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@@ -0,0 +1,495 @@
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+"""
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+@author: luojunhui
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+cal each account && position reading rate
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+"""
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+import json
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+import time
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+from tqdm import tqdm
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+from datetime import datetime, timezone
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+from pandas import DataFrame
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+
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+from applications import DeNetMysql, PQMySQL, longArticlesMySQL
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+
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+
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+def timestamp_to_str(timestamp) -> str:
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+ """
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+ :param timestamp:
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+ """
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+ dt_object = datetime.utcfromtimestamp(timestamp).replace(tzinfo=timezone.utc).astimezone()
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+ date_string = dt_object.strftime('%Y-%m-%d')
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+ return date_string
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+
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+
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+def get_account_fans_by_dt(db_client) -> dict:
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+ """
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+ 获取每个账号发粉丝，通过日期来区分
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+ :return:
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+ """
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+ sql = f"""
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+ SELECT
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+ t1.date_str,
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+ t1.fans_count,
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+ t2.gh_id
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+ FROM datastat_wx t1
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+ JOIN publish_account t2 ON t1.account_id = t2.id
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+ WHERE
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+ t2.channel = 5
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+ AND t2.status = 1
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+ AND t1.date_str >= '2024-07-01'
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+ ORDER BY t1.date_str;
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+ """
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+ result = db_client.select(sql)
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+ D = {}
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+ for line in result:
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+ dt = line[0]
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+ fans = line[1]
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+ gh_id = line[2]
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+ if D.get(gh_id):
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+ D[gh_id][dt] = fans
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+ else:
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+ D[gh_id] = {dt: fans}
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+ return D
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+
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+
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+def get_account_articles_detail(db_client, gh_id_tuple) -> list[dict]:
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+ """
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+ get articles details
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+ :return:
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+ """
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+ sql = f"""
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+ SELECT
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+ ghId, accountName, updateTime, ItemIndex, show_view_count
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+ FROM
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+ official_articles_v2
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+ WHERE
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+ ghId IN {gh_id_tuple};
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+ """
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+ result = db_client.select(sql)
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+ response_list = [
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+ {
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+ "ghId": i[0],
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+ "accountName": i[1],
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+ "updateTime": i[2],
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+ "ItemIndex": i[3],
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+ "show_view_count": i[4]
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+ }
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+ for i in result
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+ ]
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+ return response_list
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+
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+
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+def cal_account_read_rate(gh_id_tuple) -> DataFrame:
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+ """
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+ 计算账号位置的阅读率
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+ :return:
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+ """
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+ pq_db = PQMySQL()
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+ de_db = DeNetMysql()
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+ response = []
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+ fans_dict_each_day = get_account_fans_by_dt(db_client=de_db)
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+ account_article_detail = get_account_articles_detail(
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+ db_client=pq_db,
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+ gh_id_tuple=gh_id_tuple
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+ )
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+ for line in account_article_detail:
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+ gh_id = line['ghId']
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+ dt = timestamp_to_str(line['updateTime'])
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+ fans = fans_dict_each_day.get(gh_id, {}).get(dt, 0)
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+ line['fans'] = fans
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+ if fans:
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+ line['readRate'] = line['show_view_count'] / fans if fans else 0
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+ response.append(line)
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+ return DataFrame(response,
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+ columns=['ghId', 'accountName', 'updateTime', 'ItemIndex', 'show_view_count', 'readRate'])
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+
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+
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+def cal_avg_account_read_rate(df, gh_id, index) -> tuple:
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+ """
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+ 计算账号的阅读率均值
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+ :return:
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+ """
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+ min_time = int(time.time()) - 60 * 24 * 3600
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+ max_time = int(time.time())
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+ filterDataFrame = df[
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+ (df["ghId"] == gh_id)
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+ & (min_time <= df["updateTime"])
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+ & (df["updateTime"] <= max_time)
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+ & (df['ItemIndex'] == index)
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+ ]
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+ return (
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+ filterDataFrame['readRate'].mean(),
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+ filterDataFrame['updateTime'].max(),
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+ filterDataFrame['updateTime'].min(),
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+ len(filterDataFrame)
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+ )
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+
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+
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+def main() -> None:
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+ """
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+ main function
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+ :return:
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+ """
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+ lam = longArticlesMySQL()
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+ account_gh_id_list = [
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+ {
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+ "gh_id": "gh_9e559b3b94ca",
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+ "account_name": "票圈大事件"
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+ },
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+ {
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+ "gh_id": "gh_084a485e859a",
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+ "account_name": "生活情感叁读"
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+ },
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+ {
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+ "gh_id": "gh_1ee2e1b39ccf",
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+ "account_name": "票圈最新消息"
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+ },
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+ {
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+ "gh_id": "gh_4c058673c07e",
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+ "account_name": "家家生活指南"
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+ },
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+ {
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+ "gh_id": "gh_de9f9ebc976b",
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+ "account_name": "妙招持家帮手"
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+ },
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+ {
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+ "gh_id": "gh_058e41145a0c",
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+ "account_name": "多彩妙生活"
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+ },
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+ {
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+ "gh_id": "gh_7b4a5f86d68c",
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+ "account_name": "异闻趣事多"
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+ },
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+ {
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+ "gh_id": "gh_4568b5a7e2fe",
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+ "account_name": "窦都事说"
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+ },
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+ {
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+ "gh_id": "gh_adca24a8f429",
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+ "account_name": "史记趣言"
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+ },
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+ {
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+ "gh_id": "gh_e24da99dc899",
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+ "account_name": "缘来养心厅"
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+ },
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+ {
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+ "gh_id": "gh_e0eb490115f5",
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+ "account_name": "心灵情感驿站"
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+ },
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+ {
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+ "gh_id": "gh_d2cc901deca7",
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+ "account_name": "票圈极速版"
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+ },
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+ {
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+ "gh_id": "gh_26a307578776",
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+ "account_name": "票圈美文速递"
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+ },
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+ {
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+ "gh_id": "gh_183d80deffb8",
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+ "account_name": "生活良读"
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+ },
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+ {
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+ "gh_id": "gh_5ff48e9fb9ef",
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+ "account_name": "祝福养心厅"
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+ },
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+ {
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+ "gh_id": "gh_9f8dc5b0c74e",
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+ "account_name": "音药金曲厅"
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+ },
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+ {
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+ "gh_id": "gh_6d9f36e3a7be",
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+ "account_name": "音药养心馆"
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+ },
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+ {
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+ "gh_id": "gh_ac43e43b253b",
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+ "account_name": "小阳看天下"
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+ },
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+ {
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+ "gh_id": "gh_d5f935d0d1f2",
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+ "account_name": "繁花史阁"
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+ },
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+ {
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+ "gh_id": "gh_be8c29139989",
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+ "account_name": "退休无忧生活"
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+ },
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+ {
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+ "gh_id": "gh_c91b42649690",
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+ "account_name": "农耕趣时刻"
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+ },
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+ {
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+ "gh_id": "gh_93e00e187787",
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+ "account_name": "小惠爱厨房"
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+ },
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+ {
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+ "gh_id": "gh_744cb16f6e16",
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+ "account_name": "趣史论"
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+ },
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+ {
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+ "gh_id": "gh_9877c8541764",
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+ "account_name": "退休老年圈"
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+ },
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+ {
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+ "gh_id": "gh_0c89e11f8bf3",
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+ "account_name": "幸福启示"
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+ },
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+ {
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+ "gh_id": "gh_6d205db62f04",
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+ "account_name": "指尖奇文"
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+ },
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+ {
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+ "gh_id": "gh_c69776baf2cd",
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+ "account_name": "老友欢聚地"
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+ },
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+ {
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+ "gh_id": "gh_6b7c2a257263",
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+ "account_name": "幸福晚年知音"
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+ },
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+ {
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+ "gh_id": "gh_bfe5b705324a",
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+ "account_name": "奇趣百味生活"
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+ },
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+ {
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+ "gh_id": "gh_29074b51f2b7",
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+ "account_name": "老来生活家"
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+ },
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+ {
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+ "gh_id": "gh_7e5818b2dd83",
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+ "account_name": "便捷生活好方法"
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+ },
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+ {
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+ "gh_id": "gh_89ef4798d3ea",
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+ "account_name": "生活百态观"
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+ },
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+ {
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+ "gh_id": "gh_bff0bcb0694a",
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+ "account_name": "喜乐生活派"
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+ },
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+ {
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+ "gh_id": "gh_a2901d34f75b",
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+ "account_name": "畅聊奇闻"
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+ },
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+ {
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+ "gh_id": "gh_b15de7c99912",
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+ "account_name": "人生百事观"
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+ },
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+ {
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+ "gh_id": "gh_56ca3dae948c",
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+ "account_name": "老友闲谈"
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+ },
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+ {
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+ "gh_id": "gh_e75dbdc73d80",
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+ "account_name": "票圈正能量"
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+ },
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+ {
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+ "gh_id": "gh_192c9cf58b13",
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+ "account_name": "天天学生活技巧"
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+ },
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+ {
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+ "gh_id": "gh_6cfd1132df94",
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+ "account_name": "趣味晚年"
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+ },
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+ {
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+ "gh_id": "gh_f25b5fb01977",
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+ "account_name": "生活晓常识"
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+ },
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+ {
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+ "gh_id": "gh_080bb43aa0dc",
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+ "account_name": "态度说"
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+ },
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+ {
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+ "gh_id": "gh_d49df5e974ca",
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+ "account_name": "生活指示录"
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+ },
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+ {
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+ "gh_id": "gh_5ae65db96cb7",
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+ "account_name": "路边闲聊社"
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+ },
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+ {
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+ "gh_id": "gh_72bace6b3059",
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+ "account_name": "幸福妙招合集"
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+ },
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+ {
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+ "gh_id": "gh_9eef14ad6c16",
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+ "account_name": "快乐精选集"
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+ },
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+ {
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+ "gh_id": "gh_c5cdf60d9ab4",
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+ "account_name": "老友快乐谈"
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+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_7f5075624a50",
|
|
|
|
|
+ "account_name": "都市镜头"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_d4dffc34ac39",
|
|
|
|
|
+ "account_name": "情为老友"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_ff487cb5dab3",
|
|
|
|
|
+ "account_name": "趣味生活达人"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_1b27dd1beeca",
|
|
|
|
|
+ "account_name": "小贝生活课堂"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_1d887d61088c",
|
|
|
|
|
+ "account_name": "乐享生活小窍门"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_3ed305b5817f",
|
|
|
|
|
+ "account_name": "看不够妙招"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_dd4c857bbb36",
|
|
|
|
|
+ "account_name": "无忧自在生活"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_f902cea89e48",
|
|
|
|
|
+ "account_name": "无忧潮生活"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_b676b7ad9b74",
|
|
|
|
|
+ "account_name": "无忧生活小妙招"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_b6f2c5332c72",
|
|
|
|
|
+ "account_name": "巷尾风声"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_ee78360d06f5",
|
|
|
|
|
+ "account_name": "实用妙招800个"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_68e7fdc09fe4",
|
|
|
|
|
+ "account_name": "史趣探秘"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_789a40fe7935",
|
|
|
|
|
+ "account_name": "史记有言"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_77f36c109fb1",
|
|
|
|
|
+ "account_name": "暖心一隅"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_ac43eb24376d",
|
|
|
|
|
+ "account_name": "麒阁史记"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_969f5ea5fee1",
|
|
|
|
|
+ "account_name": "心海情澜起"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_57573f01b2ee",
|
|
|
|
|
+ "account_name": "那些历史"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_008ef23062ee",
|
|
|
|
|
+ "account_name": "日常生活小技巧集"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_3e91f0624545",
|
|
|
|
|
+ "account_name": "趣谈史记"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_30816d8adb52",
|
|
|
|
|
+ "account_name": "日常巧思集"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_51e4ad40466d",
|
|
|
|
|
+ "account_name": "日常小妙招秘籍"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_7c66e0dbd2cf",
|
|
|
|
|
+ "account_name": "晚年家人"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_03d32e83122f",
|
|
|
|
|
+ "account_name": "快乐生活妙技巧"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_0e4fd9e88386",
|
|
|
|
|
+ "account_name": "持家有妙招"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_95ed5ecf9363",
|
|
|
|
|
+ "account_name": "生活小优招"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_970460d9ccec",
|
|
|
|
|
+ "account_name": "生活之大全"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_749271f1ccd5",
|
|
|
|
|
+ "account_name": "轻松生活方法"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_660afe87b6fd",
|
|
|
|
|
+ "account_name": "趣读奇事"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_03d45c260115",
|
|
|
|
|
+ "account_name": "晚年多享乐"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_1686250f15b6",
|
|
|
|
|
+ "account_name": "福康俏生活"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_98ec0ffe69b3",
|
|
|
|
|
+ "account_name": "博史鉴览"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_2e615fa75ffb",
|
|
|
|
|
+ "account_name": "好招妙"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_57c9e8babea7",
|
|
|
|
|
+ "account_name": "福享暮年"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_bfea052b5baa",
|
|
|
|
|
+ "account_name": "奇读趣史"
|
|
|
|
|
+ },
|
|
|
|
|
+ {
|
|
|
|
|
+ "gh_id": "gh_6d3aa9d13402",
|
|
|
|
|
+ "account_name": "悠读生活"
|
|
|
|
|
+ }
|
|
|
|
|
+ ]
|
|
|
|
|
+ df = cal_account_read_rate(tuple([i['gh_id'] for i in account_gh_id_list]))
|
|
|
|
|
+ index_list = [1, 2, 3, 4, 5, 6, 7, 8]
|
|
|
|
|
+ for account in tqdm(account_gh_id_list):
|
|
|
|
|
+ for index in index_list:
|
|
|
|
|
+ avg_rate, max_time, min_time, a_count = cal_avg_account_read_rate(df, account['gh_id'], index)
|
|
|
|
|
+ print(account['account_name'], "\t", index, "\t", avg_rate, "\t", max_time, "\t", min_time, "\t", a_count,
|
|
|
|
|
+ "\t", account['gh_id'])
|
|
|
|
|
+ try:
|
|
|
|
|
+ if avg_rate == 0:
|
|
|
|
|
+ continue
|
|
|
|
|
+ update_sql = f"""
|
|
|
|
|
+ INSERT INTO long_articles_read_rate
|
|
|
|
|
+ (account_name, gh_id, position, read_rate_avg, remark, articles_count, earliest_publish_time, latest_publish_time, dt_version, is_delete)
|
|
|
|
|
+ values
|
|
|
|
|
+ (%s, %s, %s, %s, %s, %s, %s, %s, %s, %s);
|
|
|
|
|
+ """
|
|
|
|
|
+ lam.update(
|
|
|
|
|
+ sql=update_sql,
|
|
|
|
|
+ params=(
|
|
|
|
|
+ account['account_name'],
|
|
|
|
|
+ account['gh_id'],
|
|
|
|
|
+ index,
|
|
|
|
|
+ avg_rate,
|
|
|
|
|
+ "1022去掉粉丝为 0的计数",
|
|
|
|
|
+ a_count,
|
|
|
|
|
+ timestamp_to_str(min_time),
|
|
|
|
|
+ timestamp_to_str(max_time),
|
|
|
|
|
+ 1022,
|
|
|
|
|
+ 0
|
|
|
|
|
+ )
|
|
|
|
|
+ )
|
|
|
|
|
+ except Exception as e:
|
|
|
|
|
+ print(e)
|
|
|
|
|
+
|
|
|
|
|
+
|
|
|
|
|
+if __name__ == '__main__':
|
|
|
|
|
+ main()
|
