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
 
@@ -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"
@@ -216,7 +154,7 @@ const handleRedirectChange = (event) => {
     // div z pozycja gracza
     var posytion = document.createElement('div')
     posytion.style.fontSize = "12px"
-    posytion.innerHTML = konwerturX(ball.style.left) + " m, " + konwetujY(ball.style.top) + " m";
+    posytion.innerHTML = "Lokalizacja: " + konwerturX(ball.style.left) + " m, " + 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')
@@ -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 + "%"
@@ -281,29 +219,32 @@ const handleRedirectChange = (event) => {
         //var shooterX = konwerturX(ball.style.left) 
         //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)]);
+        //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();
   }
+
+  function updateXGMeter(xgValue) {
+    var xgMeter = document.querySelector('.xg-meter');
+    var greenIntensity = xgValue * 100; // Zakładając, że xgValue jest między 0 a 1
+    //xgMeter.style.background = `linear-gradient(to top, #006400 ${greenIntensity}%, #90EE90)`;
+}
+ 
+
   // // Wyłanie zapytania do serwera
   function sentQuestion() {
     ///Dziwny Blad
     loadPlayers()
-    if (number_of_shooters_rev.current == 1) {
+    if (number_of_shooters == 1) {
-      //console.log('Wysyłanie wartości: ', bodyPart, technique, actionType, shooterPossition, gameMinute, firstShot);
+      console.log('Wysyłanie wartości: ', bodyPart, technique);
       // Użyj backticksów zamiast zwykłych cudzysłowów
-      fetch(`http://127.0.0.1:5000/get_model?shooter=${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 => {
@@ -312,7 +253,7 @@ const handleRedirectChange = (event) => {
           // Przenieś tę linię do środka bloku .then(), aby uniknąć błędów
           let eX = data.response;
           document.getElementById("ex").innerHTML = eX;
-          //updateXGMeter(eX);
+          updateXGMeter(eX);
         }
       ).catch(error => {
         console.error('Błąd:', error);
@@ -320,9 +261,10 @@ const handleRedirectChange = (event) => {
     } else {
       alert('Piłka nie jest obecnie na boisku.');
     } 
-   
   }
 
+
+
   
 
   /* Funkcja dodająca listener do boiska*/
@@ -343,30 +285,36 @@ const handleRedirectChange = (event) => {
     //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
 
@@ -395,13 +343,11 @@ 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 = "Left Foot">Noga Lewa</option>
@@ -414,9 +360,7 @@ 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 = "Volley"> Wolej </option>
@@ -428,9 +372,7 @@ const handleRedirectChange = (event) => {
                     </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>
@@ -440,9 +382,7 @@ const handleRedirectChange = (event) => {
             </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>
@@ -495,40 +435,55 @@ 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>
   <label>
-    <input type="checkbox" id="firstShot" onChange={handleFirstShotChange} />
+    <input type="checkbox" id="firstShot" />
     Pierwszy w meczu
   </label>
   <label>
-    <input type="checkbox" id="oneOnOne" onChange={handleOneOnOneChange} />
+    <input type="checkbox" id="oneOnOne" />
     Akcja sam na sam
   </label>
   <label>
-    <input type="checkbox" id="afterAirDuel" onChange={handleAfterAirDuelChange} />
+    <input type="checkbox" id="afterAirDuel" />
     Po pojedynku powietrznym
   </label>
   <label>
-    <input type="checkbox" id="openGoal" onChange={handleOpenGoalChange} />
+    <input type="checkbox" id="openGoal" />
     Na pustą bramkę
   </label>
   <label>
-    <input type="checkbox" id="afterDribbling" onChange={handleAfterDribblingChange} />
+    <input type="checkbox" id="afterDribbling" />
     Poprzedzony dryblingiem
   </label>
   <label>
-    <input type="checkbox" id="redirect" onChange={handleRedirectChange} />
+    <input type="checkbox" id="ricochet" />
     Rykoszet
   </label>
 </div>
-</div>
+
-</div>
+
+
+
+     {/* <div className="ChoosingPlayer">
+      <button className="cho-one_on_one" id = "bbt8">Sam na sam</button>
+     </div>
+     <div className="ChoosingPlayer">
+      <button className="cho-first_time" id = "bbt12">Pierwszy w meczu</button>
+     </div>
+     <div className="ChoosingPlayer">
+      <button className="cho-aerial_won" id = "bbt13">Pojedynek powietrzny</button>
+     </div>
+     <div className="ChoosingPlayer">
+      <button className="cho-follows_dribble" id = "bbt14">Drybling</button>
+     </div>
+     <div className="ChoosingPlayer">
+      <button className="cho-redirect" id = "bbt15">Rykoszet</button>
+     </div> */}
+
 <div className="bottom-bar">
 
       <button className="cho-shooter" id = "bbt1">Strzelec</button>
@@ -538,6 +493,9 @@ const handleRedirectChange = (event) => {
       <button className="reset-button" onClick={resetField}>Reset</button>  
       <button className="info-button" onClick={sentQuestion}>xG</button>
      </div>
+     <div class="xg-meter">
+      <b id="ex" class="xg-value"></b>
+    </div>
           </div>   
    </div>
   );

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

@@ -3,8 +3,6 @@ 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): 
@@ -17,7 +15,7 @@ def LogisticRegression_predict_proba(position_x, position_y, distance_to_goalM,
 #xgBoost
 def xgboost_predict_proba(minute=0, position_name='Center Forward', shot_body_part_name='Right Foot', 
                           shot_technique_name='Normal', shot_type_name='Open Play', shot_first_time=False, 
-                          shot_one_on_one=False, shot_aerial_won=False,
+                          shot_one_on_one=False, shot_aerial_won=False, shot_deflected=False, 
                           shot_open_goal=False, shot_follows_dribble=False, shot_redirect=False, x1=0.0, y1=0.0,
                           number_of_players_opponents=0, number_of_players_teammates=0, 
                           angle=0.0, distance=0.0, x_player_opponent_Goalkeeper=np.nan, 
@@ -36,17 +34,13 @@ def xgboost_predict_proba(minute=0, position_name='Center Forward', shot_body_pa
                           y_player_teammate_4=np.nan, y_player_teammate_5=np.nan, y_player_teammate_6=np.nan, 
                           y_player_teammate_7=np.nan, y_player_teammate_8=np.nan, y_player_teammate_9=np.nan, 
                           y_player_teammate_10=np.nan, x_player_opponent_7=np.nan, y_player_opponent_7=np.nan, 
-                          x_player_teammate_Goalkeeper=np.nan, y_player_teammate_Goalkeeper=np.nan):
+                          x_player_teammate_Goalkeeper=np.nan, y_player_teammate_Goalkeeper=np.nan, shot_kick_off=False):
-
+      
-   model = xgboost.XGBClassifier() 
+   model = load('xgboost.joblib')
-   model.load_model('xgboost.json')
-
-   enc = OrdinalEncoder() 
-   enc = load('labelEncoder.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_open_goal',
+      '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',
@@ -65,11 +59,12 @@ def xgboost_predict_proba(minute=0, position_name='Center Forward', shot_body_pa
       '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'])
     
    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_open_goal,
+      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,
@@ -88,67 +83,50 @@ def xgboost_predict_proba(minute=0, position_name='Center Forward', shot_body_pa
       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]
+    
    X_new[['position_name', 
-    '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', 
+           'shot_body_part_name']] = X_new[['position_name', 
-                                            'position_name', 
                                             'shot_technique_name', 
                                             'shot_type_name', 
                                             'number_of_players_opponents', 
                                             'number_of_players_teammates', 
-                                            'shot_body_part_name']].astype(int)
+                                            'shot_body_part_name']].astype('category')
-
-#    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['minute'] = X_new['minute'].astype(int)
+
    X_new[['shot_first_time', 
            'shot_one_on_one', 
            'shot_aerial_won', 
+           'shot_deflected', 
            'shot_open_goal', 
            'shot_follows_dribble', 
-           'shot_redirect']] = X_new[['shot_first_time', 
+           'shot_redirect', 
+           'shot_kick_off']] = X_new[['shot_first_time', 
                                       'shot_one_on_one', 
                                       'shot_aerial_won', 
+                                      'shot_deflected', 
                                        'shot_open_goal', 
                                        'shot_follows_dribble', 
-                                       'shot_redirect']].astype(int)
+                                       'shot_redirect', 
-   print(X_new)
+                                       'shot_kick_off']].astype(bool)
-   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', 
@@ -168,7 +146,8 @@ 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)
@@ -204,7 +183,7 @@ def xgboost_predict_proba_v2(shooter,goalkeeper,teamMatesList,opponentsList, min
    #Reszta Zawodnikow 
    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,
@@ -225,7 +204,8 @@ 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)

app/src/flask-server/server.py

@@ -31,15 +31,6 @@ def get_model():
     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')
-    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(',')
 
@@ -90,9 +81,6 @@ def get_model():
         atakujacy_lista = konwertujDoListy(atakujacy)
         atakujacy_macierz = zmienWMaciez(atakujacy_lista)
 
-    if gameMinute == "":
-        gameMinute = 1.0 # to change
-
     print("wspolrzedne obroncow: ", obroncy)
     print("wspolrzedne atakujacych: ", atakujacy)
 
@@ -124,15 +112,9 @@ def get_model():
     posortowani_atakujacy = sort_coordinates_by_distance(atakujacy_macierz, [shooter_x, shooter_y])
 
     print("Posortowani obroncy: ", posortowani_obroncy)
-    
     print("Posortowani atakujacy: ", posortowani_atakujacy)
     
-
-    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):
@@ -159,55 +141,23 @@ def get_model():
 
     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,
+    response = xgboost_predict_proba(minute=1, 
                                      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_first_time=False, 
-                                     shot_one_on_one=shot_one_on_one, 
+                                     shot_one_on_one=False, 
-                                     shot_aerial_won=shot_aerial_won, 
+                                     shot_aerial_won=False, 
-                                     shot_open_goal=shot_open_goal, 
+                                     shot_deflected=False, 
-                                     shot_follows_dribble=shot_follows_dribble, 
+                                     shot_open_goal=False, 
-                                     shot_redirect=shot_redirect,
+                                     shot_follows_dribble=False, 
+                                     shot_redirect=False,
+                                     shot_kick_off=False,  
                                      x1=shooter_x, y1=shooter_y,
-                                     number_of_players_opponents=number_of_players_opponents, 
+                                     number_of_players_opponents=0, 
-                                     number_of_players_teammates=number_of_players_teammates, 
+                                     number_of_players_teammates=0, 
                                      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],

app/src/index.css

@@ -277,7 +277,7 @@
   }
 
 .additional-parameters {
-  position: relative; /* Or absolute, depending on layout */
+  position: fixed; /* Or absolute, depending on layout */
   right: 0;
   top: 30%; /* Adjusted to a higher position */
   width: 250px; /* Increased width */