leetify-data/src/extract.py

324 lines
8.0 KiB
Python

from .leetify import Leetify
from os import environ as env
from .transform import (
meta_from_profile,
games_from_profile,
player_stats_from_game,
)
import psycopg2 as pg
from typing import Tuple
def connect():
return pg.connect(
dbname=env.get("POSTGRES_DB"),
user=env.get("POSTGRES_USER"),
password=env.get("POSTGRES_PASSWORD"),
host=env.get("POSTGRES_HOST"),
port=env.get("POSTGRES_PORT"),
)
def vals_in_order(data: dict, keys: list):
vals = [data[key] for key in keys]
return vals
def dict_to_col_val(data: dict) -> Tuple[list, list]:
cols = []
vals = []
for k, v in data.items():
cols.append(k)
vals.append(v)
return cols, vals
def dict_to_sql_str(data: dict) -> Tuple[str, str]:
cols, vals = dict_to_col_val(data)
vals = map(str, vals)
cols = ", ".join(cols)
vals = ", ".join(vals)
return cols, vals
def extract_profile_meta(id, api=Leetify(), conn=None):
if not conn:
conn = connect()
cols_api = [
"name",
"steam64Id",
"isCollector",
"isLeetifyStaff",
"isProPlan",
"leetifyUserId",
"faceitNickname",
]
cols_db = [
"name",
"steam64_id",
"is_collector",
"is_leetify_staff",
"is_pro_plan",
"leetify_user_id",
"faceit_nickname",
]
profile = api.get_profile(id)
meta = meta_from_profile(profile)
vals = vals_in_order(meta, cols_api)
with conn.cursor() as curs:
sql = f"""
INSERT INTO data.profile_meta ({', '.join(cols_db)})
VALUES ({', '.join(['%s'] * len(cols_db))});
"""
curs.execute(sql, vals)
conn.commit()
def extract_profile_games(profile, conn=None):
if not conn:
conn = connect()
cols_api = [
"leetifyUserId",
"ctLeetifyRating",
"ctLeetifyRatingRounds",
"dataSource",
"elo",
"gameFinishedAt",
"gameId",
"isCs2",
"mapName",
"matchResult",
"scores",
"skillLevel",
"tLeetifyRating",
"tLeetifyRatingRounds",
"deaths",
"hasBannedPlayer",
"kills",
"partySize",
]
cols_db = [
"leetify_user_id",
"ct_Leetify_rating",
"ct_Leetify_rating_rounds",
"data_source",
"elo",
"game_finished_at",
"game_id",
"is_cs2",
"map_name",
"match_result",
"scores",
"skill_level",
"t_leetify_rating",
"t_leetify_rating_rounds",
"deaths",
"has_banned_player",
"kills",
"party_size",
]
games = games_from_profile(profile)
games = map(lambda game: vals_in_order(game, cols_api), games)
with conn.cursor() as curs:
curs.executemany(
f"""
INSERT into data.profile_game ({', '.join(cols_db)})
VALUES ({', '.join(['%s'] * len(cols_db))});
""",
games,
)
conn.commit()
def extract_player_stats(game, conn=None):
if not conn:
conn = connect()
cols_api = [
"id",
"gameId",
"gameFinishedAt",
"steam64Id",
"name",
"preaim",
"reactionTime",
"accuracy",
"accuracyEnemySpotted",
"accuracyHead",
"shotsFiredEnemySpotted",
"shotsFired",
"shotsHitEnemySpotted",
"shotsHitFriend",
"shotsHitFriendHead",
"shotsHitFoe",
"shotsHitFoeHead",
"utilityOnDeathAvg",
"heFoesDamageAvg",
"heFriendsDamageAvg",
"heThrown",
"molotovThrown",
"smokeThrown",
"smokeThrownCT",
"smokeThrownCTGood",
"smokeThrownCTGoodRatio",
"smokeThrownCTFoes",
"counterStrafingShotsAll",
"counterStrafingShotsBad",
"counterStrafingShotsGood",
"counterStrafingShotsGoodRatio",
"flashbangHitFoe",
"flashbangLeadingToKill",
"flashbangHitFoeAvgDuration",
"flashbangHitFriend",
"flashbangThrown",
"flashAssist",
"score",
"initialTeamNumber",
"mvps",
"ctRoundsWon",
"ctRoundsLost",
"tRoundsWon",
"tRoundsLost",
"sprayAccuracy",
"molotovFoesDamageAvg",
"molotovFriendsDamageAvg",
"color",
"totalKills",
"totalDeaths",
"kdRatio",
"multi2k",
"multi3k",
"multi4k",
"multi5k",
"hltvRating",
"hsp",
"roundsSurvived",
"roundsSurvivedPercentage",
"dpr",
"totalAssists",
"totalDamage",
"tradeKillOpportunities",
"tradeKillAttempts",
"tradeKillsSucceeded",
"tradeKillAttemptsPercentage",
"tradeKillsSuccessPercentage",
"tradeKillOpportunitiesPerRound",
"tradedDeathOpportunities",
"tradedDeathAttempts",
"tradedDeathAttemptsPercentage",
"tradedDeathsSucceeded",
"tradedDeathsSuccessPercentage",
"tradedDeathsOpportunitiesPerRound",
"leetifyRating",
"personalPerformanceRating",
"ctLeetifyRating",
"tLeetifyRating",
"leetifyUserId",
"isCollector",
"isProPlan",
"isLeetifyStaff",
]
cols_db = [
"id",
"game_id",
"game_finished_at",
"steam64_id",
"name",
"preaim",
"reaction_time",
"accuracy",
"accuracy_enemy_spotted",
"accuracy_head",
"shots_fired_enemy_spotted",
"shots_fired",
"shots_hit_enemy_spotted",
"shots_hit_friend",
"shots_Hit_Friend_Head",
"shots_Hit_Foe",
"shots_Hit_Foe_Head",
"utility_On_Death_Avg",
"he_foes_damage_avg",
"he_friends_damage_avg",
"he_thrown",
"molotov_thrown",
"smoke_thrown",
"smoke_thrown_ct",
"smoke_thrown_ct_good",
"smoke_thrown_ct_good_ratio",
"smoke_thrown_ct_foes",
"counter_strafing_shots_all",
"counter_strafing_shots_bad",
"counter_strafing_shots_good",
"counter_strafing_shots_good_ratio",
"flashbang_hit_foe",
"flashbang_leading_to_kill",
"flashbang_hit_foe_avg_duration",
"flashbang_hit_friend",
"flashbang_thrown",
"flash_assist",
"score",
"initial_Team_Number",
"mvps",
"ct_rounds_won",
"ct_rounds_lost",
"t_rounds_won",
"t_rounds_lost",
"spray_accuracy",
"molotov_foes_damage_avg",
"molotov_friends_damage_avg",
"color",
"total_kills",
"total_deaths",
"kd_ratio",
"multi2k",
"multi3k",
"multi4k",
"multi5k",
"hltv_rating",
"hsp",
"rounds_survived",
"rounds_survived_percentage",
"dpr",
"total_assists",
"total_damage",
"trade_kill_opportunities",
"trade_kill_attempts",
"trade_kills_succeeded",
"trade_kill_attempts_percentage",
"trade_kills_success_percentage",
"trade_kill_opportunities_per_round",
"traded_death_opportunities",
"traded_death_attempts",
"traded_death_attempts_percentage",
"traded_deaths_succeeded",
"traded_deaths_success_percentage",
"traded_deaths_opportunities_per_round",
"leetify_rating",
"personal_performance_rating",
"ct_leetify_rating",
"t_leetify_rating",
"leetify_user_id",
"is_collector",
"is_pro_plan",
"is_leetify_staff",
]
stats = player_stats_from_game(game)
vals = map(lambda game: vals_in_order(game, cols_api), stats)
with conn.cursor() as curs:
sql = f"""
INSERT into data.player_stats ({', '.join(cols_db)})
VALUES ({', '.join(['%s'] * len(cols_db))}); """
curs.executemany(sql, vals)
conn.commit()