ritwikbiswas
commited on
Commit
·
c341861
1
Parent(s):
e42af95
Upload 3 files
Browse files- app.py +116 -0
- requirements.txt +2 -0
- week5_fpl.csv +461 -0
app.py
ADDED
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import streamlit as st
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import pandas as pd
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import numpy as np
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import plotly.express as px
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import datetime as dt
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#### TITLE/PAGE
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st.set_page_config(layout="wide", page_icon="⚽", page_title="FPL Stats")
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st.title("⚽ FPL Lab")
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st.caption("A live dashboard of the top 200 Premiere League players across all positions. Metrics plotted include Cost, Points Earned, Form, Selection Rate, etc. Use the Position Analysis tab to pick cheap/high value players.")
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st.toast('Includes all data through W5', icon='⚽')
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#### DATA PROCESSING
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df = pd.read_csv('week5_fpl.csv')
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df.fillna(0, inplace=True)
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pattern = r'(.+)\r\n(.{3})(.+)'
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df[['name', 'team', 'position']] = df['Player'].str.extract(pattern)
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df = df.rename(columns={'Seelection Rate': 'Selection Rate',})
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df[['Cost (M)','Form','Points Earned']] = df[['Cost (M)','Form','Points Earned']].astype(float)
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df['P/C'] = df['Points Earned'] / df['Cost (M)']
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df[['Status','Player','name','team','position']] = df[['Status','Player','name','team','position']].astype(str)
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df['Selection Rate'] = df['Selection Rate'].str.rstrip('%').astype('float')
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#### SIDEBAR
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with st.sidebar:
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st.title("Player Search")
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options = st.multiselect(
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'Choose Position',
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['FWD','MID','DEF','GKP'])
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price = st.slider(
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"Pick a price range:",
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min_value=0,
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max_value=20,
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value=(0, 15))
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st.write("Price Range: $",price)
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new_df = df[df['position'].isin(options)]
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new_df = new_df[(new_df['Cost (M)'] >= price[0]) & (new_df['Cost (M)'] <= price[1])]
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new_df = new_df.rename(columns={'Points Earned': 'Points',})
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st.dataframe(new_df[['name','position','Points','Cost (M)','P/C']],hide_index=True)
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#### TABS
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tab1, tab2,tab3 = st.tabs(["Position Analysis", "Total Metrics","Player Utility"])
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with tab1:
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st.caption("These plots look at points earned and cost of the players. We want players closer to the bottom right of the graphs meaning they earn points but are cheap.")
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position_scatter_fig = px.scatter(df, y="Cost (M)", x="Points Earned", color="Form", template="plotly_dark", facet_col="position",hover_data=['name','team','position','Form'])
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position_scatter_fig.update_xaxes(showgrid=False,showline=False)
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position_scatter_fig.update_yaxes(showgrid=False)
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st.plotly_chart(position_scatter_fig, use_container_width=True)
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heatmap_fig = px.density_heatmap(df, x="Points Earned", y="Cost (M)",template="plotly_dark",facet_col="position")
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heatmap_fig.update_xaxes(showgrid=False,showline=False)
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heatmap_fig.update_yaxes(showgrid=False)
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st.plotly_chart(heatmap_fig, use_container_width=True)
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with tab2:
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st.caption("Here we have a consolidated scatter plot of the data on the other page, and a look at team point contributions ")
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summary_fig = px.scatter(df, x="Cost (M)", y="Points Earned", size="Selection Rate", color="Form",hover_data=['name','team','position','Form'], template="plotly_dark", title="Player Cost vs Points Earned (sized by selection rate and colored by form)",size_max=12) #text="name",
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summary_fig.update_xaxes(showgrid=False,showline=False)
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summary_fig.update_yaxes(showgrid=False)
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st.plotly_chart(summary_fig, use_container_width=True)
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fig_bar = px.bar(df, x="team", y="Points Earned",template="plotly_dark", color='Cost (M)', title="Points Contributed and Cost by Team",hover_data=['name','team','position','Form']) #color_continuous_scale='YlOrRd'
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fig_bar.update_layout(barmode='stack', xaxis={'categoryorder':'total descending'})
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fig_bar.update_xaxes(showgrid=False,showline=False)
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fig_bar.update_yaxes(showgrid=False)
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st.plotly_chart(fig_bar, use_container_width=True)
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with tab3:
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st.caption("We introduce a new features here to measure player utility. This is calculated by dividing points earned by cost referred to as P/C. Outliers in these plots could indicate high utility players for your roster.")
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utility_scatter = px.scatter(df, x="Form", y="P/C", color="Cost (M)",hover_data=['name','team','position','Form'], template="plotly_dark", title="Player Utility vs Form, colored by cost",size_max=12) #text="name",
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utility_scatter.update_xaxes(showgrid=False,showline=False)
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utility_scatter.update_yaxes(showgrid=False)
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st.plotly_chart(utility_scatter, use_container_width=True)
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utility_bar = px.violin(df, x="position", y="P/C", points='all', color='position',hover_data=['name','team','position','Form'], template="plotly_dark", title="Utility Distribution Across Positions") #text="name",
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utility_bar.update_xaxes(showgrid=False,showline=False)
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utility_bar.update_yaxes(showgrid=False)
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st.plotly_chart(utility_bar, use_container_width=True)
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# options = st.multiselect(
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# 'Choose Teams',
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# df['team'])
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# price = st.slider(
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# "Pick a price range:",
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# value=(0, 18))
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# points = st.slider(
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# "Pick a score range:",
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# value=(1, 15))
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# st.write("You're scheduled for:", points, "yo",price)
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# new_df = df[df['team'].isin(options)]
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# new_df = new_df.rename(columns={'Points Earned': 'Points',})
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# # st.dataframe(new_df[['name','position','Points Earned','Cost (M)']],hide_index=True)
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# mid = new_df[new_df['position'] == 'MID']
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# gkp = new_df[new_df['position'] == 'GKP']
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# def_ = new_df[new_df['position'] == 'DEF']
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# fwd = new_df[new_df['position'] == 'FWD']
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# col1, col2,col3, col4 = st.columns(4)
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# with col1:
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# st.subheader('Forwards')
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# st.dataframe(fwd[['name','Points','Cost (M)']],hide_index=True)
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# with col2:
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# st.subheader('Defenders')
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# st.dataframe(def_[['name','Points','Cost (M)']],hide_index=True)
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# with col3:
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# st.subheader('Midfielders')
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# st.dataframe(mid[['name','Points','Cost (M)']],hide_index=True)
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# with col4:
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# st.subheader('Goal Keepers')
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# st.dataframe(gkp[['name','Points','Cost (M)']],hide_index=True)
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requirements.txt
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pandas
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plotly
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week5_fpl.csv
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1 |
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Status,Player,Cost (M),Seelection Rate,Form,Points Earned
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2 |
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View player information,"Haaland
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3 |
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MCIFWD",14.1,92.20%,8,45
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4 |
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View player information,"J.Alvarez
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5 |
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MCIFWD",6.8,18.90%,8,37
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6 |
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View player information,"Edouard
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7 |
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CRYFWD",5.5,3.70%,6.2,32
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8 |
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View player information,"Ferguson
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9 |
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BHAFWD",6,7.90%,5.2,26
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10 |
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View player information,"Wissa
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11 |
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BREFWD",6.1,14.60%,4,25
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12 |
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View player information,"Awoniyi
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13 |
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NFOFWD",6.6,6.10%,3.7,25
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14 |
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View player information,"Solanke
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15 |
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BOUFWD",6.5,2.50%,4,23
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16 |
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View player information,"Nketiah
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17 |
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ARSFWD",5.6,6.60%,3.5,22
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18 |
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View player information,"Watkins
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19 |
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AVLFWD",8,20.00%,4.2,22
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View player information,"Darwin
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21 |
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LIVFWD",7.4,11.80%,5.2,22
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22 |
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View player information,"Antonio
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23 |
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WHUFWD",6,4.60%,5,21
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24 |
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View player information,"Isak
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25 |
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NEWFWD",7.7,26.10%,1.5,19
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26 |
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View player information,"Wilson
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27 |
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NEWFWD",7.8,5.20%,3.2,18
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28 |
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View player information,"João Pedro
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29 |
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BHAFWD",5.4,12.50%,2.5,17
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30 |
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View player information,"Morris
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31 |
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LUTFWD",5.5,1.90%,3,17
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32 |
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View player information,"Foster
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33 |
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BURFWD",5,1.00%,4.3,15
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34 |
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View player information,"Duran
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35 |
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AVLFWD",5,0.20%,3.5,14
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36 |
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View player information,"Cunha
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37 |
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WOLFWD",5.5,0.60%,3,14
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38 |
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View player information,"Semenyo
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39 |
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BOUFWD",4.5,3.30%,2.2,13
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40 |
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View player information,"Mateta
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41 |
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CRYFWD",4.9,0.40%,3.2,13
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42 |
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View player information,"Archer
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43 |
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SHUFWD",4.5,6.20%,3.2,13
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44 |
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View player information,"Gakpo
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45 |
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LIVFWD",7.3,3.40%,2.5,12
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46 |
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View player information,"Welbeck
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47 |
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BHAFWD",5.8,0.90%,2.2,11
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48 |
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View player information,"N.Jackson
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49 |
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CHEFWD",7.1,16.70%,2.5,11
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50 |
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View player information,"Wood
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51 |
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NFOFWD",5,0.60%,0.7,10
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52 |
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View player information,"G.Jesus
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53 |
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ARSFWD",7.9,3.00%,2,8
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54 |
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View player information,"Raúl
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55 |
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FULFWD",5.4,1.20%,1.8,8
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56 |
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View player information,"Kalajdžić
|
57 |
+
WOLFWD",5,0.20%,1.8,8
|
58 |
+
View player information,"Vinícius
|
59 |
+
FULFWD",4.8,2.00%,1.8,7
|
60 |
+
View player information,"Adebayo
|
61 |
+
LUTFWD",4.9,0.70%,1.7,7
|
62 |
+
View player information,"Brown
|
63 |
+
LUTFWD",4.9,0.10%,1,7
|
64 |
+
View player information,"T.Bénie
|
65 |
+
SHUFWD",5.4,0.10%,1,7
|
66 |
+
View player information,"Fábio Silva
|
67 |
+
WOLFWD",5.4,0.30%,1.5,7
|
68 |
+
View player information,"Amdouni
|
69 |
+
BURFWD",5.4,0.10%,1,5
|
70 |
+
View player information,"Martial
|
71 |
+
MUNFWD",6.5,0.30%,1.2,5
|
72 |
+
Unlikely to playView player information,"McBurnie
|
73 |
+
SHUFWD",5.4,0.00%,1.7,5
|
74 |
+
View player information,"Maupay
|
75 |
+
BREFWD",4.9,0.80%,0.5,4
|
76 |
+
View player information,"Beto
|
77 |
+
EVEFWD",6,0.20%,2,4
|
78 |
+
View player information,"Ogbene
|
79 |
+
LUTFWD",4.9,0.10%,1,4
|
80 |
+
50% chance of playingView player information,"Osula
|
81 |
+
SHUFWD",4.5,1.20%,0.3,4
|
82 |
+
View player information,"Ings
|
83 |
+
WHUFWD",5.8,0.90%,0.8,4
|
84 |
+
View player information,"Moore
|
85 |
+
BOUFWD",4.8,0.30%,0.5,3
|
86 |
+
View player information,"Woodrow
|
87 |
+
LUTFWD",4.5,0.60%,0.7,3
|
88 |
+
View player information,"Højlund
|
89 |
+
MUNFWD",7,2.80%,0.8,3
|
90 |
+
Unlikely to playView player information,"Burstow
|
91 |
+
CHEFWD",4.5,0.10%,0.5,2
|
92 |
+
View player information,"Calvert-Lewin
|
93 |
+
EVEFWD",5.8,0.30%,0.5,2
|
94 |
+
View player information,"Muniz
|
95 |
+
FULFWD",4.4,0.60%,0.5,2
|
96 |
+
View player information,"Hackford
|
97 |
+
SHUFWD",4.5,0.10%,0,2
|
98 |
+
View player information,"Rodriguez
|
99 |
+
BURFWD",5.3,0.20%,0.3,1
|
100 |
+
View player information,"Y. Chermiti
|
101 |
+
EVEFWD",4.9,0.00%,0.2,1
|
102 |
+
View player information,"Mbeumo
|
103 |
+
BREMID",6.8,28.40%,7,35
|
104 |
+
View player information,"Salah
|
105 |
+
LIVMID",12.5,26.50%,7,33
|
106 |
+
View player information,"Bowen
|
107 |
+
WHUMID",7.1,9.40%,5.8,32
|
108 |
+
View player information,"Saka
|
109 |
+
ARSMID",8.7,64.90%,5.2,31
|
110 |
+
View player information,"Maddison
|
111 |
+
TOTMID",7.9,31.20%,5.2,30
|
112 |
+
View player information,"Son
|
113 |
+
TOTMID",9.1,15.20%,7,30
|
114 |
+
View player information,"Diaby
|
115 |
+
AVLMID",6.6,10.20%,5.5,29
|
116 |
+
75% chance of playingView player information,"March
|
117 |
+
BHAMID",6.6,9.50%,5,29
|
118 |
+
View player information,"Ward-Prowse
|
119 |
+
WHUMID",6.1,7.90%,7.2,29
|
120 |
+
View player information,"Rodrigo
|
121 |
+
MCIMID",5.7,12.40%,3.8,28
|
122 |
+
View player information,"Sterling
|
123 |
+
CHEMID",7.2,16.10%,6.2,27
|
124 |
+
View player information,"Gross
|
125 |
+
BHAMID",6.3,2.50%,6,26
|
126 |
+
View player information,"Ødegaard
|
127 |
+
ARSMID",8.5,21.40%,5.8,25
|
128 |
+
View player information,"Mitoma
|
129 |
+
BHAMID",6.5,39.70%,5,25
|
130 |
+
View player information,"Neto
|
131 |
+
WOLMID",5.5,0.80%,6,25
|
132 |
+
View player information,"Kulusevski
|
133 |
+
TOTMID",7,1.50%,5.5,24
|
134 |
+
View player information,"Foden
|
135 |
+
MCIMID",7.6,13.10%,5,23
|
136 |
+
View player information,"Douglas Luiz
|
137 |
+
AVLMID",5.4,1.90%,5.2,22
|
138 |
+
View player information,"Bailey
|
139 |
+
AVLMID",5.5,1.70%,5,21
|
140 |
+
View player information,"Jensen
|
141 |
+
BREMID",5.4,0.70%,4.2,21
|
142 |
+
View player information,"Szoboszlai
|
143 |
+
LIVMID",7,5.00%,4.8,21
|
144 |
+
View player information,"Rashford
|
145 |
+
MUNMID",8.9,33.80%,4.5,21
|
146 |
+
View player information,"Rice
|
147 |
+
ARSMID",5.4,5.20%,4.5,20
|
148 |
+
View player information,"Luis Díaz
|
149 |
+
LIVMID",7.7,12.00%,3,20
|
150 |
+
View player information,"Eriksen
|
151 |
+
MUNMID",5.9,0.60%,4.8,20
|
152 |
+
View player information,"Gordon
|
153 |
+
NEWMID",5.5,1.60%,4,20
|
154 |
+
View player information,"Hamer
|
155 |
+
SHUMID",5,0.20%,4.7,20
|
156 |
+
View player information,"Schade
|
157 |
+
BREMID",5.4,0.20%,4.5,19
|
158 |
+
View player information,"Diogo J.
|
159 |
+
LIVMID",7.9,2.50%,4.5,19
|
160 |
+
View player information,"B.Fernandes
|
161 |
+
MUNMID",8.4,20.50%,4,19
|
162 |
+
View player information,"Hee Chan
|
163 |
+
WOLMID",5.4,0.20%,4.5,19
|
164 |
+
View player information,"Andreas
|
165 |
+
FULMID",5.5,1.30%,3.5,18
|
166 |
+
View player information,"Bernardo
|
167 |
+
MCIMID",6.4,1.90%,3.8,18
|
168 |
+
View player information,"Sarr
|
169 |
+
TOTMID",4.6,3.40%,4.2,18
|
170 |
+
View player information,"McGinn
|
171 |
+
AVLMID",5.5,0.60%,3.8,17
|
172 |
+
75% chance of playingView player information,"Martinelli
|
173 |
+
ARSMID",7.9,9.40%,2.8,16
|
174 |
+
View player information,"Gilmour
|
175 |
+
BHAMID",4.9,0.30%,3.8,16
|
176 |
+
View player information,"Eze
|
177 |
+
CRYMID",6.3,9.10%,3.2,16
|
178 |
+
View player information,"A.Doucoure
|
179 |
+
EVEMID",5.5,0.20%,3.5,16
|
180 |
+
View player information,"Casemiro
|
181 |
+
MUNMID",5.4,3.80%,3.2,16
|
182 |
+
View player information,"Barnes
|
183 |
+
NEWMID",6.4,2.60%,1.2,16
|
184 |
+
View player information,"L.Paquetá
|
185 |
+
WHUMID",6,1.80%,3.8,16
|
186 |
+
75% chance of playingView player information,"J.Ayew
|
187 |
+
CRYMID",5.5,0.40%,2.2,15
|
188 |
+
View player information,"De Cordova-Reid
|
189 |
+
FULMID",5.5,0.20%,2.2,15
|
190 |
+
View player information,"Gibbs-White
|
191 |
+
NFOMID",5.9,1.90%,3.7,15
|
192 |
+
View player information,"Fábio Vieira
|
193 |
+
ARSMID",5.4,0.10%,3.5,14
|
194 |
+
View player information,"Richarlison
|
195 |
+
TOTMID",6.8,1.60%,3,14
|
196 |
+
View player information,"Trossard
|
197 |
+
ARSMID",6.6,1.90%,3,13
|
198 |
+
View player information,"Brooks
|
199 |
+
BOUMID",4.9,0.10%,2.8,13
|
200 |
+
View player information,"Nørgaard
|
201 |
+
BREMID",5.5,0.10%,2.8,13
|
202 |
+
View player information,"Adingra
|
203 |
+
BHAMID",5,0.30%,1.8,13
|
204 |
+
View player information,"Danjuma
|
205 |
+
EVEMID",5.5,0.20%,3,13
|
206 |
+
View player information,"J.Palhinha
|
207 |
+
FULMID",5,0.30%,3.2,13
|
208 |
+
View player information,"Reed
|
209 |
+
FULMID",4.8,0.60%,2.5,13
|
210 |
+
75% chance of playingView player information,"Elanga
|
211 |
+
NFOMID",5,0.70%,2.7,13
|
212 |
+
View player information,"Wilson
|
213 |
+
FULMID",5.4,0.20%,2.2,12
|
214 |
+
View player information,"Solomon
|
215 |
+
TOTMID",5.3,0.20%,3,12
|
216 |
+
View player information,"Benrahma
|
217 |
+
WHUMID",5.9,0.60%,2.5,12
|
218 |
+
View player information,"Billing
|
219 |
+
BOUMID",5.3,0.40%,2.2,11
|
220 |
+
View player information,"Janelt
|
221 |
+
BREMID",5.4,0.10%,2.2,11
|
222 |
+
View player information,"Romero
|
223 |
+
TOTDEF",4.7,15.60%,5.5,29
|
224 |
+
View player information,"Udogie
|
225 |
+
TOTDEF",4.7,16.80%,6,25
|
226 |
+
View player information,"Gusto
|
227 |
+
CHEDEF",4.2,13.60%,5.8,24
|
228 |
+
View player information,"Disasi
|
229 |
+
CHEDEF",5.1,7.20%,3.2,24
|
230 |
+
View player information,"Andersen
|
231 |
+
CRYDEF",4.6,8.10%,3.8,24
|
232 |
+
View player information,"Robertson
|
233 |
+
LIVDEF",6.5,5.50%,5.2,23
|
234 |
+
View player information,"Saliba
|
235 |
+
ARSDEF",5.2,29.00%,4.2,22
|
236 |
+
View player information,"Cash
|
237 |
+
AVLDEF",4.7,16.70%,5.8,22
|
238 |
+
View player information,"Estupiñan
|
239 |
+
BHADEF",5.3,63.30%,3.5,21
|
240 |
+
View player information,"Digne
|
241 |
+
AVLDEF",4.5,3.80%,5.2,20
|
242 |
+
View player information,"Ream
|
243 |
+
FULDEF",4.5,0.90%,3.2,20
|
244 |
+
View player information,"White
|
245 |
+
ARSDEF",5.5,8.80%,4.2,18
|
246 |
+
View player information,"Aké
|
247 |
+
MCIDEF",5.1,7.90%,2.8,18
|
248 |
+
View player information,"Walker
|
249 |
+
MCIDEF",5.2,12.40%,3,18
|
250 |
+
View player information,"Botman
|
251 |
+
NEWDEF",4.5,13.90%,3.2,18
|
252 |
+
View player information,"Boly
|
253 |
+
NFODEF",4.5,0.70%,5.3,18
|
254 |
+
View player information,"Pedro Porro
|
255 |
+
TOTDEF",5,5.90%,4.5,18
|
256 |
+
View player information,"Zouma
|
257 |
+
WHUDEF",4.5,1.70%,4,18
|
258 |
+
View player information,"Colwill
|
259 |
+
CHEDEF",4.5,4.00%,3.8,17
|
260 |
+
View player information,"T.Silva
|
261 |
+
CHEDEF",5,3.70%,3.8,17
|
262 |
+
View player information,"Mitchell
|
263 |
+
CRYDEF",4.5,1.10%,2.2,17
|
264 |
+
View player information,"Akanji
|
265 |
+
MCIDEF",5.1,8.40%,2.8,17
|
266 |
+
75% chance of playingView player information,"Aurier
|
267 |
+
NFODEF",4.5,2.10%,2,17
|
268 |
+
Unlikely to playView player information,"Alexander-Arnold
|
269 |
+
LIVDEF",7.9,10.30%,3.8,16
|
270 |
+
View player information,"Van de Ven
|
271 |
+
TOTDEF",4.5,1.20%,3.8,16
|
272 |
+
View player information,"Chilwell
|
273 |
+
CHEDEF",5.8,32.20%,2,15
|
274 |
+
Unlikely to playView player information,"R.Varane
|
275 |
+
MUNDEF",5,2.80%,0.2,15
|
276 |
+
View player information,"Wan-Bissaka
|
277 |
+
MUNDEF",4.6,5.70%,0.8,15
|
278 |
+
View player information,"Collins
|
279 |
+
BREDEF",4.5,0.40%,3.2,14
|
280 |
+
View player information,"Diop
|
281 |
+
FULDEF",4.5,0.90%,1.5,14
|
282 |
+
75% chance of playingView player information,"Henry
|
283 |
+
BREDEF",4.6,6.50%,2.2,13
|
284 |
+
View player information,"Pinnock
|
285 |
+
BREDEF",4.5,2.00%,3,13
|
286 |
+
View player information,"Rúben
|
287 |
+
MCIDEF",5.5,8.60%,3.2,13
|
288 |
+
View player information,"Trippier
|
289 |
+
NEWDEF",6.5,30.70%,2.8,13
|
290 |
+
View player information,"Bogle
|
291 |
+
SHUDEF",4.5,0.10%,4.3,13
|
292 |
+
View player information,"Tete
|
293 |
+
FULDEF",4.5,0.60%,1.8,12
|
294 |
+
View player information,"Schär
|
295 |
+
NEWDEF",5,2.90%,2.5,12
|
296 |
+
View player information,"Coufal
|
297 |
+
WHUDEF",4.5,0.40%,2.5,12
|
298 |
+
View player information,"Zinchenko
|
299 |
+
ARSDEF",4.9,5.00%,2.8,11
|
300 |
+
View player information,"Konsa
|
301 |
+
AVLDEF",4.5,1.00%,2.8,11
|
302 |
+
View player information,"Pau
|
303 |
+
AVLDEF",4.5,2.20%,2.8,11
|
304 |
+
View player information,"Zabarnyi
|
305 |
+
BOUDEF",4.5,0.10%,2.2,11
|
306 |
+
25% chance of playingView player information,"Guéhi
|
307 |
+
CRYDEF",4.5,1.50%,1.2,11
|
308 |
+
View player information,"Andersen
|
309 |
+
LUTDEF",4,1.40%,3.7,11
|
310 |
+
View player information,"Burn
|
311 |
+
NEWDEF",4.5,3.10%,2.2,11
|
312 |
+
View player information,"E.Royal
|
313 |
+
TOTDEF",4.5,1.30%,0.8,11
|
314 |
+
View player information,"Kilman
|
315 |
+
WOLDEF",4.5,0.70%,2.2,11
|
316 |
+
View player information,"Kerkez
|
317 |
+
BOUDEF",4.5,0.20%,2,10
|
318 |
+
View player information,"Aarons
|
319 |
+
BOUDEF",4.5,0.20%,2,10
|
320 |
+
View player information,"Veltman
|
321 |
+
BHADEF",4.4,0.80%,2.2,10
|
322 |
+
View player information,"Ward
|
323 |
+
CRYDEF",4.5,0.30%,1,10
|
324 |
+
View player information,"Patterson
|
325 |
+
EVEDEF",4.5,0.20%,2,10
|
326 |
+
View player information,"Gomez
|
327 |
+
LIVDEF",4.5,0.50%,2.5,10
|
328 |
+
View player information,"Matip
|
329 |
+
LIVDEF",4.9,0.50%,2.5,10
|
330 |
+
View player information,"Gvardiol
|
331 |
+
MCIDEF",5.1,5.80%,2.2,10
|
332 |
+
View player information,"McKenna
|
333 |
+
NFODEF",4.5,0.10%,2.3,10
|
334 |
+
View player information,"Worrall
|
335 |
+
NFODEF",4.5,0.10%,2.3,10
|
336 |
+
View player information,"N.Aguerd
|
337 |
+
WHUDEF",4.5,0.70%,2,10
|
338 |
+
View player information,"Gabriel
|
339 |
+
ARSDEF",4.8,13.60%,2,9
|
340 |
+
View player information,"Kelly
|
341 |
+
BOUDEF",4.5,0.00%,2.2,9
|
342 |
+
View player information,"Neto
|
343 |
+
BOUGKP",4.5,1.10%,5.8,25
|
344 |
+
View player information,"Leno
|
345 |
+
FULGKP",4.6,12.90%,3.2,25
|
346 |
+
View player information,"Vicario
|
347 |
+
TOTGKP",5.1,5.80%,5.8,24
|
348 |
+
View player information,"Areola
|
349 |
+
WHUGKP",4.1,29.40%,5.2,24
|
350 |
+
View player information,"Sanchez
|
351 |
+
CHEGKP",4.5,5.50%,5,22
|
352 |
+
View player information,"A.Becker
|
353 |
+
LIVGKP",5.5,10.80%,4.2,20
|
354 |
+
View player information,"Ederson M.
|
355 |
+
MCIGKP",5.6,21.00%,3.2,19
|
356 |
+
View player information,"José Sá
|
357 |
+
WOLGKP",5,1.40%,4.2,19
|
358 |
+
View player information,"Flekken
|
359 |
+
BREGKP",4.5,3.00%,3.2,15
|
360 |
+
View player information,"Pope
|
361 |
+
NEWGKP",5.5,10.40%,3,15
|
362 |
+
View player information,"Foderingham
|
363 |
+
SHUGKP",4.5,0.30%,3,14
|
364 |
+
View player information,"Onana
|
365 |
+
MUNGKP",5,22.90%,1,13
|
366 |
+
View player information,"Martinez
|
367 |
+
AVLGKP",4.9,6.40%,2.8,12
|
368 |
+
View player information,"Johnstone
|
369 |
+
CRYGKP",4.5,1.90%,1.5,12
|
370 |
+
View player information,"Turner
|
371 |
+
NFOGKP",4,14.30%,2.7,12
|
372 |
+
View player information,"Ramsdale
|
373 |
+
ARSGKP",5,16.10%,2.2,11
|
374 |
+
View player information,"Raya
|
375 |
+
ARSGKP",4.8,2.30%,2,8
|
376 |
+
View player information,"Steele
|
377 |
+
BHAGKP",4.4,3.70%,1.5,8
|
378 |
+
View player information,"Pickford
|
379 |
+
EVEGKP",4.4,10.30%,1.5,8
|
380 |
+
View player information,"Kaminski
|
381 |
+
LUTGKP",4.5,0.20%,1.3,7
|
382 |
+
View player information,"Trafford
|
383 |
+
BURGKP",4.5,0.90%,1,5
|
384 |
+
View player information,"Verbruggen
|
385 |
+
BHAGKP",4.4,0.40%,1,4
|
386 |
+
View player information,"Olsen
|
387 |
+
AVLGKP",4,0.80%,0.5,2
|
388 |
+
Unlikely to playView player information,"Rúnarsson
|
389 |
+
ARSGKP",4,0.10%,0,0
|
390 |
+
View player information,"Hein
|
391 |
+
ARSGKP",4,0.00%,0,0
|
392 |
+
Unlikely to playView player information,"Sinisalo
|
393 |
+
AVLGKP",4,0.00%,0,0
|
394 |
+
View player information,"Marschall
|
395 |
+
AVLGKP",4,0.00%,0,0
|
396 |
+
Unlikely to playView player information,"Zych
|
397 |
+
AVLGKP",4,0.10%,0,0
|
398 |
+
View player information,"Randolph
|
399 |
+
BOUGKP",4,0.60%,0,0
|
400 |
+
Unlikely to playView player information,"Travers
|
401 |
+
BOUGKP",4,0.10%,0,0
|
402 |
+
View player information,"Radu
|
403 |
+
BOUGKP",4.4,0.10%,0,0
|
404 |
+
View player information,"Balcombe
|
405 |
+
BREGKP",4,0.20%,0,0
|
406 |
+
Unlikely to playView player information,"Cox
|
407 |
+
BREGKP",4,0.00%,0,0
|
408 |
+
View player information,"Strakosha
|
409 |
+
BREGKP",4,0.40%,0,0
|
410 |
+
View player information,"McGill
|
411 |
+
BHAGKP",4,0.20%,0,0
|
412 |
+
Unlikely to playView player information,"Scherpen
|
413 |
+
BHAGKP",4,0.00%,0,0
|
414 |
+
View player information,"Franchi
|
415 |
+
BURGKP",4,0.10%,0,0
|
416 |
+
View player information,"Muric
|
417 |
+
BURGKP",4.4,0.20%,0,0
|
418 |
+
Unlikely to playView player information,"Peacock-Farrell
|
419 |
+
BURGKP",4,0.00%,0,0
|
420 |
+
View player information,"Vigouroux
|
421 |
+
BURGKP",4,0.20%,0,0
|
422 |
+
Unlikely to playView player information,"Arrizabalaga
|
423 |
+
CHEGKP",5,0.30%,0,0
|
424 |
+
Unlikely to playView player information,"Bettinelli
|
425 |
+
CHEGKP",4,0.00%,0,0
|
426 |
+
Unlikely to playView player information,"Slonina
|
427 |
+
CHEGKP",4,0.00%,0,0
|
428 |
+
View player information,"Bergström
|
429 |
+
CHEGKP",4,0.00%,0,0
|
430 |
+
View player information,"Beach
|
431 |
+
CHEGKP",4,0.00%,0,0
|
432 |
+
View player information,"Petrovic
|
433 |
+
CHEGKP",4.5,0.00%,0,0
|
434 |
+
Unlikely to playView player information,"Guaita
|
435 |
+
CRYGKP",4.4,0.50%,0,0
|
436 |
+
View player information,"Matthews
|
437 |
+
CRYGKP",4,0.10%,0,0
|
438 |
+
View player information,"Whitworth
|
439 |
+
CRYGKP",4,1.30%,0,0
|
440 |
+
View player information,"Henderson
|
441 |
+
CRYGKP",4.5,0.40%,0,0
|
442 |
+
View player information,"J.Virginia
|
443 |
+
EVEGKP",3.9,0.50%,0,0
|
444 |
+
View player information,"Lonergan
|
445 |
+
EVEGKP",4,0.10%,0,0
|
446 |
+
View player information,"Benda
|
447 |
+
FULGKP",4,0.00%,0,0
|
448 |
+
View player information,"Adrián
|
449 |
+
LIVGKP",4,0.30%,0,0
|
450 |
+
View player information,"Kelleher
|
451 |
+
LIVGKP",4,0.30%,0,0
|
452 |
+
Unlikely to playView player information,"Macey
|
453 |
+
LUTGKP",4,0.40%,0,0
|
454 |
+
View player information,"Shea
|
455 |
+
LUTGKP",4.4,0.20%,0,0
|
456 |
+
Unlikely to playView player information,"Walton
|
457 |
+
LUTGKP",4,0.00%,0,0
|
458 |
+
View player information,"Krul
|
459 |
+
LUTGKP",4.5,0.00%,0,0
|
460 |
+
View player information,"Carson
|
461 |
+
MCIGKP",3.9,0.10%,0,0
|