league table

This commit is contained in:
= 2020-05-24 10:55:43 +02:00
parent 28655cb674
commit b375d70bbc
331 changed files with 669 additions and 343 deletions

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@ -0,0 +1,85 @@
package com.resultprediction.polishekstraklasa.Predictions.model.match;
import com.resultprediction.polishekstraklasa.Predictions.model.team.Team;
import lombok.Getter;
import java.util.*;
import static java.util.Comparator.comparing;
public class LeagueTable {
@Getter
List<LeagueTeamScore> leagueTeamScores;
public LeagueTable(List<Match> matches) {
this.leagueTeamScores = new ArrayList<>();
for (Match match : matches){
if (match.getResult() == 0){
Team team1 = match.getTeamsMatchStatistics1().getTeam();
Team team2 = match.getTeamsMatchStatistics2().getTeam();
boolean team1found = false;
boolean team2found = false;
for (LeagueTeamScore leagueTeamScore : leagueTeamScores){
if (leagueTeamScore.getTeam().equals(team1)){
team1found = true;
leagueTeamScore.setScore(leagueTeamScore.getScore() + 1);
}
else if (leagueTeamScore.getTeam().equals(team2)){
team2found = true;
leagueTeamScore.setScore(leagueTeamScore.getScore() + 1);
}
}
if (!team1found){
leagueTeamScores.add(new LeagueTeamScore(team1, 1));
}
if (!team2found){
leagueTeamScores.add(new LeagueTeamScore(team2, 1));
}
}
else if (match.getResult() == 1){
Team team1 = match.getTeamsMatchStatistics1().getTeam();
Team team2 = match.getTeamsMatchStatistics2().getTeam();
boolean team1found = false;
boolean team2found = false;
for (LeagueTeamScore leagueTeamScore : leagueTeamScores){
if (leagueTeamScore.getTeam().equals(team1)){
team1found = true;
leagueTeamScore.setScore(leagueTeamScore.getScore() + 3);
}
else if (leagueTeamScore.getTeam().equals(team2)){
team2found = true;
}
}
if (!team1found){
leagueTeamScores.add(new LeagueTeamScore(team1, 3));
}
if (!team2found){
leagueTeamScores.add(new LeagueTeamScore(team2, 0));
}
}
else if (match.getResult() == 2){
Team team1 = match.getTeamsMatchStatistics1().getTeam();
Team team2 = match.getTeamsMatchStatistics2().getTeam();
boolean team1found = false;
boolean team2found = false;
for (LeagueTeamScore leagueTeamScore : leagueTeamScores){
if (leagueTeamScore.getTeam().equals(team1)){
team1found = true;
}
else if (leagueTeamScore.getTeam().equals(team2)){
team2found = true;
leagueTeamScore.setScore(leagueTeamScore.getScore() + 3);
}
}
if (!team1found){
leagueTeamScores.add(new LeagueTeamScore(team1, 0));
}
if (!team2found){
leagueTeamScores.add(new LeagueTeamScore(team2, 3));
}
}
}
leagueTeamScores.sort(comparing(LeagueTeamScore::getScore));
}
}

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@ -0,0 +1,21 @@
package com.resultprediction.polishekstraklasa.Predictions.model.match;
import com.resultprediction.polishekstraklasa.Predictions.model.team.Team;
import lombok.AllArgsConstructor;
import lombok.Getter;
import lombok.NoArgsConstructor;
import lombok.Setter;
@AllArgsConstructor
@NoArgsConstructor
public class LeagueTeamScore {
@Getter
@Setter
Team team;
@Getter
@Setter
int score;
}

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@ -15,4 +15,8 @@ public interface MatchRepository extends JpaRepository<Match, Long> {
List<Match> findTop10ByTeamsMatchStatistics1TeamAndSeasonAndDateBeforeAndTeamsMatchStatistics2FormationOrTeamsMatchStatistics2TeamAndSeasonAndDateBeforeAndTeamsMatchStatistics1FormationOrderByDateDesc(Team team1, Integer season1, Date date1, String formation2, Team team2, Integer season2, Date date2, String formation1);
Optional<Match> findFirstByTeamsMatchStatistics1TeamAndSeasonAndDateBeforeOrTeamsMatchStatistics2TeamAndSeasonAndDateBeforeOrderByDateDesc(Team team1, Integer season1, Date date1, Team team2, Integer season2, Date date2);
List<Match> findTop10ByTeamsMatchStatistics1TeamAndTeamsMatchStatistics2TeamAndDateBeforeOrTeamsMatchStatistics1TeamAndTeamsMatchStatistics2TeamAndDateBeforeOrderByDateDesc(Team team, Team enemy, Date actualMatchDate, Team enemy1, Team team1, Date actualMatchDate1);
List<Match> findAllByDateBeforeAndSeason(Date date, Integer season);
}

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@ -4,6 +4,7 @@ import com.resultprediction.polishekstraklasa.Predictions.model.team.Team;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;
import java.util.Date;
import java.util.List;
@Service
@ -14,20 +15,41 @@ public class PredictService {
team form wartości [0,100]
*/
//goalkeeper form///////////////
private int howManyPastForGoalkeeperForm = 3; //na ile ostatnich meczy patrzymy (maks 10 - można zwiększyć ale trzeba coś dorobić w kodzie)
private int howManyPastForFormationAgainstForm = 3; //na ile ostatnich meczy patrzymy (maks 10 - można zwiększyć ale trzeba coś dorobić w kodzie)
private int howManyPastMatchesTeamForm = 3; //na ile ostatnich meczy patrzymy (maks 10 - można zwiększyć ale trzeba coś dorobić w kodzie)
////////////////////////////////
//formation form///////////////
private int howManyPastForFormationAgainstForm = 3; //na ile ostatnich meczy patrzymy (maks 10 - można zwiększyć ale trzeba coś dorobić w kodzie)
//////////////////////////////
//teamform///////////////////////
private int howManyPastMatchesTeamForm = 3; //na ile ostatnich meczy patrzymy (maks 10 - można zwiększyć ale trzeba coś dorobić w kodzie)
// wartości na jak 'ważne' jest to zdarzenie
private int shootsOnTargetValue = 1;
private int possessionValue = 1;
private int goalsValue = 1;
private int goalsLostValue = 1;
private int shootsOnTargetValue = 2;
private int possessionValue = 10;
private int goalsValue = 10;
private int goalsLostValue = 10;
private int redCardsValue = 1;
private int penaltyAreaEntriesValue = 1;
private int penaltyAreaEntriesValue = 4;
private int penaltiesValue = 1;
private int lastMatchesResultValue = 1; private int howManyLastMatchesResult = 3;
private int lastMatchesResultBetweenValue = 1; private int howManyLastMatchesResultBetween = 3;
private int lastMatchesResultValue = 20; private int howManyLastMatchesResult = 3;
private int lastMatchesResultBetweenValue = 10; private int howManyLastMatchesResultBetween = 3;
/////////////////////////////
//jak bardzo licza się wyliczone poszczegolne wartosci dla ogolnego rozrachunku
private int gooalkeeperFormValue = 1;
private int formationFormValue = 1;
private int teamFormValue = 20;
//wlasnosci
private int homeTeamBoost = 20; // w punktach [0,100]
private int downwardZoneDrawBoost = 10; // w punktach [0,100]
//private int winningStreakChanceForLoseValue = 1;
@ -61,16 +83,17 @@ public class PredictService {
}
System.out.println("Team1 Formation against form = " + formationAgainstForm1);
List<Match> TeamFormMatches1 = matchRepository.findTop10ByTeamsMatchStatistics1TeamAndSeasonAndDateBeforeAndTeamsMatchStatistics2FormationOrTeamsMatchStatistics2TeamAndSeasonAndDateBeforeAndTeamsMatchStatistics1FormationOrderByDateDesc(team1, match.getSeason(), match.getDate(), match.getTeamsMatchStatistics2().getFormation(), team1, match.getSeason(), match.getDate(), match.getTeamsMatchStatistics2().getFormation());
List<Match> teamFormMatches1 = matchRepository.findTop10ByTeamsMatchStatistics1TeamAndSeasonAndDateBeforeOrTeamsMatchStatistics2TeamAndSeasonAndDateBeforeOrderByDateDesc(team1, match.getSeason(), match.getDate(), team1, match.getSeason(), match.getDate());
int teamForm1;
if (howManyPastForFormationAgainstForm > formationMatchesTeam1.size()){
teamForm1 = calculateFormationForm(formationMatchesTeam1, team1);
if (howManyLastMatchesResult > teamFormMatches1.size()){
teamForm1 = calculateTeamForm(teamFormMatches1, team1, match.getTeamsMatchStatistics2().getTeam(), match.getDate());
} else {
teamForm1 = calculateFormationForm(formationMatchesTeam1.subList(0, howManyPastForFormationAgainstForm - 1), team1);
teamForm1 = calculateTeamForm(teamFormMatches1.subList(0, howManyLastMatchesResult - 1), team1, match.getTeamsMatchStatistics2().getTeam(), match.getDate());
}
System.out.println("Team1 Formation against form = " + teamForm1);
System.out.println("Team1 Form = " + teamForm1);
int calculatedTeam1Form = ((goalkeeperForm1 * gooalkeeperFormValue) + (formationAgainstForm1 * formationFormValue) + (teamForm1 * teamFormValue)) / (gooalkeeperFormValue + formationFormValue + teamFormValue);
System.out.println("Team1 Calculated Form = " + calculatedTeam1Form);
Team team2 = match.getTeamsMatchStatistics2().getTeam();
@ -92,14 +115,156 @@ public class PredictService {
formationAgainstForm2 = calculateFormationForm(formationMatchesTeam2.subList(0, howManyPastForFormationAgainstForm - 1), team2);
}
System.out.println("Team2 Formation against form = " + formationAgainstForm2);
List<Match> teamFormMatches2 = matchRepository.findTop10ByTeamsMatchStatistics1TeamAndSeasonAndDateBeforeOrTeamsMatchStatistics2TeamAndSeasonAndDateBeforeOrderByDateDesc(team2, match.getSeason(), match.getDate(), team2, match.getSeason(), match.getDate());
int teamForm2;
if (howManyLastMatchesResult > teamFormMatches2.size()){
teamForm2 = calculateTeamForm(teamFormMatches2, team2, team1, match.getDate());
} else {
teamForm2 = calculateTeamForm(teamFormMatches2.subList(0, howManyLastMatchesResult - 1), team2, team1, match.getDate());
}
System.out.println("Team2 Form = " + teamForm2);
int calculatedTeam2Form = ((goalkeeperForm2 * gooalkeeperFormValue) + (formationAgainstForm2 * formationFormValue) + (teamForm2 * teamFormValue)) / (gooalkeeperFormValue + formationFormValue + teamFormValue);
System.out.println("Team2 Calculated Form = " + calculatedTeam2Form);
System.out.println(match.getTeamsMatchStatistics1().getGoals() + ":" + match.getTeamsMatchStatistics1().getGoals_lost());
//int winner = whoWillWin(calculatedTeam1Form, calculatedTeam2Form);
LeagueTable leagueTable = new LeagueTable(matchRepository.findAllByDateBeforeAndSeason(match.getDate(), match.getSeason()));
System.out.println("###############################################################");
for (LeagueTeamScore leagueTeamScore : leagueTable.getLeagueTeamScores()){
System.out.println(leagueTeamScore.getScore() + " " + leagueTeamScore.getTeam().getName());
}
System.out.println("###############################################################");
}
return "done";
}
private int calculateFormationForm(List<Match> matches, Team team) {
/*
private int whoWillWin(int calculatedTeam1Form, int calculatedTeam2Form) {
//drużyna która gra u siebie rzadko przegrywa
calculatedTeam1Form += homeTeamBoost;
}*/
private int calculateTeamForm(List<Match> matches, Team team, Team enemy, Date actualMatchDate) {
if (matches.size() == 0)
return 100;
int shootsOnTargetAverage = 0;
int possessionAverage = 0;
int goalsAverage = 0;
int goalsLostAverage = 0;
int redCardsAverage = 0;
int penaltyAreaEntriesAverage = 0;
int penaltiesAverage = 0;
int lastMatchesResultAverage = 0;
int lastMatchesResultBetweenAverage = 0;
for (Match match : matches){
if (match.getTeamsMatchStatistics1().getTeam().equals(team)){
shootsOnTargetAverage += match.getTeamsMatchStatistics1().getShootsOnTarget();
possessionAverage += match.getTeamsMatchStatistics1().getPossession();
goalsAverage += match.getTeamsMatchStatistics1().getGoals();
goalsLostAverage += match.getTeamsMatchStatistics1().getGoals_lost();
redCardsAverage += match.getTeamsMatchStatistics1().getRed_cards();
penaltyAreaEntriesAverage += match.getTeamsMatchStatistics1().getPenaltyAreaEntries();
penaltiesAverage += match.getTeamsMatchStatistics1().getPenalties();
if (match.getResult() == 1)
lastMatchesResultAverage += 3;
else if (match.getResult() == 0)
lastMatchesResultAverage += 1;
}
else{
shootsOnTargetAverage += match.getTeamsMatchStatistics2().getShootsOnTarget();
possessionAverage += match.getTeamsMatchStatistics2().getPossession();
goalsAverage += match.getTeamsMatchStatistics2().getGoals();
goalsLostAverage += match.getTeamsMatchStatistics2().getGoals_lost();
redCardsAverage += match.getTeamsMatchStatistics2().getRed_cards();
penaltyAreaEntriesAverage += match.getTeamsMatchStatistics2().getPenaltyAreaEntries();
penaltiesAverage += match.getTeamsMatchStatistics2().getPenalties();
if (match.getResult() == 2)
lastMatchesResultAverage += 3;
else if (match.getResult() == 0)
lastMatchesResultAverage += 1;
}
}
List<Match> matchesBetween = matchRepository.findTop10ByTeamsMatchStatistics1TeamAndTeamsMatchStatistics2TeamAndDateBeforeOrTeamsMatchStatistics1TeamAndTeamsMatchStatistics2TeamAndDateBeforeOrderByDateDesc(team, enemy, actualMatchDate, enemy, team, actualMatchDate);
int lastMatchesBetweenSize;
if (howManyLastMatchesResultBetween > matchesBetween.size()){
lastMatchesBetweenSize = matchesBetween.size();
} else {
lastMatchesBetweenSize = howManyLastMatchesResultBetween;
matchesBetween = matchesBetween.subList(0, howManyLastMatchesResultBetween - 1);
}
for (Match match : matchesBetween){
if (match.getTeamsMatchStatistics1().getTeam().equals(team)){
if (match.getResult() == 1)
lastMatchesResultBetweenAverage += 3;
else if (match.getResult() == 0)
lastMatchesResultBetweenAverage += 1;
}
else {
if (match.getResult() == 2)
lastMatchesResultBetweenAverage += 3;
else if (match.getResult() == 0)
lastMatchesResultBetweenAverage += 1;
}
}
if (matches.size() > 0) {
shootsOnTargetAverage = shootsOnTargetAverage / matches.size();
possessionAverage = possessionAverage / matches.size();
goalsAverage = goalsAverage / matches.size();
goalsLostAverage = goalsLostAverage / matches.size();
redCardsAverage = redCardsAverage / matches.size();
penaltyAreaEntriesAverage = penaltyAreaEntriesAverage / matches.size();
penaltiesAverage = penaltiesAverage / matches.size();
lastMatchesResultAverage = lastMatchesResultAverage / matches.size();
}
else {
shootsOnTargetAverage = 0;
possessionAverage = 0;
goalsAverage = 0;
goalsLostAverage = 0;
redCardsAverage = 0;
penaltyAreaEntriesAverage = 0;
penaltiesAverage = 0;
lastMatchesResultAverage = 0;
}
if (matchesBetween.size() > 0)
lastMatchesResultBetweenAverage = lastMatchesResultBetweenAverage / matchesBetween.size();
else lastMatchesResultBetweenAverage = 0;
return calculateTeamStatsByAverages(shootsOnTargetAverage, possessionAverage, goalsAverage, goalsLostAverage, redCardsAverage, penaltyAreaEntriesAverage, penaltiesAverage, lastMatchesResultAverage, lastMatchesResultBetweenAverage, matches.size(), lastMatchesBetweenSize);
}
private int calculateTeamStatsByAverages(int shootsOnTargetAverage, int possessionAverage, int goalsAverage, int goalsLostAverage, int redCardsAverage, int penaltyAreaEntriesAverage, int penaltiesAverage, int lastMatchesResultAverage, int lastMatchesResultBetweenAverage, int howManyLastMatchesSize, int lastMatchesBetweenSize) {
double fuzzyValueOfShootsOnTarget = fuzzyChecker(2,10, 10, shootsOnTargetAverage);
double fuzzyValueOfPossession = fuzzyChecker(30,70, 70, possessionAverage);
double fuzzyValueOfGoals = fuzzyChecker(1,3, 3, goalsAverage);
double fuzzyValueOfGoalsLost = fuzzyChecker(0,0, 3, goalsLostAverage);
double fuzzyValueOfRedCards = fuzzyChecker(0,0, 1, redCardsAverage);
double fuzzyValueOfPenaltyAreaEntries = fuzzyChecker(10,25, 25, penaltyAreaEntriesAverage);
double fuzzyValueOfPenalties = fuzzyChecker(0,1, 1, penaltiesAverage);
double fuzzyValueOfLastMatchesResult = fuzzyChecker(0,howManyLastMatchesSize * 3, howManyLastMatchesSize * 3, lastMatchesResultAverage);
double fuzzyValueOfLastMatchesResultBetween = fuzzyChecker(0,lastMatchesBetweenSize * 3, lastMatchesBetweenSize * 3, lastMatchesResultBetweenAverage);
double teamForm = (fuzzyValueOfShootsOnTarget * shootsOnTargetValue) + (fuzzyValueOfPossession * possessionValue) + (fuzzyValueOfGoals * goalsValue) + (fuzzyValueOfGoalsLost * goalsLostValue) + (fuzzyValueOfRedCards * redCardsValue) + (fuzzyValueOfPenaltyAreaEntries * penaltyAreaEntriesValue) + (fuzzyValueOfPenalties * penaltiesValue) + (fuzzyValueOfLastMatchesResult * lastMatchesResultValue) + (fuzzyValueOfLastMatchesResultBetween * lastMatchesResultBetweenValue);
teamForm = teamForm / (shootsOnTargetValue + possessionValue + goalsValue + goalsLostValue + redCardsValue + penaltyAreaEntriesValue + penaltiesValue + lastMatchesResultValue + lastMatchesResultBetweenValue);
return (int)(teamForm * 100);
}
private int calculateFormationForm(List<Match> matches, Team team) {
if (matches.size() == 0)
return 50;
int calculatedValue = 0;
for (Match match : matches){
if (match.getResult() == 0){
@ -119,7 +284,7 @@ public class PredictService {
private int calculateGoalkeeperForm(List<Match> matches, Team team) {
if (matches.size() == 0)
return 100;
return 50;
int calculatedValue = 0;
for (Match match : matches){
if (match.getTeamsMatchStatistics1().getTeam().equals(team)){
@ -132,4 +297,54 @@ public class PredictService {
return calculatedValue / matches.size();
}
private double fuzzyChecker(int a, int b, int c, int valueToCheck){
if (a == b){
if (valueToCheck <= a){
return 1;
}
else if (valueToCheck >= c){
return 0;
}
else {
double diff = c - b;
double returnValue = valueToCheck - a;
return returnValue / diff;
}
}
else if (b == c){
if (valueToCheck <= a){
return 0;
}
else if (valueToCheck >= c){
return 1;
}
else {
double diff = c - a;
double returnValue = valueToCheck - a;
return returnValue / diff;
}
}
else {
if (valueToCheck <= a){
return 0;
}
else if (valueToCheck >= c){
return 0;
}
else {
if (valueToCheck < b){
double diff = b - a;
double returnValue = valueToCheck - a;
return returnValue / diff;
}
else {
double diff = c - b;
double returnValue = valueToCheck - b;
return ((returnValue / diff) - 1) * (-1);
}
}
}
}
}

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@ -1,4 +1,4 @@
spring.jpa.hibernate.ddl-auto=update
spring.datasource.url=jdbc:mysql://localhost:3306/ekstraklasa
spring.datasource.url=jdbc:mysql://localhost:3307/ekstraklasa
spring.datasource.username=ekstra
spring.datasource.password=YnBDC0hqqhKaxt94

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@ -1 +1 @@
{"result": 2, "date": "24-08-2019", "teamsMatchStatistics1": {"team": {"name": "Arka Gdynia"}, "formation": "4-2-3-1", "shootsOnTarget": 2, "possession": 50.08, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 1, "penalties": 0, "goalkeeperSavesPercent": 70.0, "goals_lost": 3}, "teamsMatchStatistics2": {"team": {"name": "Cracovia Kraków"}, "formation": "4-1-4-1", "shootsOnTarget": 10, "possession": 49.92, "goals": 3, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 1, "goalkeeperSavesPercent": 50.0, "goals_lost": 1}}
{"result": 2, "date": "24-08-2019", "teamsMatchStatistics1": {"team": {"name": "Arka Gdynia"}, "formation": "4-2-3-1", "shootsOnTarget": 2, "possession": 50.08, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 1, "penalties": 0, "goalkeeperSavesPercent": 70.0, "goals_lost": 3}, "teamsMatchStatistics2": {"team": {"name": "Cracovia Kraków"}, "formation": "4-1-4-1", "shootsOnTarget": 10, "possession": 49.92, "goals": 3, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 1, "goalkeeperSavesPercent": 50.0, "goals_lost": 1}}

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@ -1 +1 @@
{"result": 2, "date": "30-08-2019", "teamsMatchStatistics1": {"team": {"name": "Arka Gdynia"}, "formation": "4-2-3-1", "shootsOnTarget": 8, "possession": 61.24, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 4, "penalties": 0, "goalkeeperSavesPercent": 100.0, "goals_lost": 0}, "teamsMatchStatistics2": {"team": {"name": "Górnik Zabrze"}, "formation": "4-4-1-1", "shootsOnTarget": 5, "possession": 38.76, "goals": 0, "red_cards": 0, "penaltyAreaEntries": 3, "penalties": 0, "goalkeeperSavesPercent": 87.5, "goals_lost": 1}}
{"result": 2, "date": "30-08-2019", "teamsMatchStatistics1": {"team": {"name": "Arka Gdynia"}, "formation": "4-2-3-1", "shootsOnTarget": 8, "possession": 61.24, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 4, "penalties": 0, "goalkeeperSavesPercent": 100.0, "goals_lost": 0}, "teamsMatchStatistics2": {"team": {"name": "Górnik Zabrze"}, "formation": "4-4-1-1", "shootsOnTarget": 5, "possession": 38.76, "goals": 0, "red_cards": 0, "penaltyAreaEntries": 3, "penalties": 0, "goalkeeperSavesPercent": 87.5, "goals_lost": 1}}

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@ -1 +1 @@
{"result": 1, "date": "19-07-2019", "teamsMatchStatistics1": {"team": {"name": "Arka Gdynia"}, "formation": "4-4-2", "shootsOnTarget": 1, "possession": 49.12, "goals": 0, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 25.0, "goals_lost": 3}, "teamsMatchStatistics2": {"team": {"name": "Jagiellonia Białystok"}, "formation": "4-4-2", "shootsOnTarget": 4, "possession": 50.88, "goals": 3, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 100.0, "goals_lost": 0}}
{"result": 1, "date": "19-07-2019", "teamsMatchStatistics1": {"team": {"name": "Arka Gdynia"}, "formation": "4-4-2", "shootsOnTarget": 1, "possession": 49.12, "goals": 0, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 25.0, "goals_lost": 3}, "teamsMatchStatistics2": {"team": {"name": "Jagiellonia Bia³ystok"}, "formation": "4-4-2", "shootsOnTarget": 4, "possession": 50.88, "goals": 3, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 100.0, "goals_lost": 0}}

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@ -1 +1 @@
{"result": 2, "matchDate": "24-11-2019", "teamsMatchStatistics1": {"team": {"name": "Arka Gdynia"}, "formation": "4-4-2", "shootsOnTarget": 0, "possession": 42.88, "goals": 0, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 81.81818181818181, "goals_lost": 2}, "teamsMatchStatistics2": {"team": {"name": "Jagiellonia Białystok"}, "formation": "4-4-2", "shootsOnTarget": 10, "possession": 57.12, "goals": 2, "red_cards": 0, "penaltyAreaEntries": 7, "penalties": 0, "goalkeeperSavesPercent": 100, "goals_lost": 0}}
{"result": 2, "date": "24-11-2019", "teamsMatchStatistics1": {"team": {"name": "Arka Gdynia"}, "formation": "4-4-2", "shootsOnTarget": 0, "possession": 42.88, "goals": 0, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 81.81818181818181, "goals_lost": 2}, "teamsMatchStatistics2": {"team": {"name": "Jagiellonia Bia³ystok"}, "formation": "4-4-2", "shootsOnTarget": 10, "possession": 57.12, "goals": 2, "red_cards": 0, "penaltyAreaEntries": 7, "penalties": 0, "goalkeeperSavesPercent": 100, "goals_lost": 0}}

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@ -1 +1 @@
{"result": 1, "matchDate": "06-12-2019", "teamsMatchStatistics1": {"team": {"name": "Arka Gdynia"}, "formation": "4-4-1-1", "shootsOnTarget": 4, "possession": 42.88, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 100.0, "goals_lost": 0}, "teamsMatchStatistics2": {"team": {"name": "Korona Kielce"}, "formation": "4-1-3-2", "shootsOnTarget": 8, "possession": 57.12, "goals": 0, "red_cards": 0, "penaltyAreaEntries": 4, "penalties": 0, "goalkeeperSavesPercent": 75.0, "goals_lost": 1}}
{"result": 1, "date": "06-12-2019", "teamsMatchStatistics1": {"team": {"name": "Arka Gdynia"}, "formation": "4-4-1-1", "shootsOnTarget": 4, "possession": 42.88, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 100.0, "goals_lost": 0}, "teamsMatchStatistics2": {"team": {"name": "Korona Kielce"}, "formation": "4-1-3-2", "shootsOnTarget": 8, "possession": 57.12, "goals": 0, "red_cards": 0, "penaltyAreaEntries": 4, "penalties": 0, "goalkeeperSavesPercent": 75.0, "goals_lost": 1}}

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@ -1 +1 @@
{"result": 0, "date": "17-08-2019", "teamsMatchStatistics1": {"team": {"name": "Arka Gdynia"}, "formation": "4-2-3-1", "shootsOnTarget": 4, "possession": 40.37, "goals": 0, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 100.0, "goals_lost": 0}, "teamsMatchStatistics2": {"team": {"name": "Lech Poznań"}, "formation": "4-2-3-1", "shootsOnTarget": 7, "possession": 59.63, "goals": 0, "red_cards": 0, "penaltyAreaEntries": 4, "penalties": 0, "goalkeeperSavesPercent": 100.0, "goals_lost": 0}}
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{"result": 0, "date": "20-09-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Bia³ystok"}, "formation": "4-4-1-1", "shootsOnTarget": 2, "possession": 53.29, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 1, "penalties": 0, "goalkeeperSavesPercent": 66.66666666666667, "goals_lost": 1}, "teamsMatchStatistics2": {"team": {"name": "Lech Poznañ"}, "formation": "4-4-1-1", "shootsOnTarget": 3, "possession": 46.71, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 0, "penalties": 1, "goalkeeperSavesPercent": 50.0, "goals_lost": 1}}

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{"result": 0, "date": "12-08-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Białystok"}, "formation": "4-4-1-1", "shootsOnTarget": 2, "possession": 48.73, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 50.0, "goals_lost": 1}, "teamsMatchStatistics2": {"team": {"name": "Lechia Gdańsk"}, "formation": "4-1-4-1", "shootsOnTarget": 2, "possession": 51.27, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 1, "penalties": 0, "goalkeeperSavesPercent": 50.0, "goals_lost": 1}}
{"result": 0, "date": "12-08-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Bia³ystok"}, "formation": "4-4-1-1", "shootsOnTarget": 2, "possession": 48.73, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 50.0, "goals_lost": 1}, "teamsMatchStatistics2": {"team": {"name": "Lechia Gdañsk"}, "formation": "4-1-4-1", "shootsOnTarget": 2, "possession": 51.27, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 1, "penalties": 0, "goalkeeperSavesPercent": 50.0, "goals_lost": 1}}

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{"result": 2, "matchDate": "15-12-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Białystok"}, "formation": "4-4-1-1", "shootsOnTarget": 6, "possession": 49.22, "goals": 3, "red_cards": 0, "penaltyAreaEntries": 6, "penalties": 1, "goalkeeperSavesPercent": 100.0, "goals_lost": 0}, "teamsMatchStatistics2": {"team": {"name": "Lechia Gdańsk"}, "formation": "4-4-1-1", "shootsOnTarget": 3, "possession": 50.78, "goals": 0, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 50.0, "goals_lost": 3}}
{"result": 2, "date": "15-12-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Bia³ystok"}, "formation": "4-4-1-1", "shootsOnTarget": 6, "possession": 49.22, "goals": 3, "red_cards": 0, "penaltyAreaEntries": 6, "penalties": 1, "goalkeeperSavesPercent": 100.0, "goals_lost": 0}, "teamsMatchStatistics2": {"team": {"name": "Lechia Gdañsk"}, "formation": "4-4-1-1", "shootsOnTarget": 3, "possession": 50.78, "goals": 0, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 50.0, "goals_lost": 3}}

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{"result": 0, "date": "13-09-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Białystok"}, "formation": "4-4-2", "shootsOnTarget": 0, "possession": 53.71, "goals": 0, "red_cards": 0, "penaltyAreaEntries": 0, "penalties": 0, "goalkeeperSavesPercent": 100.0, "goals_lost": 0}, "teamsMatchStatistics2": {"team": {"name": "Legia Warszawa"}, "formation": "4-4-1-1", "shootsOnTarget": 2, "possession": 46.29, "goals": 0, "red_cards": 1, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 100, "goals_lost": 0}}
{"result": 0, "date": "13-09-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Bia³ystok"}, "formation": "4-4-2", "shootsOnTarget": 0, "possession": 53.71, "goals": 0, "red_cards": 0, "penaltyAreaEntries": 0, "penalties": 0, "goalkeeperSavesPercent": 100.0, "goals_lost": 0}, "teamsMatchStatistics2": {"team": {"name": "Legia Warszawa"}, "formation": "4-4-1-1", "shootsOnTarget": 2, "possession": 46.29, "goals": 0, "red_cards": 1, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 100, "goals_lost": 0}}

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{"result": 2, "date": "08-11-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Białystok"}, "formation": "4-4-1-1", "shootsOnTarget": 2, "possession": 44.88, "goals": 1, "red_cards": 1, "penaltyAreaEntries": 0, "penalties": 0, "goalkeeperSavesPercent": 40.0, "goals_lost": 3}, "teamsMatchStatistics2": {"team": {"name": "Piast Gliwice"}, "formation": "4-4-2", "shootsOnTarget": 5, "possession": 55.12, "goals": 3, "red_cards": 0, "penaltyAreaEntries": 1, "penalties": 0, "goalkeeperSavesPercent": 50.0, "goals_lost": 1}}
{"result": 2, "date": "08-11-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Bia³ystok"}, "formation": "4-4-1-1", "shootsOnTarget": 2, "possession": 44.88, "goals": 1, "red_cards": 1, "penaltyAreaEntries": 0, "penalties": 0, "goalkeeperSavesPercent": 40.0, "goals_lost": 3}, "teamsMatchStatistics2": {"team": {"name": "Piast Gliwice"}, "formation": "4-4-2", "shootsOnTarget": 5, "possession": 55.12, "goals": 3, "red_cards": 0, "penaltyAreaEntries": 1, "penalties": 0, "goalkeeperSavesPercent": 50.0, "goals_lost": 1}}

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{"result": 1, "date": "29-09-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Białystok"}, "formation": "4-2-3-1", "shootsOnTarget": 7, "possession": 50.05, "goals": 2, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 50.0, "goals_lost": 3}, "teamsMatchStatistics2": {"team": {"name": "Pogoń Szczecin"}, "formation": "4-1-4-1", "shootsOnTarget": 6, "possession": 49.95, "goals": 3, "red_cards": 0, "penaltyAreaEntries": 0, "penalties": 1, "goalkeeperSavesPercent": 71.42857142857143, "goals_lost": 2}}
{"result": 1, "date": "29-09-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Bia³ystok"}, "formation": "4-2-3-1", "shootsOnTarget": 7, "possession": 50.05, "goals": 2, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 50.0, "goals_lost": 3}, "teamsMatchStatistics2": {"team": {"name": "Pogoñ Szczecin"}, "formation": "4-1-4-1", "shootsOnTarget": 6, "possession": 49.95, "goals": 3, "red_cards": 0, "penaltyAreaEntries": 0, "penalties": 1, "goalkeeperSavesPercent": 71.42857142857143, "goals_lost": 2}}

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{"result": 2, "matchDate": "01-12-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Białystok"}, "formation": "4-4-1-1", "shootsOnTarget": 1, "possession": 47.3, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 3, "penalties": 0, "goalkeeperSavesPercent": 71.42857142857143, "goals_lost": 2}, "teamsMatchStatistics2": {"team": {"name": "Raków Częstochowa"}, "formation": "3-5-2", "shootsOnTarget": 6, "possession": 52.7, "goals": 2, "red_cards": 0, "penaltyAreaEntries": 3, "penalties": 0, "goalkeeperSavesPercent": 0.0, "goals_lost": 1}}
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{"result": 1, "date": "27-07-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Białystok"}, "formation": "4-4-2", "shootsOnTarget": 6, "possession": 44.43, "goals": 0, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 83.33333333333333, "goals_lost": 1}, "teamsMatchStatistics2": {"team": {"name": "Raków Częstochowa"}, "formation": "3-4-3", "shootsOnTarget": 6, "possession": 55.57, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 0, "penalties": 0, "goalkeeperSavesPercent": 100.0, "goals_lost": 0}}
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{"result": 2, "date": "23-08-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Białystok"}, "formation": "4-2-3-1", "shootsOnTarget": 4, "possession": 35.23, "goals": 3, "red_cards": 0, "penaltyAreaEntries": 1, "penalties": 0, "goalkeeperSavesPercent": 71.42857142857143, "goals_lost": 2}, "teamsMatchStatistics2": {"team": {"name": "Wisła Kraków"}, "formation": "4-4-2", "shootsOnTarget": 7, "possession": 64.77, "goals": 2, "red_cards": 0, "penaltyAreaEntries": 1, "penalties": 0, "goalkeeperSavesPercent": 40.0, "goals_lost": 3}}
{"result": 2, "date": "23-08-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Bia³ystok"}, "formation": "4-2-3-1", "shootsOnTarget": 4, "possession": 35.23, "goals": 3, "red_cards": 0, "penaltyAreaEntries": 1, "penalties": 0, "goalkeeperSavesPercent": 71.42857142857143, "goals_lost": 2}, "teamsMatchStatistics2": {"team": {"name": "Wis³a Kraków"}, "formation": "4-4-2", "shootsOnTarget": 7, "possession": 64.77, "goals": 2, "red_cards": 0, "penaltyAreaEntries": 1, "penalties": 0, "goalkeeperSavesPercent": 40.0, "goals_lost": 3}}

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{"result": 2, "date": "27-10-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Białystok"}, "formation": "4-4-1-1", "shootsOnTarget": 5, "possession": 61.94, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 0, "penalties": 0, "goalkeeperSavesPercent": 40.0, "goals_lost": 3}, "teamsMatchStatistics2": {"team": {"name": "Wisła Płock"}, "formation": "4-4-1-1", "shootsOnTarget": 5, "possession": 38.06, "goals": 3, "red_cards": 0, "penaltyAreaEntries": 0, "penalties": 0, "goalkeeperSavesPercent": 80.0, "goals_lost": 1}}
{"result": 2, "date": "27-10-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Bia³ystok"}, "formation": "4-4-1-1", "shootsOnTarget": 5, "possession": 61.94, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 0, "penalties": 0, "goalkeeperSavesPercent": 40.0, "goals_lost": 3}, "teamsMatchStatistics2": {"team": {"name": "Wis³a P³ock"}, "formation": "4-4-1-1", "shootsOnTarget": 5, "possession": 38.06, "goals": 3, "red_cards": 0, "penaltyAreaEntries": 0, "penalties": 0, "goalkeeperSavesPercent": 80.0, "goals_lost": 1}}

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{"result": 0, "date": "02-08-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Białystok"}, "formation": "4-4-1-1", "shootsOnTarget": 7, "possession": 57.11, "goals": 2, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 71.42857142857143, "goals_lost": 2}, "teamsMatchStatistics2": {"team": {"name": "Zagłębie Lubin"}, "formation": "4-1-4-1", "shootsOnTarget": 6, "possession": 42.89, "goals": 2, "red_cards": 0, "penaltyAreaEntries": 0, "penalties": 0, "goalkeeperSavesPercent": 71.42857142857143, "goals_lost": 2}}
{"result": 0, "date": "02-08-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Bia³ystok"}, "formation": "4-4-1-1", "shootsOnTarget": 7, "possession": 57.11, "goals": 2, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 71.42857142857143, "goals_lost": 2}, "teamsMatchStatistics2": {"team": {"name": "Zag³êbie Lubin"}, "formation": "4-1-4-1", "shootsOnTarget": 6, "possession": 42.89, "goals": 2, "red_cards": 0, "penaltyAreaEntries": 0, "penalties": 0, "goalkeeperSavesPercent": 71.42857142857143, "goals_lost": 2}}

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{"result": 1, "matchDate": "07-12-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Białystok"}, "formation": "4-2-3-1", "shootsOnTarget": 2, "possession": 47.36, "goals": 0, "red_cards": 1, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 75.0, "goals_lost": 1}, "teamsMatchStatistics2": {"team": {"name": "Zagłębie Lubin"}, "formation": "4-3-3", "shootsOnTarget": 4, "possession": 52.64, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 1, "penalties": 0, "goalkeeperSavesPercent": 100.0, "goals_lost": 0}}
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{"result": 2, "date": "03-11-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Białystok"}, "formation": "4-2-3-1", "shootsOnTarget": 4, "possession": 45.3, "goals": 2, "red_cards": 0, "penaltyAreaEntries": 6, "penalties": 0, "goalkeeperSavesPercent": 100.0, "goals_lost": 0}, "teamsMatchStatistics2": {"team": {"name": "Łódzki KS"}, "formation": "4-2-3-1", "shootsOnTarget": 6, "possession": 54.7, "goals": 0, "red_cards": 1, "penaltyAreaEntries": 1, "penalties": 0, "goalkeeperSavesPercent": 100, "goals_lost": 2}}
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{"result": 0, "date": "04-10-2019", "teamsMatchStatistics1": {"team": {"name": "Jagiellonia Białystok"}, "formation": "4-2-3-1", "shootsOnTarget": 7, "possession": 40.33, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 4, "penalties": 0, "goalkeeperSavesPercent": 66.66666666666667, "goals_lost": 1}, "teamsMatchStatistics2": {"team": {"name": "Śląsk Wrocław"}, "formation": "4-2-3-1", "shootsOnTarget": 3, "possession": 59.67, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 3, "penalties": 0, "goalkeeperSavesPercent": 85.71428571428571, "goals_lost": 1}}
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{"result": 1, "matchDate": "06-12-2019", "teamsMatchStatistics1": {"team": {"name": "Korona Kielce"}, "formation": "4-1-3-2", "shootsOnTarget": 8, "possession": 57.12, "goals": 0, "red_cards": 0, "penaltyAreaEntries": 4, "penalties": 0, "goalkeeperSavesPercent": 75.0, "goals_lost": 1}, "teamsMatchStatistics2": {"team": {"name": "Arka Gdynia"}, "formation": "4-4-1-1", "shootsOnTarget": 4, "possession": 42.88, "goals": 1, "red_cards": 0, "penaltyAreaEntries": 2, "penalties": 0, "goalkeeperSavesPercent": 100.0, "goals_lost": 0}}
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