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Merge 6beedb7871 into cc483e1877
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Devin Mix
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216
scripts/scrape-smogon-data.py
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216
scripts/scrape-smogon-data.py
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# Simple, stupid, run-and-done script
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# Scrape, gather, and clean competitive moveset data from Smogon
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# Saves results to a CSV file in /pokedex/data/csv/smogon_movesets.csv
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# Requires requests, more info here: https://docs.python-requests.org/en/latest/
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import csv, requests, json
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from datetime import datetime, timedelta
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from multiprocessing import pool
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from time import time
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# Modify these as-needed
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gens = ["rb", "gs", "rs", "dp", "bw", "xy", "sm", "ss"]
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path = "../pokedex/data/csv/smogon_movesets.csv"
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def getPkmnNames(gen):
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if not isinstance(gen, str) or not gen in gens:
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raise TypeError("Invalid generation provided")
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else:
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r = requests.get("https://smogon.com/dex/{}/pokemon".format(gen))
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htmlString = r.text
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htmlString = htmlString[htmlString.find("dexSettings"):].split("\n")[0][14:]
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fullData = json.loads(htmlString)["injectRpcs"][1][1]["pokemon"]
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names = [entry["name"] for entry in fullData]
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return names
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def getStrategies(gen, pokemon):
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if not isinstance(gen, str):
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raise TypeError("Invalid generation provided")
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elif not gen in gens:
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raise ValueError("Invalid generation provided")
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elif not isinstance(pokemon, str):
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raise TypeError("Invalid generation provided")
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else:
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r = requests.get("https://smogon.com/dex/{0}/pokemon/{1}/".format(gen, pokemon), timeout=10)
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htmlString = r.text
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htmlString = htmlString[htmlString.find("dexSettings"):].split("\n")[0][14:]
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return [gen, json.loads(htmlString)["injectRpcs"][2][1]["strategies"]]
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def flattenData(stratDict):
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flatData = []
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for pkmnName in stratDict.keys():
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for gen in stratDict[pkmnName].keys():
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for format in stratDict[pkmnName][gen]:
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for moveset in format["movesets"]:
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row = [pkmnName,
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gen,
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format["format"],
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format["overview"],
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format["comments"]]
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for key in moveset.keys():
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if key in ["levels", "abilities", "items", "natures"]:
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itemString = ""
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for entry in moveset[key]:
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itemString = itemString + "{}".format(entry) + ", "
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if len(itemString) > 0:
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itemString = itemString[0:len(itemString) - 2]
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row.append(itemString)
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elif key == "moveslots":
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for moveslot in moveset[key]:
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itemString = ""
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for move in moveslot:
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itemString = itemString + "{}".format(move["move"])
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if not move["type"] == None:
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itemString = itemString + " ({})".format(move["type"])
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itemString = itemString + "/"
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if len(itemString) > 0:
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itemString = itemString[0:len(itemString) - 1]
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row.append(itemString)
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elif key in ["evconfigs", "ivconfigs"]:
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itemString = ""
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for item in moveset[key]:
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for stat in item.keys():
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itemString = itemString + "{}".format(item[stat]) + "/"
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if len(itemString) > 0:
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itemString = itemString[0:len(itemString) - 1]
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itemString = itemString + ", "
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if len(itemString) > 0:
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itemString = itemString[0:len(itemString) - 2]
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row.append(itemString)
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else:
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row.append(moveset[key])
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itemString = ""
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for item in format["credits"]["teams"]:
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itemString = itemString + "{}:\n".format(item["name"])
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for member in item["members"]:
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if len(member.keys()) == 0:
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continue
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itemString = itemString + "- {0}".format(member["username"])
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if "user_id" in member.keys():
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itemString = itemString + " (User ID: {})".format(member['user_id'])
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itemString = itemString + "\n"
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itemString = itemString[0:len(itemString) - 1]
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row.append(itemString)
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itemString = ""
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for member in format["credits"]["writtenBy"]:
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itemString = itemString + "- {0}".format(member["username"])
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if "user_id" in member.keys():
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itemString = itemString + " (User ID: {})".format(member['user_id'])
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itemString = itemString + "\n"
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itemString = itemString[0:len(itemString) - 1]
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row.append(itemString)
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flatData.append(row)
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return flatData
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def main():
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stratDict = {}
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procs = []
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p = pool.Pool()
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print("The following generations are enabled for collection:")
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print(gens)
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print("Process pool created, gathering Pokemon names from Smogon...")
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startTime = time()
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print("Data collection started at {}".format(datetime.fromtimestamp(startTime)))
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try:
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for gen in gens:
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for pokemonName in getPkmnNames(gen):
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if not pokemonName in stratDict.keys():
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stratDict[pokemonName] = {}
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procs.append([pokemonName, p.apply_async(getStrategies, (gen, pokemonName))])
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except Exception as e:
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print("An error occurred during the setup process.\n" +
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"This likely means that the Smogon servers were unreachable in some way. " +
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"For more information, please consult the exception below:")
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print(e)
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print("The program will now close.")
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return -1
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p.close()
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print("Names gathered, process pool closed.")
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print("Gathering strategy data from Smogon...")
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numComplete = sum(proc[1].ready() for proc in procs)
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while numComplete == 0:
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numComplete = sum(proc[1].ready() for proc in procs)
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numProcs = len(procs)
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while numComplete < numProcs:
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for proc in procs:
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if proc[1].ready():
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try:
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proc[1].get()
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except Exception as e:
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print("A network error has occurred.\n" +
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"Typically, this means one of the following:\n" +
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"1) Your internet connection was lost\n" +
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"2) The Smogon servers could not be reached in time\n" +
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"3) There is an issue with either your network or DNS that is preventing you from downloading the target webpage.\n" +
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"The exception details are shown below:")
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print(e)
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print("The program will now close.")
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return -1
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timePerProc = (time() - startTime)/numComplete
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estTimeLeft = timePerProc * (numProcs - numComplete)
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print("{0}/{1} processes complete, estimated remaining time: {2}".format(numComplete,
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numProcs,
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timedelta(seconds=estTimeLeft)),
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end='\r')
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numComplete = sum(proc[1].ready() for proc in procs)
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p.join()
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print("All download processes complete, process pool joined at {}".format(datetime.fromtimestamp(time())))
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print("Adding data to strategy dictionary...")
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for proc in procs:
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stratDict[proc[0]][proc[1].get()[0]] = proc[1].get()[1]
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print("Data added to strategy dictionary.")
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print("\"Flattening\" data...")
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flatData = flattenData(stratDict)
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print("Data flattened.")
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print("Checking for suspicious rows...")
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for row in flatData:
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for item in row:
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if not type(item) in (str, bool, int, float):
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print("The following row contains data which may cause errors during CSV conversion:")
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print(row)
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print("Acceptable data types are str, bool, int, or float. Anything else may cause errors when using the data.")
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shouldCont = input("If you would like to proceed with the conversion anyways, enter \"y\" to continue: ")
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if not shouldCont == "y":
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print("Conversion cancelled.")
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return -1
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print("All rows passed.")
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print("Opening CSV file...")
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with open(path, "w+") as destination:
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print("CSV file opened successfully, writing data...")
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writer = csv.writer(destination)
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header = ["name",
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"gen",
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"format",
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"overview",
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"comments",
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"set name",
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"pokemon",
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"shiny",
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"gender",
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"levels",
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"description",
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"abilities",
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"items",
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"move 1",
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"move 2",
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"move 3",
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"move 4",
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"ev configs",
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"iv configs",
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"natures",
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"writing teams",
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"Written by"]
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writer.writerow(header)
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for row in flatData:
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writer.writerow(row)
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print("All rows written, closing file...")
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destination.close()
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print("Data saved successfully.")
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return 0
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if __name__ == "__main__":
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main()
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