def get_perfect_match_data(id_path, save_path):
mid_list = util.load_pickle_file(id_path)
match_col = dao.get_match_col()
perfect_matches = {} # teams: player ids, gold, win?
for mid in mid_list:
win_team = {}
lose_team = {}
perfect_matches[mid] = [win_team, lose_team]
init_team(win_team)
init_team(lose_team)
print('Start working on match ID: {}'.format(mid))
for m in match_col.find({c.MATCH_ID : mid}):
if m[c.WINNER]:
win_team[c.TEAM_INFO_PLAYERS].append(m[c.SUMMONER_ID])
win_team[c.TEAM_INFO_CHAMPIONS].append(m[c.CHAMPION_ID])
win_team[c.TEAM_INFO_GOLD_EARNED] += m[c.GOLD_EARNED]
win_team[c.TEAM_INFO_GOLD_SPENT] += m[c.GOLD_SPENT]
else:
lose_team[c.TEAM_INFO_PLAYERS].append(m[c.SUMMONER_ID])
lose_team[c.TEAM_INFO_CHAMPIONS].append(m[c.CHAMPION_ID])
lose_team[c.TEAM_INFO_GOLD_EARNED] += m[c.GOLD_EARNED]
lose_team[c.TEAM_INFO_GOLD_SPENT] += m[c.GOLD_SPENT]
util.save(perfect_matches, save_path)
print(perfect_matches[mid_list[0]])
def find_perfect_matches(save_path):
# Load player dict
p_dict = util.load_pickle_file(player_dict_path)
p_ids = p_dict.keys()
# load matches
match_col = dao.get_match_col()
print('Start searching...')
perfect_matches_ids = []
done = False
for m in match_col.find():
m_id = m[c.MATCH_ID]
if m_id not in perfect_matches_ids and match_col.find({c.MATCH_ID : m_id}).count() == 10:
is_perfect = True
for mm in match_col.find({c.MATCH_ID : m_id}):
p_id = mm[c.SUMMONER_ID]
if match_col.find({c.SUMMONER_ID : p_id}).count() < match_per_player:
is_perfect = False
break
if is_perfect:
perfect_matches_ids.append(m_id)
print('Matches found: {}'.format(len(perfect_matches_ids)))
if len(perfect_matches_ids) >= match_limit:
done = True
break
print('Saving results...')
util.save(perfect_matches_ids, save_path)
print('Find {} perfect matches!'.format(len(perfect_matches_ids)))
def retrieve_player_features():
# TODO load matches
mid_list_path = "data/perfect_match_ids.pickle"
mid_list = util.load_pickle_file(mid_list_path)
match_col = dao.get_match_col()
matches_per_player = 300
player_dict_path = "data/player_dict_with_champ.pickle"
player_dict = {}
player_count = 0
print("Start retrieving...")
for mid in mid_list:
for m in match_col.find({c.MATCH_ID: mid}):
p_id = m[c.SUMMONER_ID]
if p_id not in player_dict:
player_dict[p_id] = {}
p_match_count = 0
for mm in match_col.find({c.SUMMONER_ID: p_id}):
if sanity_check(mm):
c_id = mm[CHAMPION_ID]
if c_id not in player_dict[p_id].keys():
init_player(player_dict, p_id, mm)
else:
update_player(player_dict, p_id, mm)
p_match_count += 1
if p_match_count == matches_per_player:
for c_id in player_dict[p_id]:
player_dict[p_id][c_id][FEATURES] = (
np.array(player_dict[p_id][c_id][FEATURES]) / player_dict[p_id][c_id][MATCH_COUNT]
)
player_count += 1
print("Finished players {}, latest player id {}".format(player_count, p_id))
break
print("Writing dict to file...")
with open(player_dict_path, "wb+") as f:
pickle.dump(player_dict, f)
print("Done!")
return
def find_perfect_matches_bak(save_path):
# Load player dict
p_dict = util.load_pickle_file(player_dict_path)
p_ids = p_dict.keys()
# TODO load matches
client = MongoClient('mongodb://*****:*****@nb4800.neu.edu:12857/lol?authMechanism=SCRAM-SHA-1')
lol_db = client['lol']
match_col = dao.get_match_col()
print('Start searching...')
perfect_matches_ids = []
done = False
for id in p_ids:
for m in match_col.find({c.SUMMONER_ID : id}):
mid = m[c.MATCH_ID]
if mid not in perfect_matches_ids:
is_perfect_match = True
player_count = 0
for mm in match_col.find({c.MATCH_ID : mid}):
if mm[c.SUMMONER_ID] not in p_ids:
is_perfect_match = False
break
player_count += 1
if is_perfect_match and player_count == 10:
perfect_matches_ids.append(mid)
print('Matches found: {}'.format(len(perfect_matches_ids)))
if len(perfect_matches_ids) >= match_limit:
done = True
break
if done:
break
print('Saving results...')
util.save(perfect_matches_ids, save_path)
print('Find {} perfect matches!'.format(len(perfect_matches_ids)))