Files
Top-DS-Games/scrape_genres.py
2021-10-13 22:03:12 +03:00

138 lines
5.1 KiB
Python

"""
### Сопоставление игр с жанрами
Необходимо для каждой игры из базового набора найти жанры на ее странице на metacritic. Создать таблицу жанров и соединить отношением многие-ко-многим с таблицей базового набора игр.
"""
import sqlite3
import requests
import lxml.html
import time
import traceback
def load_page(base_url, link):
return requests.get(
base_url + link,
headers={
"user-agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:92.0) Gecko/20100101 Firefox/92.0"
},
).text
def parse_page(page):
"""
metascore:
/html/body/div[1]/div[2]/div[1]/div[1]/div/div/div/div/div/div/div/div/div[1]/div[1]/div[3]/div/div[2]/div[1]/div[1]/div/div/a/div/span
/html/body/div[1]/div[2]/div[1]/div[1]/div/div/div/div/div/div/div/div/div[1]/div[1]/div[3]/div/div/div[2]/div[1]/div[1]/div/div/a/div/span
/html/body/div[1]/div[2]/div[1]/div[1]/div/div/div/div/div/div/div/div/div[1]/div[1]/div[3]/div/div/div[2]/div[1]/div[1]/div/div/a/div/span
userscore:
/html/body/div[1]/div[2]/div[1]/div[1]/div/div/div/div/div/div/div/div/div[1]/div[1]/div[3]/div/div[2]/div[1]/div[2]/div[1]/div/a/div
/html/body/div[1]/div[2]/div[1]/div[1]/div/div/div/div/div/div/div/div/div[1]/div[1]/div[3]/div/div/div[2]/div[1]/div[2]/div[1]/div/a/div
genres:
/html/body/div[1]/div[2]/div[1]/div[1]/div/div/div/div/div/div/div/div/div[1]/div[1]/div[3]/div/div[2]/div[2]/div[2]/ul/li[2]/span[@class="data"]
"""
tree = lxml.html.fromstring(page)
try:
metascore = int(
tree.xpath(
"/html/body/div[1]/div[2]/div[1]/div[1]/div/div/div/div/div/div/div/div/div[1]/div[1]/div[3]//div[2]/div[1]/div[1]/div/div/a/div/span"
)[0].text
)
except ValueError:
metascore = None
except IndexError:
metascore = None
try:
userscore = int(
float(
tree.xpath(
"/html/body/div[1]/div[2]/div[1]/div[1]/div/div/div/div/div/div/div/div/div[1]/div[1]/div[3]//div[2]/div[1]/div[2]/div[1]/div/a/div"
)[0].text
)
* 10
)
except ValueError:
userscore = None
except IndexError:
print("Invalid xpath for userscore")
raise
genres = [
x.text
for x in tree.xpath(
'/html/body/div[1]/div[2]/div[1]/div[1]/div/div/div/div/div/div/div/div/div[1]/div[1]/div[3]//div[2]/div[2]/div[2]/ul/li[2]/span[@class="data"]'
)
]
return metascore, userscore, genres
def update_score(db, game_id, metascore, userscore):
db.execute(
"UPDATE top_games SET metascore=?, userscore=? WHERE ROWID=?;",
(metascore, userscore, game_id),
)
def update_genres(db, genres):
db.executemany("INSERT OR IGNORE INTO genres VALUES (?);", map(lambda x: (x,), genres))
def link_game_to_genres(db, game_id, genres):
query = """
INSERT INTO game_to_genre
SELECT ?, genres.ROWID FROM genres
WHERE genres.name=?;
"""
db.executemany(query, map(lambda x: (game_id, x), set(genres)))
def load_pages(db, base_url):
db.execute("DROP TABLE IF EXISTS games_pages;")
db.execute("CREATE TABLE games_pages (id_game INTEGER UNIQUE, content TEXT);")
for i, link in db.execute("SELECT ROWID, link FROM top_games ORDER BY ROWID;"):
page = load_page(base_url, link)
db.execute("INSERT INTO games_pages VALUES (?, ?);", (i, page))
time.sleep(0.5)
if i % 100 == 0:
print(i)
def main(db_name, base_url):
with sqlite3.connect(db_name) as db:
db.execute("DROP TABLE IF EXISTS genres;")
db.execute("DROP TABLE IF EXISTS game_to_genre;")
db.execute("CREATE TABLE genres (name TEXT UNIQUE);")
db.execute("CREATE TABLE game_to_genre (id_game INTEGER, id_genre INTEGER);")
for i, name, link in db.execute("SELECT ROWID, name, link FROM top_games ORDER BY ROWID;"):
(page,) = db.execute(
"SELECT content FROM games_pages WHERE id_game=?;", (i,)
).fetchone()
metascore, userscore, genres = parse_page(page)
update_score(db, i, metascore, userscore)
update_genres(db, genres)
link_game_to_genres(db, i, genres)
def test_parse_page():
with sqlite3.connect(db_name) as db:
for i, link in db.execute("SELECT ROWID, link FROM top_games WHERE ROWID IN (1,2,3);"):
page = load_page(base_url, link)
metascore, userscore, genres = parse_page(page)
print(metascore, userscore, genres)
breakpoint()
def test_insert_not_unique():
with sqlite3.connect(":memory:") as db:
db.execute("CREATE TABLE genres (name TEXT UNIQUE);")
genres = ["a", "b", "a", "b"]
update_genres(db, genres)
assert db.execute("SELECT ROWID, * FROM genres;").fetchall() == [(1, "a"), (2, "b")]
breakpoint()
if __name__ == "__main__":
db_name = "db.sqlite3"
base_url = "https://www.metacritic.com"
main(db_name, base_url)