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Author SHA1 Message Date
48c6154fab 更新环境 2026-02-02 09:08:37 +08:00
3174f306bb 优化表结构,增加表数据 2026-01-30 17:57:12 +08:00
b90d030899 尝试加载数据 2026-01-29 18:10:40 +08:00
9f06ebf87d 完成macd图的绘制 2026-01-29 10:41:53 +08:00
13 changed files with 2632 additions and 313 deletions

7
.idea/dataSources.xml generated
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@@ -8,5 +8,12 @@
<jdbc-url>jdbc:postgresql://81.71.3.24:6785/leopard_dev</jdbc-url>
<working-dir>$ProjectFileDir$</working-dir>
</data-source>
<data-source source="LOCAL" name="leopard.sqlite" uuid="c9e16f8e-81be-45cf-847c-47a6750eeee2">
<driver-ref>sqlite.xerial</driver-ref>
<synchronize>true</synchronize>
<jdbc-driver>org.sqlite.JDBC</jdbc-driver>
<jdbc-url>jdbc:sqlite:$USER_HOME$/Documents/leopard_data/leopard.sqlite</jdbc-url>
<working-dir>$ProjectFileDir$</working-dir>
</data-source>
</component>
</project>

7
.idea/data_source_mapping.xml generated Normal file
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@@ -0,0 +1,7 @@
<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="DataSourcePerFileMappings">
<file url="file://$APPLICATION_CONFIG_DIR$/consoles/db/bd7b5f2a-eb99-4aad-81ec-1fec76b3d7fc/console.sql" value="bd7b5f2a-eb99-4aad-81ec-1fec76b3d7fc" />
<file url="file://$APPLICATION_CONFIG_DIR$/consoles/db/c9e16f8e-81be-45cf-847c-47a6750eeee2/console.sql" value="c9e16f8e-81be-45cf-847c-47a6750eeee2" />
</component>
</project>

6
.idea/db-forest-config.xml generated Normal file
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@@ -0,0 +1,6 @@
<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="db-tree-configuration">
<option name="data" value="" />
</component>
</project>

1
.idea/sqldialects.xml generated
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@@ -1,6 +1,7 @@
<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="SqlDialectMappings">
<file url="file://$PROJECT_DIR$/sql/initial.sql" dialect="SQLite" />
<file url="PROJECT" dialect="PostgreSQL" />
</component>
</project>

1
.idea/vcs.xml generated
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@@ -2,6 +2,5 @@
<project version="4">
<component name="VcsDirectoryMappings">
<mapping directory="$PROJECT_DIR$" vcs="Git" />
<mapping directory="$PROJECT_DIR$/backtestingpy" vcs="Git" />
</component>
</project>

136
data.py Normal file
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@@ -0,0 +1,136 @@
from datetime import date, datetime, timedelta
from time import sleep
from sqlalchemy import Column, Double, Integer, String, create_engine
from sqlalchemy.orm import DeclarativeBase, Session
from tushare import pro_api
TUSHARE_API_KEY = '64ebff4fa679167600b905ee45dd88e76f3963c0ff39157f3f085f0e'
class Base(DeclarativeBase):
pass
class Stock(Base):
__tablename__ = 'stock'
code = Column(String, primary_key=True, comment="代码")
name = Column(String, comment="名称")
fullname = Column(String, comment="全名")
market = Column(String, comment="市场")
exchange = Column(String, comment="交易所")
industry = Column(String, comment="行业")
list_date = Column(String, comment="上市日期")
class Daily(Base):
__tablename__ = 'daily'
code = Column(String, primary_key=True)
trade_date = Column(String, primary_key=True)
open = Column(Double)
close = Column(Double)
high = Column(Double)
low = Column(Double)
previous_close = Column(Double)
turnover = Column(Double)
volume = Column(Integer)
price_change_amount = Column(Double)
factor = Column(Double)
def main():
print("开始更新数据")
engine = create_engine(f"sqlite:////Users/lanyuanxiaoyao/Documents/leopard_data/leopard.sqlite")
try:
Stock.metadata.create_all(engine, checkfirst=True)
Daily.metadata.create_all(engine, checkfirst=True)
pro = pro_api(TUSHARE_API_KEY)
# with engine.connect() as connection:
# stocks = pro.stock_basic(list_status="L", market="主板", fields="ts_code,name,fullname,market,exchange,industry,list_date")
# for row in stocks.itertuples():
# stmt = insert(Stock).values(
# code=row.ts_code,
# name=row.name,
# fullname=row.fullname,
# market=row.market,
# exchange=row.exchange,
# industry=row.industry,
# list_date=row.list_date,
# )
# stmt = stmt.on_conflict_do_update(
# index_elements=["code"],
# set_={
# "name": stmt.excluded.name,
# "fullname": stmt.excluded.fullname,
# "market": stmt.excluded.market,
# "exchange": stmt.excluded.exchange,
# "industry": stmt.excluded.industry,
# "list_date": stmt.excluded.list_date,
# },
# )
# print(stmt)
# connection.execute(stmt)
# connection.commit()
#
# print("清理行情数据")
# connection.execute(text("delete from daily where code not in (select distinct code from stock)"))
# connection.commit()
#
# print("清理财务数据")
# connection.execute(text("delete from finance_indicator where code not in (select distinct code from stock)"))
# connection.commit()
with Session(engine) as session:
stock_codes = [row[0] for row in session.query(Stock.code).all()]
latest_date = session.query(Daily.trade_date).order_by(Daily.trade_date.desc()).first()
if latest_date is None:
latest_date = '1990-12-19'
else:
latest_date = latest_date.trade_date
latest_date = datetime.strptime(latest_date, '%Y-%m-%d').date()
current_date = date.today() - timedelta(days=1)
delta = (current_date - latest_date).days
print(f"最新数据日期:{latest_date},当前日期:{current_date},待更新天数:{delta}")
if delta > 0:
update_dates = []
for i in range(delta):
latest_date = latest_date + timedelta(days=1)
update_dates.append(latest_date.strftime('%Y%m%d'))
for target_date in update_dates:
print(f"正在采集:{target_date}")
dailies = pro.daily(trade_date=target_date)
dailies.set_index("ts_code", inplace=True)
factors = pro.adj_factor(trade_date=target_date)
factors.set_index("ts_code", inplace=True)
results = dailies.join(factors, lsuffix="_daily", rsuffix="_factor", how="left")
rows = []
for row in results.itertuples():
if row.Index in stock_codes:
rows.append(
Daily(
code=row.Index,
trade_date=datetime.strptime(target_date, '%Y%m%d').strftime("%Y-%m-%d"),
open=row.open,
close=row.close,
high=row.high,
low=row.low,
previous_close=row.pre_close,
turnover=row.amount,
volume=row.vol,
price_change_amount=row.pct_chg,
factor=row.adj_factor,
)
)
session.add_all(rows)
session.commit()
sleep(1)
finally:
engine.dispose()
if __name__ == '__main__':
main()

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{
"cells": [
{
"metadata": {
"ExecuteTime": {
"end_time": "2026-01-30T05:41:51.291397Z",
"start_time": "2026-01-30T04:34:22.917761Z"
}
},
"cell_type": "code",
"source": [
"import urllib.parse\n",
"\n",
"import pandas as pd\n",
"import sqlalchemy\n",
"from sqlalchemy import text\n",
"from sqlalchemy.orm import DeclarativeBase, Session\n",
"\n",
"postgresql_engin = sqlalchemy.create_engine(\n",
" f\"postgresql://leopard:{urllib.parse.quote_plus(\"9NEzFzovnddf@PyEP?e*AYAWnCyd7UhYwQK$pJf>7?ccFiN^x4$eKEZ5~E<7<+~X\")}@81.71.3.24:6785/leopard\"\n",
")\n",
"sqlite_engine = sqlalchemy.create_engine(f\"sqlite:////Users/lanyuanxiaoyao/Documents/leopard_data/leopard.sqlite\")\n",
"\n",
"\n",
"class Base(DeclarativeBase):\n",
" pass\n",
"\n",
"\n",
"class Daily(Base):\n",
" __tablename__ = 'daily'\n",
"\n",
" code = sqlalchemy.Column(sqlalchemy.String, primary_key=True)\n",
" trade_date = sqlalchemy.Column(sqlalchemy.Date, primary_key=True)\n",
" open = sqlalchemy.Column(sqlalchemy.Double)\n",
" close = sqlalchemy.Column(sqlalchemy.Double)\n",
" high = sqlalchemy.Column(sqlalchemy.Double)\n",
" low = sqlalchemy.Column(sqlalchemy.Double)\n",
" previous_close = sqlalchemy.Column(sqlalchemy.Double)\n",
" turnover = sqlalchemy.Column(sqlalchemy.Double)\n",
" volume = sqlalchemy.Column(sqlalchemy.Integer)\n",
" price_change_amount = sqlalchemy.Column(sqlalchemy.Double)\n",
" factor = sqlalchemy.Column(sqlalchemy.Double)\n",
"\n",
"\n",
"try:\n",
" with Session(postgresql_engin) as pg_session:\n",
" results = pg_session.execute(text(\"select distinct trade_date from leopard_daily\")).fetchall()\n",
" results = list(map(lambda x: x[0].strftime(\"%Y-%m-%d\"), results))\n",
" dates = [results[i: i + 30] for i in range(0, len(results), 30)]\n",
"\n",
" for index, date in enumerate(dates):\n",
" print(date)\n",
" daily_df = pd.read_sql(\n",
" f\"\"\"\n",
" select code,\n",
" trade_date,\n",
" open,\n",
" close,\n",
" high,\n",
" low,\n",
" previous_close,\n",
" turnover,\n",
" volume,\n",
" price_change_amount,\n",
" factor\n",
" from leopard_daily d\n",
" left join leopard_stock s on d.stock_id = s.id\n",
" where d.trade_date in ('{\"','\".join(date)}')\n",
" \"\"\",\n",
" postgresql_engin\n",
" )\n",
" with Session(sqlite_engine) as session:\n",
" rows = []\n",
" for _, row in daily_df.iterrows():\n",
" rows.append(\n",
" Daily(\n",
" code=row[\"code\"],\n",
" trade_date=row[\"trade_date\"],\n",
" open=row[\"open\"],\n",
" close=row[\"close\"],\n",
" high=row[\"high\"],\n",
" low=row[\"low\"],\n",
" previous_close=row[\"previous_close\"],\n",
" turnover=row[\"turnover\"],\n",
" volume=row[\"volume\"],\n",
" price_change_amount=row[\"price_change_amount\"],\n",
" factor=row[\"factor\"]\n",
" )\n",
" )\n",
" session.add_all(rows)\n",
" session.commit()\n",
"finally:\n",
" postgresql_engin.dispose()\n",
" sqlite_engine.dispose()"
],
"id": "48821306efc640a1",
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['2025-12-25', '2025-12-26', '2025-12-29', '2025-12-30', '2025-12-31', '2026-01-05', '2026-01-06', '2026-01-07', '2026-01-08', '2026-01-09']\n"
]
}
],
"execution_count": 22
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2026-01-30T09:24:09.859231Z",
"start_time": "2026-01-30T09:24:09.746912Z"
}
},
"cell_type": "code",
"source": [
"import tushare as ts\n",
"\n",
"pro = ts.pro_api(\"64ebff4fa679167600b905ee45dd88e76f3963c0ff39157f3f085f0e\")\n",
"# stocks = pro.stock_basic(ts_code=\"600200.SH\", list_status=\"D\", fields=\"ts_code,name,fullname,market,exchange,industry,list_date,delist_date\")\n",
"# stocks"
],
"id": "ed58a1faaf2cdb8e",
"outputs": [],
"execution_count": 34
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2026-01-30T07:14:29.897120Z",
"start_time": "2026-01-30T07:14:29.664124Z"
}
},
"cell_type": "code",
"source": "# stocks.to_csv(\"dlist.csv\")",
"id": "3c8c0a38d6b2992e",
"outputs": [],
"execution_count": 24
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2026-01-30T09:46:34.808300Z",
"start_time": "2026-01-30T09:46:34.129412Z"
}
},
"cell_type": "code",
"source": [
"daily_df = pro.daily(trade_date=\"20251231\")\n",
"daily_df.set_index(\"ts_code\", inplace=True)\n",
"factor_df = pro.adj_factor(trade_date=\"20251231\")\n",
"factor_df.set_index(\"ts_code\", inplace=True)"
],
"id": "c052a945869aa329",
"outputs": [],
"execution_count": 50
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2026-01-30T09:46:36.697015Z",
"start_time": "2026-01-30T09:46:36.642975Z"
}
},
"cell_type": "code",
"source": [
"result_df = daily_df.join(factor_df, lsuffix=\"_daily\", rsuffix=\"_factor\", how=\"left\")\n",
"result_df\n",
"# factor_df"
],
"id": "d61ee80d2cd9f06b",
"outputs": [
{
"data": {
"text/plain": [
" trade_date_daily open high low close pre_close change \\\n",
"ts_code \n",
"000001.SZ 20251231 11.48 11.49 11.40 11.41 11.48 -0.07 \n",
"000002.SZ 20251231 4.66 4.68 4.62 4.65 4.62 0.03 \n",
"000004.SZ 20251231 11.30 11.35 11.07 11.08 11.27 -0.19 \n",
"000006.SZ 20251231 9.95 10.03 9.69 9.95 9.86 0.09 \n",
"000007.SZ 20251231 11.72 11.75 11.28 11.44 11.62 -0.18 \n",
"... ... ... ... ... ... ... ... \n",
"920978.BJ 20251231 37.64 38.39 36.88 36.90 37.78 -0.88 \n",
"920981.BJ 20251231 32.20 32.29 31.75 31.96 32.07 -0.11 \n",
"920982.BJ 20251231 233.00 238.49 232.10 233.70 234.80 -1.10 \n",
"920985.BJ 20251231 7.32 7.35 7.17 7.19 7.30 -0.11 \n",
"920992.BJ 20251231 17.33 17.60 17.29 17.39 17.38 0.01 \n",
"\n",
" pct_chg vol amount trade_date_factor adj_factor \n",
"ts_code \n",
"000001.SZ -0.6098 590620.37 675457.357 20251231 134.5794 \n",
"000002.SZ 0.6494 1075561.25 499883.113 20251231 181.7040 \n",
"000004.SZ -1.6859 18056.00 20248.567 20251231 4.0640 \n",
"000006.SZ 0.9128 270369.08 267758.676 20251231 39.7400 \n",
"000007.SZ -1.5491 80556.00 92109.366 20251231 8.2840 \n",
"... ... ... ... ... ... \n",
"920978.BJ -2.3293 33945.04 126954.937 20251231 1.2885 \n",
"920981.BJ -0.3430 8237.16 26301.206 20251231 1.4343 \n",
"920982.BJ -0.4685 5210.09 122452.646 20251231 4.2831 \n",
"920985.BJ -1.5068 35174.30 25350.257 20251231 1.6280 \n",
"920992.BJ 0.0575 6991.87 12193.445 20251231 1.4932 \n",
"\n",
"[5458 rows x 12 columns]"
],
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>trade_date_daily</th>\n",
" <th>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" <th>close</th>\n",
" <th>pre_close</th>\n",
" <th>change</th>\n",
" <th>pct_chg</th>\n",
" <th>vol</th>\n",
" <th>amount</th>\n",
" <th>trade_date_factor</th>\n",
" <th>adj_factor</th>\n",
" </tr>\n",
" <tr>\n",
" <th>ts_code</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>000001.SZ</th>\n",
" <td>20251231</td>\n",
" <td>11.48</td>\n",
" <td>11.49</td>\n",
" <td>11.40</td>\n",
" <td>11.41</td>\n",
" <td>11.48</td>\n",
" <td>-0.07</td>\n",
" <td>-0.6098</td>\n",
" <td>590620.37</td>\n",
" <td>675457.357</td>\n",
" <td>20251231</td>\n",
" <td>134.5794</td>\n",
" </tr>\n",
" <tr>\n",
" <th>000002.SZ</th>\n",
" <td>20251231</td>\n",
" <td>4.66</td>\n",
" <td>4.68</td>\n",
" <td>4.62</td>\n",
" <td>4.65</td>\n",
" <td>4.62</td>\n",
" <td>0.03</td>\n",
" <td>0.6494</td>\n",
" <td>1075561.25</td>\n",
" <td>499883.113</td>\n",
" <td>20251231</td>\n",
" <td>181.7040</td>\n",
" </tr>\n",
" <tr>\n",
" <th>000004.SZ</th>\n",
" <td>20251231</td>\n",
" <td>11.30</td>\n",
" <td>11.35</td>\n",
" <td>11.07</td>\n",
" <td>11.08</td>\n",
" <td>11.27</td>\n",
" <td>-0.19</td>\n",
" <td>-1.6859</td>\n",
" <td>18056.00</td>\n",
" <td>20248.567</td>\n",
" <td>20251231</td>\n",
" <td>4.0640</td>\n",
" </tr>\n",
" <tr>\n",
" <th>000006.SZ</th>\n",
" <td>20251231</td>\n",
" <td>9.95</td>\n",
" <td>10.03</td>\n",
" <td>9.69</td>\n",
" <td>9.95</td>\n",
" <td>9.86</td>\n",
" <td>0.09</td>\n",
" <td>0.9128</td>\n",
" <td>270369.08</td>\n",
" <td>267758.676</td>\n",
" <td>20251231</td>\n",
" <td>39.7400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>000007.SZ</th>\n",
" <td>20251231</td>\n",
" <td>11.72</td>\n",
" <td>11.75</td>\n",
" <td>11.28</td>\n",
" <td>11.44</td>\n",
" <td>11.62</td>\n",
" <td>-0.18</td>\n",
" <td>-1.5491</td>\n",
" <td>80556.00</td>\n",
" <td>92109.366</td>\n",
" <td>20251231</td>\n",
" <td>8.2840</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>920978.BJ</th>\n",
" <td>20251231</td>\n",
" <td>37.64</td>\n",
" <td>38.39</td>\n",
" <td>36.88</td>\n",
" <td>36.90</td>\n",
" <td>37.78</td>\n",
" <td>-0.88</td>\n",
" <td>-2.3293</td>\n",
" <td>33945.04</td>\n",
" <td>126954.937</td>\n",
" <td>20251231</td>\n",
" <td>1.2885</td>\n",
" </tr>\n",
" <tr>\n",
" <th>920981.BJ</th>\n",
" <td>20251231</td>\n",
" <td>32.20</td>\n",
" <td>32.29</td>\n",
" <td>31.75</td>\n",
" <td>31.96</td>\n",
" <td>32.07</td>\n",
" <td>-0.11</td>\n",
" <td>-0.3430</td>\n",
" <td>8237.16</td>\n",
" <td>26301.206</td>\n",
" <td>20251231</td>\n",
" <td>1.4343</td>\n",
" </tr>\n",
" <tr>\n",
" <th>920982.BJ</th>\n",
" <td>20251231</td>\n",
" <td>233.00</td>\n",
" <td>238.49</td>\n",
" <td>232.10</td>\n",
" <td>233.70</td>\n",
" <td>234.80</td>\n",
" <td>-1.10</td>\n",
" <td>-0.4685</td>\n",
" <td>5210.09</td>\n",
" <td>122452.646</td>\n",
" <td>20251231</td>\n",
" <td>4.2831</td>\n",
" </tr>\n",
" <tr>\n",
" <th>920985.BJ</th>\n",
" <td>20251231</td>\n",
" <td>7.32</td>\n",
" <td>7.35</td>\n",
" <td>7.17</td>\n",
" <td>7.19</td>\n",
" <td>7.30</td>\n",
" <td>-0.11</td>\n",
" <td>-1.5068</td>\n",
" <td>35174.30</td>\n",
" <td>25350.257</td>\n",
" <td>20251231</td>\n",
" <td>1.6280</td>\n",
" </tr>\n",
" <tr>\n",
" <th>920992.BJ</th>\n",
" <td>20251231</td>\n",
" <td>17.33</td>\n",
" <td>17.60</td>\n",
" <td>17.29</td>\n",
" <td>17.39</td>\n",
" <td>17.38</td>\n",
" <td>0.01</td>\n",
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82
notebook/sqlalchemy.ipynb Normal file

File diff suppressed because one or more lines are too long

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94
sql/initial.sql Normal file
View File

@@ -0,0 +1,94 @@
CREATE TABLE stock
(
code varchar not null,
name varchar not null,
fullname varchar,
industry varchar,
listed_date date,
market varchar,
exchange varchar,
primary key (code)
);
CREATE TABLE daily
(
code varchar not null,
trade_date date not null,
open double,
close double,
high double,
low double,
previous_close double,
turnover double,
volume integer,
price_change_amount double,
factor double,
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);
CREATE TABLE finance_indicator
(
code varchar not null,
year integer not null,
accounts_payable double,
accounts_payable_to_total_assets_ratio double,
accounts_receivable double,
accounts_receivable_to_total_assets_ratio double,
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capital_surplus double,
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cash_and_cash_equivalents_to_total_assets_ratio double,
cash_flow_adequacy_ratio double,
cash_flow_from_financing_activities double,
cash_flow_from_investing_activities double,
cash_flow_from_operating_activities double,
cash_flow_ratio double,
cash_reinvestment_ratio double,
current_assets double,
current_assets_to_total_assets_ratio double,
current_liabilities double,
current_liabilities_to_total_assets_ratio double,
current_liabilities_to_total_liabilities_ratio double,
current_ratio double,
days_accounts_receivable_turnover double,
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liabilities_to_total_assets_ratio double,
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shareholders_equity double,
shareholders_equity_to_total_assets_ratio double,
surplus_reserve double,
total_assets double,
total_assets_turnover double,
total_liabilities double,
total_share_capital double,
undistributed_profit double,
primary key (code, year)
)

266
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