#cash_flow

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Call To Day : 1.801.692.7703 Address : 8846 S Redwood Road #C212, West Jordan, UT 84088

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[epicrealestate-blog]

Illinois Real Estate Investment Team Completes Fix and Flip

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[masaa-ma]

[Python]investpyで株、為替、経済指標データを取得する

from https://qiita.com/matsxxx/items/f7c50b88f0b6d1c9e4d5?utm_campaign=popular_items&utm_medium=feed&utm_source=popular_items

はじめに

　株、為替、経済指標データを取得するため、investpyの使い方のメモを残します。API Referenceからの抜粋です。

環境

Windows 10 home Python(3.7.6) pandas(1.2.1) JupyterLab(3.0.6) investpy(1.0.3)

investpyとは

　Fusion Media Limitedが所有している金融情報のポータルサイトInvesting.comをデータソースとし、株価データ等の金融情報を取得するPythonライブラリです。株価のほか、企業業績、為替、経済指標などpandas-datareaderでは、手に入れられないようなデータも取得することができます。

investpyのインストール

　pipでインストールします。documentにはcondaも可能なようなことが書かれていましたが、pipでしかインストールできませんでした。(2021/03/28時点)

使い方

ある期間の株価を取得する

　investpy.get_stock_historical_dataに企業のシ��ボル（日本だと証券コード）、国、期間を指定して、取得します。シンボル、国を変更するとほかの国の株価を取得することができます。ニューヨーク証券市場やNASDAQだとティッカーシンボル、国、期間を指定します。日付の指定方法が、"日/月/年"とヨーロッパ式なのが注意点です。

日本

code = '7203' #トヨタ自動車 stock_data = investpy.get_stock_historical_data(stock=code, country='japan', from_date='01/02/2021', to_date='28/03/2021') stock_data.tail(5)

　上の例では、トヨタ自動車（証券コード:7203）の株価を表示しています。ヤフーファイナンス（日本）によると、2021/3/26のトヨタ自動車の株価は、始値:8277、高値:8376、安値:8235、終値:8359となっており、investpyで取得した2021/3/26の株価が微妙にずれているのが気になります。また、出来高が0となっています。 　ソニー（証券コード:6758）だと以下のようになっており、出来高は表示されています。こちらは、investpyと、ヤフーファイナンスの株価や出来高に違いはありません。企業によって、データのとり方が異なるのでしょうか・・・。

アメリカ

　NASDAQのアップルのデータも取ることができます。

symbol = "AAPL" #アップル stock_data = investpy.get_stock_historical_data(stock=symbol, country='united states', from_date='01/02/2021', to_date='28/03/2021') stock_data.tail(5)

業績を取得する

　investpy.get_stock_financial_summaryで、業績、バランスシートやキャッシュフローのデータを取得することができます。

通年業績

　period='annual'にします。

code = '7203' #トヨタ自動車 annual = investpy.get_stock_financial_summary(stock=code, country='japan', summary_type='income_statement', period='annual') annual

四半期業績

　period='quarterly'に変更します。最近の業績しか取得できないようです。

code = '7203' #トヨタ自動車 quarterly = investpy.get_stock_financial_summary(stock=code, country='japan', summary_type='income_statement', period='quarterly') quarterly

キャッシュフロー

　summary_type='cash_flow_statement'に変更します。

code = '7203' #トヨタ自動車 cash_flow = investpy.get_stock_financial_summary(stock=code, country='japan', summary_type='cash_flow_statement', period='annual') cash_flow

バランスシート

　summary_type='balance_sheet'に変更します。資��の部、負債の部、純資産の部の大枠のデータしかないようです。

code = '7203' #トヨタ自動車 balance_sheet = investpy.get_stock_financial_summary(stock=code, country='japan', summary_type='balance_sheet', period='annual') balance_sheet

ある期間の為替を取得する

　investpy.get_currency_cross_historical_dataで為替を取得することができます。例として日ごとの日本円とUSドルの為替を表示します。

usd_jpy = investpy.get_currency_cross_historical_data(currency_cross='USD/JPY', from_date='01/02/2021', to_date='28/03/2021') usd_jpy.tail(5)

経済指標を取得する

　investpy.economic_calendarを使って、各国の経済指標を得ることができます。各国の経済指標の予測と実績を一覧で見ることができるので、便利そうです。例は、日本とアメリカの経済指標です。countries=None(default)だと、investpyで可能なすべての国の経済指標を取得します。

economic_data = invest.economic_calendar(time_zone='GMP +9:00', countries=['japan', 'united states'], from_date='01/03/2021', to_date='28/03/2021') economic_data.tail(5)

　importancecolumnを参照することで、重要な指標だけを見ることができます。

economic_data[economic_data['importance']=='high']

参考

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[dohardmoneydotcom-blog]

Illinois Real Estate Investment Team Completes Fix and Flip

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LET'S CONNECT!

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https://www.oneaccountingsoftware.com/blog/how-to-prepare-a-cash-flow-statement-for-a-small-business/

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1) Given the following information: Guarenteed Contract Premium Guarenteed

1) Given the following information: Guarenteed Contract Premium Guarenteed

1) Given the following information: Guarenteed Contract Premium Guarenteed Death Benifit Projected Dividend Projected Cash Value Term Premium Life_Premium Minus Term_Premium and Dividend Cash_Flows $2,300 $200,000 0 0 $325 ??? ??? $2,300 0 0 $330 ??? ??? $2,300 0 0 $335 ??? ??? $2,300 0 $3,500 $340 ??? ??? $2,300 $250 $6,000 $355 ??? ??? $2,300 $400 $9,000 $370 ??? ??? $2,300 $600 $12,000 $390…

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Illinois Real Estate Investment Team Completes Fix and Flip

Robbin and Darvel teamed up to complete this Illinois real estate investment fix and flip project! They wanted to use real estate investing to improve the community. DoHardMoney.com was fast and went above and beyond.

We are known for providing 100% financing to purchase a property and do not require any monthly payments for the initial term of the loan. Do Hard Money was designed by real estate investors for real estate investors. With all of that said, we are really the last of the true hard money lenders, lending solely on the value of the property rather than the strength of the borrower.

Hard money loan? Do Hard Money is the hard money lender you've been searching for to help grow your REI business and achieve your goals - call us today

For more details please visit Our Website - www.dohardmoney.com

Call To Day : 1.801.692.7703 Address : 8846 S Redwood Road #C212, West Jordan, UT 84088

LET'S CONNECT!

Facebook - https://www.facebook.com/pg/dohardmoney Instagram - https://www.instagram.com/dohardmoney/ Twitter - https://twitter.com/dohardmoney Fickr - https://www.flickr.com/photos/dohardm... Google Plus - plus.google.com/+DoHardMoney Linkedin - https://www.linkedin.com/company/262591/

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Illinois Real Estate Investment Team Completes Fix and Flip

Robbin and Darvel teamed up to complete this Illinois real estate investment fix and flip project! They wanted to use real estate investing to improve the community. DoHardMoney.com was fast and went above and beyond.

We are known for providing 100% financing to purchase a property and do not require any monthly payments for the initial term of the loan. Do Hard Money was designed by real estate investors for real estate investors. With all of that said, we are really the last of the true hard money lenders, lending solely on the value of the property rather than the strength of the borrower.

Hard money loan? Do Hard Money is the hard money lender you've been searching for to help grow your REI business and achieve your goals - call us today

For more details please visit Our Website - www.dohardmoney.com

Call To Day : 1.801.692.7703 Address : 8846 S Redwood Road #C212, West Jordan, UT 84088

LET'S CONNECT!

Facebook - https://www.facebook.com/pg/dohardmoney Instagram - https://www.instagram.com/dohardmoney/ Twitter - https://twitter.com/dohardmoney Fickr - https://www.flickr.com/photos/dohardm... Google Plus - plus.google.com/+DoHardMoney Linkedin - https://www.linkedin.com/company/262591/

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Illinois Real Estate Investment Team Completes Fix and Flip

Robbin and Darvel teamed up to complete this Illinois real estate investment fix and flip project! They wanted to use real estate investing to improve the community. DoHardMoney.com was fast and went above and beyond.

We are known for providing 100% financing to purchase a property and do not require any monthly payments for the initial term of the loan. Do Hard Money was designed by real estate investors for real estate investors. With all of that said, we are really the last of the true hard money lenders, lending solely on the value of the property rather than the strength of the borrower.

Hard money loan? Do Hard Money is the hard money lender you've been searching for to help grow your REI business and achieve your goals - call us today For more details please visit Our Website - www.dohardmoney.com

Call To Day : 1.801.692.7703 Address : 8846 S Redwood Road #C212, West Jordan, UT 84088

LET'S CONNECT!

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