README.md

@@ -1,4 +1,4 @@
-# Aplikacja `CoachStats`
+# Analiza piłkarska z aplikacją `CoachStats`
 
 ## Wstęp
 
@@ -9,18 +9,21 @@ CoachStats to innowacyjne narzędzie służące do analizowania statystyk Expect
 -   **Analiza XG:** Analiza XG dla danej sytuacji meczowej.
 -   **Personalizowana makieta:** Możliwość tworzenia własnej makiety odpowiadającej sytuacji meczowej.
 
-## Uruchomienie
+## Technologie
 
-Aby uruchomić aktualną wersję aplikacji, wykonaj następujące kroki:
+## Instalacja i Uruchomienie
 
-1.  **Uruchomienie serwera:** Aby uruchomić serwer należy wejść w [link](https://sg-server-ne4h.onrender.com/) oraz zaczekać do pojawienia się komunikatu o błędzie 404. Aplikacja korzysta z darmowej wersji obsługi serwera, stąd sposób jego uruchomienia nie jest standardowy.
+Aby uruchomić beta wersję aplikacji, wykonaj następujące kroki:
 
-2.  **Uruchomienie aplikacji webowej** Po wykonaiu kroku 1 można wejść na właściwą stronę [aplikacji](https://statgoals.onrender.com/).
+1. **Uruchomienie Klienta:**
+   Otwórz terminal w folderze `app` i uruchom następującą komendę:\
+   `npm run dev`
+   
+2. **Uruchomienie Serwera Flask:**
+   W innym terminalu, przejdź do folderu `app/src/flask-server` i uruchom serwer Flask przy użyciu poniższej komendy:\
+   `python server.py`
+   
 
 ## Dane
 
 -   <https://statsbomb.com/what-we-do/soccer-data/>
-
-## Szczegóły
-
-Działanie aplikacji zostało opisane w podręczniku użytkownika znajdującym się w drzewie plików na repozytorium. Poza tym odsyłam do [repozytorium](https://git.wmi.amu.edu.pl/s478993/fantastyczne_gole) uniwersytetu na którym powstała aplikacja. Zawiera ono kod źródłowy aplikacji.

app/src/components/Hero.jsx

@@ -5,49 +5,11 @@ import { Link } from "react-router-dom";
 
 const Hero = () => {
   
+  const [isOpen, setIsOpen] = useState(false);
   const [gameMinute, setGameMinute] = useState('');
 
-  const [firstShot, setfirstShot] = useState(0);
+  const toggleDropdown = () => setIsOpen(!isOpen);
-  const [oneOnOne, SetoneOnOne] = useState(0);
+  const handleMinuteChange = (e) => setGameMinute(e.target.value);
-  const [afterAirDuel, SetafterAirDuele] = useState(0);
-  const [openGoal, SetOpenGoal] = useState(0);
-  const [afterDribbling, SetafterDribbling] = useState(0);
-  const [redirect, SetRedirect] = useState(0);
-
-  const handleMinuteChange = (e) => { setGameMinute(e.target.value);
-    //sentQuestion();
-  }
-
-  const handleFirstShotChange = (event) => {
-    setfirstShot(event.target.checked);
-    //sentQuestion();
-};
-
-const handleOneOnOneChange = (event) => {
-    SetoneOnOne(event.target.checked);
-    //sentQuestion();
-  };
-
-const handleAfterAirDuelChange = (event) => {
-    SetafterAirDuele(event.target.checked);
-    //sentQuestion();
-  };
-
-const handleOpenGoalChange = (event) => {
-    SetOpenGoal(event.target.checked);
-    //sentQuestion();
-  };
-
-const handleAfterDribblingChange = (event) => {
-    SetafterDribbling(event.target.checked);
-    //sentQuestion();
-  };
-
-const handleRedirectChange = (event) => {
-    SetRedirect(event.target.checked);
-    //sentQuestion();
-  };
-
   
   const [data, setData] = useState("");
   //zmienne globalne
@@ -55,24 +17,10 @@ const handleRedirectChange = (event) => {
   //przez listener nanoszący zawodników na boisko. 1 - strzelec , 2 - bramkarz , 3 - obronca, 4 - napasnik. zmienna przez aktywacje przycskówk bb1, bb2, bb3 i bb4
 
   let active_bbt = "bbt1";
-  const [number_of_defenders, setNumberOfDevenders] = useState(()=>{
+  const [number_of_defenders, setNumberOfDevenders] = useState(0);
-    return 0;
+  const [number_of_strikers, setNumberOfStrikers] = useState(0)
-  });
+  const [number_of_goalkeepers, setNumberOfGoalkeppers] = useState(0);
-
+  const [number_of_shooters,setNumberOfShooters] = useState(0);
-  const [number_of_strikers, setNumberOfStrikers] = useState(() => {
-    return 0;
-  })
-  const [number_of_goalkeepers, setNumberOfGoalkeppers] = useState(()=>{
-    return 0;
-  });
-  const [number_of_shooters,setNumberOfShooters] = useState(() => {
-  return 0}
-  );
-
-  const number_of_shooters_rev = React.useRef(number_of_shooters)
-  const number_of_strikers_rev = React.useRef(number_of_strikers)
-  const number_of_goalkeepers_rev = React.useRef(number_of_goalkeepers)
-  const number_of_defenders_rev = React.useRef(number_of_defenders)
 
   // zmienne globalne bedace danymi wejsciowymi do modelu
 
@@ -82,10 +30,10 @@ const handleRedirectChange = (event) => {
   var stricers = new Array;
   var defenders = new Array;
 
-  const [bodyPart,setBodyPart] = useState('Right Foot');
+  const [bodyPart,setBodyPart] = useState('prawa');
-  const [technique,setTechnique] = useState('Normal');
+  const [technique,setTechnique] = useState('zwykly');
-  const [actionType,setActionType] = useState('Open Play');
+  const [actionType,setActionType] = useState('pozycyjny');
-  const [shooterPossition,setPossition] = useState('Center Forward');
+  const [shooterPossition,setPossition] = useState('napastnik');
 
 //zamiana procentowych pozycji na kartezyjskie
   function konwerturX(x){
@@ -109,6 +57,7 @@ const handleRedirectChange = (event) => {
 
   // Reset Boiska
   function resetField() {
+
       var footballField = document.getElementById('footballField');
       var footballs = document.querySelectorAll('.football');
       var list = document.getElementById('list')
@@ -120,20 +69,13 @@ const handleRedirectChange = (event) => {
       players.forEach(function(element) {
         list.removeChild(element);
       })
-
       setNumberOfDevenders(0);
       setNumberOfStrikers(0)
       setNumberOfGoalkeppers(0)
       setNumberOfShooters(0)
-      setGameMinute('')
-
-      number_of_shooters_rev.current = 0;
-      number_of_goalkeepers_rev.current = 0;
-      number_of_defenders_rev.current = 0;
-      number_of_strikers_rev.current = 0;
-
-      document.getElementById("ex").innerHTML = 0;
   }
+
+
   //funkcja dodaje zawodnika do listy zawodnikow. zmienne x oraz y to wspolrzedne a position
   // to pozycja zawodnika 0 - strzelec, 1 - bramkarz, 2 - broniacy, 3 napastnik
   // ball - to odnosnik do punktu na boisku
@@ -144,15 +86,14 @@ const handleRedirectChange = (event) => {
     list.removeChild(player)
     bojo.removeChild(ball)
     if(possition == 1){
-      setNumberOfGoalkeppers(number_of_goalkeepers_rev.current -= 1);
+      setNumberOfGoalkeppers(0)
     }else if(possition == 2){
-      setNumberOfDevenders(number_of_defenders_rev.current -= 1) ;
+      setNumberOfDevenders(number_of_defenders-1) ;
     }else if (possition == 3){
-      setNumberOfStrikers(number_of_strikers_rev.current -= 1);
+      setNumberOfStrikers(number_of_strikers-1) ;
-    }else if(possition == 0){ 
+    }else if(possition == 0){
-      setNumberOfShooters(number_of_shooters_rev.current -= 1);
+      setNumberOfShooters(0)
     }
-    //sentQuestion()
   }
   
   // funkcja zsczytuje pozycje zawodnikow przed wyslaniem zapytania do serwera 
@@ -186,22 +127,19 @@ const handleRedirectChange = (event) => {
     var pName = "Strzelec"
     //kolor kropki
     // kolor tła kafelka
+
     var pColor = "#fc0303"
     if(possition == 1){
       var pName = "Bramkarz"
       var pColor = "#03e7fc"
-      setNumberOfGoalkeppers(number_of_goalkeepers_rev.current += 1);
     }else if(possition == 2){
       var pName = "Obrońca"
       var pColor = "#0324fc"
-      setNumberOfDevenders(number_of_defenders_rev.current += 1);
     }else if (possition ==3){
       var pName = "Napastnik"
       var pColor = "#fc6703"
-      setNumberOfStrikers(number_of_strikers_rev.current += 1);
-    }else{
-      setNumberOfShooters(number_of_shooters_rev.current += 1);
     }
+
     var player = document.createElement('div');
     player.className = 'player';
     player.style.width = "inherit"
@@ -210,18 +148,18 @@ const handleRedirectChange = (event) => {
     
     // div z nazwa gracza
     var tekst = document.createElement('div')
-    tekst.style.fontSize = "12px";
+    tekst.style.fontSize = "10px";
     tekst.innerHTML = pName;
     
     // div z pozycja gracza
     var posytion = document.createElement('div')
-    posytion.style.fontSize = "12px"
+    posytion.style.fontSize = "10px"
-    posytion.innerHTML = konwerturX(ball.style.left) + " m, " + konwetujY(ball.style.top) + " m";
+    posytion.innerHTML = "x:" + konwerturX(ball.style.left) + "m " + "y:" + konwetujY(ball.style.top) + "m";
     player.setAttribute('possition',[konwerturX(ball.style.left),konwetujY(ball.style.top)])
     //div z przyciskiem usuwającym
     var btnDelete = document.createElement('button')
-    btnDelete.innerHTML = 'Usuń'
+    btnDelete.innerHTML = 'Usun'
-    btnDelete.style.fontSize = "12px"
+    btnDelete.style.fontSize = "10px"
     btnDelete.style = 'background-color: #FFB266;color:#000000'
     btnDelete.addEventListener("click",function(){deletePlayer(ball,player,possition)},false)
     //dodanie elementów do kafelka
@@ -271,8 +209,8 @@ const handleRedirectChange = (event) => {
         tekst.style.color = "white"
         posytion.style.color = "white"
         
-        x = parseFloat(x) -3
+        x = parseFloat(x) -2
-        y = parseFloat(y) -3  
+        y = parseFloat(y) -2  
         
         if(bojo.parentNode.querySelector(":hover")){
           ball.style.left = x + "%"
@@ -282,28 +220,25 @@ const handleRedirectChange = (event) => {
         //var shooterY = konwetujY(ball.style.top)
         posytion.innerHTML =  "x:" + konwerturX(ball.style.left) + "m " + "y:" + konwetujY(ball.style.top) + "m";
         player.setAttribute('possition',[konwerturX(ball.style.left),konwetujY(ball.style.top)]);
-      bojo.addEventListener("mouseup", function afterUp(){
+      bojo.addEventListener("mouseup", function(){
           ball.style.background = pColor
           bojo.removeEventListener("mousemove", whileMove)
-          bojo.removeEventListener("mouseup", afterUp)
           }) 
-      })
+      
-      bojo.addEventListener("mouseup", function reload(){
+      })   
-        //sentQuestion();
-        bojo.removeEventListener("mouseup",reload)
-      })
   
     })
-    //sentQuestion();
   }
+
+ 
+
   // // Wyłanie zapytania do serwera
   function sentQuestion() {
     ///Dziwny Blad
     loadPlayers()
-    if (number_of_shooters_rev.current == 1) {
+    if (number_of_shooters == 1) {
-      //console.log('Wysyłanie wartości: ', bodyPart, technique, actionType, shooterPossition, gameMinute, firstShot);
       // Użyj backticksów zamiast zwykłych cudzysłowów
-      fetch(`http://127.0.0.1:5000/get_model?shooter=${shooter}&goalkeeper=${goalkeeper}&defenders=${defenders}&strickers=${stricers}&bodyPart=${bodyPart}&technique=${technique}&actionType=${actionType}&shooterPossition=${shooterPossition}&gameMinute=${gameMinute}&shot_first_time=${firstShot}&shot_one_on_one=${oneOnOne}&shot_aerial_won=${afterAirDuel}&shot_open_goal=${openGoal}&shot_follows_dribble=${afterDribbling}&shot_redirect=${redirect}`).then(
+      fetch(`http://127.0.0.1:5000/get_model?shooter=${shooter}&goalkeeper=${goalkeeper}&defenders=${defenders}&strickers=${stricers}&bodyPart=${bodyPart}&technique=${technique}&actionType=${actionType}&shooterPossition=${shooterPossition}`).then(
         res => res.json()
       ).then(
         data => {
@@ -311,8 +246,7 @@ const handleRedirectChange = (event) => {
           console.log(data);
           // Przenieś tę linię do środka bloku .then(), aby uniknąć błędów
           let eX = data.response;
-          document.getElementById("ex").innerHTML = eX;
+          document.getElementById("ex").innerHTML = "Współczynnik xG: " + eX;
-          //updateXGMeter(eX);
         }
       ).catch(error => {
         console.error('Błąd:', error);
@@ -320,9 +254,10 @@ const handleRedirectChange = (event) => {
     } else {
       alert('Piłka nie jest obecnie na boisku.');
     } 
-   
   }
 
+
+
   
 
   /* Funkcja dodająca listener do boiska*/
@@ -341,32 +276,38 @@ const handleRedirectChange = (event) => {
     ball.style.top = y + "%"
     
     //dodanie zawodnika do listy oraz punktu do mapy w zaleznosci od aktywnosci przycisku 1,2,3 lub 4
-    
     if(active_bbt=="bbt1"){
-      if(number_of_shooters_rev.current < 1 ){
+      if(number_of_shooters < 1 ){
         addPlayer(0,ball)
         bojo.appendChild(ball)
         ball.style.background = "#fc0303"
+        setNumberOfShooters(number_of_shooters+1)
       }else{alert("mozesz dodac tylko jednego strzelca")}
     }else if(active_bbt == "bbt2"){
-      if ( number_of_goalkeepers_rev.current < 1){
+        
+      if ( number_of_goalkeepers < 1){
         addPlayer(1,ball)
         bojo.appendChild(ball)
-        ball.style.background = "#03e7fc"   
+        ball.style.background = "#03e7fc"
+        setNumberOfGoalkeppers(number_of_goalkeepers+1)
       }else{alert("mozesz dodac tylko jednego bramkarza")}
     }else if(active_bbt == "bbt3"){
-      if(number_of_defenders_rev.current < 10){
+      if(number_of_defenders <= 10){
         addPlayer(2,ball);
+        setNumberOfDevenders(number_of_defenders+1)
         bojo.appendChild(ball)
         ball.style.background = "#0324fc"
     }else{alert("maksymalna liczba obroncow")}
    }else if(active_bbt == "bbt4"){
-      if(number_of_strikers_rev.current < 10){
+      if(number_of_strikers <= 10){
         addPlayer(3,ball);
+        setNumberOfStrikers(number_of_strikers+1);
         bojo.appendChild(ball)
         ball.style.background = "#fc6703"
       }else{alert("maksymalna liczba napastnikow")}
     }
+    
+
 }
 // funkcja działą po utworzeniu komponentów, dodaje listenry do elementów
 
@@ -395,18 +336,16 @@ const handleRedirectChange = (event) => {
 <div className="container">
 {/* Listy zwijane */}
 
-<div className="top-bar" id = "top-bar">
+<div className="top-bar">
 
 <form className="dropdown" id = "bodyPartList">
             <select className="dropbtn"
-            onChange={event => {setBodyPart(event.target.value);
+            onChange={event => setBodyPart(event.target.value)}
-                                //sentQuestion()
-                              }}
             defaultValue={bodyPart}>
-                    <option value = "Right Foot">Noga Prawa</option>
+                    <option value = "prawa">Noga Prawa</option>
-                    <option value = "Left Foot">Noga Lewa</option>
+                    <option value = "lewa">Noga Lewa</option>
-                    <option value = "Head">Głowa</option>
+                    <option value = "glowa">Głowa</option>
-                    <option value = "Other" >Inna</option>
+                    <option value = "inna" >Inna</option>
               </select>      
         </form>
 
@@ -414,62 +353,37 @@ const handleRedirectChange = (event) => {
 
 
         <form className="dropdown" id = "shootTypeList">
-            <select className="dropbtn" onChange={event => {setTechnique(event.target.value);
+            <select className="dropbtn" onChange={event => setTechnique(event.target.value)}
-                                                            //sentQuestion()
-                                                            }}
             defaultValue = {technique}>
-                    <option value="Normal"> Zwykły </option>
+                    <option value="zwykly"> Zwykły </option>
-                    <option value = "Volley"> Wolej </option>
+                    <option value = "voley"> Wolej </option>
-                    <option value = "Half Volley"> Półwolej </option>
+                    <option value = "pol-voley"> Półwolej </option>
-                    <option value = "Lob"> Lob </option>     
+                    <option value = "lob"> Lob </option>     
-                    <option value = "Diving Header"> Szczupak </option>
+                    <option value = "szczupak"> Szczupak </option>
-                    <option value = "Overhead Kick"> Kopnięcie z góry </option>
+                    <option value = "z_gory"> Kopnięcie z góry </option>
-                    <option value = "Backheel"> Piętka </option>
+                    <option value = "pietka"> Piętka </option>
                     </select>      
         </form>
 
-     <form className="dropdown" id = "actionTypeList" onChange={event => {setActionType(event.target.value);
+     <form className="dropdown" id = "actionTypeList" onChange={event => setActionType(event.target.value)}
-                                                                          //sentQuestion()
-                                                                        }}
     defaultValue={technique}>
             <select className="dropbtn">
-                    <option value = "Open Play"> Atak Pozycyjny </option>
+                    <option value = "pozycyjny"> Atak Pozycyjny </option>
-                    <option value = "Free Kick"> Rzut Wolny </option>
+                    <option value = "wolny"> Rzut Wolny </option>
-                    <option value = "Penalty"> Rzut Karny </option>
+                    <option value = "karny"> Rzut Karny </option>
-                    <option value= "Corner"> Rzut Rozny </option>
+                    <option value= "rozny"> Rzut Rozny </option>
+                    <option value="rozpoczecie"> Rozpoczęcie </option>
             </select>      
         </form>
         <form className="dropdown" id = "possitionList"
-        onChange={event => {setPossition(event.target.value);
+        onChange={event => setPossition(event.target.value)}
-                            //sentQuestion()
-                          }}
         defaultValue={shooterPossition}>
             <select className="dropbtn">
-            <option value="Right Center Forward">Prawy Środkowy Napastnik</option>
+                    <option value= "napastnik" > Napastnik </option>
-            <option value="Left Center Forward">Lewy Środkowy Napastnik</option>
+                    <option value = "bramkarz"> Bramkarz </option>
-            <option value="Secondary Striker">Drugi Napastnik</option>
+                    <option value = "obronca"> Obrońca </option>
-            <option value="Center Forward">Środkowy Napastnik</option>
+                    <option value = "pomocnik"> Pomocnik </option>
-            <option value="Center Midfield">Środkowy Pomocnik</option>
+
-            <option value="Left Center Midfield">Lewy Środkowy Pomocnik</option>
-            <option value="Right Center Midfield">Prawy Środkowy Pomocnik</option>
-            <option value="Left Midfield">Lewy Pomocnik</option>
-            <option value="Center Attacking Midfield">Środkowy Ofensywny Pomocnik</option>
-            <option value="Left Defensive Midfield">Lewy Defensywny Pomocnik</option>
-            <option value="Left Attacking Midfield">Lewy Ofensywny Pomocnik</option>
-            <option value="Right Attacking Midfield">Prawy Ofensywny Pomocnik</option>
-            <option value="Right Defensive Midfield">Prawy Defensywny Pomocnik</option>
-            <option value="Center Defensive Midfield">Środkowy Defensywny Pomocnik</option>
-            <option value="Right Midfield">Prawy Pomocnik</option>
-            <option value="Left Wing Back">Lewy Pomocnik Skrzydłowy</option>
-            <option value="Left Wing">Lewe Skrzydło</option>
-            <option value="Right Wing">Prawe Skrzydło</option>
-            <option value="Right Wing Back">Prawy Pomocnik Skrzydłowy</option>
-            <option value="Center Back">Środkowy Obrońca</option>
-            <option value="Left Center Back">Lewy Środkowy Obrońca</option>
-            <option value="Right Center Back">Prawy Środkowy Obrońca</option>
-            <option value="Right Back">Prawy Obrońca</option>
-            <option value="Left Back">Lewy Obrońca</option>
-            <option value="Goalkeeper">Bramkarz</option>
                     </select>      
         </form>
 
@@ -495,40 +409,25 @@ const handleRedirectChange = (event) => {
               <div className="field-pic"></div>
               
         </div>
-<div className="rightMenu">
-    <div className="xg-meter">
-      <b id="ex" className="xg-value">0</b>
     </div>
 
- <div className="additional-parameters">
+
-  <h3>Parametry strzału</h3>
+     {/* <div className="ChoosingPlayer">
-  <label>
+      <button className="cho-one_on_one" id = "bbt8">Sam na sam</button>
-    <input type="checkbox" id="firstShot" onChange={handleFirstShotChange} />
+     </div>
-    Pierwszy w meczu
+     <div className="ChoosingPlayer">
-  </label>
+      <button className="cho-first_time" id = "bbt12">Pierwszy w meczu</button>
-  <label>
+     </div>
-    <input type="checkbox" id="oneOnOne" onChange={handleOneOnOneChange} />
+     <div className="ChoosingPlayer">
-    Akcja sam na sam
+      <button className="cho-aerial_won" id = "bbt13">Pojedynek powietrzny</button>
-  </label>
+     </div>
-  <label>
+     <div className="ChoosingPlayer">
-    <input type="checkbox" id="afterAirDuel" onChange={handleAfterAirDuelChange} />
+      <button className="cho-follows_dribble" id = "bbt14">Drybling</button>
-    Po pojedynku powietrznym
+     </div>
-  </label>
+     <div className="ChoosingPlayer">
-  <label>
+      <button className="cho-redirect" id = "bbt15">Rykoszet</button>
-    <input type="checkbox" id="openGoal" onChange={handleOpenGoalChange} />
+     </div> */}
-    Na pustą bramkę
+
-  </label>
-  <label>
-    <input type="checkbox" id="afterDribbling" onChange={handleAfterDribblingChange} />
-    Poprzedzony dryblingiem
-  </label>
-  <label>
-    <input type="checkbox" id="redirect" onChange={handleRedirectChange} />
-    Rykoszet
-  </label>
-</div>
-</div>
-</div>
 <div className="bottom-bar">
 
       <button className="cho-shooter" id = "bbt1">Strzelec</button>
@@ -538,8 +437,13 @@ const handleRedirectChange = (event) => {
       <button className="reset-button" onClick={resetField}>Reset</button>  
       <button className="info-button" onClick={sentQuestion}>xG</button>
      </div>
+     <div>
+              <b id = "ex" className="Ex">
+              
+                </b>
           </div>   
    </div>
+  </div>
   );
 };
 

app/src/components/Loader.jsx

@@ -3,7 +3,6 @@ import React from 'react'
 const Loader = () => {
   return (
     <div>Loader</div>
-    
   )
 }
 

app/src/flask-server/modele/modele.py

@@ -2,157 +2,105 @@ from joblib import load
 import pandas as pd
 from math import sqrt
 import math
-import numpy as np
-import xgboost
-from sklearn.preprocessing import OrdinalEncoder
 
 # Funkcja zwraca prawdopodobieństwo zdobycia gola
-def LogisticRegression_predict_proba(position_x, position_y, distance_to_goalM, angle, match_minute, Number_Intervening_Opponents, Number_Intervening_Teammates, isFoot, isHead): 
+def LogisticRegression_predict_proba(position_x, position_y, distance_to_goalM, angle, match_minute, Number_Intervening_Opponents, Number_Intervening_Teammates, isFoot, isHead):
-    # distance_to_goalM = sqrt(( (position_x**2) + (position_y**2)))   
+    
+    # distance_to_goalM = sqrt(( (position_x**2) + (position_y**2))) 
+    
     model = load('regresja_logistyczna.joblib')
     X_new = pd.DataFrame(columns=['position_x', 'position_y', 'distance_to_goalM', 'angle','match_minute', 'Number_Intervening_Opponents','Number_Intervening_Teammates', 'isFoot', 'isHead'])
     X_new.loc[len(X_new.index)] = [position_x, position_y, distance_to_goalM, angle, match_minute, Number_Intervening_Opponents, Number_Intervening_Teammates, isFoot, isHead]
     return model.predict_proba(X_new)[0][1].round(2)
 
 #xgBoost
-def xgboost_predict_proba(minute=0, position_name='Center Forward', shot_body_part_name='Right Foot', 
+def xgboost_predict_proba(minute, position_name, shot_body_part_name, shot_technique_name,
-                          shot_technique_name='Normal', shot_type_name='Open Play', shot_first_time=False, 
+       shot_type_name, shot_first_time, shot_one_on_one,
-                          shot_one_on_one=False, shot_aerial_won=False,
+       shot_aerial_won, shot_deflected, shot_open_goal,
-                          shot_open_goal=False, shot_follows_dribble=False, shot_redirect=False, x1=0.0, y1=0.0,
+       shot_follows_dribble, shot_redirect, x1, y1,
-                          number_of_players_opponents=0, number_of_players_teammates=0, 
+       number_of_players_opponents, number_of_players_teammates,
-                          angle=0.0, distance=0.0, x_player_opponent_Goalkeeper=np.nan, 
+       angle, distance, x_player_opponent_Goalkeeper,
-                          x_player_opponent_8=np.nan, x_player_opponent_1=np.nan, x_player_opponent_2=np.nan, 
+       x_player_opponent_8, x_player_opponent_1, x_player_opponent_2,
-                          x_player_opponent_3=np.nan, x_player_teammate_1=np.nan, x_player_opponent_4=np.nan, 
+       x_player_opponent_3, x_player_teammate_1, x_player_opponent_4,
-                          x_player_opponent_5=np.nan, x_player_opponent_6=np.nan, x_player_teammate_2=np.nan, 
+       x_player_opponent_5, x_player_opponent_6, x_player_teammate_2,
-                          x_player_opponent_9=np.nan, x_player_opponent_10=np.nan, x_player_opponent_11=np.nan, 
+       x_player_opponent_9, x_player_opponent_10, x_player_opponent_11,
-                          x_player_teammate_3=np.nan, x_player_teammate_4=np.nan, x_player_teammate_5=np.nan, 
+       x_player_teammate_3, x_player_teammate_4, x_player_teammate_5,
-                          x_player_teammate_6=np.nan, x_player_teammate_7=np.nan, x_player_teammate_8=np.nan, 
+       x_player_teammate_6, x_player_teammate_7, x_player_teammate_8,
-                          y_player_opponent_Goalkeeper=np.nan, y_player_opponent_8=np.nan, 
+       x_player_teammate_9, x_player_teammate_10,
-                          x_player_teammate_9=np.nan, x_player_teammate_10=np.nan,
+       y_player_opponent_Goalkeeper, y_player_opponent_8,
-                          y_player_opponent_1=np.nan, y_player_opponent_2=np.nan, y_player_opponent_3=np.nan, 
+       y_player_opponent_1, y_player_opponent_2, y_player_opponent_3,
-                          y_player_teammate_1=np.nan, y_player_opponent_4=np.nan, y_player_opponent_5=np.nan, 
+       y_player_teammate_1, y_player_opponent_4, y_player_opponent_5,
-                          y_player_opponent_6=np.nan, y_player_teammate_2=np.nan, y_player_opponent_9=np.nan, 
+       y_player_opponent_6, y_player_teammate_2, y_player_opponent_9,
-                          y_player_opponent_10=np.nan, y_player_opponent_11=np.nan, y_player_teammate_3=np.nan, 
+       y_player_opponent_10, y_player_opponent_11, y_player_teammate_3,
-                          y_player_teammate_4=np.nan, y_player_teammate_5=np.nan, y_player_teammate_6=np.nan, 
+       y_player_teammate_4, y_player_teammate_5, y_player_teammate_6,
-                          y_player_teammate_7=np.nan, y_player_teammate_8=np.nan, y_player_teammate_9=np.nan, 
+       y_player_teammate_7, y_player_teammate_8, y_player_teammate_9,
-                          y_player_teammate_10=np.nan, x_player_opponent_7=np.nan, y_player_opponent_7=np.nan, 
+       y_player_teammate_10, x_player_opponent_7, y_player_opponent_7,
-                          x_player_teammate_Goalkeeper=np.nan, y_player_teammate_Goalkeeper=np.nan):
+       x_player_teammate_Goalkeeper, y_player_teammate_Goalkeeper,
+       shot_kick_off):
 
-   model = xgboost.XGBClassifier() 
+    model = load('xgboost.joblib')
-   model.load_model('xgboost.json')
+    X_new = pd.DataFrame(columns=['minute', 'position_name', 'shot_body_part_name', 'shot_technique_name',
-
+       'shot_type_name', 'shot_first_time', 'shot_one_on_one',
-   enc = OrdinalEncoder() 
+       'shot_aerial_won', 'shot_deflected', 'shot_open_goal',
-   enc = load('labelEncoder.joblib')
+       'shot_follows_dribble', 'shot_redirect', 'x1', 'y1',
-
+       'number_of_players_opponents', 'number_of_players_teammates',
-   X_new = pd.DataFrame(columns=['minute', 'position_name', 'shot_body_part_name', 'shot_technique_name',
+       'angle', 'distance', 'x_player_opponent_Goalkeeper',
-      'shot_type_name', 'shot_first_time', 'shot_one_on_one',
+       'x_player_opponent_8', 'x_player_opponent_1', 'x_player_opponent_2',
-      'shot_aerial_won', 'shot_open_goal',
+       'x_player_opponent_3', 'x_player_teammate_1', 'x_player_opponent_4',
-      'shot_follows_dribble', 'shot_redirect', 'x1', 'y1',
+       'x_player_opponent_5', 'x_player_opponent_6', 'x_player_teammate_2',
-      'number_of_players_opponents', 'number_of_players_teammates',
+       'x_player_opponent_9', 'x_player_opponent_10', 'x_player_opponent_11',
-      'angle', 'distance', 'x_player_opponent_Goalkeeper',
+       'x_player_teammate_3', 'x_player_teammate_4', 'x_player_teammate_5',
-      'x_player_opponent_8', 'x_player_opponent_1', 'x_player_opponent_2',
+       'x_player_teammate_6', 'x_player_teammate_7', 'x_player_teammate_8',
-      'x_player_opponent_3', 'x_player_teammate_1', 'x_player_opponent_4',
+       'x_player_teammate_9', 'x_player_teammate_10',
-      'x_player_opponent_5', 'x_player_opponent_6', 'x_player_teammate_2',
+       'y_player_opponent_Goalkeeper', 'y_player_opponent_8',
-      'x_player_opponent_9', 'x_player_opponent_10', 'x_player_opponent_11',
+       'y_player_opponent_1', 'y_player_opponent_2', 'y_player_opponent_3',
-      'x_player_teammate_3', 'x_player_teammate_4', 'x_player_teammate_5',
+       'y_player_teammate_1', 'y_player_opponent_4', 'y_player_opponent_5',
-      'x_player_teammate_6', 'x_player_teammate_7', 'x_player_teammate_8',
+       'y_player_opponent_6', 'y_player_teammate_2', 'y_player_opponent_9',
-      'x_player_teammate_9', 'x_player_teammate_10',
+       'y_player_opponent_10', 'y_player_opponent_11', 'y_player_teammate_3',
-      'y_player_opponent_Goalkeeper', 'y_player_opponent_8',
+       'y_player_teammate_4', 'y_player_teammate_5', 'y_player_teammate_6',
-      'y_player_opponent_1', 'y_player_opponent_2', 'y_player_opponent_3',
+       'y_player_teammate_7', 'y_player_teammate_8', 'y_player_teammate_9',
-      'y_player_teammate_1', 'y_player_opponent_4', 'y_player_opponent_5',
+       'y_player_teammate_10', 'x_player_opponent_7', 'y_player_opponent_7',
-      'y_player_opponent_6', 'y_player_teammate_2', 'y_player_opponent_9',
+       'x_player_teammate_Goalkeeper', 'y_player_teammate_Goalkeeper',
-      'y_player_opponent_10', 'y_player_opponent_11', 'y_player_teammate_3',
+       'shot_kick_off'])
-      'y_player_teammate_4', 'y_player_teammate_5', 'y_player_teammate_6',
-      'y_player_teammate_7', 'y_player_teammate_8', 'y_player_teammate_9',
-      'y_player_teammate_10', 'x_player_opponent_7', 'y_player_opponent_7',
-      'x_player_teammate_Goalkeeper', 'y_player_teammate_Goalkeeper'])
     
-   X_new.loc[len(X_new.index)] = [minute, position_name, shot_body_part_name, shot_technique_name,
+    X_new.loc[len(X_new.index)] = [minute, position_name, shot_body_part_name, shot_technique_name,
-      shot_type_name, shot_first_time, shot_one_on_one,
+       shot_type_name, shot_first_time, shot_one_on_one,
-      shot_aerial_won, shot_open_goal,
+       shot_aerial_won, shot_deflected, shot_open_goal,
-      shot_follows_dribble, shot_redirect, x1, y1,
+       shot_follows_dribble, shot_redirect, x1, y1,
-      number_of_players_opponents, number_of_players_teammates,
+       number_of_players_opponents, number_of_players_teammates,
-      angle, distance, x_player_opponent_Goalkeeper,
+       angle, distance, x_player_opponent_Goalkeeper,
-      x_player_opponent_8, x_player_opponent_1, x_player_opponent_2,
+       x_player_opponent_8, x_player_opponent_1, x_player_opponent_2,
-      x_player_opponent_3, x_player_teammate_1, x_player_opponent_4,
+       x_player_opponent_3, x_player_teammate_1, x_player_opponent_4,
-      x_player_opponent_5, x_player_opponent_6, x_player_teammate_2,
+       x_player_opponent_5, x_player_opponent_6, x_player_teammate_2,
-      x_player_opponent_9, x_player_opponent_10, x_player_opponent_11,
+       x_player_opponent_9, x_player_opponent_10, x_player_opponent_11,
-      x_player_teammate_3, x_player_teammate_4, x_player_teammate_5,
+       x_player_teammate_3, x_player_teammate_4, x_player_teammate_5,
-      x_player_teammate_6, x_player_teammate_7, x_player_teammate_8,
+       x_player_teammate_6, x_player_teammate_7, x_player_teammate_8,
-      x_player_teammate_9, x_player_teammate_10,
+       x_player_teammate_9, x_player_teammate_10,
-      y_player_opponent_Goalkeeper, y_player_opponent_8,
+       y_player_opponent_Goalkeeper, y_player_opponent_8,
-      y_player_opponent_1, y_player_opponent_2, y_player_opponent_3,
+       y_player_opponent_1, y_player_opponent_2, y_player_opponent_3,
-      y_player_teammate_1, y_player_opponent_4, y_player_opponent_5,
+       y_player_teammate_1, y_player_opponent_4, y_player_opponent_5,
-      y_player_opponent_6, y_player_teammate_2, y_player_opponent_9,
+       y_player_opponent_6, y_player_teammate_2, y_player_opponent_9,
-      y_player_opponent_10, y_player_opponent_11, y_player_teammate_3,
+       y_player_opponent_10, y_player_opponent_11, y_player_teammate_3,
-      y_player_teammate_4, y_player_teammate_5, y_player_teammate_6,
+       y_player_teammate_4, y_player_teammate_5, y_player_teammate_6,
-      y_player_teammate_7, y_player_teammate_8, y_player_teammate_9,
+       y_player_teammate_7, y_player_teammate_8, y_player_teammate_9,
-      y_player_teammate_10, x_player_opponent_7, y_player_opponent_7,
+       y_player_teammate_10, x_player_opponent_7, y_player_opponent_7,
-      x_player_teammate_Goalkeeper, y_player_teammate_Goalkeeper]
+       x_player_teammate_Goalkeeper, y_player_teammate_Goalkeeper,
-   
+       shot_kick_off]
-   X_new[['position_name', 
+    return model.predict_proba(X_new)[0][1].round(2)
-    'shot_technique_name', 
-    'shot_type_name', 
-    'shot_body_part_name']] = enc.transform(X_new[['position_name', 'shot_technique_name', 'shot_type_name', 'shot_body_part_name']], )
-
-   X_new[['minute',
-           'position_name', 
-           'shot_technique_name', 
-           'shot_type_name', 
-           'number_of_players_opponents', 
-           'number_of_players_teammates', 
-           'shot_body_part_name']] = X_new[['minute', 
-                                            'position_name', 
-                                            'shot_technique_name', 
-                                            'shot_type_name', 
-                                            'number_of_players_opponents', 
-                                            'number_of_players_teammates', 
-                                            'shot_body_part_name']].astype(int)
-
-#    X_new[['minute',
-#            'position_name', 
-#            'shot_technique_name', 
-#            'shot_type_name', 
-#            'number_of_players_opponents', 
-#            'number_of_players_teammates', 
-#            'shot_body_part_name']] = X_new[['minute', 
-#                                             'position_name', 
-#                                             'shot_technique_name', 
-#                                             'shot_type_name', 
-#                                             'number_of_players_opponents', 
-#                                             'number_of_players_teammates', 
-#                                             'shot_body_part_name']].astype('category')
-    
-   X_new[['shot_first_time', 
-           'shot_one_on_one', 
-           'shot_aerial_won', 
-           'shot_open_goal', 
-           'shot_follows_dribble', 
-           'shot_redirect']] = X_new[['shot_first_time', 
-                                      'shot_one_on_one', 
-                                      'shot_aerial_won', 
-                                       'shot_open_goal', 
-                                       'shot_follows_dribble', 
-                                       'shot_redirect']].astype(int)
-   print(X_new)
-   print(X_new.dtypes)
-
-
-   return model.predict_proba(X_new)[0][1].round(3)
 
 #XgBoost_2 
 
 def xgboost_predict_proba_v2(shooter,goalkeeper,teamMatesList,opponentsList, minute,position_name,shot_body_part_name,
-                             shot_technique_name,shot_type_name,shot_first_time,shot_aerial_won,shot_open_goal,
+                             shot_technique_name,shot_type_name,shot_first_time,shot_aerial_won,shot_deflected,shot_open_goal,
-                             shot_follows_dribble,shot_redirect):
+                             shot_follows_dribble,shot_redirect, shot_kick_off):
    model = load('xgboost.joblib')
    X_new = pd.DataFrame(columns=['minute', 'position_name', 'shot_body_part_name',
        'shot_technique_name','shot_type_name', 'shot_first_time',
-       'shot_one_on_one','shot_aerial_won',
+       'shot_one_on_one','shot_aerial_won', 'shot_deflected',
        'shot_open_goal','shot_follows_dribble', 'shot_redirect',
        'x1', 'y1','number_of_players_opponents',
        'number_of_players_teammates','angle', 'distance', 
-       'x_player_opponent_Goalkeeper', 'x_player_opponent_8',
+       'x_player_opponent_Goalkeeper',
        'x_player_opponent_1', 'x_player_opponent_2','x_player_opponent_3',
        'x_player_opponent_4','x_player_opponent_5', 'x_player_opponent_6',
        'x_player_teammate_2','x_player_opponent_9', 'x_player_opponent_10',
@@ -168,7 +116,8 @@ def xgboost_predict_proba_v2(shooter,goalkeeper,teamMatesList,opponentsList, min
        'y_player_teammate_4', 'y_player_teammate_5', 'y_player_teammate_6',
        'y_player_teammate_7', 'y_player_teammate_8', 'y_player_teammate_9',
        'y_player_teammate_10', 'x_player_opponent_7', 'y_player_opponent_7',
-       'x_player_teammate_Goalkeeper', 'y_player_teammate_Goalkeeper'])
+       'x_player_teammate_Goalkeeper', 'y_player_teammate_Goalkeeper',
+       'shot_kick_off'])
    
   
    shooter = konwertujDoListy(shooter)
@@ -188,10 +137,8 @@ def xgboost_predict_proba_v2(shooter,goalkeeper,teamMatesList,opponentsList, min
    teamMatesList = zmienWMaciez(teamMatesList)
    opponentsList = zmienWMaciez(opponentsList)
 
-
+   number_of_players_opponents = len(teamMatesList)
-   # DO ROZBUDOWY
+   number_of_players_teammates = len(opponentsList)
-   number_of_players_opponents = 3
-   number_of_players_teammates = 3
    # Bramkarz 
    x_player_opponent_Goalkeeper = goalkeeper[0]
    y_player_opponent_Goalkeeper = goalkeeper[1]
@@ -199,16 +146,19 @@ def xgboost_predict_proba_v2(shooter,goalkeeper,teamMatesList,opponentsList, min
    shot_one_on_one = True if number_of_players_opponents == 1 else False
    # TeamMate goalkeppe
 
-   x_player_teammate_Goalkeeper = np.nan
+   x_player_teammate_Goalkeeper = None
-   y_player_teammate_Goalkeeper = np.nan
+   y_player_teammate_Goalkeeper = None
    #Reszta Zawodnikow 
+
+   print("AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA")
+   print(X_new.head)
    X_new.loc[len(X_new.index)] = [minute, position_name, shot_body_part_name,
        shot_technique_name,shot_type_name, shot_first_time,
-       shot_one_on_one,shot_aerial_won,
+       shot_one_on_one,shot_aerial_won, shot_deflected,
        shot_open_goal,shot_follows_dribble, shot_redirect, 
        shooter[0], shooter[1],number_of_players_opponents, 
        number_of_players_teammates,angle, distance,
-       x_player_opponent_Goalkeeper, opponentsList[8][0],
+       x_player_opponent_Goalkeeper,
        opponentsList[0][0], opponentsList[1][0], opponentsList[2][0],
        opponentsList[3][0], opponentsList[4][0], opponentsList[5][0],
        opponentsList[6][0], opponentsList[7][0], teamMatesList[8][0],
@@ -225,17 +175,13 @@ def xgboost_predict_proba_v2(shooter,goalkeeper,teamMatesList,opponentsList, min
        teamMatesList[0][1],teamMatesList[1][1],  teamMatesList[2][1],
        teamMatesList[4][1],teamMatesList[5][1], teamMatesList[6][1], teamMatesList[7][1],
        teamMatesList[8][1], teamMatesList[9][1],
-       x_player_teammate_Goalkeeper, y_player_teammate_Goalkeeper]
+       x_player_teammate_Goalkeeper, y_player_teammate_Goalkeeper,
-   
+       shot_kick_off]
-   categorical_columns = ['position_name', 'shot_technique_name', 'shot_type_name', 'number_of_players_opponents', 'number_of_players_teammates', 'shot_body_part_name']  # list all your object columns here
+    
-   # X_new = pd.get_dummies(X_new, columns=categorical_columns)
-   X_new[categorical_columns] = X_new[categorical_columns].astype('category')
-   
    return model.predict_proba(X_new)[0][1].round(2)
 
 
 # Pomocnicze Funkcje
-# trzeba uzupelnic
 def sortNearestToShooter(playerList, shooter):
     
     return playerList
@@ -252,14 +198,14 @@ def loc2angle(x, y):
     rads = math.pi + rads if rads < 0 else rads
     deg = math.degrees(rads)
     return deg
-# zamiana stringa odzielonego ',' na liste
+
 def konwertujDoListy(listaString):
     listaString = listaString.split(",")
     listaFloat = []
     for elem in listaString:
         listaFloat.append(float(elem))
     return listaFloat
-#Zamiana listy w formie [1x,1y,2x,2y,3x,3y...] do postaci maciezy [xi, yi]
+
 def zmienWMaciez(lista):
    maciez = []
    for i in range(0,len(lista),2):
@@ -267,5 +213,5 @@ def zmienWMaciez(lista):
        maciez.append(player)
    if(len(maciez) < 10):
        for i in range(len(maciez),11,1):
-           maciez.append([np.nan,np.nan])
+           maciez.append([None,None])
-   return maciez
+   return maciez

app/src/flask-server/server.py

@@ -1,8 +1,6 @@
 from flask import Flask, request, jsonify
 from flask_cors import CORS
 from modele.modele import LogisticRegression_predict_proba, xgboost_predict_proba, xgboost_predict_proba_v2
-import numpy as np
-import math
 
 app = Flask(__name__)
 
@@ -26,218 +24,37 @@ def get_model():
     
     # Elementy z list: czesc ciała,rodzaj uderzenia,pozycja strzelca oraz typ akcji
 
+    position_name = request.args.get('shooter')
     body_part = request.args.get('bodyPart')
     technique = request.args.get('technique')
     acionType = request.args.get('actionType')
-    minute = request.args.get('gameMinute')
-    position_name = request.args.get('shooterPossition')
-    gameMinute = request.args.get('gameMinute')
 
-    shot_first_time = request.args.get('shot_first_time')
+    print("pozycja strzelca: " + position_name)
-    shot_one_on_one = request.args.get('shot_one_on_one')
-    shot_aerial_won = request.args.get('shot_aerial_won')
-    shot_open_goal = request.args.get('shot_open_goal')
-    shot_follows_dribble = request.args.get('shot_follows_dribble')
-    shot_redirect = request.args.get('shot_redirect')
-
-
-    shooter_x, shooter_y = shooter.split(',')
-
-    shooter_x = float(shooter_x)
-    shooter_y = float(shooter_y)
-
-    print("minuta: ", minute)
-    print("pozycja x1 strzelca: ", shooter_x)
-    print("pozycja y1 strzelca: ", shooter_y)
     print("czesc ciala: " + body_part)
     print("technika: " + technique)
     print("typ akcji: " + acionType)
 
-    # lista atakujacy oraz obroncy
+    # lista wspolzawodnikow oraz przeciwnikow
 
-    def konwertujDoListy(listaString):
+    teamMatesList = request.args.get('defenders')
-        listaString = listaString.split(",")
+    opponentsList = request.args.get('strickers')
-        listaFloat = []
-        for elem in listaString:
-            listaFloat.append(float(elem))
-        return listaFloat
-
-    def zmienWMaciez(lista):
-        maciez = []
-        for i in range(0,len(lista),2):
-            player = [float(lista[i]),float(lista[i+1])]
-            maciez.append(player)
-        if(len(maciez) < 10):
-            for i in range(len(maciez),11,1):
-                maciez.append([np.nan,np.nan])
-        return maciez
-
-
-    obroncy = request.args.get('defenders')
-    atakujacy = request.args.get('strickers')
-
-    print("wspolrzedne obroncow: ", obroncy)
-
-    if obroncy == "":
-        obroncy_macierz = [[np.nan, np.nan]]
-    else:
-        obroncy_lista = konwertujDoListy(obroncy)
-        obroncy_macierz = zmienWMaciez(obroncy_lista)
     
-    if atakujacy == "":
+    print("wspolrzedne obroncow: " + teamMatesList)
-        atakujacy_macierz = [[np.nan, np.nan]]
+    print("wspolrzedne przeciwnikow: " + opponentsList)
-    else:
-        atakujacy_lista = konwertujDoListy(atakujacy)
-        atakujacy_macierz = zmienWMaciez(atakujacy_lista)
 
-    if gameMinute == "":
-        gameMinute = 1.0 # to change
 
-    print("wspolrzedne obroncow: ", obroncy)
+    # Bramkarz
-    print("wspolrzedne atakujacych: ", atakujacy)
+    goalkepper = "2,2"
-
+    #goalkepper = request.args.get('goalkeeper')
-    def euclidean_distance(point1, point2):
-        """Calculate the Euclidean distance between two points."""
-        return math.sqrt((point1[0] - point2[0])**2 + (point1[1] - point2[1])**2)
-
-    def sort_coordinates_by_distance(coordinates, reference_point):
-        """Sort a list of coordinates based on Euclidean distance from a reference point.
-        Coordinates with NaN values are placed at the end of the list.
-        """
-        def distance_or_inf(coord):
-            """Helper function to handle coordinates with NaN values."""
-            if hasattr(coord, '__iter__') and len(coord) >= 2:
-                if np.isnan(coord[0]) or np.isnan(coord[1]):
-                    return float('inf')  # Set distance to infinity for NaN coordinates
-                return euclidean_distance(coord, reference_point)
-            return float('inf')  # Set distance to infinity for non-iterable coordinates
-        
-        sorted_coordinates = sorted(coordinates, key=distance_or_inf)
-
-        if(len(sorted_coordinates) < 10):
-            for i in range(len(sorted_coordinates),11,1):
-                sorted_coordinates.append([np.nan,np.nan])
-        return sorted_coordinates
     
-    # POSORTOWANI OBRONCY I ATAKUJACY
+    print("bramkarz: " + str(goalkepper) )
-    posortowani_obroncy = sort_coordinates_by_distance(obroncy_macierz, [shooter_x, shooter_y])
-    posortowani_atakujacy = sort_coordinates_by_distance(atakujacy_macierz, [shooter_x, shooter_y])
 
-    print("Posortowani obroncy: ", posortowani_obroncy)
+    response = xgboost_predict_proba_v2(shooter = shooter,
-    
+                                      opponentsList = opponentsList, teamMatesList = teamMatesList ,minute = 20, position_name = position_name, shot_body_part_name = body_part, shot_technique_name = technique,
-    print("Posortowani atakujacy: ", posortowani_atakujacy)
+                                      shot_type_name = acionType, shot_first_time = False,
-    
+                                      shot_aerial_won = False, shot_deflected = False, shot_open_goal = False,
-
+                                      shot_follows_dribble = False, shot_redirect = False, shot_kick_off = False, goalkeeper= goalkepper
-    number_of_players_opponents = float(np.sum(~np.isnan(posortowani_obroncy).all(axis=1)))
+                                      )
-    number_of_players_teammates = float(np.sum(~np.isnan(posortowani_atakujacy).all(axis=1)))
-    
-    print("Liczba obroncow:", number_of_players_opponents)
-    print("Liczba atakujacych:", number_of_players_teammates)
-    ## add angle, match minutes and number of players
-  
-    def loc2angle(x, y):
-        rads = math.atan(7.32 * x / (x**2 + (y - 34)**2 - (7.32/2)**2))
-        rads = math.pi + rads if rads < 0 else rads
-        deg = math.degrees(rads)
-        return deg
-    
-    def loc2distance(x, y):
-        return math.sqrt(x**2 + (y - 34)**2)
-
-    angle = loc2angle(x = shooter_x, y = shooter_y)
-    dist = loc2distance(x = shooter_x, y = shooter_y)
-
-    # BRAMKARZ
-    goalkepper = request.args.get('goalkeeper')
-    
-    if goalkepper == "null":
-        goalkepper_x, goalkepper_y = np.nan, np.nan
-    else:
-        goalkepper_x, goalkepper_y = goalkepper.split(',')
-        goalkepper_x = float(goalkepper_x)
-        goalkepper_y = float(goalkepper_y)
-
-    print("bramkarz:", goalkepper_x, goalkepper_y)
-
-    if shot_first_time == 'true':
-        shot_first_time = True
-    else:
-        shot_first_time = False
-    if shot_one_on_one == 'true':
-        shot_one_on_one = True
-    else:
-        shot_one_on_one = False
-    if shot_aerial_won == 'true':
-        shot_aerial_won = True
-    else:
-        shot_aerial_won = False
-    if shot_open_goal == 'true':
-        shot_open_goal = True
-    else:
-        shot_open_goal = False
-    if shot_follows_dribble == 'true':
-        shot_follows_dribble = True
-    else:
-        shot_follows_dribble = False
-    if shot_redirect == 'true':
-        shot_redirect = True
-    else: 
-        shot_redirect = False
-
-    #### CHECKLIST
-    print('CHECKLISTA')
-    print('shot_first_time', shot_first_time)
-    print('shot_one_on_one', shot_one_on_one)
-    print('shot_aerial_won', shot_aerial_won)
-    print('shot_open_goal', shot_open_goal)
-    print('shot_follows_dribble', shot_follows_dribble)
-    print('shot_redirect', shot_redirect)
-
-    # MODEL XGBOOST
-    response = xgboost_predict_proba(minute=int(gameMinute), #minute=0,
-                                     position_name=position_name, 
-                                     shot_body_part_name=body_part, 
-                                     shot_technique_name=technique, 
-                                     shot_type_name=acionType, 
-                                     shot_first_time=shot_first_time, 
-                                     shot_one_on_one=shot_one_on_one, 
-                                     shot_aerial_won=shot_aerial_won, 
-                                     shot_open_goal=shot_open_goal, 
-                                     shot_follows_dribble=shot_follows_dribble, 
-                                     shot_redirect=shot_redirect,
-                                     x1=shooter_x, y1=shooter_y,
-                                     number_of_players_opponents=number_of_players_opponents, 
-                                     number_of_players_teammates=number_of_players_teammates, 
-                                     angle=angle, distance=dist, 
-                                     x_player_opponent_Goalkeeper=goalkepper_x, y_player_opponent_Goalkeeper=goalkepper_y,
-                                     x_player_opponent_1=posortowani_obroncy[0][0], y_player_opponent_1=posortowani_obroncy[0][1],
-                                     x_player_opponent_2=posortowani_obroncy[1][0], y_player_opponent_2=posortowani_obroncy[1][1],
-                                     x_player_opponent_3=posortowani_obroncy[2][0], y_player_opponent_3=posortowani_obroncy[2][1],
-                                     x_player_opponent_4=posortowani_obroncy[3][0], y_player_opponent_4=posortowani_obroncy[3][1],
-                                     x_player_opponent_5=posortowani_obroncy[4][0], y_player_opponent_5=posortowani_obroncy[4][1],
-                                     x_player_opponent_6=posortowani_obroncy[5][0], y_player_opponent_6=posortowani_obroncy[5][1],
-                                     x_player_opponent_7=posortowani_obroncy[6][0], y_player_opponent_7=posortowani_obroncy[6][1],
-                                     x_player_opponent_8=posortowani_obroncy[7][0], y_player_opponent_8=posortowani_obroncy[7][1],
-                                     x_player_opponent_9=posortowani_obroncy[8][0], y_player_opponent_9=posortowani_obroncy[8][1],
-                                     x_player_opponent_10=posortowani_obroncy[9][0], y_player_opponent_10=posortowani_obroncy[9][1],
-                                     x_player_teammate_Goalkeeper=np.nan, y_player_teammate_Goalkeeper=np.nan,
-                                     x_player_teammate_1=posortowani_atakujacy[0][0], y_player_teammate_1=posortowani_atakujacy[0][1],
-                                     x_player_teammate_2=posortowani_atakujacy[1][0], y_player_teammate_2=posortowani_atakujacy[1][1],
-                                     x_player_teammate_3=posortowani_atakujacy[2][0], y_player_teammate_3=posortowani_atakujacy[2][1],
-                                     x_player_teammate_4=posortowani_atakujacy[3][0], y_player_teammate_4=posortowani_atakujacy[3][1],
-                                     x_player_teammate_5=posortowani_atakujacy[4][0], y_player_teammate_5=posortowani_atakujacy[4][1],
-                                     x_player_teammate_6=posortowani_atakujacy[5][0], y_player_teammate_6=posortowani_atakujacy[5][1],
-                                     x_player_teammate_7=posortowani_atakujacy[6][0], y_player_teammate_7=posortowani_atakujacy[6][1],
-                                     x_player_teammate_8=posortowani_atakujacy[7][0], y_player_teammate_8=posortowani_atakujacy[7][1],
-                                     x_player_teammate_9=posortowani_atakujacy[8][0], y_player_teammate_9=posortowani_atakujacy[8][1],
-                                     x_player_teammate_10=posortowani_atakujacy[9][0], y_player_teammate_10=posortowani_atakujacy[9][1])
-
-    # response = xgboost_predict_proba(shooter = shooter,
-    #                                   opponentsList = opponentsList, teamMatesList = teamMatesList, minute = 20, position_name = position_name, shot_body_part_name = body_part, shot_technique_name = technique,
-    #                                   shot_type_name = acionType, shot_first_time = False,
-    #                                   shot_aerial_won = False, shot_deflected = False, shot_open_goal = False,
-    #                                   shot_follows_dribble = False, shot_redirect = False, shot_kick_off = False, goalkeeper= goalkepper
-    #                                   )
     
     #print(response)
     res = str(response)

app/src/index.css

@@ -4,55 +4,19 @@
 @tailwind components;
 @tailwind utilities;
 
-      .Ex {
+        .Ex{
-        display: block; /* Może być inline-block, jeśli preferujesz */
+           display: block; /* Może być inline-block, jeśli preferujesz */
-        margin: 20px auto; /* Centralnie i z marginesem */
+          margin: 20px auto; /* Centralnie i z marginesem */
-        padding: 10px;
+          padding: 10px;
-        background-color: #4CAF50; /* Przykładowy kolor tła */
+          background-color: #4CAF50; /* Przykładowy kolor tła */
-        color: white; /* Kolor tekstu */
+          color: white; /* Kolor tekstu */
-        text-align: center;
+          text-align: center;
-        border-radius: 5px; /* Lekko zaokrąglone rogi */
+          border-radius: 5px; /* Lekko zaokrąglone rogi */
-        font-size: 20px; /* Duża, czytelna czcionka */
+          font-size: 20px; /* Duża, czytelna czcionka */
-        font-weight: bold; /* Pogrubienie dla lepszej widoczności */
+          font-weight: bold; /* Pogrubienie dla lepszej widoczności */
-        width: 100%; /* Poszerzone pole */
+          width: 50%; /* Dostosuj szerokość zgodnie z potrzebami */
-        box-shadow: 0px 4px 8px rgba(0, 0, 0, 0.5); /* Cień dla dodatkowej głębi */
+          /* Dodatkowe style, takie jak cienie, mogą być dodane */
-        /* Opcjonalnie, można dodać gradient tła dla większego efektu */
+        }
-        background-image: linear-gradient(to right, #32CD32 , #4CAF50);
-        transition: transform 0.3s ease; /* Delikatna animacja */
-      }
-
-      .Ex:hover {
-        transform: scale(1.10); /* Efekt powiększenia przy najechaniu */
-      }
-
-.xg-meter {
-    width: 200px;
-    height: 100px; /* Zmiana wysokości, aby pasowała do proporcji bramki */
-    display: flex;
-    align-items: center;
-    justify-content: center;
-    text-align: center;
-    color: white;
-    font-size: 48px;
-    font-weight: bold;
-    background: url('assets/bramka.jpeg') no-repeat center center; /* Tło z obrazem bramki */
-    background-size: cover; /* Dopasowanie obrazu do rozmiaru elementu */
-    border-radius: 10px; /* Opcjonalnie, dla zaokrąglonych rogów */
-}
-
-.xg-value {
-    display: block;
-    background: rgba(0, 0, 0, 0.5); /* Półprzezroczyste tło dla lepszej czytelności tekstu */
-    padding: 5px 10px; /* Dodanie odstępu */
-    border-radius: 5px; /* Zaokrąglone rogi dla tekstu */
-}
-
-
-/* Funkcja JavaScript będzie sterować stopniem gradientu */
-
-
-
-
         body {
             margin: 50px;
             display: grid;
@@ -61,7 +25,7 @@
             grid-template-rows: auto;
             grid-template-columns: auto auto auto;
         }
-
+        
       .container {
           display: flex;
           flex-direction: column;
@@ -85,20 +49,19 @@
         max-height: 100%;
       }
 
-
+     
         .container span {
             display: block;
         }
-
+        
-       .main-content {
+        .main-content {
-
+    
-                display: flex;
+          display: flex;
-                justify-content: space-between;
+          justify-content: space-between;
-                align-items: center;
+          align-items: center;
-
+         
-
+          
-      }
+}
-
         .player{
           width: inherit;
           height: 8vh;
@@ -121,7 +84,7 @@
             background-color: #cccccc;
             justify-content: space-between;
           }
-
+          
         .subMenu {
             display: grid;
             grid-template-rows: auto auto auto;
@@ -132,15 +95,14 @@
             background-color: #f0f0f0; /* Example background color */
             z-index: 1000; /* Ensure it stays on top of other content */
         }
-
+        .player-list{
-        .player-list {
           background-color: rgb(61, 38, 38);
           width: 13vw;
           height: calc(50vw*68/105);
           overflow: scroll;
-          font-size: 12px; /* Example font size - adjust as needed */
-        }
 
+
+        }
         .top-bar {
           display: flex;
           justify-content: space-between;
@@ -150,7 +112,7 @@
           /* Możesz dodać dodatkowe style, jak tło, obramowanie itp. */
           z-index: 2;
         }
-
+        
         .bottom-bar {
           display: flex;
           justify-content: space-between; /* Rozmieszcza przyciski równomiernie */
@@ -166,7 +128,7 @@
             border-radius: 50%;
             position: absolute
         }
-
+    
         .reset-button {
             position: relative;
             margin: 5px;
@@ -238,7 +200,7 @@
       color: #000000;
       font-size: 16px;
   }
-
+  
      .cho-first_time {
       position: relative;
       padding: 10px;
@@ -275,38 +237,7 @@
       color: #000000;
       font-size: 16px;
   }
-
+  
-.additional-parameters {
-  position: relative; /* Or absolute, depending on layout */
-  right: 0;
-  top: 30%; /* Adjusted to a higher position */
-  width: 250px; /* Increased width */
-  background-color: #000000;
-  padding: 15px; /* Increased padding */
-  border: 1px solid #ddd;
-  border-radius: 5px;
-  box-shadow: 0 2px 5px rgba(0,0,0,0.2);
-  z-index: 100; /* To ensure it stays on top */
-  color: #ffffff; /* Optional: change text color for better visibility on dark background */
-}
-
-.additional-parameters h3 {
-  margin-top: 0;
-  font-size: 18px; /* Increased font size for heading */
-}
-
-.additional-parameters label {
-  display: flex; /* Updated to flex for better alignment */
-  align-items: center; /* Aligns checkbox and label text vertically */
-  margin-bottom: 10px; /* Increased spacing between checkboxes */
-  font-size: 16px; /* Increased font size for labels */
-}
-
-.additional-parameters input[type="checkbox"] {
-  margin-right: 10px; /* Adds spacing between checkbox and label text */
-}
-
-
   /* DROPDOWNS */
         /* Style the dropdown button */
       .dropbtn {
@@ -322,13 +253,13 @@
       .dropbtn:hover, .dropbtn:focus {
           background-color: #3e8e41;
       }
-
+    
       /* The container <div> - needed to position the dropdown content */
       .dropdown {
           position: relative;
           display: inline-block;
       }
-
+      
      .cho-dropdown_body_part {
     display: none;
     position: absolute;
@@ -337,7 +268,7 @@
     box-shadow: 0px 8px 16px 0px rgba(0,0,0,0.2);
     z-index: 1;
     }
-
+    
     .cho-dropdown_body_part a{
     color: black;
     padding: 12px 16px;
@@ -345,15 +276,15 @@
     display: block;
     font-size: 16px;
 }
-
+  
         /* Change color of dropdown links on hover */
       .cho-dropdown_body_part a:hover {background-color: #f1f1f1}
-
+      
       /* Show the dropdown menu on hover */
       .dropdown:hover .cho-dropdown_body_part {
           display: block;
       }
-
+      
         .cho-dropdown_position_name {
       display: none;
       position: absolute;
@@ -362,7 +293,7 @@
       box-shadow: 0px 8px 16px 0px rgba(0,0,0,0.2);
       z-index: 1;
     }
-
+    
     .cho-dropdown_position_name a {
     color: black;
     padding: 12px 16px;
@@ -370,15 +301,15 @@
     display: block;
     font-size: 16px;
 }
-
+  
         /* Change color of dropdown links on hover */
       .cho-dropdown_position_name  a:hover {background-color: #f1f1f1}
-
+      
       /* Show the dropdown menu on hover */
       .dropdown:hover .cho-dropdown_position_name  {
           display: block;
       }
-
+      
       .cho-dropdown_technique_name {
       position: relative;
      display: none;
@@ -388,7 +319,7 @@
      box-shadow: 0px 8px 16px 0px rgba(0,0,0,0.2);
      z-index: 1;
   }
-
+  
       .cho-dropdown_technique_name a {
     color: black;
     padding: 12px 16px;
@@ -396,15 +327,15 @@
     display: block;
     font-size: 16px;
 }
-
+  
           /* Change color of dropdown links on hover */
       .cho-dropdown_technique_name  a:hover {background-color: #f1f1f1}
-
+      
       /* Show the dropdown menu on hover */
       .dropdown:hover .cho-dropdown_technique_name  {
           display: block;
       }
-
+      
       .cho-dropdown_type_name {
      display: none;
      position: absolute;
@@ -413,7 +344,7 @@
      box-shadow: 0px 8px 16px 0px rgba(0,0,0,0.2);
      z-index: 1;
   }
-
+  
         .cho-dropdown_type_name a {
     color: black;
     padding: 12px 16px;
@@ -421,16 +352,16 @@
     display: block;
     font-size: 16px;
 }
-
+  
           /* Change color of dropdown links on hover */
       .cho-dropdown_type_name  a:hover {background-color: #f1f1f1}
-
+      
       /* Show the dropdown menu on hover */
       .dropdown:hover .cho-dropdown_type_name  {
           display: block;
       }
-
+  
-
+  
    /* MANUAL INPUT */
        .cho-minute {
       margin-top: 10px;
@@ -643,5 +574,5 @@
       -2.6em 0em 0 0em rgba(255, 255, 255, 0.7), -1.8em -1.8em 0 0em #ffffff;
   }
 
-
+  
 }

notebooks/dataCleaning.R

@@ -11,33 +11,33 @@ library(purrr)
 
 # code and data from https://github.com/Dato-Futbol/xg-model
 get_shots <- function(file_path, name_detail, save_files = F){
-
+  
   players <- fromJSON("data/players.json")
-
+  
   shots <- fromJSON(file_path) %>%
     filter(subEventName == "Shot")
-
+  
   tags <- tibble(tags = shots$tags) %>%
-    hoist(tags,
+    hoist(tags, 
           tags_id = "id") %>%
     unnest_wider(tags_id, names_sep = "")
-
+  
   tags2 <- tags %>%
     mutate(is_goal = ifelse(rowSums(. == "101", na.rm = T) > 0, 1, 0),
            is_blocked = ifelse(rowSums(. == "2101", na.rm = T) > 0, 1, 0),
            is_CA = ifelse(rowSums(. == "1901", na.rm = T) > 0, 1, 0), # is countre attack
-           body_part = ifelse(rowSums(. == "401", na.rm = T) > 0, "left",
+           body_part = ifelse(rowSums(. == "401", na.rm = T) > 0, "left", 
-                              ifelse(rowSums(. == "402", na.rm = T) > 0, "right",
+                              ifelse(rowSums(. == "402", na.rm = T) > 0, "right", 
                                      ifelse(rowSums(. == "403", na.rm = T) > 0, "head/body", "NA"))))
-
+  
   pos <- tibble(positions = shots$positions) %>%
-    hoist(positions,
+    hoist(positions, 
           y = "y",
           x = "x") %>%
     unnest_wider(y, names_sep = "") %>%
     unnest_wider(x, names_sep = "") %>%
     dplyr::select(-c(x2, y2))
-
+  
   shots_ok <- shots %>%
     dplyr::select(matchId, teamId, playerId, eventSec, matchPeriod) %>%
     bind_cols(pos, tags2) %>%
@@ -46,14 +46,14 @@ get_shots <- function(file_path, name_detail, save_files = F){
     left_join(players %>%
                 dplyr::select(c("wyId", "foot")), by = c("playerId" = "wyId")) %>%
     mutate(league = name_detail)
-
+  
   if(save_files){
     write_rds(shots, paste0("shots", name_detail, ".rds"))
     write_rds(tags2, paste0("tags2", name_detail, ".rds"))
     write_rds(pos, paste0("pos", name_detail, ".rds"))
     write_rds(shots_ok, paste0("unblocked_shots", name_detail, ".rds"))
   }
-
+  
   shots_ok
 }
 # shotsEN <- get_shots("data/events/events_England.json", "EN")
@@ -63,12 +63,12 @@ get_shots <- function(file_path, name_detail, save_files = F){
 # shotsGE <- get_shots("data/events/events_Germany.json", "GE")
 # shotsFR <- get_shots("data/events/events_France.json", "FR")
 # shotsEC <- get_shots("data/events/events_European_Championship.json", "EC")
-#
+# 
 # shots <- shotsEN %>%
 #   bind_rows(shotsFR, shotsGE, shotsIT, shotsSP, shotsWC, shotsEC)
 
 get_final_data <- function(data) {
-
+  
   data <- data %>% select(eventSec, y1, x1, is_goal, is_blocked, is_CA, body_part, foot)
   data$x1 <- (100 - data$x1) * 105/100
   data$y1 <- data$y1 * data$y1/100
@@ -77,7 +77,7 @@ get_final_data <- function(data) {
   data <- data %>% mutate(distance = sqrt( (100 - x1)^2 + (34 - y1)^2),
                           minute = round(eventSec / 60),
                           eventSec = round(eventSec))
-
+  
   data
 }
 
@@ -89,14 +89,14 @@ get_final_data <- function(data) {
 get_data <- function(event_path, info_path) {
   events <- read.csv(event_path)
   info <- read.csv(info_path)
-
+  
   events <- merge(events, info[, c('id_odsp', 'country', 'date')], by = 'id_odsp', all.x = TRUE)
   data <- subset(events, event_type == 1)
-
+  
   data_final <- data %>% select(sort_order, time, shot_place, shot_outcome, is_goal, location, bodypart, assist_method, situation,
                                 fast_break)
   data_final
-
+  
 }
 
 # data2 <- get_data(event_path = "data/events.csv", info_path = "data/ginf.csv")
@@ -124,18 +124,18 @@ loc2locdistance <- function(x1, y1, x2, y2) {
 
 get_shots2 <- function(json_file) {
   data <- fromJSON(json_file) %>% filter(type$name == "Shot") %>% dplyr::select(c(minute, position, location, shot))
-
+  
   df_temp <- do.call(rbind, lapply(data$location, function(loc) c(120, 80) - loc))
   colnames(df_temp) <- c("x1", "y1")
-
+  
   data$x1 <- df_temp[,1]
   data$y1 <- df_temp[,2]
-
+  
   data$shot$freeze_frame <- Map(function(ff, x1, y1) {
     ff$x1 <- yd_to_m(x1)
     ff$y1 <- yd_to_m(y1)
     return(ff)
-  },
+  }, 
   data$shot$freeze_frame, data$x1, data$y1)
 
   tryCatch({
@@ -148,17 +148,17 @@ get_shots2 <- function(json_file) {
         df <- df %>% mutate(teammate = ifelse(teammate, "teammate", "opponent"),
                             distance = loc2locdistance(x1 = x, y1 = y, x2 = x1, y2 = y1)) %>%
                      arrange(distance)
-
+         
         groups_count <- df %>% group_by(teammate) %>% count() %>% as.data.frame()
         if ( !("opponent" %in% groups_count$teammate) ) {
           groups_count <- groups_count %>% add_row(teammate = "opponent", n = 0)
         } else if ( !("teammate" %in% groups_count$teammate) ) {
           groups_count <- groups_count %>% add_row(teammate = "teammate", n = 0)
         }
-
+        
         na_df <- as.data.frame(matrix("na", nrow = 21 - nrow(df), ncol = ncol(df)))
         colnames(na_df) <- colnames(df)
-
+        
         na_df$teammate <- rep(c("opponent", "teammate"), c(11, 10) - groups_count$n)
         dff <- rbind(df, na_df)
         dff <- dff %>% group_by(teammate) %>% mutate(rown = row_number(distance)) %>% ungroup() %>%
@@ -170,9 +170,9 @@ get_shots2 <- function(json_file) {
         dff <- as.data.frame(matrix("na", nrow = 21, ncol = 3))
         colnames(dff) <- c("x", "y", "teammate")
         dff$teammate <- rep(c("opponent", "teammate"), c(11, 10))
-        dff <- dff %>% group_by(teammate) %>% mutate(rown = row_number()) %>% ungroup() %>%
+        dff <- dff %>% group_by(teammate) %>% mutate(rown = row_number()) %>% ungroup() %>% 
-          mutate(position_teammate = paste(teammate, rown, sep = "_")) %>%
+          mutate(position_teammate = paste(teammate, rown, sep = "_")) %>% 
-          select(-c(teammate, rown)) %>%
+          select(-c(teammate, rown)) %>% 
           mutate(x = ifelse(x == "na", NA, x),
                  y = ifelse(x == "na", NA, y))
       }
@@ -181,7 +181,7 @@ get_shots2 <- function(json_file) {
       # %>%
       # stop("123")
       wider_df <- dff %>%
-        pivot_wider(names_from = position_teammate, values_from = c(x, y), names_sep = "_player_") %>%
+        pivot_wider(names_from = position_teammate, values_from = c(x, y), names_sep = "_player_") %>% 
         mutate(across(everything(), as.numeric))
       wider_df
       # wider_df <- apply(wider_df, MARGIN = 2, unlist)
@@ -193,7 +193,7 @@ get_shots2 <- function(json_file) {
       print(paste("An error occurred:", e$message))
   })
   df_players_location <- df_players_location %>% t()
-
+  
   tryCatch({ # TODO reduce error cases
     data$number_of_players_opponents <- mapply(function(sublist, x1_threshold) {
       # Extracting the first location value and converting it to numeric
@@ -213,12 +213,12 @@ get_shots2 <- function(json_file) {
     # handle the error
     print(paste("An error occurred:", e$message))
   })
-
+  
   tryCatch({ # TODO reduce error cases
     data$number_of_players_teammates <- mapply(function(sublist, x1_threshold) {
       # Extracting the first location value and converting it to numeric
       first_location_values <- sapply(sublist$location, function(loc) as.numeric(loc[1]))
-
+      
       if ("teammate" %in% names(sublist)) {
         # Filtering and counting
         res <- sum(sublist$teammate & first_location_values > x1_threshold) # error here
@@ -233,71 +233,71 @@ get_shots2 <- function(json_file) {
     # handle the error
     print(paste("An error occurred:", e$message))
   })
-
+  
-
+  
   data$shot <- data$shot %>% select(-freeze_frame, -statsbomb_xg, -key_pass_id)
   data$shot$body_part <- data$shot$body_part %>% select(-id)
   data$shot$technique <- data$shot$technique %>% select(-id)
   data$shot$type <- data$shot$type %>% select(-id)
   data$position <- data$position %>% select(-id)
-
+  
   data$shot <- data$shot %>% select(-end_location)
-
+  
   tryCatch({ # TODO reduce error cases
     if ("one_on_one" %in% colnames(data$shot)) {
       data[is.na(data$shot$one_on_one), ]$shot$one_on_one <- FALSE
     } else {
       data$shot$one_on_one <- FALSE
     }
-
+    
     if ("first_time" %in% colnames(data$shot)) {
       data[is.na(data$shot$first_time), ]$shot$first_time <- FALSE
     } else {
       data$shot$first_time <- FALSE
     }
-
+    
     if ("aerial_won" %in% colnames(data$shot)) {
       data[is.na(data$shot$aerial_won), ]$shot$aerial_won <- FALSE
     } else {
       data$shot$aerial_won <- FALSE
     }
-
+    
     if ("saved_to_post" %in% colnames(data$shot)) {
       data[is.na(data$shot$saved_to_post), ]$shot$saved_to_post <- FALSE
     } else {
       data$shot$saved_to_post <- FALSE
     }
-
+    
     if ("deflected" %in% colnames(data$shot)) {
       data[is.na(data$shot$deflected), ]$shot$deflected <- FALSE
     } else {
       data$shot$deflected <- FALSE
     }
-
+    
     if ("saved_off_target" %in% colnames(data$shot)) {
       data[is.na(data$shot$saved_off_target), ]$shot$saved_off_target <- FALSE
     } else {
       data$shot$saved_off_target <- FALSE
     }
-
+    
     if ("open_goal" %in% colnames(data$shot)) {
       data[is.na(data$shot$open_goal), ]$shot$open_goal <- FALSE
     } else {
       data$shot$open_goal <- FALSE
     }
-
+    
     if ("follows_dribble" %in% colnames(data$shot)) {
       data[is.na(data$shot$follows_dribble), ]$shot$follows_dribble <- FALSE
     } else {
       data$shot$follows_dribble <- FALSE
     }
-
+    
     if ("redirect" %in% colnames(data$shot)) {
       data[is.na(data$shot$redirect), ]$shot$redirect <- FALSE
     } else {
       data$shot$redirect <- FALSE
     }
-
+    
     if ("kick_off" %in% colnames(data$kick_off)) {
       data[is.na(data$shot$kick_off), ]$shotf$kick_off <- FALSE
     } else {
@@ -308,21 +308,21 @@ get_shots2 <- function(json_file) {
     # handle the error
     print(paste("An error occurred:", e$message))
   })
-
+  
   data <- data %>% mutate(is_goal = ifelse(shot$outcome$id == 97, 1, 0),
                           x1 = yd_to_m(x1) %>% round(., digits = 1),
                           y1 = yd_to_m(y1) %>% round(., digits = 1),
                           angle = loc2angle(x1, y1) %>% round(., digits = 1),
-                          distance = loc2distance(x = x1, y = y1)) %>%
+                          distance = loc2distance(x = x1, y = y1)) %>% 
                   select(-location)
   data$shot$outcome <- data$shot$outcome %>% select(-id)
-  data <- data %>% unnest(shot, names_sep = "_") %>%
+  data <- data %>% unnest(shot, names_sep = "_") %>% 
-    unnest(position, names_sep = "_") %>%
+    unnest(position, names_sep = "_") %>% 
-    unnest(shot_type, names_sep = "_") %>%
+    unnest(shot_type, names_sep = "_") %>% 
     unnest(shot_outcome, names_sep = "_") %>%
-    unnest(shot_technique, names_sep = "_") %>%
+    unnest(shot_technique, names_sep = "_") %>% 
     unnest(shot_body_part, names_sep = "_")
-
+  
   data <- cbind(data, df_players_location)
   data
 }
@@ -338,12 +338,12 @@ skimr::skim(combined_data)
 data3_final <- combined_data %>% select(-c(shot_outcome_name,
                                    shot_saved_off_target,
                                    shot_saved_to_post,
-                                   kick_off)) %>%
+                                   kick_off)) %>% 
   mutate(shot_kick_off = ifelse(is.na(shot_kick_off), FALSE, shot_kick_off))
 pattern <- "^(x_player_|y_player_).*$"
 cols <- names(data3_final)[grepl(pattern, names(data3_final))]
 data_final <- data3_final %>% unnest(all_of(cols))
 skimr::skim(data_final)
 write_csv(data_final, file = "data/final_data.csv")
-#df_test <- read.csv("data/final_data.csv", nrows = 10000)
+df_test <- read.csv("data/final_data.csv", nrows = 1000)
 ##################### The fourth dataset ##############################