ba1lmj / FinMind

Open Data, more than 40 financial data. 提供超過 40 個金融資料，每天更新

You can analyze financial data without having to collect the data by yourself. The datasets are automatically updated daily.

 pip3 install FinMind

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The full version of this documentation is at https://linsamtw.github.io/FinMindDoc/.

Financial Visualize http://finmind.servebeer.com/ (In development)

40 data sets

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FinMind 1.0.60 (2019-05-24)

• New data TaiwanStockMonthRevenue

    from FinMind.Data import Load
    TaiwanStockMonthRevenue = Load.FinData(
    	dataset = 'TaiwanStockMonthRevenue',
    	select = '2330',
    	date = '2018-01-01')
  

• Market index:

  • TSEC weighted index ( Taiwan weighted index ) : stock_id - ^TWII
  • SP500 : stock_id - ^GSPC
  • Dow Jones Industrial Average : stock_id - ^DJI

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FinMind 1.0.57 (2019-04-28)

• Change taiwan stock id, delete TWO and TW. ( eg. 2330.TW -> 2330 )

HistoryUpdate

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Load example

FinMind.Data.Load.transpose(data)

from FinMind.Data import Load

TaiwanStockFinancialStatements = Load.FinData(dataset = 'FinancialStatements',select = '2330',date = '2018-01-01')
print( TaiwanStockFinancialStatements[:5] )
# transpose
data = Load.transpose(TaiwanStockFinancialStatements)

Balance Sheet Taiwan 資產負債表

from FinMind.Data import Load
data = Load.FinData(dataset = 'BalanceSheet',select = ['2330'],date = '2018-01-10')
# or 
from FinMind.Data.Load import BalanceSheet
data = BalanceSheet(select = ['2330'],date = '2018-01-10')

Taiwan Stock Holding SharesPer Taiwan 股權分散表

from FinMind.Data import Load
data = Load.FinData(dataset = 'TaiwanStockHoldingSharesPer',select = ['2330'],date = '2018-10-10')
# or 
from FinMind.Data.Load import TaiwanStockHoldingSharesPer
data = TaiwanStockHoldingSharesPer(select = ['2330'],date = '2018-10-10')

Taiwan Stock Shareholding Taiwan 外資持股

from FinMind.Data import Load
data = Load.FinData(dataset = 'Shareholding',select = ['2330'],date = '2018-10-10')
# or 
from FinMind.Data.Load import Shareholding
data = Shareholding(select = ['2330'],date = '2018-10-10')

Raw Material Futures Prices 美國原物料期貨 ( meats,grains,energies,softs,metals )

from FinMind.Data import Load
RawMaterialFuturesPrices_list = Load.FinDataList(dataset = 'RawMaterialFuturesPrices')
data = Load.FinData(dataset = 'RawMaterialFuturesPrices',select = [RawMaterialFuturesPrices_list[3]],date = '2018-10-10')

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Taiwan Stock Info Taiwan 股票資訊, stock_id 對應以下 select

from FinMind.Data import Load
TaiwanStockInfo = Load.FinData(dataset = 'TaiwanStockInfo')

Taiwan Stock Price Taiwan 股價

from FinMind.Data import Load
TaiwanStockInfo = Load.FinData(dataset = 'TaiwanStockInfo')
data = Load.FinData(dataset = 'TaiwanStockPrice',select = TaiwanStockInfo.loc[1000,'stock_id'],date = '2018-10-10')
print( data[:5] )

    	Open   High    Low  Close  Adj_Close    Volume        date stock_id
    0  233.5  233.5  227.0  227.5      227.5  94589657  2018-10-11     2330
    1  231.0  237.0  229.0  237.0      237.0  47175769  2018-10-12     2330
    2  234.0  234.0  230.5  230.5      230.5  42168280  2018-10-15     2330
    3  229.5  237.0  229.0  237.0      237.0  37818077  2018-10-16     2330
    4  241.5  243.0  238.0  238.5      238.5  42494858  2018-10-17     2330

Taiwan Stock Financial Statements Taiwan 股票財報

from FinMind.Data import Load
TaiwanStockInfo = Load.FinData(dataset = 'TaiwanStockInfo')
data = Load.FinData(dataset = 'FinancialStatements',select = TaiwanStockInfo.loc[1000,'stock_id'],date = '2017-10-10')

Taiwan Stock Stock Dividend Taiwan 股票歷年配息

from FinMind.Data import Load
TaiwanStockInfo = Load.FinData(dataset = 'TaiwanStockInfo')
data = Load.FinData(dataset = 'TaiwanStockStockDividend',select = TaiwanStockInfo.loc[1000,'stock_id'],date = '2017-10-10')

Taiwan Stock Margin Purchase Short Sale Taiwan 股票融資融券

from FinMind.Data import Load
TaiwanStockInfo = Load.FinData(dataset = 'TaiwanStockInfo')
data = Load.FinData(dataset = 'TaiwanStockMarginPurchaseShortSale',select = TaiwanStockInfo.loc[1000,'stock_id'],date = '2018-10-10')

Institutional Investors Buy Sell Taiwan 股票外資買賣

from FinMind.Data import Load
TaiwanStockInfo = Load.FinData(dataset = 'TaiwanStockInfo')
data = Load.FinData(dataset = 'InstitutionalInvestorsBuySell',select = TaiwanStockInfo.loc[1000,'stock_id'],date = '2018-10-10')

Exchange Rate 各國匯率

from FinMind.Data import Load
ExchangeRate_list = Load.FinDataList(dataset = 'ExchangeRate')
data = Load.FinData(dataset = 'ExchangeRate',select = ExchangeRate_list[0],date = '2018-10-10')

Interest Rate 各國央行利率

from FinMind.Data import Load
InterestRate_list = Load.FinDataList(dataset = 'InterestRate')
data = Load.FinData(dataset = 'InterestRate',select = InterestRate_list[0],date = '2018-10-10')

Government bond 各國債券

from FinMind.Data import Load
GovernmentBonds_list = Load.FinDataList(dataset = 'GovernmentBonds')
data = Load.FinData(dataset = 'GovernmentBonds',select = GovernmentBonds_list[0],date = '2018-10-10')

Gold Price 金價

from FinMind.Data import Load
data = Load.FinData(dataset = 'GoldPrice',date = '2018-10-10')    

Crude Oil Prices 油價

from FinMind.Data import Load
CrudeOilPrices_list = Load.FinDataList(dataset = 'CrudeOilPrices')
data = Load.FinData(dataset = 'CrudeOilPrices',select = CrudeOilPrices_list[0],date = '2018-10-10')

For other examples, please refer to demo.

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Financial Data

DataSource

• Stock Information Taiwan,US,Japan,UK,Europe
• Stock Prices Taiwan,US,Japan,UK,Europe
• Financial Statements Taiwan,US
• Crude Oil Prices Brent,WTI
• Exchange Rates ( vs US ) Canada,China,Euro,Japan,Taiwan,UK
• Interest Rate BCB,BOC,BOE,BOJ,CBR,ECB,FED,PBOC,PBOC,RBI,RBA,RBNZ,SNB
• Government Bonds Canada,China,France,Germany,Italy,Japan,Russia,United Kingdom,United States
• Energy Futures Prices BrentOilFutures,CarbonEmissionsFutures,CrudeOilWTIFutures,GasolineRBOBFutures,HeatingOilFutures,LondonGasOilFutures,NaturalGasFutures,
• Raw Material Futures Prices meats, grains, energies, softs, metals
• Taiwan Stock Stock Dividend
• Taiwan Stock Balance Sheet
• Taiwan Stock Holding Shares Per
• Taiwan Stock Shareholding
• Taiwan Stock Institutional Investors Buy and Sell
• Taiwan Stock Margin Purchase Short Sale
• Taiwan Stock Month Revenue
• Gold Price

Financial Visualize ( In development )

At least five kinds of visualization tools for every data type. ( In development )
http://finmind.servebeer.com/ 開發中

Financial Mining ( In development )

LSTM & GRU

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