2 | F | 160.0 | 0 | 10 | 43.0 | 10 | 0 | 16 |
| Individual Trainee | Kim Sang-been | 23 | B | A | 46 | 51 | 55 | 60 | 100142 | 39 | 48 | 379753 | NA | NA | NA | NA | 48 | 2 | 1 | M | 173.0 | 2 | 8 | 63.0 | 32 | -1 | 21 |
| Individual Trainee | Kim Jae-hwan | 22 | B | B | 27 | 18 | 18 | 16 | 569969 | 7 | 9 | 1822842 | 13 | 259776 | 4 | 1051735 | 4 | 2 | 2 | M | 175.0 | 4 | 2 | 61.0 | 50 | 0 | 18 |
| Individual Trainee | Kim Chan | 22 | D | F | 39 | 40 | 56 | 82 | 69967 | NA | NA | NA | NA | NA | NA | NA | 82 | 4 | 5 | M | 178.0 | 2 | 4 | 60.0 | 28 | 1 | 20 |
| Individual Trainee | Lee In-soo | 22 | C | B | 33 | 30 | 43 | 57 | 105599 | 56 | 57 | 256851 | NA | NA | NA | NA | 57 | 3 | 2 | M | 170.0 | 2 | 8 | 58.0 | 32 | -1 | 20 |
| Individual Trainee | Choi Dong-ha | 22 | C | B | 38 | 35 | 51 | 63 | 88032 | NA | NA | NA | NA | NA | NA | NA | 63 | 3 | 2 | M | 172.0 | 4 | 4 | 59.0 | 52 | -1 | 18 |
| 2able Company | Ju Won-tak | 22 | B | C | 92 | 83 | 94 | 62 | 88474 | NA | NA | NA | NA | NA | NA | NA | 62 | 2 | 3 | M | 178.0 | 4 | 2 | 60.0 | 50 | 1 | 18 |
| 2Y Entertainment | Lee Ki-won | 22 | D | D | 63 | 65 | 58 | 58 | 103065 | 46 | 53 | 318579 | NA | NA | NA | NA | 53 | 4 | 4 | M | 170.0 | 4 | 7 | 56.0 | 55 | 0 | 18 |
| Ardor and Able | Roh Tae-hyun | 25 | A | A | 61 | 48 | 24 | 26 | 353043 | 32 | 21 | 945314 | 25 | 143523 | NA | NA | 25 | 1 | 1 | M | 168.0 | 3 | 9 | 59.0 | 45 | 0 | 22 |
| Ardor and Able | Ha Seng-un | 24 | A | A | 34 | 28 | 23 | 21 | 459912 | 27 | 25 | 838649 | 3 | 413654 | 11 | 790302 | 11 | 1 | 1 | M | 168.0 | 2 | 3 | 57.0 | 27 | 0 | 22 |
| Banana Entertainment | Yoon Yong-bin | 23 | C | D | 80 | 73 | 67 | 73 | 77030 | NA | NA | NA | NA | NA | NA | NA | 73 | 3 | 4 | M | 178.0 | 1 | 2 | 65.0 | 14 | 1 | 22 |
| Blessing Entertainment | Yu Jin-won | 21 | C | F | 79 | 87 | 70 | 75 | 76303 | NA | NA | NA | NA | NA | NA | NA | 75 | 3 | 5 | M | 178.0 | 0 | 10 | 69.0 | 10 | 2 | 21 |
| Blessing Entertainment | Im Woo-hyeok | 24 | C | C | 49 | 53 | 57 | 66 | 86710 | NA | NA | NA | NA | NA | NA | NA | 66 | 3 | 3 | M | 172.0 | 3 | 3 | 55.0 | 39 | 0 | 21 |
| Brand New Music | Kim Dong-hyun | 20 | B | B | 42 | 46 | 35 | 39 | 163092 | 41 | 29 | 821551 | 28 | 125155 | NA | NA | 28 | 2 | 2 | M | 179.0 | 0 | 11 | 63.0 | 11 | 0 | 20 |
| Brand New Music | Park Woo-jin | 19 | A | A | 72 | 75 | 38 | 24 | 403690 | 16 | 14 | 1396889 | 6 | 372493 | 6 | 937379 | 6 | 1 | 1 | M | 174.0 | 1 | 2 | 60.0 | 14 | 0 | 18 |
| Brand New Music | Lee Dae-hwi | 17 | A | A | 3 | 3 | 2 | 7 | 809484 | 10 | 4 | 2095314 | 10 | 325990 | 3 | 1102005 | 3 | 1 | 1 | M | 172.0 | 2 | 4 | 53.0 | 28 | 0 | 15 |
| Brand New Music | Lim Young-min | 23 | B | A | 24 | 27 | 31 | 27 | 312983 | 12 | 5 | 2011798 | 17 | 197721 | 15 | 654505 | 15 | 2 | 1 | M | 181.0 | 1 | 2 | 66.0 | 14 | -1 | 22 |
| Brave Entertainment | Arredondo Samuel | 16 | A | A | 6 | 2 | 3 | 2 | 863861 | 17 | 16 | 1306508 | 5 | 378491 | 18 | 391529 | 18 | 1 | 1 | M | 174.0 | 5 | 3 | 54.0 | 63 | 0 | 11 |
| C2K Entertainment | Kim Seong-lee | 24 | B | A | 69 | 60 | 53 | 46 | 133494 | 51 | 47 | 395013 | NA | NA | NA | NA | 47 | 2 | 1 | M | 173.0 | 5 | 2 | 61.0 | 62 | -1 | 19 |
| C9 Entertainment | Bae Jin-young | 18 | C | F | 5 | 12 | 10 | 12 | 667298 | 14 | 12 | 1502905 | 4 | 389982 | 10 | 807749 | 10 | 3 | 5 | M | 175.0 | 0 | 10 | 62.0 | 10 | 2 | 18 |
| Choon Entertainment | Kim Shi-hyun | 20 | D | D | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 4 | 4 | M | 175.0 | 0 | 9 | 58.0 | 9 | 0 | 20 |
| Choon Entertainment | Jin Longguo | 22 | C | D | 44 | 49 | 37 | 34 | 195419 | 35 | 18 | 1190935 | 21 | 184303 | NA | NA | 21 | 3 | 4 | M | 175.0 | 1 | 6 | 57.0 | 18 | 1 | 21 |
| Cre.Ker Entertainment | Joo Hak-nyeon | 19 | F | F | 4 | 8 | 6 | 10 | 703391 | 9 | 10 | 1629176 | 18 | 197194 | 19 | 349040 | 19 | 5 | 5 | M | 174.0 | 2 | 1 | 58.0 | 25 | 0 | 17 |
| CS Entertainment | Cho Jin-hyung | 22 | D | B | 85 | 92 | 75 | 72 | 77924 | NA | NA | NA | NA | NA | NA | NA | 72 | 4 | 2 | M | 170.0 | 2 | 2 | 61.0 | 26 | -2 | 20 |
| Cube Entertainment | Lai Kuan-lin | 17 | D | F | 10 | 6 | 7 | 9 | 717275 | 5 | 2 | 2202665 | 20 | 188940 | 7 | 905875 | 7 | 4 | 5 | M | 181.0 | 0 | 6 | 63.0 | 6 | 1 | 17 |
| Cube Entertainment | Yu Seon-ho | 16 | F | F | 22 | 16 | 15 | 15 | 575027 | 11 | 13 | 1502513 | 16 | 209168 | 17 | 551745 | 17 | 5 | 5 | M | 178.0 | 0 | 6 | 56.0 | 6 | 0 | 16 |
| FENT | Lee Jun-woo | 20 | F | C | 30 | 36 | 33 | 41 | 157041 | 58 | 50 | 343252 | NA | NA | NA | NA | 50 | 5 | 3 | M | 184.0 | 0 | 11 | 65.0 | 11 | -2 | 20 |
| Fantagio | Ong Seong-wu | 23 | A | A | 8 | 4 | 4 | 4 | 819186 | 6 | 7 | 1998849 | 8 | 358656 | 5 | 984756 | 5 | 1 | 1 | M | 179.0 | 0 | 8 | 63.0 | 8 | 0 | 23 |
| FNC Entertainment | Yoo Hoe-seung | 23 | D | C | 43 | 39 | 49 | 56 | 109060 | 36 | 39 | 527138 | NA | NA | NA | NA | 39 | 4 | 3 | M | 174.0 | 0 | 5 | 64.0 | 5 | -1 | 23 |
| Gini Stars Entertainment | Kim Do-hyun | 26 | C | C | 86 | 69 | 86 | 92 | 64157 | NA | NA | NA | NA | NA | NA | NA | 92 | 3 | 3 | M | 171.0 | 4 | 4 | 61.0 | 52 | 0 | 22 |
| Gini Stars Entertainment | Park Hee-seok | 26 | D | C | 89 | 66 | 87 | 86 | 68008 | NA | NA | NA | NA | NA | NA | NA | 86 | 4 | 3 | M | 177.0 | 5 | 4 | 65.0 | 64 | -1 | 21 |
| Gini Stars Entertainment | Wang Min-hyeok | 24 | D | D | 98 | 85 | 98 | 89 | 66475 | NA | NA | NA | NA | NA | NA | NA | 89 | 4 | 4 | M | 178.0 | 1 | 10 | 55.0 | 22 | 0 | 23 |
| GNI Entertainment | Jeong Si-hyun | 27 | F | F | 48 | 56 | 62 | 77 | 74829 | NA | NA | NA | NA | NA | NA | NA | 77 | 5 | 5 | M | 183.0 | 2 | 7 | 68.0 | 31 | 0 | 25 |
| GON Entertainment | Hong Eun-ki | 21 | C | D | 29 | 31 | 41 | 36 | 176813 | 38 | 38 | 557008 | NA | NA | NA | NA | 38 | 3 | 4 | M | 180.0 | 6 | 1 | 60.0 | 73 | 1 | 15 |
| Hanahreum Company | Kim Tae-min | 23 | F | F | 26 | 33 | 30 | 32 | 260391 | 37 | NA | NA | NA | NA | NA | NA | 59 | 5 | 5 | M | 182.0 | 3 | 4 | 60.0 | 40 | 0 | 20 |
| HF Music Company | Park Woo-dam | 23 | C | D | 59 | 57 | 68 | 55 | 112521 | 21 | 28 | 826392 | 35 | 31975 | NA | NA | 35 | 3 | 4 | M | 173.0 | 0 | 7 | 57.0 | 7 | 1 | 23 |
| HF Music Company | Woo Jin-young | 21 | C | A | 55 | 50 | 45 | 42 | 153419 | 40 | 40 | 522149 | NA | NA | NA | NA | 40 | 3 | 1 | M | 171.0 | 0 | 11 | 52.0 | 11 | -2 | 21 |
| HF Music Company | Jeong Won-cheol | 22 | F | B | 81 | 72 | 85 | 95 | 57775 | NA | NA | NA | NA | NA | NA | NA | 95 | 5 | 2 | M | 178.0 | 2 | 9 | 58.0 | 33 | -3 | 20 |
| HF Music Company | Jo Yong-geun | 23 | F | C | 65 | 59 | 71 | 93 | 61660 | NA | NA | NA | NA | NA | NA | NA | 93 | 5 | 3 | M | 174.0 | 1 | 2 | 54.0 | 14 | -2 | 22 |
| HIM Entertainment | Park Sung-woo | 30 | F | F | 12 | 13 | 17 | 22 | 452876 | 31 | 37 | 562716 | NA | NA | NA | NA | 37 | 5 | 5 | M | 183.0 | 3 | 3 | 72.0 | 39 | 0 | 27 |
| Hunus Entertainment | Kim Sang-kyun | 23 | F | D | 47 | 38 | 47 | 43 | 152329 | 23 | 27 | 830779 | 26 | 140890 | NA | NA | 26 | 5 | 4 | M | 178.0 | 5 | 2 | 65.0 | 62 | -1 | 18 |
| I.One Entertainment | Kim Yeon-kuk | 23 | F | D | 97 | 91 | 92 | 76 | 75768 | NA | NA | NA | NA | NA | NA | NA | 76 | 5 | 4 | M | 177.0 | 1 | 0 | 60.0 | 12 | -1 | 22 |
| I.One Entertainment | Nam Yoon-sung | 22 | F | C | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 5 | 3 | M | 181.0 | 3 | 3 | 62.0 | 39 | -2 | 19 |
| I.One Entertainment | Ryu Ho-yeon | 20 | F | C | 96 | 95 | 93 | 87 | 67707 | NA | NA | NA | NA | NA | NA | NA | 87 | 5 | 3 | M | 177.0 | 1 | 2 | 63.0 | 14 | -2 | 19 |
| I.One Entertainment | Choi Hee-soo | 21 | F | F | 68 | 79 | 79 | 96 | 55959 | NA | NA | NA | NA | NA | NA | NA | 96 | 5 | 5 | M | 177.0 | 1 | 4 | 59.0 | 16 | 0 | 20 |
| IMX | Cho Gyu-min | 25 | F | D | 94 | 89 | 97 | 88 | 67359 | NA | NA | NA | NA | NA | NA | NA | 88 | 5 | 4 | M | 173.0 | 4 | 3 | 58.0 | 51 | -1 | 21 |
| IT Entertainment | Lee Seo-kyu | 20 | F | D | 91 | 43 | 50 | 69 | 80052 | NA | NA | NA | NA | NA | NA | NA | 69 | 5 | 4 | M | 170.0 | 2 | 4 | 51.0 | 28 | -1 | 18 |
| IT Entertainment | Han Min-ho | 21 | D | C | 84 | 96 | 82 | 74 | 77000 | NA | NA | NA | NA | NA | NA | NA | 74 | 4 | 3 | M | 174.0 | 1 | 9 | 60.0 | 21 | -1 | 20 |
| Jellyfish Entertainment | Yun Hee-seok | 21 | F | B | 25 | 26 | 32 | 30 | 264133 | 45 | 46 | 408503 | NA | NA | NA | NA | 46 | 5 | 2 | M | 180.0 | 0 | 6 | 62.0 | 6 | -3 | 21 |
| K-Tigers | Byun Hyun-min | 19 | F | C | 52 | 70 | 73 | 52 | 116449 | 44 | 45 | 419381 | NA | NA | NA | NA | 45 | 5 | 3 | M | 170.0 | 1 | 2 | 60.0 | 14 | -2 | 18 |
| Kiwi Media Group | Kim Dong-bin | 17 | F | F | 40 | 37 | 25 | 33 | 237033 | 59 | 58 | 256770 | NA | NA | NA | NA | 58 | 5 | 5 | M | 180.0 | 0 | 7 | 62.0 | 7 | 0 | 17 |
| Maroo Entertainment | Kwon Hyeop | 20 | D | C | 41 | 41 | 52 | 65 | 86745 | NA | NA | NA | NA | NA | NA | NA | 65 | 4 | 3 | M | 174.0 | 1 | 2 | 59.0 | 14 | -1 | 19 |
| Maroo Entertainment | Park Ji-hoon | 19 | C | B | 1 | 1 | 1 | 1 | 1044197 | 3 | 3 | 2181840 | 2 | 630198 | 2 | 1136014 | 2 | 3 | 2 | M | 173.0 | 1 | 9 | 61.0 | 21 | -1 | 18 |
| Maroo Entertainment | Han Jong-youn | 20 | B | A | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 | 1 | M | 178.0 | 2 | 3 | 62.0 | 27 | -1 | 18 |
| Media Line | Lee Woo-jin | 15 | B | A | 20 | 22 | 21 | 18 | 511463 | 22 | 26 | 836127 | 34 | 47796 | NA | NA | 34 | 2 | 1 | M | 165.0 | 3 | 1 | 52.0 | 37 | -1 | 12 |
| MMO Entertainment | Kang Daniel | 22 | B | A | 23 | 23 | 12 | 5 | 817245 | 2 | 8 | 1948847 | 1 | 828148 | 1 | 1578837 | 1 | 2 | 1 | M | 180.0 | 2 | 1 | 67.0 | 25 | -1 | 20 |
| MMO Entertainment | Kim Jae-han | 23 | C | C | 83 | 64 | 72 | 81 | 71281 | NA | NA | NA | NA | NA | NA | NA | 81 | 3 | 3 | M | 179.0 | 1 | 2 | 68.0 | 14 | 0 | 22 |
| MMO Entertainment | Yoon Ji-seong | 27 | F | D | 35 | 19 | 9 | 3 | 844829 | 13 | 15 | 1372652 | 9 | 333974 | 8 | 902098 | 8 | 5 | 4 | M | 175.0 | 5 | 3 | 63.0 | 63 | -1 | 22 |
| MMO Entertainment | Joo Jin-woo | 25 | F | F | 77 | 80 | 77 | 45 | 141432 | 42 | 41 | 496934 | NA | NA | NA | NA | 41 | 5 | 5 | M | 175.0 | 4 | 3 | 60.0 | 51 | 0 | 21 |
| MMO Entertainment | Choi Tae-woong | 24 | C | D | 76 | 71 | 65 | 71 | 78323 | NA | NA | NA | NA | NA | NA | NA | 71 | 3 | 4 | M | 180.0 | 4 | 3 | 64.0 | 51 | 1 | 20 |
| Namoo Actors | Lee You-jin | 26 | D | C | 58 | 42 | 48 | 48 | 130509 | 50 | 54 | 316255 | NA | NA | NA | NA | 54 | 4 | 3 | M | 180.0 | 6 | 1 | 63.0 | 73 | -1 | 20 |
| Narda Entertainment | Kim Tae-woo | 25 | F | D | 28 | 34 | 44 | 38 | 167726 | 49 | 49 | 367727 | NA | NA | NA | NA | 49 | 5 | 4 | M | 178.0 | 6 | 0 | 65.0 | 72 | -1 | 19 |
| ONO Entertainment | Jang Moon-vok | 23 | F | F | 2 | 5 | 8 | 14 | 597046 | 26 | 32 | 745093 | 27 | 130324 | NA | NA | 27 | 5 | 5 | M | 168.0 | 2 | 0 | 49.0 | 24 | 0 | 21 |
| Oui Entertainment | Kim Dong-han | 20 | D | B | 57 | 78 | 78 | 37 | 175107 | 34 | 35 | 629883 | 29 | 120594 | NA | NA | 29 | 4 | 2 | M | 181.0 | 1 | 6 | 67.0 | 18 | -2 | 19 |
| Oui Entertainment | Jang Dae-hyeon | 21 | B | D | 51 | 54 | 66 | 83 | 69146 | NA | NA | NA | NA | NA | NA | NA | 83 | 2 | 4 | M | 175.0 | 0 | 9 | 62.0 | 9 | 2 | 21 |
| Oui Entertainment | Jo Sung-wook | 22 | F | F | 87 | 97 | 90 | 91 | 64374 | NA | NA | NA | NA | NA | NA | NA | 91 | 5 | 5 | M | 183.0 | 0 | 2 | 67.0 | 2 | 0 | 22 |
| Pan | Lee Ji-han | 20 | F | B | 90 | 74 | 88 | 98 | 51123 | NA | NA | NA | NA | NA | NA | NA | 98 | 5 | 2 | M | 181.0 | 1 | 11 | 65.0 | 23 | -3 | 19 |
| Pledis Entertainment | Kang Dong-ho | 23 | D | D | 19 | 14 | 20 | 20 | 472132 | 8 | 11 | 1585712 | 12 | 314807 | 13 | 755436 | 13 | 4 | 4 | M | 175.0 | 7 | 2 | 75.0 | 86 | 0 | 16 |
| Pledis Entertainment | Kim Jong-hyeon | 23 | D | B | 15 | 11 | 13 | 8 | 752149 | 1 | 1 | 2795491 | 7 | 367052 | 14 | 704148 | 14 | 4 | 2 | M | 176.0 | 8 | 2 | 60.0 | 98 | -2 | 15 |
| Pledis Entertainment | Choi Min-gi | 23 | D | F | 14 | 15 | 19 | 19 | 476249 | 18 | 20 | 1102561 | 15 | 217734 | 20 | 277106 | 20 | 4 | 5 | M | 178.0 | 7 | 2 | 60.0 | 86 | 1 | 16 |
| Pledis Entertainment | Hwang Min-hyun | 23 | C | D | 11 | 9 | 16 | 11 | 680322 | 4 | 6 | 2004207 | 11 | 315650 | 9 | 862719 | 9 | 3 | 4 | M | 181.0 | 6 | 3 | 67.0 | 75 | 1 | 17 |
| Rainbow Bridge World | Son Dong-myeong | 19 | D | F | 53 | 61 | 69 | 68 | 84469 | NA | NA | NA | NA | NA | NA | NA | 68 | 4 | 5 | M | 173.0 | 2 | 1 | 55.0 | 25 | 1 | 17 |
| Rainbow Bridge World | Yeo Hwan-ung | 20 | B | B | 32 | 32 | 39 | 49 | 126568 | 54 | 42 | 472798 | NA | NA | NA | NA | 42 | 2 | 2 | M | 168.0 | 1 | 3 | 57.0 | 15 | 0 | 19 |
| Rainbow Bridge World | Lee Gun-min | 22 | D | F | 56 | 81 | 83 | 94 | 60404 | NA | NA | NA | NA | NA | NA | NA | 94 | 4 | 5 | M | 176.0 | 1 | 2 | 63.0 | 14 | 1 | 21 |
| Rainbow Bridge World | Lee Keon-hee | 20 | D | D | 17 | 24 | 27 | 29 | 269787 | 29 | 30 | 799975 | 33 | 50148 | NA | NA | 33 | 4 | 4 | M | 181.0 | 0 | 6 | 64.0 | 6 | 0 | 20 |
| Rainbow Bridge World | Choi Jae-woo | 21 | C | B | 74 | 94 | 80 | 97 | 52711 | NA | NA | NA | NA | NA | NA | NA | 97 | 3 | 2 | M | 174.0 | 1 | 4 | 63.0 | 16 | -1 | 20 |
| S How Entertainment | Kim Nam-hyung | 25 | A | A | 75 | 58 | 46 | 54 | 112841 | 47 | 52 | 328569 | NA | NA | NA | NA | 52 | 1 | 1 | M | 172.0 | 5 | 2 | 64.0 | 62 | 0 | 20 |
| S How Entertainment | Jeong Dong-su | 27 | B | C | 60 | 52 | 36 | 35 | 180209 | 30 | 36 | 587830 | NA | NA | NA | NA | 36 | 2 | 3 | M | 170.0 | 5 | 2 | 65.0 | 62 | 1 | 22 |
| Star Road Entertainment | Takada Kenta | 23 | C | B | 21 | 25 | 29 | 28 | 287263 | 24 | 31 | 783860 | 24 | 146716 | NA | NA | 24 | 3 | 2 | M | 173.0 | 1 | 3 | 56.0 | 15 | -1 | 22 |
| Starship Entertainment | Lee Gwang-hyun | 20 | B | C | 45 | 47 | 40 | 44 | 145251 | 43 | 44 | 442392 | NA | NA | NA | NA | 44 | 2 | 3 | M | 172.0 | 0 | 10 | 59.0 | 10 | 1 | 20 |
| Starship Entertainment | Jung Se-woon | 21 | B | B | 13 | 17 | 11 | 13 | 634134 | 15 | 17 | 1284267 | 19 | 196223 | 12 | 769859 | 12 | 2 | 2 | M | 176.0 | 2 | 6 | 61.0 | 30 | 0 | 19 |
| STL Entertainment | Choi Jun-young | 22 | B | C | 82 | 98 | 81 | 90 | 66443 | NA | NA | NA | NA | NA | NA | NA | 90 | 2 | 3 | M | 180.0 | 3 | 7 | 65.0 | 43 | 1 | 19 |
| The Jackie Chan Group Korea | Kim Chan-yul | 26 | F | F | 93 | 90 | 96 | 78 | 73320 | NA | NA | NA | NA | NA | NA | NA | 78 | 5 | 5 | M | 186.0 | 2 | 8 | 66.0 | 32 | 0 | 24 |
| The Jackie Chan Group Korea | Choi Ha-don | 25 | D | F | 73 | 86 | 91 | 85 | 68009 | NA | NA | NA | NA | NA | NA | NA | 85 | 4 | 5 | M | 180.0 | 8 | 2 | 65.0 | 98 | 1 | 17 |
| The Vibe Label | Kim Tae-dong | 21 | F | A | 37 | 45 | 28 | 25 | 359771 | 28 | 22 | 877168 | 30 | 110091 | NA | NA | 30 | 5 | 1 | M | 177.0 | 2 | 1 | 61.0 | 25 | -4 | 19 |
| The Vibe Label | Seong Hyun-woo | 22 | C | B | 54 | 67 | 84 | 61 | 99983 | NA | NA | NA | NA | NA | NA | NA | 61 | 3 | 2 | M | 181.0 | 4 | 7 | 62.0 | 55 | -1 | 18 |
| The Vibe Label | Yoon Jae-chan | 19 | B | C | 67 | 55 | 60 | 59 | 101243 | 52 | 55 | 277022 | NA | NA | NA | NA | 55 | 2 | 3 | M | 175.0 | 0 | 10 | 57.0 | 10 | 1 | 19 |
| The Vibe Label | Ha Min-ho | 20 | B | C | 50 | 63 | 63 | 47 | 132056 | NA | NA | NA | NA | NA | NA | NA | 60 | 2 | 3 | M | 176.0 | 1 | 0 | 64.0 | 12 | 1 | 19 |
| Total Set | Yoo Kyoung-mok | 24 | D | C | 78 | 62 | 74 | 84 | 68265 | NA | NA | NA | NA | NA | NA | NA | 84 | 4 | 3 | M | 181.0 | 9 | 2 | 72.0 | 110 | -1 | 15 |
| Wayz Company | Jeong Joong-ji | 26 | F | F | 64 | 77 | 59 | 64 | 86864 | NA | NA | NA | NA | NA | NA | NA | 64 | 5 | 5 | M | 181.0 | 1 | 2 | 59.0 | 14 | 0 | 25 |
| WH Creative | Seo Sung-hyuk | 19 | D | D | 95 | 88 | 95 | 51 | 120808 | 19 | 24 | 844163 | 31 | 54415 | NA | NA | 31 | 4 | 4 | M | 170.0 | 0 | 6 | 62.0 | 6 | 0 | 19 |
| Widmay | Kim Ye-hyeon | 19 | F | C | 71 | 93 | 34 | 40 | 159576 | 55 | 33 | 691611 | 32 | 53277 | NA | NA | 32 | 5 | 3 | M | 176.0 | 0 | 9 | 63.0 | 9 | -2 | 19 |
| Wings Entertainment | Kim Yong-jin | 21 | D | F | 88 | 84 | 61 | 53 | 114426 | 53 | 56 | 261354 | NA | NA | NA | NA | 56 | 4 | 5 | M | 171.0 | 3 | 3 | 59.0 | 39 | 1 | 18 |
| YGKPlus | Kwon Hyun-bin | 21 | F | F | 16 | 20 | 22 | 23 | 408701 | 33 | 34 | 645510 | 22 | 160693 | NA | NA | 22 | 5 | 5 | M | 187.0 | 0 | 3 | 66.0 | 3 | 0 | 21 |
| YGKPlus | Kim Hyeon-woo | 20 | F | C | 66 | 82 | 89 | 70 | 79305 | NA | NA | NA | NA | NA | NA | NA | 70 | 5 | 3 | M | 186.0 | 0 | 3 | 64.0 | 3 | -2 | 20 |
| YGKPlus | Lee Hoo-lim | 26 | D | B | 62 | 68 | 76 | 80 | 72260 | NA | NA | NA | NA | NA | NA | NA | 80 | 4 | 2 | M | 187.0 | 0 | 3 | 74.0 | 3 | -2 | 26 |
| YGKPlus | Jeong Hyo-jun | 26 | F | F | 36 | 44 | 54 | 67 | 85218 | NA | NA | NA | NA | NA | NA | NA | 67 | 5 | 5 | M | 181.0 | 0 | 3 | 65.0 | 3 | 0 | 26 |
| Yuehua Entertainment | Ahn Heong-seop | 19 | D | A | 7 | 7 | 5 | 6 | 810639 | 20 | 19 | 1171439 | 14 | 254984 | 16 | 609085 | 16 | 4 | 1 | M | 173.0 | 1 | 5 | 58.0 | 17 | -3 | 18 |
| Yuehua Entertainment | Lee Eui-woong | 17 | C | D | 9 | 10 | 14 | 17 | 520973 | 25 | 23 | 855494 | 23 | 156572 | NA | NA | 23 | 3 | 4 | M | 170.0 | 0 | 9 | 55.0 | 9 | 1 | 17 |
| Yuehua Entertainment | Justin | 16 | C | D | 18 | 21 | 26 | 31 | 261653 | 48 | 43 | 458650 | NA | NA | NA | NA | 43 | 3 | 4 | M | 180.0 | 1 | 3 | 56.0 | 15 | 1 | 15 |
| Yuehua Entertainment | Zhu Zheng-ting | 22 | C | D | 31 | 29 | 42 | 50 | 122552 | 57 | 51 | 330058 | NA | NA | NA | NA | 51 | 3 | 4 | M | 183.0 | 1 | 8 | 62.0 | 20 | 1 | 21 |
| Yuehua Entertainment | Choi Seung-hyeok | 19 | D | D | 70 | 76 | 64 | 79 | 72983 | NA | NA | NA | NA | NA | NA | NA | 79 | 4 | 4 | M | 185.0 | 1 | 2 | 69.0 | 14 | 0 | 18 |
Analysis of single variable
Functions
- analyze_variable: analyze single variable. Output a list of two tables: cut the variable into 4 intervals; calculate average by gender. For example: analyze_variable(“Age”).
- graph_variable: bar plot of single variable by gender, and frequncy comparison. In both ggplot and plotly. For example: graph_variable(“Age”).
Age of trainees
Distribution
## [[1]]
## # A tibble: 4 x 2
## `cut_width(Age, range/4)` n
## <fctr> <int>
## 1 [14,18] 55
## 2 (18,22] 93
## 3 (22,26] 49
## 4 (26,30] 7## [[1]]
## # A tibble: 2 x 2
## Gender mean
## <chr> <dbl>
## 1 F 19.49515
## 2 M 21.79208Graph
- Most female trainees around 20 years old.
- Most male trainees around 23 years old.
- Age of female trainees are generally younger than male trainees.
## [[1]]
##
## [[2]]
##
## [[3]]
##
## [[4]]
Height of trainees
Distribution
## [[1]]
## # A tibble: 5 x 2
## `cut_width(Height, range/4)` n
## <fctr> <int>
## 1 [144,153] 1
## 2 (153,162] 29
## 3 (162,171] 80
## 4 (171,179] 63
## 5 (179,188] 31## [[1]]
## # A tibble: 2 x 2
## Gender mean
## <chr> <dbl>
## 1 F 164.0680
## 2 M 176.4455Graph
## [[1]]
##
## [[2]]
##
## [[3]]
##
## [[4]]
Weight of trainees
Distribution
## [[1]]
## # A tibble: 5 x 2
## `cut_width(Weight, range/4)` n
## <fctr> <int>
## 1 [31.5,40.5] 2
## 2 (40.5,49.5] 80
## 3 (49.5,58.5] 47
## 4 (58.5,67.5] 67
## 5 (67.5,76.5] 8## [[1]]
## # A tibble: 2 x 2
## Gender mean
## <chr> <dbl>
## 1 F 47.25340
## 2 M 61.35644Graph
## [[1]]
##
## [[2]]
##
## [[3]]
##
## [[4]]
Training time of trainees
Distribution
## [[1]]
## # A tibble: 5 x 2
## `cut_width(Training_time, range/4)` n
## <fctr> <int>
## 1 [-15.2,15.2] 71
## 2 (15.2,45.8] 81
## 3 (45.8,76.2] 43
## 4 (76.2,107] 7
## 5 (107,137] 2## [[1]]
## # A tibble: 2 x 2
## Gender mean
## <chr> <dbl>
## 1 F 31.26214
## 2 M 30.39604Graph
- A peak at around 15 months(1 year), another peak at around 60 months(5 years)
## [[1]]
##
## [[2]]
##
## [[3]]
##
## [[4]]
Votes
Distribution
## [[1]]
## # A tibble: 6 x 2
## `cut_width(Votes_ep5, range/4)` n
## <fctr> <int>
## 1 [-1.28e+05,1.28e+05] 128
## 2 (1.28e+05,3.85e+05] 41
## 3 (3.85e+05,6.42e+05] 16
## 4 (6.42e+05,8.99e+05] 11
## 5 (8.99e+05,1.16e+06] 1
## 6 <NA> 7Graph
- More people voted for male trainees (season 2)
## [[1]]
## # A tibble: 2 x 2
## Gender mean
## <chr> <dbl>
## 1 F 88689.12
## 2 M 252033.34## [[1]]
##
## [[2]]
##
## [[3]]
##
## [[4]]
- Do people keep voting if their favorite trainees get eliminated?( Top 60 in ep 6, top 35 in ep 10, top 20/22 in ep 11)
## # A tibble: 2 x 5
## Gender ep5_total ep8_total ep10_total ep11_total
## <chr> <chr> <chr> <chr> <chr>
## 1 F 8,780,223 22,325,311 1,496,286 4,673,791
## 2 M 24,699,267 55,365,681 8,407,307 16,121,922- Less people vote after top 35 are selected.
Evaluation
- Most people in F(worst), least in A(best)
- More people in A for the second evaluation
Analysis of relationships
Age and ranking comparison
- The ranking in first episode is more based on first impression while final ranking is based on viewers’ holistic evaluation of a trainee.
- Lighter color represents ranking in first episode, darker represents ranking in last episode
- Left one cut by number, right one cut by age interval
The younger trainees’ ranking tend to increase while the older trainees’ ranking tend to decrease.
- Cut by number on the left, cut by age interval on the right.
Girls around 20 has best ranking, while younger boys (~17) have best ranking.
Height and ranking
- Failed to find correlations
Height, age and ranking
- For female trainees.
- No pattern discovered.
- For male trainees.
- Although no overall patter, we can still see that younger boys (at the bottom of the graph) have high rankings at episode one.
Weight and ranking
- No pattern discovered
Training period and ranking
- Seems like around 70 months (6 years) have lower ranking.
Age trainees start training & ranking
- For male trainees, starting early seems to bring an advantage
Ranking and judge evaluation
- Evaluation for top 20
- Not really depend on evaluation
- A,B,C,D,F
- A(best) = 1, F(worst) = 5
- if change in evaluation changes ranking
- It doesn’t
Evaluation and traning time
- Not really dependent
Companies and ranking
- Top 6 companies
## # A tibble: 11 x 2
## # Groups: Company [11]
## Company n
## <chr> <int>
## 1 Individual Trainee 11
## 2 Pledis Entertainment 11
## 3 Happy Face Entertainment 9
## 4 Blessing Entertainment 7
## 5 Fantagio 6
## 6 Midas Entertainment 6
## 7 Cube Entertainment 5
## 8 MMO Entertainment 5
## 9 Rainbow Bridge World 5
## 10 Starship Entertainment 5
## 11 Yuehua Entertainment 5## # A tibble: 46 x 2
## # Groups: Company [46]
## Company n
## <chr> <int>
## 1 Happy Face Entertainment 9
## 2 Pledis Entertainment 7
## 3 Individual Trainee 6
## 4 Midas Entertainment 6
## 5 Blessing Entertainment 5
## 6 Fantagio 5
## 7 Kconic Entertainment 4
## 8 Cube Entertainment 3
## 9 Jellyfish Entertainment 3
## 10 LOUDers Entertainment 3
## # ... with 36 more rows## # A tibble: 53 x 2
## # Groups: Company [53]
## Company n
## <chr> <int>
## 1 Individual Trainee 5
## 2 MMO Entertainment 5
## 3 Rainbow Bridge World 5
## 4 Yuehua Entertainment 5
## 5 Brand New Music 4
## 6 HF Music Company 4
## 7 I.One Entertainment 4
## 8 Pledis Entertainment 4
## 9 The Vibe Label 4
## 10 YGKPlus 4
## # ... with 43 more rows## # A tibble: 12 x 3
## # Groups: Company [?]
## Company Gender `mean(Ranking_final)`
## <chr> <chr> <dbl>
## 1 Blessing Entertainment F 82.60000
## 2 Blessing Entertainment M 70.50000
## 3 Cube Entertainment F 38.00000
## 4 Cube Entertainment M 12.00000
## 5 Fantagio F 27.00000
## 6 Fantagio M 5.00000
## 7 Individual Trainee F 36.50000
## 8 Individual Trainee M 50.80000
## 9 Pledis Entertainment F 25.85714
## 10 Pledis Entertainment M 14.00000
## 11 Starship Entertainment F 40.33333
## 12 Starship Entertainment M 28.00000
- All companies with more than one female and male trainee, correlation between mean ranking of female and mean ranking of male
- Correlated, adjusted R-squared: 0.9524, statistically significant: p-value: 0.0005516.
## # A tibble: 99 x 3
## # Groups: Company [?]
## Company Gender `n()`
## <chr> <chr> <int>
## 1 &August Entertainment F 1
## 2 101 Doors F 1
## 3 2able Company F 1
## 4 2able Company M 1
## 5 2Y Entertainment M 1
## 6 Ardor and Able M 2
## 7 Astory Entertainment F 2
## 8 Banana Entertainment M 1
## 9 Blessing Entertainment F 5
## 10 Blessing Entertainment M 2
## # ... with 89 more rows## # A tibble: 6 x 3
## # Groups: Company [6]
## Company F M
## * <chr> <dbl> <dbl>
## 1 2able Company 97.00000 92.00
## 2 Blessing Entertainment 75.40000 64.00
## 3 Cube Entertainment 17.00000 16.00
## 4 Individual Trainee 32.00000 36.60
## 5 Pledis Entertainment 23.14286 14.75
## 6 Starship Entertainment 40.00000 29.00
##
## Call:
## lm(formula = F ~ M, data = df_comp)
##
## Residuals:
## 1 2 3 4 5 6
## -1.734 5.433 -3.651 -9.816 3.776 5.992
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 4.2131 5.1485 0.818 0.459124
## M 1.0274 0.1022 10.049 0.000552 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.935 on 4 degrees of freedom
## Multiple R-squared: 0.9619, Adjusted R-squared: 0.9524
## F-statistic: 101 on 1 and 4 DF, p-value: 0.0005516- Predict ranking for female trainee with know ranking for male trainee
A model for company and ranking
- Model for all data
- Adjusted R-squared: 0.6098, p-value: 1.48e-13
- Correlated & statictically significant
- Trainee’s company has influence on their ranking
##
## Call:
## lm(formula = Ranking_ep1 ~ Company, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -35.800 -6.111 0.000 5.000 52.500
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 5.800e+01 1.795e+01 3.230 0.00163
## Company101 Doors 3.500e+01 2.539e+01 1.378 0.17087
## Company2able Company 3.650e+01 2.199e+01 1.660 0.09979
## Company2Y Entertainment 5.000e+00 2.539e+01 0.197 0.84426
## CompanyArdor and Able -1.050e+01 2.199e+01 -0.477 0.63396
## CompanyAstory Entertainment 2.950e+01 2.199e+01 1.342 0.18251
## CompanyBanana Entertainment 2.200e+01 2.539e+01 0.866 0.38814
## CompanyBlessing Entertainment 1.414e+01 1.919e+01 0.737 0.46280
## CompanyBrand New Music -2.275e+01 2.007e+01 -1.133 0.25955
## CompanyBrave Entertainment -5.200e+01 2.539e+01 -2.048 0.04295
## CompanyC2K Entertainment 1.100e+01 2.539e+01 0.433 0.66571
## CompanyC9 Entertainment -5.300e+01 2.539e+01 -2.087 0.03917
## CompanyCani Star Entertainment -1.500e+01 2.539e+01 -0.591 0.55590
## CompanyChoon Entertainment -1.400e+01 2.539e+01 -0.551 0.58250
## CompanyChorokbaem Juna -5.000e+00 2.539e+01 -0.197 0.84426
## CompanyChungchun Music -1.600e+01 2.539e+01 -0.630 0.52992
## CompanyClear Company 7.000e+00 2.539e+01 0.276 0.78331
## CompanyCMG Chorok Stars -4.000e+00 2.539e+01 -0.158 0.87511
## CompanyCre.Ker Entertainment -5.400e+01 2.539e+01 -2.127 0.03568
## CompanyCS Entertainment 2.700e+01 2.539e+01 1.063 0.28996
## CompanyCube Entertainment -4.140e+01 1.967e+01 -2.105 0.03758
## CompanyDSP Media -4.000e+01 2.199e+01 -1.819 0.07163
## CompanyDuble Kick Company -4.200e+01 2.539e+01 -1.654 0.10096
## CompanyECUBE Media 3.300e+01 2.539e+01 1.300 0.19644
## CompanyFantagio -2.150e+01 1.939e+01 -1.109 0.27000
## CompanyFENT -2.800e+01 2.539e+01 -1.103 0.27255
## CompanyFM Entertainment 2.100e+01 2.539e+01 0.827 0.41000
## CompanyFNC Entertainment -1.500e+01 2.539e+01 -0.591 0.55590
## CompanyGini Stars Entertainment 3.300e+01 2.073e+01 1.592 0.11432
## CompanyGNI Entertainment -1.000e+01 2.539e+01 -0.394 0.69447
## CompanyGON Entertainment -2.900e+01 2.539e+01 -1.142 0.25589
## CompanyHanahreum Company -3.200e+01 2.539e+01 -1.260 0.21024
## CompanyHappy Face Entertainment 1.511e+01 1.893e+01 0.798 0.42634
## CompanyHello Music Entertainment -1.300e+01 2.539e+01 -0.512 0.60969
## CompanyHF Music Company 7.000e+00 2.007e+01 0.349 0.72797
## CompanyHIM Entertainment -4.600e+01 2.539e+01 -1.812 0.07277
## CompanyHunus Entertainment -1.100e+01 2.539e+01 -0.433 0.66571
## CompanyI.One Entertainment 2.900e+01 2.073e+01 1.399 0.16469
## CompanyIMX 3.600e+01 2.539e+01 1.418 0.15908
## CompanyIndividual Trainee -2.391e+01 1.875e+01 -1.275 0.20501
## CompanyIT Entertainment 2.950e+01 2.199e+01 1.342 0.18251
## CompanyJellyfish Entertainment -4.700e+01 2.007e+01 -2.341 0.02101
## CompanyJYP Entertainment -5.700e+01 2.539e+01 -2.245 0.02678
## CompanyK-Tigers -6.000e+00 2.539e+01 -0.236 0.81364
## CompanyKconic Entertainment -2.500e+00 2.007e+01 -0.125 0.90111
## CompanyKiwi Media Group -1.800e+01 2.539e+01 -0.709 0.47989
## CompanyLOEN Entertainment -2.800e+01 2.539e+01 -1.103 0.27255
## CompanyLOUDers Entertainment 2.933e+01 2.073e+01 1.415 0.15993
## CompanyM&H -1.400e+01 2.199e+01 -0.637 0.52567
## CompanyM2 Project 3.700e+01 2.539e+01 1.457 0.14792
## CompanyMagic Fresh Company 1.800e+01 2.199e+01 0.819 0.41481
## CompanyMAJESTY -5.000e+00 2.199e+01 -0.227 0.82055
## CompanyMaroo Entertainment -3.700e+01 2.199e+01 -1.683 0.09529
## CompanyMBK Entertainment -5.233e+01 2.073e+01 -2.524 0.01302
## CompanyMedia Line -3.800e+01 2.539e+01 -1.497 0.13737
## CompanyMidas Entertainment 1.150e+01 1.939e+01 0.593 0.55440
## CompanyMJ Entertainment 1.000e+00 2.073e+01 0.048 0.96162
## CompanyMMO Entertainment 8.000e-01 1.967e+01 0.041 0.96763
## CompanyMusic K Entertainment 1.800e+01 2.539e+01 0.709 0.47989
## CompanyMusic Works -4.500e+01 2.539e+01 -1.772 0.07912
## CompanyMystic Entertainment -1.700e+01 2.539e+01 -0.670 0.50457
## CompanyNamoo Actors 2.399e-13 2.539e+01 0.000 1.00000
## CompanyNarda Entertainment -3.000e+01 2.539e+01 -1.181 0.23996
## CompanyNext Level Entertainment 2.800e+01 2.539e+01 1.103 0.27255
## CompanyNextar Entertainment 1.650e+01 2.199e+01 0.750 0.45465
## CompanyNHemg 3.800e+01 2.539e+01 1.497 0.13737
## CompanyONO Entertainment -5.600e+01 2.539e+01 -2.205 0.02950
## CompanyOui Entertainment 7.000e+00 2.073e+01 0.338 0.73628
## CompanyPan 3.200e+01 2.539e+01 1.260 0.21024
## CompanyPledis Entertainment -3.791e+01 1.875e+01 -2.021 0.04566
## CompanyRainbow Bridge World -1.160e+01 1.967e+01 -0.590 0.55655
## CompanyRedLine Entertainment -3.400e+01 2.539e+01 -1.339 0.18332
## CompanyS How Entertainment 9.500e+00 2.199e+01 0.432 0.66657
## CompanyShow Works -8.000e+00 2.539e+01 -0.315 0.75331
## CompanySS Entertainment -3.867e+01 2.073e+01 -1.865 0.06484
## CompanyStar Empire Entertainment -1.167e+01 2.073e+01 -0.563 0.57476
## CompanyStar Planet Co. 4.300e+01 2.539e+01 1.693 0.09320
## CompanyStar Road Entertainment -3.700e+01 2.539e+01 -1.457 0.14792
## CompanyStarship Entertainment -2.240e+01 1.967e+01 -1.139 0.25722
## CompanySTL Entertainment 2.400e+01 2.539e+01 0.945 0.34663
## CompanyThe Jackie Chan Group Korea 2.500e+01 2.199e+01 1.137 0.25805
## CompanyThe Vibe Label -6.000e+00 2.007e+01 -0.299 0.76558
## CompanyTipping Entertainment 4.000e+00 2.539e+01 0.158 0.87511
## CompanyTotal Set 2.000e+01 2.539e+01 0.788 0.43259
## CompanyWayz Company 6.000e+00 2.539e+01 0.236 0.81364
## CompanyWH Creative 3.700e+01 2.539e+01 1.457 0.14792
## CompanyWidmay 1.300e+01 2.539e+01 0.512 0.60969
## CompanyWings Entertainment 3.000e+01 2.539e+01 1.181 0.23996
## CompanyYAMA&HOTCHICKS Entertainment -2.700e+01 2.539e+01 -1.063 0.28996
## CompanyYGKPlus -1.300e+01 2.007e+01 -0.648 0.51859
## CompanyYuehua Entertainment -3.100e+01 1.967e+01 -1.576 0.11786
##
## (Intercept) **
## Company101 Doors
## Company2able Company .
## Company2Y Entertainment
## CompanyArdor and Able
## CompanyAstory Entertainment
## CompanyBanana Entertainment
## CompanyBlessing Entertainment
## CompanyBrand New Music
## CompanyBrave Entertainment *
## CompanyC2K Entertainment
## CompanyC9 Entertainment *
## CompanyCani Star Entertainment
## CompanyChoon Entertainment
## CompanyChorokbaem Juna
## CompanyChungchun Music
## CompanyClear Company
## CompanyCMG Chorok Stars
## CompanyCre.Ker Entertainment *
## CompanyCS Entertainment
## CompanyCube Entertainment *
## CompanyDSP Media .
## CompanyDuble Kick Company
## CompanyECUBE Media
## CompanyFantagio
## CompanyFENT
## CompanyFM Entertainment
## CompanyFNC Entertainment
## CompanyGini Stars Entertainment
## CompanyGNI Entertainment
## CompanyGON Entertainment
## CompanyHanahreum Company
## CompanyHappy Face Entertainment
## CompanyHello Music Entertainment
## CompanyHF Music Company
## CompanyHIM Entertainment .
## CompanyHunus Entertainment
## CompanyI.One Entertainment
## CompanyIMX
## CompanyIndividual Trainee
## CompanyIT Entertainment
## CompanyJellyfish Entertainment *
## CompanyJYP Entertainment *
## CompanyK-Tigers
## CompanyKconic Entertainment
## CompanyKiwi Media Group
## CompanyLOEN Entertainment
## CompanyLOUDers Entertainment
## CompanyM&H
## CompanyM2 Project
## CompanyMagic Fresh Company
## CompanyMAJESTY
## CompanyMaroo Entertainment .
## CompanyMBK Entertainment *
## CompanyMedia Line
## CompanyMidas Entertainment
## CompanyMJ Entertainment
## CompanyMMO Entertainment
## CompanyMusic K Entertainment
## CompanyMusic Works .
## CompanyMystic Entertainment
## CompanyNamoo Actors
## CompanyNarda Entertainment
## CompanyNext Level Entertainment
## CompanyNextar Entertainment
## CompanyNHemg
## CompanyONO Entertainment *
## CompanyOui Entertainment
## CompanyPan
## CompanyPledis Entertainment *
## CompanyRainbow Bridge World
## CompanyRedLine Entertainment
## CompanyS How Entertainment
## CompanyShow Works
## CompanySS Entertainment .
## CompanyStar Empire Entertainment
## CompanyStar Planet Co. .
## CompanyStar Road Entertainment
## CompanyStarship Entertainment
## CompanySTL Entertainment
## CompanyThe Jackie Chan Group Korea
## CompanyThe Vibe Label
## CompanyTipping Entertainment
## CompanyTotal Set
## CompanyWayz Company
## CompanyWH Creative
## CompanyWidmay
## CompanyWings Entertainment
## CompanyYAMA&HOTCHICKS Entertainment
## CompanyYGKPlus
## CompanyYuehua Entertainment
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 17.95 on 110 degrees of freedom
## (3 observations deleted due to missingness)
## Multiple R-squared: 0.7854, Adjusted R-squared: 0.6098
## F-statistic: 4.473 on 90 and 110 DF, p-value: 1.48e-13Company and judge evaluation
Male and female trainee mean evaluation for top 6 companies
- Model for judge evaluation with company
Fails to find relationship
##
## Call:
## lm(formula = evaluation1_num ~ Company, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.333 -0.500 0.000 0.500 3.000
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 5.000e+00 1.141e+00 4.384 2.63e-05
## Company101 Doors 5.022e-14 1.613e+00 0.000 1.00000
## Company2able Company -3.500e+00 1.397e+00 -2.506 0.01365
## Company2Y Entertainment -1.000e+00 1.613e+00 -0.620 0.53652
## CompanyArdor and Able -4.000e+00 1.397e+00 -2.864 0.00500
## CompanyAstory Entertainment -3.500e+00 1.397e+00 -2.506 0.01365
## CompanyBanana Entertainment -2.000e+00 1.613e+00 -1.240 0.21756
## CompanyBlessing Entertainment -7.143e-01 1.219e+00 -0.586 0.55916
## CompanyBrand New Music -3.500e+00 1.275e+00 -2.745 0.00705
## CompanyBrave Entertainment -4.000e+00 1.613e+00 -2.480 0.01462
## CompanyC2K Entertainment -3.000e+00 1.613e+00 -1.860 0.06550
## CompanyC9 Entertainment -2.000e+00 1.613e+00 -1.240 0.21756
## CompanyCani Star Entertainment 5.906e-14 1.613e+00 0.000 1.00000
## CompanyChoon Entertainment -1.500e+00 1.397e+00 -1.074 0.28519
## CompanyChorokbaem Juna -3.000e+00 1.613e+00 -1.860 0.06550
## CompanyChungchun Music -3.000e+00 1.613e+00 -1.860 0.06550
## CompanyClear Company 4.889e-14 1.613e+00 0.000 1.00000
## CompanyCMG Chorok Stars -1.000e+00 1.613e+00 -0.620 0.53652
## CompanyCre.Ker Entertainment 5.323e-14 1.613e+00 0.000 1.00000
## CompanyCS Entertainment -1.000e+00 1.613e+00 -0.620 0.53652
## CompanyCube Entertainment -1.800e+00 1.249e+00 -1.441 0.15244
## CompanyDSP Media -1.000e+00 1.397e+00 -0.716 0.47554
## CompanyDuble Kick Company -4.000e+00 1.613e+00 -2.480 0.01462
## CompanyECUBE Media -1.000e+00 1.613e+00 -0.620 0.53652
## CompanyFantagio -1.667e+00 1.232e+00 -1.353 0.17879
## CompanyFENT 5.100e-14 1.613e+00 0.000 1.00000
## CompanyFM Entertainment -3.000e+00 1.613e+00 -1.860 0.06550
## CompanyFNC Entertainment -1.000e+00 1.613e+00 -0.620 0.53652
## CompanyGini Stars Entertainment -1.333e+00 1.317e+00 -1.012 0.31350
## CompanyGNI Entertainment 5.087e-14 1.613e+00 0.000 1.00000
## CompanyGON Entertainment -2.000e+00 1.613e+00 -1.240 0.21756
## CompanyHanahreum Company 5.669e-14 1.613e+00 0.000 1.00000
## CompanyHappy Face Entertainment -1.222e+00 1.202e+00 -1.017 0.31150
## CompanyHello Music Entertainment -1.000e+00 1.613e+00 -0.620 0.53652
## CompanyHF Music Company -1.000e+00 1.275e+00 -0.784 0.43456
## CompanyHIM Entertainment 5.287e-14 1.613e+00 0.000 1.00000
## CompanyHunus Entertainment 4.700e-14 1.613e+00 0.000 1.00000
## CompanyI.One Entertainment 5.104e-14 1.275e+00 0.000 1.00000
## CompanyIMX 5.149e-14 1.613e+00 0.000 1.00000
## CompanyIndividual Trainee -1.455e+00 1.191e+00 -1.221 0.22462
## CompanyIT Entertainment -5.000e-01 1.397e+00 -0.358 0.72105
## CompanyJellyfish Entertainment -3.000e+00 1.275e+00 -2.353 0.02037
## CompanyJYP Entertainment -4.000e+00 1.613e+00 -2.480 0.01462
## CompanyK-Tigers 5.329e-14 1.613e+00 0.000 1.00000
## CompanyKconic Entertainment -1.500e+00 1.275e+00 -1.176 0.24194
## CompanyKiwi Media Group 5.128e-14 1.613e+00 0.000 1.00000
## CompanyLOEN Entertainment -4.000e+00 1.613e+00 -2.480 0.01462
## CompanyLOUDers Entertainment -1.000e+00 1.317e+00 -0.759 0.44925
## CompanyM&H -3.500e+00 1.397e+00 -2.506 0.01365
## CompanyM2 Project 5.334e-14 1.613e+00 0.000 1.00000
## CompanyMagic Fresh Company -2.500e+00 1.397e+00 -1.790 0.07618
## CompanyMAJESTY -2.000e+00 1.397e+00 -1.432 0.15497
## CompanyMaroo Entertainment -2.000e+00 1.317e+00 -1.519 0.13165
## CompanyMBK Entertainment -2.333e+00 1.317e+00 -1.772 0.07914
## CompanyMedia Line -3.000e+00 1.613e+00 -1.860 0.06550
## CompanyMidas Entertainment -1.333e+00 1.232e+00 -1.082 0.28142
## CompanyMJ Entertainment -2.333e+00 1.317e+00 -1.772 0.07914
## CompanyMMO Entertainment -1.400e+00 1.249e+00 -1.121 0.26486
## CompanyMusic K Entertainment -2.000e+00 1.613e+00 -1.240 0.21756
## CompanyMusic Works -2.000e+00 1.613e+00 -1.240 0.21756
## CompanyMystic Entertainment -2.000e+00 1.613e+00 -1.240 0.21756
## CompanyNamoo Actors -1.000e+00 1.613e+00 -0.620 0.53652
## CompanyNarda Entertainment 5.031e-14 1.613e+00 0.000 1.00000
## CompanyNext Level Entertainment -3.000e+00 1.613e+00 -1.860 0.06550
## CompanyNextar Entertainment -1.000e+00 1.397e+00 -0.716 0.47554
## CompanyNHemg 5.429e-14 1.613e+00 0.000 1.00000
## CompanyONO Entertainment 5.117e-14 1.613e+00 0.000 1.00000
## CompanyOui Entertainment -1.333e+00 1.317e+00 -1.012 0.31350
## CompanyPan 5.163e-14 1.613e+00 0.000 1.00000
## CompanyPledis Entertainment -2.000e+00 1.191e+00 -1.679 0.09594
## CompanyRainbow Bridge World -1.600e+00 1.249e+00 -1.281 0.20295
## CompanyRedLine Entertainment 5.106e-14 1.613e+00 0.000 1.00000
## CompanyS How Entertainment -3.500e+00 1.397e+00 -2.506 0.01365
## CompanyShow Works -1.000e+00 1.613e+00 -0.620 0.53652
## CompanySS Entertainment -1.000e+00 1.317e+00 -0.759 0.44925
## CompanyStar Empire Entertainment -2.000e+00 1.317e+00 -1.519 0.13165
## CompanyStar Planet Co. -1.000e+00 1.613e+00 -0.620 0.53652
## CompanyStar Road Entertainment -2.000e+00 1.613e+00 -1.240 0.21756
## CompanyStarship Entertainment -2.800e+00 1.249e+00 -2.241 0.02698
## CompanySTL Entertainment -3.000e+00 1.613e+00 -1.860 0.06550
## CompanyThe Jackie Chan Group Korea -5.000e-01 1.397e+00 -0.358 0.72105
## CompanyThe Vibe Label -2.000e+00 1.275e+00 -1.568 0.11958
## CompanyTipping Entertainment 5.034e-14 1.613e+00 0.000 1.00000
## CompanyTotal Set -1.000e+00 1.613e+00 -0.620 0.53652
## CompanyWayz Company 4.592e-14 1.613e+00 0.000 1.00000
## CompanyWH Creative -1.000e+00 1.613e+00 -0.620 0.53652
## CompanyWidmay 4.989e-14 1.613e+00 0.000 1.00000
## CompanyWings Entertainment -1.000e+00 1.613e+00 -0.620 0.53652
## CompanyYAMA&HOTCHICKS Entertainment -3.000e+00 1.613e+00 -1.860 0.06550
## CompanyYGKPlus -2.500e-01 1.275e+00 -0.196 0.84492
## CompanyYuehua Entertainment -1.600e+00 1.249e+00 -1.281 0.20295
##
## (Intercept) ***
## Company101 Doors
## Company2able Company *
## Company2Y Entertainment
## CompanyArdor and Able **
## CompanyAstory Entertainment *
## CompanyBanana Entertainment
## CompanyBlessing Entertainment
## CompanyBrand New Music **
## CompanyBrave Entertainment *
## CompanyC2K Entertainment .
## CompanyC9 Entertainment
## CompanyCani Star Entertainment
## CompanyChoon Entertainment
## CompanyChorokbaem Juna .
## CompanyChungchun Music .
## CompanyClear Company
## CompanyCMG Chorok Stars
## CompanyCre.Ker Entertainment
## CompanyCS Entertainment
## CompanyCube Entertainment
## CompanyDSP Media
## CompanyDuble Kick Company *
## CompanyECUBE Media
## CompanyFantagio
## CompanyFENT
## CompanyFM Entertainment .
## CompanyFNC Entertainment
## CompanyGini Stars Entertainment
## CompanyGNI Entertainment
## CompanyGON Entertainment
## CompanyHanahreum Company
## CompanyHappy Face Entertainment
## CompanyHello Music Entertainment
## CompanyHF Music Company
## CompanyHIM Entertainment
## CompanyHunus Entertainment
## CompanyI.One Entertainment
## CompanyIMX
## CompanyIndividual Trainee
## CompanyIT Entertainment
## CompanyJellyfish Entertainment *
## CompanyJYP Entertainment *
## CompanyK-Tigers
## CompanyKconic Entertainment
## CompanyKiwi Media Group
## CompanyLOEN Entertainment *
## CompanyLOUDers Entertainment
## CompanyM&H *
## CompanyM2 Project
## CompanyMagic Fresh Company .
## CompanyMAJESTY
## CompanyMaroo Entertainment
## CompanyMBK Entertainment .
## CompanyMedia Line .
## CompanyMidas Entertainment
## CompanyMJ Entertainment .
## CompanyMMO Entertainment
## CompanyMusic K Entertainment
## CompanyMusic Works
## CompanyMystic Entertainment
## CompanyNamoo Actors
## CompanyNarda Entertainment
## CompanyNext Level Entertainment .
## CompanyNextar Entertainment
## CompanyNHemg
## CompanyONO Entertainment
## CompanyOui Entertainment
## CompanyPan
## CompanyPledis Entertainment .
## CompanyRainbow Bridge World
## CompanyRedLine Entertainment
## CompanyS How Entertainment *
## CompanyShow Works
## CompanySS Entertainment
## CompanyStar Empire Entertainment
## CompanyStar Planet Co.
## CompanyStar Road Entertainment
## CompanyStarship Entertainment *
## CompanySTL Entertainment .
## CompanyThe Jackie Chan Group Korea
## CompanyThe Vibe Label
## CompanyTipping Entertainment
## CompanyTotal Set
## CompanyWayz Company
## CompanyWH Creative
## CompanyWidmay
## CompanyWings Entertainment
## CompanyYAMA&HOTCHICKS Entertainment .
## CompanyYGKPlus
## CompanyYuehua Entertainment
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.141 on 113 degrees of freedom
## Multiple R-squared: 0.5935, Adjusted R-squared: 0.2697
## F-statistic: 1.833 on 90 and 113 DF, p-value: 0.001166Model for all factors
- The objective is to see what factors influences the trainees’ ranking
- If different factors acts on different episodes, on different gender
- Ranking_ep1 is voted before the show starts, ranking_final is the final ranking including eliminated trainees.
Model 1 (female, episode 1 ranking)
- Adjusted R-squared: 0.163, p-value: 0.001022
- Judge evaluation in episode one (which represents the initial ability of trainee) seems to be positively correlated with ranking in episode one.
##
## Call:
## lm(formula = Ranking_ep1 ~ evaluation1_num + Height + Weight +
## Training_time + age_strt_train + Evaluation_diff + Age, data = pd101_s1_trainee)
##
## Residuals:
## Min 1Q Median 3Q Max
## -52.057 -21.035 -2.535 20.309 67.280
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 56.6149 105.1096 0.539 0.591404
## evaluation1_num 7.5576 2.1573 3.503 0.000702 ***
## Height -1.1245 0.8016 -1.403 0.163927
## Weight 2.4363 1.0236 2.380 0.019301 *
## Training_time -0.1269 0.8365 -0.152 0.879695
## age_strt_train 1.2176 9.7832 0.124 0.901215
## Evaluation_diff 3.2347 1.9317 1.675 0.097318 .
## Age 1.1547 9.7919 0.118 0.906379
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 26.68 on 95 degrees of freedom
## Multiple R-squared: 0.2205, Adjusted R-squared: 0.163
## F-statistic: 3.839 on 7 and 95 DF, p-value: 0.001022Model 2 (female, final ranking)
- Adjusted R-squared: 0.2853, p-value: 2.671e-06.
- Judge evaluation in episode one (which represents the initial ability of trainee) and evaluation_diff (the factor that indicates the trainee’s potential since it shows the improvement of trainee) are positively correlated with final ranking.
##
## Call:
## lm(formula = Ranking_final ~ evaluation1_num + Height + Weight +
## Training_time + age_strt_train + Evaluation_diff + Age, data = pd101_s1_trainee)
##
## Residuals:
## Min 1Q Median 3Q Max
## -69.114 -16.220 1.128 13.179 49.531
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 10.90879 94.84577 0.115 0.909
## evaluation1_num 12.32217 1.98462 6.209 1.57e-08 ***
## Height 0.02279 0.73505 0.031 0.975
## Weight 0.12475 0.95382 0.131 0.896
## Training_time 0.11073 0.74541 0.149 0.882
## age_strt_train 2.78451 8.75704 0.318 0.751
## Evaluation_diff 7.86911 1.92340 4.091 9.26e-05 ***
## Age -3.17590 8.73975 -0.363 0.717
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 23.6 on 91 degrees of freedom
## (4 observations deleted due to missingness)
## Multiple R-squared: 0.3363, Adjusted R-squared: 0.2853
## F-statistic: 6.588 on 7 and 91 DF, p-value: 2.671e-06Model 3 (male, episode 1 ranking)
- Adjusted R-squared: 0.05724, p-value: 0.08891.
- Not significant
##
## Call:
## lm(formula = Ranking_ep1 ~ evaluation1_num + Height + Weight +
## Training_time + age_strt_train + Evaluation_diff + Age, data = pd101_s2_trainee)
##
## Residuals:
## Min 1Q Median 3Q Max
## -66.216 -22.044 -2.202 23.624 55.365
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 116.2576 121.5054 0.957 0.341
## evaluation1_num 3.8050 2.6545 1.433 0.155
## Height -1.1026 0.8469 -1.302 0.196
## Weight 0.8036 0.8231 0.976 0.332
## Training_time 0.7029 1.0187 0.690 0.492
## age_strt_train 9.8089 11.6776 0.840 0.403
## Evaluation_diff -0.2635 2.5360 -0.104 0.917
## Age -6.8468 11.6747 -0.586 0.559
##
## Residual standard error: 27.61 on 90 degrees of freedom
## (3 observations deleted due to missingness)
## Multiple R-squared: 0.1253, Adjusted R-squared: 0.05724
## F-statistic: 1.841 on 7 and 90 DF, p-value: 0.08891Model 4 (male, final ranking)
- Adjusted R-squared: 0.1153, p-value: 0.01089
- Judge evaluation in episode one (which represents the initial ability of trainee) seems have some positive relationship with final ranking.
##
## Call:
## lm(formula = Ranking_final ~ evaluation1_num + Height + Weight +
## Training_time + age_strt_train + Evaluation_diff + Age, data = pd101_s2_trainee)
##
## Residuals:
## Min 1Q Median 3Q Max
## -58.890 -21.413 1.498 21.815 54.000
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -80.5186 117.7031 -0.684 0.49568
## evaluation1_num 6.8130 2.5714 2.649 0.00952 **
## Height 0.3211 0.8204 0.391 0.69647
## Weight -0.1299 0.7973 -0.163 0.87092
## Training_time 0.4076 0.9869 0.413 0.68060
## age_strt_train 6.3631 11.3121 0.562 0.57517
## Evaluation_diff 1.5993 2.4566 0.651 0.51670
## Age -3.6563 11.3094 -0.323 0.74722
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 26.74 on 90 degrees of freedom
## (3 observations deleted due to missingness)
## Multiple R-squared: 0.1792, Adjusted R-squared: 0.1153
## F-statistic: 2.806 on 7 and 90 DF, p-value: 0.01089Further exploration
- Add more factors to model, including youtube video view for the videos of self-introduction and different challenges, also score for the different group performances in the show.
- Other questions: if there’s a big change between the episode 1 ranking and final ranking? Are the voters influenced by the last episode?