Tyler Widdison
This paper examines the relationship between win%, court and hour. The represented data is from the top 8 teams. This project was completed for my UCLA Extension class, Introduction to Data Science. For this project I web scrapped the FIVB Beach Volleyball schedule/results and rankings from 2001 - 2019. To gain additional data wrangling, EDA and visualization skills and build a database of historical performances that can be used for future research.
Win% and top 8 teams
Since 2001, the FIVB has databased the results of FIVB beach volleyball tournaments. Players typically play in as many tournaments necessary to qualify for that specific Olympic quad.
ppy_df %>%
dplyr::group_by(player, year) %>%
dplyr::summarise(total_matches = sum(total_matches)) %>%
ggplot(aes(total_matches)) +
geom_density(fill = 'mediumaquamarine') +
geom_vline(aes(xintercept = mean(total_matches)), linetype= 'dashed')

---
title: "**FIVB Beach data analysis for win% on court and hour played**"
output:
  html_notebook:
  toc: no
  theme: united
---

```{r include = FALSE}
library(tidyverse)
library(tidyr)
library(dplyr)
library(ggplot2)
library(lubridate)
library(stringr)
library(binhf)
library(reshape2)
library(dataMeta)
```


### *Tyler Widdison*

  This paper examines the relationship between win%, court and hour. The represented data is from the top 8 teams. 
This project was completed for my UCLA Extension class, Introduction to Data Science. For this project I web scrapped the FIVB Beach Volleyball schedule/results and rankings from 2001 - 2019. To gain additional data wrangling, EDA and visualization skills and build a database of historical performances that can be used for future research.

#### Win% and top 8 teams
Since 2001, the FIVB has databased the results of FIVB beach volleyball tournaments. Players typically play in as many tournaments necessary to qualify for that specific Olympic quad. 


```{r include = FALSE}
dfs <- read.csv('C:/Users/Tyler.Widdison/Documents/all_the_things.csv', header = TRUE, as.is=TRUE,  encoding="UTF-8")
```

```{r include = FALSE}
names(dfs)[1] <- 'match_no' #changing the column 1 name
dfs<-dfs[!(dfs$tourn == 'wgoo2001'),] #this tournament is in there under the name 'wbri2001' so I am deleting all of the 'wgoo2001' occurances
dfs$match_no <- as.numeric(dfs$match_no) #needs to be a numeric
dfs$date <- as.Date(dfs$date) #needs to be a date
dfs$court <- as.numeric(dfs$court) #change to numeric
dfs$result <- NULL #getting rid of result. Score is later down the line
dfs$team_rank <- as.numeric(dfs$team_rank) #needs to be a numeric
dfs$opp_team_rank <- as.numeric(dfs$opp_team_rank) #needs to be a numeric
dfs$duration<-as.duration(hms(dfs$duration)) #putting duration into a useable format using lubridate
dfs$duration<-as.vector(dfs$duration) #making the class an integer
dfs$opp_game_three[is.na(dfs$opp_game_three)] <- 0 #ignoring NAs in game three
dfs$team_game_three[is.na(dfs$team_game_three)] <- 0 #...
dfs$tourn_rank[is.na(dfs$tourn_rank)] <- 239 #This NA is only one tournament. I gave it a score of 239 based off teams rankings. 
dfs$score_diff_game_one <-(dfs$team_game_one - dfs$opp_game_one)#score difference for all sets
dfs$score_diff_game_two <-(dfs$team_game_two - dfs$opp_game_two)
dfs$score_diff_game_three <-(dfs$team_game_three - dfs$opp_game_three)
dfs$team_final_score <- (dfs$team_game_one + dfs$team_game_two + dfs$team_game_three) #number of total points scored
dfs$opp_team_final_score <- (dfs$opp_game_one + dfs$opp_game_two + dfs$opp_game_three) #number of total opponent points scored
dfs$team <- str_replace(dfs$team, 'humana-paredes/pavan', 'humana/paredes-pavan') #needing some name changes so things match up properly
dfs$team <- str_replace(dfs$team, 'melissa/pavan', 'humana/paredes-pavan')
dfs$team <- str_replace(dfs$team, 'michon/szczytowicz-kolosinska', 'kolosinska/michon-szczytowicz')
dfs$time <- str_replace(dfs$time, '01:00', '13:00')  #some of the times need adjusting (i checked schedule to make sure this is the case)
dfs$time <- str_replace(dfs$time, '02:00', '14:00')  
dfs$time <- str_replace(dfs$time, '04:00', '16:00')  
dfs$time <- str_replace(dfs$time, '04:57', '16:57')  

#melting the data so I can get both players in a unique setting. Players, at times, will play with different partners throughout one year. Looking at one team wouldn't work for the way I wanted this
df <- melt(dfs, id.vars=c('match_no', 'date', 'time', 'court', 'duration', 'tourn', 'year', 'phase', 'tourn_rank', 'winning_team', 'losing_team', 'gender', 'team', 
                          'team_country', 'team_rank', 'team_match_score', 'team_game_one', 'team_game_two', 'team_game_three', 'opp', 'opp_country', 'opp_match_score', 
                          'opp_game_one', 'opp_game_two', 'opp_game_three', 'opp_team_rank', 'matches_played', 'team_match_won', 'opp_match_won', 'opp_player_1', 
                          'opp_player_2', 'score_diff_game_one', 'score_diff_game_two', 'score_diff_game_three', 'team_final_score', 'opp_team_final_score'))
colnames(df)[which(names(df) == "value")] <- "player" #column changing the melt
df$player <- str_replace(df$player, 'thole j.', 'thole, j.') #more name changes are needing to happen due to data quality needing to be updated
df$player <- str_replace(df$player, 'ces a.', 'cès')
df$player <- str_replace(df$player, 'mol, a.', 'mol a.')

df$team_rank[df$team_rank == 0] <- 150 #Due to time, I only ensured teams 1-50 had a correct ranking. I am giving all other teams with 0 a 150 ranking. 
df$opp_team_rank[df$opp_team_rank == 0] <- 150
df<-df[!is.na(df$team_game_one),] #there are matches with injurys. this throws errors. So I am taking out those injury matches
df$game_three_amount<-lapply(df$team_game_three, function(x){ length(which(x!=0))/length(x)}) #counting the number of set 3s played
df$game_three_amount<-as.numeric(df$game_three_amount) #setting the class as numeric

df$phase2 <- ifelse(grepl("Country", df$phase), 'CQ', #phase of the match is not consistent. For example 'Country Quota BRA' ect ect. I want all Country Quota matches played to say CQ
                    ifelse(grepl("Federation", df$phase), 'CQ',
                           ifelse(grepl("Semi", df$phase), 'Semifinals',
                                  ifelse(grepl("Play-Off", df$phase), 'Playoff',
                                         ifelse(grepl("Gold Medal Match", df$phase), 'Playoff',
                                                ifelse(grepl("Finals", df$phase), 'Final 1st Place',
                                                  ifelse(grepl("Bronze", df$phase), 'Final 1st Place',NA)))))))

df$phase2 <- ifelse(is.na(df$phase2), df$phase, df$phase2) #grouping the phases together so I can get one phase
df$phase <- NULL #I don't want to confuse myself. Nulling out the first phase. 
```

```{r include = FALSE}
all_player_df <- df %>% 
  dplyr::group_by(player, team, team_country, tourn, date, phase2, year, match_no, court, time, team_rank, gender, opp, opp_team_rank) %>% 
  dplyr::summarise(total_matches = sum(matches_played),
                   match_won = sum(team_match_won),
                   match_lost = sum(matches_played - team_match_won),
                   match_win = match_won / (match_won + match_lost),
                   #total_set_threes = sum(game_three_amount),
                   #total_sets_played = (total_matches + total_matches + total_set_threes),
                   rank = sum(team_rank))
```

```{r include = FALSE}
ppy_df <- all_player_df %>%
  dplyr::filter(total_matches == 1& team_rank<=8)

ppy_df$hour <- substring(ppy_df$time, 0, 2) #I only want to see hour of each day. Not the Minutes
ppy_df$hour<-as.integer(ppy_df$hour) #Make as integer so it is easy to deal with
```

```{r}
ppy_df %>%
  dplyr::group_by(player, year) %>%
  dplyr::summarise(total_matches = sum(total_matches)) %>%
  ggplot(aes(total_matches)) + 
  geom_density(fill = 'mediumaquamarine') + 
  geom_vline(aes(xintercept = mean(total_matches)), linetype= 'dashed')
```

