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May 20, 2024 03:57
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AP Statistics Final Project: Is FRC pay-to-win?
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from itertools import count | |
import sys | |
import re | |
import random | |
import requests as req_orig | |
import requests_cache | |
import statbotics | |
from code import interact | |
import geocoder | |
requests = requests_cache.CachedSession('demo_cache') | |
apiKey = open(".apikey").read().strip() | |
sb = statbotics.Statbotics() | |
def getTBA(path): return requests.get("https://www.thebluealliance.com/api/v3"+path, headers={"X-TBA-Auth-Key":apiKey}).json() | |
def printLine(*args): | |
out = "" | |
for arg in args: | |
out += str(arg).ljust(30) + "\t" | |
print(out.strip()) | |
import csv | |
from geopy.geocoders import Nominatim | |
geolocator = Nominatim(user_agent="apstats_cole_wilson") | |
incomes = {} | |
with open('income.csv', newline='') as csvfile: | |
spamreader = csv.reader(csvfile, delimiter=',', quotechar='"') | |
prevcounty = "" | |
for row in spamreader: | |
state, county, income = row | |
if prevcounty != "" and income != "": | |
if state not in incomes: | |
incomes[state] = {} | |
incomes[state.strip()][county.strip()] = float(income) | |
# print(county, state) | |
prevcounty = county | |
# print(geolocator.geocode(f"{county}, {state}").latitude, county, state) | |
# city_dict = {} # 0 1 2 3 4 5 | |
# with open('cities.csv', newline='') as csvfile: #"city","city_ascii","state_id","state_name","county_fips","county_name","lat","lng","population","density","source","military","incorporated","timezone","ranking","zips","id" | |
# spamreader = csv.reader(csvfile, delimiter=',', quotechar='"') | |
# for row in spamreader: | |
# city_dict[(row[0], row[3])] = row[5] | |
page = 0 | |
teams = [] | |
while True: | |
data = getTBA(f"/teams/2024/{page}/simple") | |
if len(data) == 0: | |
break | |
teams += data | |
page += 1 | |
# print(teams) | |
printLine("Team Number", "Income", "EPA", "County", "State", "Coords", "Name") | |
teams = list(filter(lambda i:i["country"]=="USA", teams)) | |
print(len(teams)) | |
teams = random.sample(teams, k=281) | |
i = 0 | |
for team in teams: # state_prov name city team_number | |
sys.stderr.write(f"{i}/281\r") | |
i+=1 | |
city = team["city"] | |
# print(team) | |
state = team["state_prov"] | |
location = geolocator.geocode(f"{city}, {state}") | |
coords = (location.latitude, location.longitude) | |
location = location.address | |
county = re.findall(r"(\w[\w\s]*) County", location, re.MULTILINE) | |
if len(county) == 0: | |
sys.stderr.write(f"county for {location} >> ") | |
sys.stderr.flush() | |
county = input() | |
else: | |
county = county[0].replace("Saint", "St.") | |
try: | |
income = incomes[state.strip()][county.strip()] | |
except KeyError: | |
sys.stderr.write(f"nothing found for county {county}, {state}. income?? >> ") | |
sys.stderr.flush() | |
income = float(input()) | |
# interact(local=locals()) | |
epa = sb.get_team_year(team["team_number"], year=2024)["epa_end"] | |
printLine(team["team_number"], income, epa, county, state, coords, team["nickname"]) | |
# print(city, state, location.address.split(",")[1]) |
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