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upperOPRCalculator.py
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#!/usr/bin/env python3
import os
import time
import csv
import numpy as np
import requests
#import frcstat as frc
import json
def main(key):
teamList = []
noOfGames = 0
realScore = []
url = "https://www.thebluealliance.com/api/v3/event/" + key + "/matches?X-TBA-Auth-Key=VPexr6soymZP0UMtFw2qZ11pLWcaDSxCMUYOfMuRj5CQT3bzoExsUGHuO1JvyCyU"
data2 = requests.get(url)
data = data2.json()
length = len(data)
f1 = open('upper.txt', 'w')
for i in range (0, length):
if (data[i]["score_breakdown"] == None):
print (data[i]["alliances"]["red"]["team_keys"][0],", ", data[i]["alliances"]["red"]["team_keys"][1],", ", data[i]["alliances"]["red"]["team_keys"][2],", ", "0",", ", data[i]["alliances"]["blue"]["team_keys"][0],", ", data[i]["alliances"]["blue"]["team_keys"][1],", ", data[i]["alliances"]["blue"]["team_keys"][2],", ", "0",", ",file = f1)
if (data[i]["score_breakdown"] != None):
print (data[i]["alliances"]["red"]["team_keys"][0],", ", data[i]["alliances"]["red"]["team_keys"][1],", ", data[i]["alliances"]["red"]["team_keys"][2],", ", (data[i]["score_breakdown"]["red"]["autoCellsInner"])+(data[i]["score_breakdown"]["red"]["teleopCellsInner"])+(data[i]["score_breakdown"]["red"]["autoCellsOuter"])+(data[i]["score_breakdown"]["red"]["teleopCellsOuter"]),", ", data[i]["alliances"]["blue"]["team_keys"][0],", ", data[i]["alliances"]["blue"]["team_keys"][1],", ", data[i]["alliances"]["blue"]["team_keys"][2],", ", (data[i]["score_breakdown"]["blue"]["autoCellsInner"])+(data[i]["score_breakdown"]["blue"]["teleopCellsInner"])+(data[i]["score_breakdown"]["blue"]["autoCellsOuter"])+(data[i]["score_breakdown"]["blue"]["teleopCellsOuter"]),file = f1)
f1.flush()
with open('upper.txt') as csv_file:
csv_reader = csv.reader(csv_file, delimiter=',')
line_count = 0
for row in csv_reader:
if (len(row) == 0):
break
if ((row[3].strip() == "NULL") or (row[7].strip() == "NULL")):
continue
if (row[0].strip() not in teamList) and (row[0].strip() != "NULL"):
teamList.append(row[0].strip())
if row[1].strip() not in teamList and (row[1].strip() != "NULL"):
teamList.append(row[1].strip())
if row[2].strip() not in teamList and (row[2].strip() != "NULL"):
teamList.append(row[2].strip())
if row[4].strip() not in teamList and (row[4].strip() != "NULL"):
teamList.append(row[4].strip())
if row[5].strip() not in teamList and (row[5].strip() != "NULL"):
teamList.append(row[5].strip())
if row[6].strip() not in teamList and (row[6].strip() != "NULL"):
teamList.append(row[6].strip())
noOfGames += 1
gameMatrix = [[0 for row in range(len(teamList))] for row in range(len(teamList))]
scoreMatrix = [0 for row in range(len(teamList))]
with open('upper.txt') as csv_file:
csv_reader = csv.reader(csv_file, delimiter=',')
line_count1 = 0
gameIndex = 0
for row in csv_reader:
if (len(row) == 0):
break
if ((row[3].strip() == "NULL") or (row[7].strip() == "NULL")):
continue
if (row[0].strip() not in teamList):
if (row[1].strip() not in teamList):
if (row[2].strip() not in teamList):
continue
team3Index = teamList.index(row[2].strip())
gameMatrix[team3Index][team3Index] += 1
scoreMatrix[team3Index] += int(row[3].strip())
elif (row[2].strip() not in teamList):
if (row[1].strip() not in teamList):
continue
team2Index = teamList.index(row[1].strip())
gameMatrix[team2Index][team2Index] += 1
scoreMatrix[team2Index] += int(row[3].strip())
else:
team2Index = teamList.index(row[1].strip())
team3Index = teamList.index(row[2].strip())
gameMatrix[team2Index][team2Index] += 1
gameMatrix[team3Index][team3Index] += 1
gameMatrix[team2Index][team3Index] += 1
gameMatrix[team3Index][team2Index] += 1
scoreMatrix[team2Index] += int(row[3].strip())
scoreMatrix[team3Index] += int(row[3].strip())
elif (row[1].strip() not in teamList):
if (row[2].strip() not in teamList):
if (row[0].strip() not in teamList):
continue
team1Index = teamList.index(row[0].strip())
gameMatrix[team1Index][team1Index] += 1
scoreMatrix[team1Index] += int(row[3].strip())
elif (row[0].strip() not in teamList):
if (row[2].strip() not in teamList):
continue
team3Index = teamList.index(row[2].strip())
gameMatrix[team3Index][team3Index] += 1
scoreMatrix[team3Index] += int(row[3].strip())
else:
team1Index = teamList.index(row[0].strip())
gameMatrix[team1Index][team1Index] += 1
team3Index = teamList.index(row[2].strip())
gameMatrix[team1Index][team3Index] += 1
gameMatrix[team3Index][team1Index] += 1
gameMatrix[team3Index][team3Index] += 1
scoreMatrix[team1Index] += int(row[3].strip())
scoreMatrix[team3Index] += int(row[3].strip())
elif (row[2].strip() not in teamList):
if (row[0].strip() not in teamList):
if (row[1].strip() not in teamList):
continue
team2Index = teamList.index(row[1].strip())
gameMatrix[team2Index][team2Index] += 1
scoreMatrix[team2Index] += int(row[3].strip())
elif (row[1].strip() not in teamList):
if (row[0].strip() not in teamList):
continue
team1Index = teamList.index(row[0].strip())
gameMatrix[team1Index][team1Index] += 1
scoreMatrix[team1Index] += int(row[3].strip())
else:
team1Index = teamList.index(row[0].strip())
gameMatrix[team1Index][team1Index] += 1
team2Index = teamList.index(row[1].strip())
gameMatrix[team1Index][team2Index] += 1
gameMatrix[team2Index][team1Index] += 1
gameMatrix[team2Index][team2Index] += 1
scoreMatrix[team1Index] += int(row[3].strip())
scoreMatrix[team2Index] += int(row[3].strip())
else:
team1Index = teamList.index(row[0].strip())
gameMatrix[team1Index][team1Index] += 1
team2Index = teamList.index(row[1].strip())
gameMatrix[team1Index][team2Index] += 1
gameMatrix[team2Index][team1Index] += 1
gameMatrix[team2Index][team2Index] += 1
team3Index = teamList.index(row[2].strip())
gameMatrix[team2Index][team3Index] += 1
gameMatrix[team3Index][team2Index] += 1
gameMatrix[team1Index][team3Index] += 1
gameMatrix[team3Index][team1Index] += 1
gameMatrix[team3Index][team3Index] += 1
scoreMatrix[team1Index] += int(row[3].strip())
scoreMatrix[team2Index] += int(row[3].strip())
scoreMatrix[team3Index] += int(row[3].strip())
if (row[4].strip() not in teamList):
if (row[5].strip() not in teamList):
if (row[6].strip() not in teamList):
continue
team6Index = teamList.index(row[6].strip())
gameMatrix[team6Index][team6Index] += 1
scoreMatrix[team6Index] += int(row[7].strip())
elif (row[6].strip() not in teamList):
if (row[5].strip() not in teamList):
continue
team5Index = teamList.index(row[5].strip())
gameMatrix[team5Index][team5Index] += 1
scoreMatrix[team5Index] += int(row[7].strip())
else:
team5Index = teamList.index(row[5].strip())
gameMatrix[team5Index][team5Index] += 1
team6Index = teamList.index(row[6].strip())
gameMatrix[team5Index][team6Index] += 1
gameMatrix[team6Index][team5Index] += 1
gameMatrix[team6Index][team6Index] += 1
scoreMatrix[team5Index] += int(row[7].strip())
scoreMatrix[team6Index] += int(row[7].strip())
elif (row[5].strip() not in teamList):
if (row[6].strip() not in teamList):
if (row[4].strip() not in teamList):
continue
team4Index = teamList.index(row[4].strip())
gameMatrix[team4Index][team1Index] += 1
scoreMatrix[team4Index] += int(row[7].strip())
elif (row[4].strip() not in teamList):
if (row[6].strip() not in teamList):
continue
team6Index = teamList.index(row[6].strip())
gameMatrix[team6Index][team6Index] += 1
scoreMatrix[team6Index] += int(row[7].strip())
else:
team4Index = teamList.index(row[4].strip())
gameMatrix[team4Index][team4Index] += 1
team6Index = teamList.index(row[6].strip())
gameMatrix[team4Index][team6Index] += 1
gameMatrix[team6Index][team4Index] += 1
gameMatrix[team6Index][team6Index] += 1
scoreMatrix[team4Index] += int(row[7].strip())
scoreMatrix[team6Index] += int(row[7].strip())
elif (row[6].strip() not in teamList):
if (row[4].strip() not in teamList):
if (row[5].strip() not in teamList):
continue
team5Index = teamList.index(row[5].strip())
gameMatrix[team5Index][team5Index] += 1
scoreMatrix[team5Index] += int(row[7].strip())
elif (row[5].strip() not in teamList):
if (row[4].strip() not in teamList):
continue
team4Index = teamList.index(row[4].strip())
gameMatrix[team4Index][team4Index] += 1
scoreMatrix[team4Index] += int(row[7].strip())
else:
team4Index = teamList.index(row[4].strip())
gameMatrix[team4Index][team4Index] += 1
team5Index = teamList.index(row[5].strip())
gameMatrix[team4Index][team5Index] += 1
gameMatrix[team5Index][team4Index] += 1
gameMatrix[team5Index][team5Index] += 1
scoreMatrix[team4Index] += int(row[7].strip())
scoreMatrix[team5Index] += int(row[7].strip())
else:
team4Index= teamList.index(row[4].strip())
gameMatrix[team4Index][team4Index] += 1
team5Index = teamList.index(row[5].strip())
gameMatrix[team4Index][team5Index] += 1
gameMatrix[team5Index][team4Index] += 1
gameMatrix[team5Index][team5Index] += 1
team6Index = teamList.index(row[6].strip())
gameMatrix[team5Index][team6Index] += 1
gameMatrix[team6Index][team5Index] += 1
gameMatrix[team6Index][team6Index] += 1
gameMatrix[team4Index][team6Index] += 1
gameMatrix[team6Index][team4Index] += 1
scoreMatrix[team4Index] += int(row[7].strip())
scoreMatrix[team5Index] += int(row[7].strip())
scoreMatrix[team6Index] += int(row[7].strip())
gameIndex += 1
a = np.array(gameMatrix)
b = np.array(scoreMatrix)
x = np.linalg.solve(a , b)
list = []
z = 0
for z in range (len(teamList)):
list.append(teamList[z], ", ", x[z])
z += 1
return (list)