{"nbformat":4,"nbformat_minor":5,"metadata":{"colab":{"name":"2021-06-11_metrical_trading_py.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.1"}},"cells":[{"cell_type":"markdown","metadata":{"id":"pleased-national"},"source":["# 成功する投資:トレーディングのサイエンス\n","- [Qiita URL](https://qiita.com/blog_UKI/items/f782fb86747e0bae89a9)\n","\n","記事中の `yfinance` のバグは直っているようだ。"],"id":"pleased-national"},{"cell_type":"markdown","metadata":{"id":"1nnaJdsQ4YWm"},"source":["## 計量的・実証的トレーディングの準備\n","さて、それではまずデータを集めます。データはYahoo FinanceのAPIを使って集めます。"],"id":"1nnaJdsQ4YWm"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ceFJu3sv4GK0","executionInfo":{"elapsed":3122,"status":"ok","timestamp":1623399960772,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"f35e5571-0c51-430b-b29f-b938cfacf56b"},"source":["#!pip install yfinance"],"id":"ceFJu3sv4GK0","execution_count":null,"outputs":[{"output_type":"stream","text":["Requirement already satisfied: yfinance in /usr/local/lib/python3.7/dist-packages (0.1.59)\n","Requirement already satisfied: lxml>=4.5.1 in /usr/local/lib/python3.7/dist-packages (from yfinance) (4.6.3)\n","Requirement already satisfied: multitasking>=0.0.7 in /usr/local/lib/python3.7/dist-packages (from yfinance) (0.0.9)\n","Requirement already satisfied: pandas>=0.24 in /usr/local/lib/python3.7/dist-packages (from yfinance) (1.1.5)\n","Requirement already satisfied: requests>=2.20 in /usr/local/lib/python3.7/dist-packages (from yfinance) (2.23.0)\n","Requirement already satisfied: numpy>=1.15 in /usr/local/lib/python3.7/dist-packages (from yfinance) (1.19.5)\n","Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24->yfinance) (2018.9)\n","Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24->yfinance) (2.8.1)\n","Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.20->yfinance) (2.10)\n","Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.20->yfinance) (1.24.3)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.20->yfinance) (2020.12.5)\n","Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.20->yfinance) (3.0.4)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas>=0.24->yfinance) (1.15.0)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"NE20eEeO5XYA"},"source":["## ライブラリ読み込み"],"id":"NE20eEeO5XYA"},{"cell_type":"code","metadata":{"id":"huxEIG4P5UxN"},"source":["import datetime\n","import numpy as np\n","import pandas as pd\n","import yfinance as yf\n","import matplotlib.pyplot as plt"],"id":"huxEIG4P5UxN","execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"fatal-visitor"},"source":["## 価格のヒストリカルデータ\n","では、まず日本の株式市場の銘柄について、価格データをダウンロードしてみましょう。\n","\n","以下のコードを実行すると、一瞬で7203トヨタ自動車のヒストリカルデータを取得することができます。日本市場の銘柄のtickerシンボルは、証券コード+\".T\"で表されるため、特にYahoo Financeのシンボルを調べなくとも簡単にほぼ全ての銘柄のデータを取得することができます。"],"id":"fatal-visitor"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":441},"id":"structural-spoke","scrolled":false,"executionInfo":{"elapsed":347,"status":"ok","timestamp":1623399961113,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"67b5ec66-cc1b-4bf3-b813-e3ce9d26aef4"},"source":["ticker = yf.Ticker(\"7203.T\")\n","ticker.history(period=\"max\")"],"id":"structural-spoke","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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OpenHighLowCloseVolumeDividendsStock Splits
Date
1999-05-062211.6866232287.7331542186.3377792287.73315431150000.00
1999-05-072275.0586842281.3958952186.3377332205.34936530330000.00
1999-05-102205.3494182230.6982622186.3377852199.01220712610000.00
1999-05-112218.0237532230.6981742180.0004882180.00048816860000.00
1999-05-122180.0004192218.0236822180.0004192218.02368225960000.00
........................
2021-06-079953.0000009971.0000009865.0000009917.00000063740000.00
2021-06-089838.0000009899.0000009785.0000009856.00000053789000.00
2021-06-099836.0000009950.0000009814.0000009906.00000044281000.00
2021-06-109830.0000009918.0000009820.0000009866.00000041573000.00
2021-06-119846.0000009903.0000009780.0000009861.00000065811000.00
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5518 rows × 7 columns

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"],"text/plain":[" Open High Low Close Volume \\\n","Date \n","1999-05-06 2211.686623 2287.733154 2186.337779 2287.733154 3115000 \n","1999-05-07 2275.058684 2281.395895 2186.337733 2205.349365 3033000 \n","1999-05-10 2205.349418 2230.698262 2186.337785 2199.012207 1261000 \n","1999-05-11 2218.023753 2230.698174 2180.000488 2180.000488 1686000 \n","1999-05-12 2180.000419 2218.023682 2180.000419 2218.023682 2596000 \n","... ... ... ... ... ... \n","2021-06-07 9953.000000 9971.000000 9865.000000 9917.000000 6374000 \n","2021-06-08 9838.000000 9899.000000 9785.000000 9856.000000 5378900 \n","2021-06-09 9836.000000 9950.000000 9814.000000 9906.000000 4428100 \n","2021-06-10 9830.000000 9918.000000 9820.000000 9866.000000 4157300 \n","2021-06-11 9846.000000 9903.000000 9780.000000 9861.000000 6581100 \n","\n"," Dividends Stock Splits \n","Date \n","1999-05-06 0.0 0 \n","1999-05-07 0.0 0 \n","1999-05-10 0.0 0 \n","1999-05-11 0.0 0 \n","1999-05-12 0.0 0 \n","... ... ... \n","2021-06-07 0.0 0 \n","2021-06-08 0.0 0 \n","2021-06-09 0.0 0 \n","2021-06-10 0.0 0 \n","2021-06-11 0.0 0 \n","\n","[5518 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"comprehensive-stereo"},"source":["## 損益計算書\n","続いて財務諸表のデータを見てみましょう。まずは損益計算書からです。\n","\n","以下のコードから直近およそ3年分の損益計算書を取得できます。この中で特に重要なのは、Total Revenue(売上高)、Operating Income(営業利益)、Net Income(当期純利益)でしょうか。"],"id":"comprehensive-stereo"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":716},"id":"protective-remark","executionInfo":{"elapsed":1540,"status":"ok","timestamp":1623399962650,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"51213a51-e84d-43a8-f2e2-c10758a73311"},"source":["ticker.financials"],"id":"protective-remark","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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2021-03-312020-03-312019-03-312018-03-31
Research DevelopmentNoneNoneNoneNone
Effect Of Accounting ChargesNoneNoneNoneNone
Income Before Tax2932355000000.02825759000000.02645531000000.03090512000000.0
Minority Interest883782000000.0677064000000.0718985000000.0694120000000.0
Net Income2245261000000.02076183000000.01882873000000.02493983000000.0
Selling General Administrative2634625000000.02973166000000.02986695000000.03090495000000.0
Gross Profit4832373000000.05407628000000.05443896000000.05490357000000.0
Ebit2197748000000.02434462000000.02457201000000.02399862000000.0
Operating Income2197748000000.02434462000000.02457201000000.02399862000000.0
Other Operating ExpensesNoneNoneNoneNone
Interest Expense-47537000000.0-32217000000.0-28078000000.0-27586000000.0
Extraordinary ItemsNoneNoneNoneNone
Non RecurringNoneNoneNoneNone
Other ItemsNoneNoneNoneNone
Income Tax Expense649976000000.0683430000000.0659944000000.0504406000000.0
Total Revenue27214593000000.029929992000000.030225681000000.029379510000000.0
Total Operating Expenses25016845000000.027495530000000.027768480000000.026979648000000.0
Cost Of Revenue22382220000000.024522364000000.024781785000000.023889153000000.0
Total Other Income Expense Net734607000000.0391297000000.0188330000000.0690650000000.0
Discontinued OperationsNoneNoneNoneNone
Net Income From Continuing Ops2282379000000.02142329000000.01985587000000.02586106000000.0
Net Income Applicable To Common Shares2245261000000.02058899000000.01868085000000.02481692000000.0
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"],"text/plain":[" 2021-03-31 2020-03-31 \\\n","Research Development None None \n","Effect Of Accounting Charges None None \n","Income Before Tax 2932355000000.0 2825759000000.0 \n","Minority Interest 883782000000.0 677064000000.0 \n","Net Income 2245261000000.0 2076183000000.0 \n","Selling General Administrative 2634625000000.0 2973166000000.0 \n","Gross Profit 4832373000000.0 5407628000000.0 \n","Ebit 2197748000000.0 2434462000000.0 \n","Operating Income 2197748000000.0 2434462000000.0 \n","Other Operating Expenses None None \n","Interest Expense -47537000000.0 -32217000000.0 \n","Extraordinary Items None None \n","Non Recurring None None \n","Other Items None None \n","Income Tax Expense 649976000000.0 683430000000.0 \n","Total Revenue 27214593000000.0 29929992000000.0 \n","Total Operating Expenses 25016845000000.0 27495530000000.0 \n","Cost Of Revenue 22382220000000.0 24522364000000.0 \n","Total Other Income Expense Net 734607000000.0 391297000000.0 \n","Discontinued Operations None None \n","Net Income From Continuing Ops 2282379000000.0 2142329000000.0 \n","Net Income Applicable To Common Shares 2245261000000.0 2058899000000.0 \n","\n"," 2019-03-31 2018-03-31 \n","Research Development None None \n","Effect Of Accounting Charges None None \n","Income Before Tax 2645531000000.0 3090512000000.0 \n","Minority Interest 718985000000.0 694120000000.0 \n","Net Income 1882873000000.0 2493983000000.0 \n","Selling General Administrative 2986695000000.0 3090495000000.0 \n","Gross Profit 5443896000000.0 5490357000000.0 \n","Ebit 2457201000000.0 2399862000000.0 \n","Operating Income 2457201000000.0 2399862000000.0 \n","Other Operating Expenses None None \n","Interest Expense -28078000000.0 -27586000000.0 \n","Extraordinary Items None None \n","Non Recurring None None \n","Other Items None None \n","Income Tax Expense 659944000000.0 504406000000.0 \n","Total Revenue 30225681000000.0 29379510000000.0 \n","Total Operating Expenses 27768480000000.0 26979648000000.0 \n","Cost Of Revenue 24781785000000.0 23889153000000.0 \n","Total Other Income Expense Net 188330000000.0 690650000000.0 \n","Discontinued Operations None None \n","Net Income From Continuing Ops 1985587000000.0 2586106000000.0 \n","Net Income Applicable To Common Shares 1868085000000.0 2481692000000.0 "]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"approximate-polyester"},"source":["## 貸借対照表(バランスシート)\n","次は貸借対照表です。\n","\n","以下のコードから直近およそ3年分の貸借対照表を取得できます。この中で特に重要なのは、Total Assets(総資産)、Total Liab(総負債)、Total Stockholder Equity(自己資本)でしょうか。"],"id":"approximate-polyester"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":838},"id":"vietnamese-palestinian","executionInfo":{"elapsed":24,"status":"ok","timestamp":1623399962651,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"257a7d01-d3d3-46d9-b8a3-87d08b5c0cb0"},"source":["ticker.balance_sheet"],"id":"vietnamese-palestinian","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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2021-03-312020-03-312019-03-312018-03-31
Intangible Assets1.108634e+12NaNNaNNaN
Capital Surplus4.972750e+114.893340e+114.871620e+114.875020e+11
Total Liab3.797881e+133.194275e+133.186981e+133.087815e+13
Total Stockholder Equity2.340455e+132.006062e+131.934815e+131.873598e+13
Minority Interest8.837820e+116.770640e+117.189850e+116.941200e+11
Other Current Liab3.717174e+124.102642e+124.479344e+124.399669e+12
Total Assets6.226714e+135.268044e+135.193695e+135.030825e+13
Common Stock3.970500e+113.970500e+113.970500e+113.970500e+11
Other Current Assets7.450700e+112.469880e+111.425310e+112.022920e+11
Retained Earnings2.410418e+132.342761e+132.198752e+131.947346e+13
Other Liab3.050830e+122.746823e+122.887743e+122.902003e+12
Treasury Stock-1.593954e+12-4.253379e+12-3.523575e+12-1.622034e+12
Other Assets8.861660e+118.905140e+111.182809e+121.067759e+12
Cash3.274150e+122.774498e+122.790212e+122.390524e+12
Total Current Liabilities2.146047e+131.790238e+131.822694e+131.779689e+13
Deferred Long Term Asset Charges3.362240e+113.547850e+115.018720e+114.941200e+11
Other Stockholder Equity1.307726e+12-1.166273e+12-9.166500e+114.356990e+11
Property Plant Equipment7.195309e+126.571110e+126.178503e+125.901958e+12
Total Current Assets2.277680e+131.864253e+131.887924e+131.815266e+13
Long Term Investments1.324472e+131.184489e+131.090829e+131.133854e+13
Net Tangible Assets2.229591e+132.006062e+131.934815e+131.873598e+13
Short Term Investments4.215457e+121.477202e+122.234892e+122.447703e+12
Net Receivables3.071200e+122.659748e+122.940890e+122.708900e+12
Long Term Debt1.402581e+121.029678e+127.655860e+115.910860e+11
Inventory2.888028e+122.434918e+122.656396e+122.539789e+12
Accounts Payable4.045939e+122.434180e+122.645984e+122.586657e+12
Short Long Term DebtNaN1.418710e+111.560380e+111.674550e+11
\n","
"],"text/plain":[" 2021-03-31 2020-03-31 2019-03-31 \\\n","Intangible Assets 1.108634e+12 NaN NaN \n","Capital Surplus 4.972750e+11 4.893340e+11 4.871620e+11 \n","Total Liab 3.797881e+13 3.194275e+13 3.186981e+13 \n","Total Stockholder Equity 2.340455e+13 2.006062e+13 1.934815e+13 \n","Minority Interest 8.837820e+11 6.770640e+11 7.189850e+11 \n","Other Current Liab 3.717174e+12 4.102642e+12 4.479344e+12 \n","Total Assets 6.226714e+13 5.268044e+13 5.193695e+13 \n","Common Stock 3.970500e+11 3.970500e+11 3.970500e+11 \n","Other Current Assets 7.450700e+11 2.469880e+11 1.425310e+11 \n","Retained Earnings 2.410418e+13 2.342761e+13 2.198752e+13 \n","Other Liab 3.050830e+12 2.746823e+12 2.887743e+12 \n","Treasury Stock -1.593954e+12 -4.253379e+12 -3.523575e+12 \n","Other Assets 8.861660e+11 8.905140e+11 1.182809e+12 \n","Cash 3.274150e+12 2.774498e+12 2.790212e+12 \n","Total Current Liabilities 2.146047e+13 1.790238e+13 1.822694e+13 \n","Deferred Long Term Asset Charges 3.362240e+11 3.547850e+11 5.018720e+11 \n","Other Stockholder Equity 1.307726e+12 -1.166273e+12 -9.166500e+11 \n","Property Plant Equipment 7.195309e+12 6.571110e+12 6.178503e+12 \n","Total Current Assets 2.277680e+13 1.864253e+13 1.887924e+13 \n","Long Term Investments 1.324472e+13 1.184489e+13 1.090829e+13 \n","Net Tangible Assets 2.229591e+13 2.006062e+13 1.934815e+13 \n","Short Term Investments 4.215457e+12 1.477202e+12 2.234892e+12 \n","Net Receivables 3.071200e+12 2.659748e+12 2.940890e+12 \n","Long Term Debt 1.402581e+12 1.029678e+12 7.655860e+11 \n","Inventory 2.888028e+12 2.434918e+12 2.656396e+12 \n","Accounts Payable 4.045939e+12 2.434180e+12 2.645984e+12 \n","Short Long Term Debt NaN 1.418710e+11 1.560380e+11 \n","\n"," 2018-03-31 \n","Intangible Assets NaN \n","Capital Surplus 4.875020e+11 \n","Total Liab 3.087815e+13 \n","Total Stockholder Equity 1.873598e+13 \n","Minority Interest 6.941200e+11 \n","Other Current Liab 4.399669e+12 \n","Total Assets 5.030825e+13 \n","Common Stock 3.970500e+11 \n","Other Current Assets 2.022920e+11 \n","Retained Earnings 1.947346e+13 \n","Other Liab 2.902003e+12 \n","Treasury Stock -1.622034e+12 \n","Other Assets 1.067759e+12 \n","Cash 2.390524e+12 \n","Total Current Liabilities 1.779689e+13 \n","Deferred Long Term Asset Charges 4.941200e+11 \n","Other Stockholder Equity 4.356990e+11 \n","Property Plant Equipment 5.901958e+12 \n","Total Current Assets 1.815266e+13 \n","Long Term Investments 1.133854e+13 \n","Net Tangible Assets 1.873598e+13 \n","Short Term Investments 2.447703e+12 \n","Net Receivables 2.708900e+12 \n","Long Term Debt 5.910860e+11 \n","Inventory 2.539789e+12 \n","Accounts Payable 2.586657e+12 \n","Short Long Term Debt 1.674550e+11 "]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"general-cornell"},"source":["## キャッシュフロー計算書\n","財務諸表の最後はキャッシュフロー計算書です。\n","\n","以下のコードから直近およそ3年分のキャッシュフロー計算書を取得できます。この中で特に重要なのは、Total Cashflows From Operating Activities(営業キャッシュフロー)、Total Cashflows From Financing Activities(財務キャッシュフロー)、Total Cashflows From Investing Activities(投資キャッシュフロー)でしょうか。"],"id":"general-cornell"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":595},"id":"E0hVcn2S4vzK","executionInfo":{"elapsed":21,"status":"ok","timestamp":1623399962652,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"1f44bc49-1485-49f5-eae9-e5d329b94d2a"},"source":["ticker.cashflow"],"id":"E0hVcn2S4vzK","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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2021-03-312020-03-312019-03-312018-03-31
Investments-6.672530e+112.334300e+116.166420e+11-3.322730e+11
Change To Liabilities3.841420e+11-7.641000e+109.488700e+104.664800e+10
Total Cashflows From Investing Activities-4.684175e+12-3.150861e+12-2.697241e+12-3.660092e+12
Net Borrowings3.201402e+121.558199e+127.229710e+116.893390e+11
Total Cash From Financing Activities2.739174e+123.971380e+11-5.408390e+11-4.491350e+11
Change To Operating Activities-1.209962e+12-2.703900e+114.084000e+114.857250e+11
Issuance Of Stock1.998840e+111.998840e+111.998840e+111.998840e+11
Net Income2.245261e+122.076183e+121.882873e+122.493983e+12
Change In Cash1.002406e+127.056750e+114.868760e+117.031300e+10
Effect Of Exchange Rate2.202450e+11-1.312450e+11-4.164100e+10-4.358800e+10
Total Cash From Operating Activities2.727162e+123.590643e+123.766597e+124.223128e+12
Depreciation1.644290e+121.605383e+121.792375e+121.734033e+12
Other Cashflows From Investing Activities-1.661218e+12-1.661218e+12-1.661218e+12-1.661218e+12
Dividends Paid-6.255140e+11-6.299870e+11-6.448060e+11-6.268920e+11
Change To Inventory-2.427690e+11-1.140960e+11-1.669020e+11-1.711480e+11
Change To Account Receivables5.027000e+092.488950e+11-2.468450e+11-1.054350e+11
Other Cashflows From Financing Activities-3.659800e+10-5.494500e+10-6.936700e+10-6.376400e+10
Change To Netincome-9.882700e+102.228170e+111.431380e+11-4.994310e+11
Capital Expenditures-3.489498e+12-3.595131e+12-3.738887e+12-3.598707e+12
Repurchase Of StockNaN-4.761290e+11-5.496370e+11-4.478180e+11
\n","
"],"text/plain":[" 2021-03-31 2020-03-31 \\\n","Investments -6.672530e+11 2.334300e+11 \n","Change To Liabilities 3.841420e+11 -7.641000e+10 \n","Total Cashflows From Investing Activities -4.684175e+12 -3.150861e+12 \n","Net Borrowings 3.201402e+12 1.558199e+12 \n","Total Cash From Financing Activities 2.739174e+12 3.971380e+11 \n","Change To Operating Activities -1.209962e+12 -2.703900e+11 \n","Issuance Of Stock 1.998840e+11 1.998840e+11 \n","Net Income 2.245261e+12 2.076183e+12 \n","Change In Cash 1.002406e+12 7.056750e+11 \n","Effect Of Exchange Rate 2.202450e+11 -1.312450e+11 \n","Total Cash From Operating Activities 2.727162e+12 3.590643e+12 \n","Depreciation 1.644290e+12 1.605383e+12 \n","Other Cashflows From Investing Activities -1.661218e+12 -1.661218e+12 \n","Dividends Paid -6.255140e+11 -6.299870e+11 \n","Change To Inventory -2.427690e+11 -1.140960e+11 \n","Change To Account Receivables 5.027000e+09 2.488950e+11 \n","Other Cashflows From Financing Activities -3.659800e+10 -5.494500e+10 \n","Change To Netincome -9.882700e+10 2.228170e+11 \n","Capital Expenditures -3.489498e+12 -3.595131e+12 \n","Repurchase Of Stock NaN -4.761290e+11 \n","\n"," 2019-03-31 2018-03-31 \n","Investments 6.166420e+11 -3.322730e+11 \n","Change To Liabilities 9.488700e+10 4.664800e+10 \n","Total Cashflows From Investing Activities -2.697241e+12 -3.660092e+12 \n","Net Borrowings 7.229710e+11 6.893390e+11 \n","Total Cash From Financing Activities -5.408390e+11 -4.491350e+11 \n","Change To Operating Activities 4.084000e+11 4.857250e+11 \n","Issuance Of Stock 1.998840e+11 1.998840e+11 \n","Net Income 1.882873e+12 2.493983e+12 \n","Change In Cash 4.868760e+11 7.031300e+10 \n","Effect Of Exchange Rate -4.164100e+10 -4.358800e+10 \n","Total Cash From Operating Activities 3.766597e+12 4.223128e+12 \n","Depreciation 1.792375e+12 1.734033e+12 \n","Other Cashflows From Investing Activities -1.661218e+12 -1.661218e+12 \n","Dividends Paid -6.448060e+11 -6.268920e+11 \n","Change To Inventory -1.669020e+11 -1.711480e+11 \n","Change To Account Receivables -2.468450e+11 -1.054350e+11 \n","Other Cashflows From Financing Activities -6.936700e+10 -6.376400e+10 \n","Change To Netincome 1.431380e+11 -4.994310e+11 \n","Capital Expenditures -3.738887e+12 -3.598707e+12 \n","Repurchase Of Stock -5.496370e+11 -4.478180e+11 "]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"WZ7lyV7f44t3"},"source":["## 銘柄のサマリー\n","最後に銘柄のサマリーの入手方法です。\n","\n","以下のコードからその銘柄の基本情報を取得できます。この中で特に重要なのは、marketCap(時価総額)、sharesOutstanding(発行株数)、forwardPE(予測PER)、dividendYield(配当利回り)、profitMargins(純利益比率)など、様々なものがあります。"],"id":"WZ7lyV7f44t3"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"1VGsfFJr44Rb","scrolled":false,"executionInfo":{"elapsed":19,"status":"ok","timestamp":1623399962653,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"d0820670-89df-48fe-fd9c-d88059067e3c"},"source":["ticker.info"],"id":"1VGsfFJr44Rb","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'zip': '471-8571',\n"," 'sector': 'Consumer Cyclical',\n"," 'fullTimeEmployees': 366283,\n"," 'longBusinessSummary': 'Toyota Motor Corporation designs, manufactures, assembles, and sells passenger vehicles, minivans and commercial vehicles, and related parts and accessories. It operates in Automotive, Financial Services, and All Other segments. The company offers hybrid cars under the Prius, Prius PHV, C-HR, LC HV, LS HV, Camry, JPN TAXI, Avalon, Crown, Century HV, UX HV, Corolla SD, Corolla Sport, and WG HV names; fuel cell vehicles under the MIRAI and SORA names; and conventional engine vehicles, including subcompact and compact cars under the Yaris, Aqua, Passo, Roomy, Tank, Etios, Vios, AGYA, Rush, GLANZA, and Raize names. It also provides mini-vehicles, passenger vehicles, commercial vehicles, and auto parts under the Toyota name; mid-size cars under the Camry and REIZ names; luxury cars under the Lexus, Avalon, and Crown names; Century limousines; sports cars under the LC and Supra names; and recreational and sport-utility vehicles under the Sequoia, 4Runner, RAV4, Highlander, and Land Cruiser names. In addition, the company offers pickup trucks under the Tacoma and Tundra names; Minivans, Cabwagons, and Semi-Bonnet Wagon under the Alphard, Vellfire, Noah/Voxy, Esquire, Calya, Estima, Sienta, and Sienna names; and trucks and buses. Further, it provides financial services, such as retail financing and leasing, wholesale financing, insurance, and credit cards; and designs, manufactures, and sells prefabricated housing. Additionally, the company operates GAZOO.com, a web portal for automobile information. It operates in Japan, North America, Europe, Asia, Central and South America, Oceania, Africa, and the Middle East. The company was founded in 1933 and is headquartered in Toyota, Japan.',\n"," 'city': 'Toyota',\n"," 'phone': '81 565 28 2121',\n"," 'country': 'Japan',\n"," 'companyOfficers': [],\n"," 'website': 'http://global.toyota/en',\n"," 'maxAge': 1,\n"," 'address1': '1 Toyota-cho',\n"," 'industry': 'Auto Manufacturers',\n"," 'previousClose': 9866,\n"," 'regularMarketOpen': 9846,\n"," 'twoHundredDayAverage': 8181.2886,\n"," 'trailingAnnualDividendYield': 0.024325969,\n"," 'payoutRatio': 0.29569998,\n"," 'volume24Hr': None,\n"," 'regularMarketDayHigh': 9903,\n"," 'navPrice': None,\n"," 'averageDailyVolume10Day': 7031814,\n"," 'totalAssets': None,\n"," 'regularMarketPreviousClose': 9866,\n"," 'fiftyDayAverage': 8860.8,\n"," 'trailingAnnualDividendRate': 240,\n"," 'open': 9846,\n"," 'toCurrency': None,\n"," 'averageVolume10days': 7031814,\n"," 'expireDate': None,\n"," 'yield': None,\n"," 'algorithm': None,\n"," 'dividendRate': 270,\n"," 'exDividendDate': 1617062400,\n"," 'beta': 0.744057,\n"," 'circulatingSupply': None,\n"," 'startDate': None,\n"," 'regularMarketDayLow': 9780,\n"," 'priceHint': 2,\n"," 'currency': 'JPY',\n"," 'trailingPE': 12.408972,\n"," 'regularMarketVolume': 6581100,\n"," 'lastMarket': None,\n"," 'maxSupply': None,\n"," 'openInterest': None,\n"," 'marketCap': 27570863079424,\n"," 'volumeAllCurrencies': None,\n"," 'strikePrice': None,\n"," 'averageVolume': 6541983,\n"," 'priceToSalesTrailing12Months': 1.0130912,\n"," 'dayLow': 9780,\n"," 'ask': 9871,\n"," 'ytdReturn': None,\n"," 'askSize': 0,\n"," 'volume': 6581100,\n"," 'fiftyTwoWeekHigh': 9971,\n"," 'forwardPE': 11.788827,\n"," 'fromCurrency': None,\n"," 'fiveYearAvgDividendYield': 3.19,\n"," 'fiftyTwoWeekLow': 6217,\n"," 'bid': 9860,\n"," 'tradeable': False,\n"," 'dividendYield': 0.0274,\n"," 'bidSize': 0,\n"," 'dayHigh': 9903,\n"," 'exchange': 'JPX',\n"," 'shortName': 'TOYOTA MOTOR CORP',\n"," 'longName': 'Toyota Motor Corporation',\n"," 'exchangeTimezoneName': 'Asia/Tokyo',\n"," 'exchangeTimezoneShortName': 'JST',\n"," 'isEsgPopulated': False,\n"," 'gmtOffSetMilliseconds': '32400000',\n"," 'quoteType': 'EQUITY',\n"," 'symbol': '7203.T',\n"," 'messageBoardId': 'finmb_319676',\n"," 'market': 'jp_market',\n"," 'annualHoldingsTurnover': None,\n"," 'enterpriseToRevenue': 1.713,\n"," 'beta3Year': None,\n"," 'profitMargins': 0.0825,\n"," 'enterpriseToEbitda': 12.135,\n"," '52WeekChange': 0.47179103,\n"," 'morningStarRiskRating': None,\n"," 'forwardEps': 836.47,\n"," 'revenueQuarterlyGrowth': None,\n"," 'sharesOutstanding': 2795950080,\n"," 'fundInceptionDate': None,\n"," 'annualReportExpenseRatio': None,\n"," 'bookValue': 8370.879,\n"," 'sharesShort': None,\n"," 'sharesPercentSharesOut': None,\n"," 'fundFamily': None,\n"," 'lastFiscalYearEnd': 1617148800,\n"," 'heldPercentInstitutions': 0.23212999,\n"," 'netIncomeToCommon': 2245261000704,\n"," 'trailingEps': 794.667,\n"," 'lastDividendValue': 5,\n"," 'SandP52WeekChange': 0.38506937,\n"," 'priceToBook': 1.1780125,\n"," 'heldPercentInsiders': 0.13639,\n"," 'nextFiscalYearEnd': 1680220800,\n"," 'mostRecentQuarter': 1617148800,\n"," 'shortRatio': None,\n"," 'sharesShortPreviousMonthDate': None,\n"," 'floatShares': 2129757973,\n"," 'enterpriseValue': 46624659210240,\n"," 'threeYearAverageReturn': None,\n"," 'lastSplitDate': None,\n"," 'lastSplitFactor': None,\n"," 'legalType': None,\n"," 'lastDividendDate': 1601337600,\n"," 'morningStarOverallRating': None,\n"," 'earningsQuarterlyGrowth': 11.303,\n"," 'dateShortInterest': None,\n"," 'pegRatio': None,\n"," 'lastCapGain': None,\n"," 'shortPercentOfFloat': None,\n"," 'sharesShortPriorMonth': None,\n"," 'impliedSharesOutstanding': None,\n"," 'category': None,\n"," 'fiveYearAverageReturn': None,\n"," 'regularMarketPrice': 9861,\n"," 'logo_url': 'https://logo.clearbit.com/global.toyota'}"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"rkKaxeBX49XV"},"source":["## 複数銘柄の取得\n","複数銘柄を同時に取得する場合はTickersクラスを使い、引数はスペースで区切ります。"],"id":"rkKaxeBX49XV"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":807},"id":"rO240mqjGHep","executionInfo":{"elapsed":329,"status":"ok","timestamp":1623399962972,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"f924f7d2-2eaf-417a-9b17-3eeb005eed38"},"source":["tickers = yf.Tickers(\"7203.T 9984.T 6861.T\")\n","tickers.tickers[\"7203.T\"].history()"],"id":"rO240mqjGHep","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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OpenHighLowCloseVolumeDividendsStock Splits
Date
2021-05-118471.08503.08301.08341.0550230000
2021-05-128340.08567.08184.08523.01252430000
2021-05-138500.08535.08375.08392.0721010000
2021-05-148449.08516.08341.08478.0591530000
2021-05-178580.08676.08549.08648.0675630000
2021-05-188700.08869.08699.08819.0919570000
2021-05-198750.08798.08680.08699.0662170000
2021-05-208680.08705.08623.08665.0375450000
2021-05-218703.08773.08673.08743.0515670000
2021-05-248784.08949.08771.08835.0587900000
2021-05-258882.08896.08818.08877.0435640000
2021-05-268855.08998.08841.08906.0631330000
2021-05-278901.09000.08890.08980.01235270000
2021-05-289130.09180.09072.09135.0797940000
2021-05-319135.09227.09100.09115.0750230000
2021-06-019130.09423.09130.09423.0910650000
2021-06-029534.09638.09428.09628.01152630000
2021-06-039710.09957.09691.09790.01232990000
2021-06-049909.09966.09802.09949.0997340000
2021-06-079953.09971.09865.09917.0637400000
2021-06-089838.09899.09785.09856.0537890000
2021-06-099836.09950.09814.09906.0442810000
2021-06-109830.09918.09820.09866.0415730000
2021-06-119846.09903.09780.09861.0658110000
\n","
"],"text/plain":[" Open High Low Close Volume Dividends Stock Splits\n","Date \n","2021-05-11 8471.0 8503.0 8301.0 8341.0 5502300 0 0\n","2021-05-12 8340.0 8567.0 8184.0 8523.0 12524300 0 0\n","2021-05-13 8500.0 8535.0 8375.0 8392.0 7210100 0 0\n","2021-05-14 8449.0 8516.0 8341.0 8478.0 5915300 0 0\n","2021-05-17 8580.0 8676.0 8549.0 8648.0 6756300 0 0\n","2021-05-18 8700.0 8869.0 8699.0 8819.0 9195700 0 0\n","2021-05-19 8750.0 8798.0 8680.0 8699.0 6621700 0 0\n","2021-05-20 8680.0 8705.0 8623.0 8665.0 3754500 0 0\n","2021-05-21 8703.0 8773.0 8673.0 8743.0 5156700 0 0\n","2021-05-24 8784.0 8949.0 8771.0 8835.0 5879000 0 0\n","2021-05-25 8882.0 8896.0 8818.0 8877.0 4356400 0 0\n","2021-05-26 8855.0 8998.0 8841.0 8906.0 6313300 0 0\n","2021-05-27 8901.0 9000.0 8890.0 8980.0 12352700 0 0\n","2021-05-28 9130.0 9180.0 9072.0 9135.0 7979400 0 0\n","2021-05-31 9135.0 9227.0 9100.0 9115.0 7502300 0 0\n","2021-06-01 9130.0 9423.0 9130.0 9423.0 9106500 0 0\n","2021-06-02 9534.0 9638.0 9428.0 9628.0 11526300 0 0\n","2021-06-03 9710.0 9957.0 9691.0 9790.0 12329900 0 0\n","2021-06-04 9909.0 9966.0 9802.0 9949.0 9973400 0 0\n","2021-06-07 9953.0 9971.0 9865.0 9917.0 6374000 0 0\n","2021-06-08 9838.0 9899.0 9785.0 9856.0 5378900 0 0\n","2021-06-09 9836.0 9950.0 9814.0 9906.0 4428100 0 0\n","2021-06-10 9830.0 9918.0 9820.0 9866.0 4157300 0 0\n","2021-06-11 9846.0 9903.0 9780.0 9861.0 6581100 0 0"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":441},"id":"d_2FEDHs5BY-","executionInfo":{"elapsed":830,"status":"ok","timestamp":1623399963798,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"1f8f34b4-ca5b-452f-9ae7-ef19fb1fbbaf"},"source":["tickers = yf.Tickers(\"7203.T 9984.T 6861.T\")\n","hists = [ticker.history(period=\"max\") for ticker in tickers.tickers.values()]\n","hists[0]"],"id":"d_2FEDHs5BY-","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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OpenHighLowCloseVolumeDividendsStock Splits
Date
1999-05-062211.6866232287.7331542186.3377792287.73315431150000.00
1999-05-072275.0586842281.3958952186.3377332205.34936530330000.00
1999-05-102205.3494182230.6982622186.3377852199.01220712610000.00
1999-05-112218.0237532230.6981742180.0004882180.00048816860000.00
1999-05-122180.0004192218.0236822180.0004192218.02368225960000.00
........................
2021-06-079953.0000009971.0000009865.0000009917.00000063740000.00
2021-06-089838.0000009899.0000009785.0000009856.00000053789000.00
2021-06-099836.0000009950.0000009814.0000009906.00000044281000.00
2021-06-109830.0000009918.0000009820.0000009866.00000041573000.00
2021-06-119846.0000009903.0000009780.0000009861.00000065811000.00
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5518 rows × 7 columns

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"],"text/plain":[" Open High Low Close Volume \\\n","Date \n","1999-05-06 2211.686623 2287.733154 2186.337779 2287.733154 3115000 \n","1999-05-07 2275.058684 2281.395895 2186.337733 2205.349365 3033000 \n","1999-05-10 2205.349418 2230.698262 2186.337785 2199.012207 1261000 \n","1999-05-11 2218.023753 2230.698174 2180.000488 2180.000488 1686000 \n","1999-05-12 2180.000419 2218.023682 2180.000419 2218.023682 2596000 \n","... ... ... ... ... ... \n","2021-06-07 9953.000000 9971.000000 9865.000000 9917.000000 6374000 \n","2021-06-08 9838.000000 9899.000000 9785.000000 9856.000000 5378900 \n","2021-06-09 9836.000000 9950.000000 9814.000000 9906.000000 4428100 \n","2021-06-10 9830.000000 9918.000000 9820.000000 9866.000000 4157300 \n","2021-06-11 9846.000000 9903.000000 9780.000000 9861.000000 6581100 \n","\n"," Dividends Stock Splits \n","Date \n","1999-05-06 0.0 0 \n","1999-05-07 0.0 0 \n","1999-05-10 0.0 0 \n","1999-05-11 0.0 0 \n","1999-05-12 0.0 0 \n","... ... ... \n","2021-06-07 0.0 0 \n","2021-06-08 0.0 0 \n","2021-06-09 0.0 0 \n","2021-06-10 0.0 0 \n","2021-06-11 0.0 0 \n","\n","[5518 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"markdown","metadata":{"id":"K2JVxkcY5CQL"},"source":["## 株価以外のデータ取得(為替)\n","Yahoo Financeに存在するティッカーであれば、株式銘柄でなくともデータを取得することができます。一例として為替のデータを取得してみましょう。"],"id":"K2JVxkcY5CQL"},{"cell_type":"code","metadata":{"scrolled":false,"id":"6fcdd8df","outputId":"024f5f1f-a6e0-4891-b430-51e9c6c63fa3"},"source":["fxs = [\"JPY=X\", \"EURUSD=X\", \"GBPUSD=X\"]\n","tickers = yf.Tickers(\" \".join(fxs))\n","closes = [ticker.history(period=\"max\").Close for ticker in tickers.tickers.values()]\n","print(type(closes[0]))\n","closes[0].index"],"id":"6fcdd8df","execution_count":null,"outputs":[{"output_type":"stream","text":["\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["DatetimeIndex(['1996-10-30', '1996-11-01', '1996-11-04', '1996-11-05',\n"," '1996-11-06', '1996-11-08', '1996-11-11', '1996-11-12',\n"," '1996-11-13', '1996-11-15',\n"," ...\n"," '2021-05-31', '2021-06-01', '2021-06-02', '2021-06-03',\n"," '2021-06-04', '2021-06-07', '2021-06-08', '2021-06-09',\n"," '2021-06-10', '2021-06-11'],\n"," dtype='datetime64[ns]', name='Date', length=6360, freq=None)"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":441},"id":"S2BSzoqt6IQT","executionInfo":{"elapsed":1122,"status":"ok","timestamp":1623399964916,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"d31f5b64-09b8-4ce6-b77b-b6071843de8e"},"source":["fxs = [\"JPY=X\", \"EURUSD=X\", \"GBPUSD=X\"]\n","tickers = yf.Tickers(\" \".join(fxs))\n","closes = [ticker.history(period=\"max\").Close for ticker in tickers.tickers.values()]\n","df = pd.DataFrame(closes).T\n","df.columns = fxs\n","df"],"id":"S2BSzoqt6IQT","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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JPY=XEURUSD=XGBPUSD=X
Date
1996-10-30114.180000NaNNaN
1996-11-01113.500000NaNNaN
1996-11-04113.879997NaNNaN
1996-11-05114.250000NaNNaN
1996-11-06113.949997NaNNaN
............
2021-06-07109.6169971.2168411.416431
2021-06-08109.2740021.2193631.417656
2021-06-09109.4690021.2172851.414988
2021-06-10109.6100011.2182001.411233
2021-06-11109.4089971.2172561.417013
\n","

6377 rows × 3 columns

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"],"text/plain":[" JPY=X EURUSD=X GBPUSD=X\n","Date \n","1996-10-30 114.180000 NaN NaN\n","1996-11-01 113.500000 NaN NaN\n","1996-11-04 113.879997 NaN NaN\n","1996-11-05 114.250000 NaN NaN\n","1996-11-06 113.949997 NaN NaN\n","... ... ... ...\n","2021-06-07 109.616997 1.216841 1.416431\n","2021-06-08 109.274002 1.219363 1.417656\n","2021-06-09 109.469002 1.217285 1.414988\n","2021-06-10 109.610001 1.218200 1.411233\n","2021-06-11 109.408997 1.217256 1.417013\n","\n","[6377 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"markdown","metadata":{"id":"-kKOg_Jr6Tfp"},"source":["## 世界の主要株価指数\n","以下、世界の主要株価指数の取得方法です。ここに挙げたもの以外でも取れる指標はあります。ご自身でYahoo Financeで探してみることをお勧めします。"],"id":"-kKOg_Jr6Tfp"},{"cell_type":"code","metadata":{"id":"UksGaVK_6V7c"},"source":["indices = [\"^N225\", \"^DJI\", \"^GSPC\", \"^IXIC\", \"^GDAXI\", \"^FTSE\", \"^FCHI\", \"^HSI\", \"^SSEC\", \"^BVSP\", \"^KOSPI\"]\n","# 以下、省略"],"id":"UksGaVK_6V7c","execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"kMJYEjiq6bdo"},"source":["# 計量的・実証的トレーディングの実行\n","では例題として本記事の問題提起で挙げた、割安でクオリティが高いと考えられる株(PERが10倍以下、ROEが10%以上)への投資したときのリターンの検証方法について、プログラムを元に解説します。なお、筆者のプログラミング能力は学生未満ですので、お見苦しい記述があるかと思います。コーディングに関する指摘があればコメント頂けると助かります。"],"id":"kMJYEjiq6bdo"},{"cell_type":"markdown","metadata":{"id":"wHm6bVtK418X"},"source":["## 銘柄リストの読み込み\n","まず東証の銘柄リストをCSVで準備します。東証の上場銘柄一覧は[こちら](https://www.jpx.co.jp/markets/statistics-equities/misc/01.html)から取得できますので検証したい銘柄をピックアップしてください。この例題では、TOPIXの中でも比較的大型であるTOPIX500構成銘柄を対象としました。"],"id":"wHm6bVtK418X"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Sk9jBPtZ5a3c","executionInfo":{"elapsed":923,"status":"ok","timestamp":1623399965833,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"ee4d1c5f-13fd-469c-e16e-f29a38b71ec8"},"source":["import datetime\n","import numpy as np\n","import pandas as pd\n","import yfinance as yf\n","import matplotlib.pyplot as plt\n","\n","data = pd.read_excel(\"https://www.jpx.co.jp/markets/statistics-equities/misc/tvdivq0000001vg2-att/data_j.xls\")\n","print(data)"],"id":"Sk9jBPtZ5a3c","execution_count":null,"outputs":[{"output_type":"stream","text":[" 日付 コード ... 規模コード 規模区分\n","0 20210531 1301 ... 7 TOPIX Small 2\n","1 20210531 1305 ... - -\n","2 20210531 1306 ... - -\n","3 20210531 1308 ... - -\n","4 20210531 1309 ... - -\n","... ... ... ... ... ...\n","4103 20210531 9993 ... 7 TOPIX Small 2\n","4104 20210531 9994 ... 7 TOPIX Small 2\n","4105 20210531 9995 ... 7 TOPIX Small 2\n","4106 20210531 9996 ... - -\n","4107 20210531 9997 ... 6 TOPIX Small 1\n","\n","[4108 rows x 10 columns]\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"qPQP8OfD6aCa"},"source":["列名を変えます。"],"id":"qPQP8OfD6aCa"},{"cell_type":"code","metadata":{"id":"o-ex1ekv6JCt"},"source":["data = data.rename(columns={\"日付\": \"date\", \"コード\": \"code\", \"銘柄名\": \"brandname\", \"市場・商品区分\": \"segment\", \"33業種コード\": \"33industorycode\", \"33業種区分\": \"33industrysegment\", \"17業種コード\": \"17industrycode\", \"17業種区分\": \"17industrysegment\", \"規模コード\": \"scalecode\", \"規模区分\": \"scalesegment\"})"],"id":"o-ex1ekv6JCt","execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"RLotteXw-x6r"},"source":["TOPIX の Mid400 だけ切り出しましょう。"],"id":"RLotteXw-x6r"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lxe8Uc9M_piP","executionInfo":{"elapsed":10,"status":"ok","timestamp":1623399965835,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"a9be1803-c182-426a-dcdd-638ef7468ba6"},"source":["print(data.scalesegment.unique())\n","data = data.loc[data.scalesegment == \"TOPIX Mid400\"].reset_index()"],"id":"lxe8Uc9M_piP","execution_count":null,"outputs":[{"output_type":"stream","text":["['TOPIX Small 2' '-' 'TOPIX Mid400' 'TOPIX Small 1' 'TOPIX Large70'\n"," 'TOPIX Core30']\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"UWSYPxcP5-lf"},"source":["## ティッカーの設定\n","yfinanceのtickerを設定します。上記の銘柄にマーケットデータである日経平均も加えておきます。"],"id":"UWSYPxcP5-lf"},{"cell_type":"code","metadata":{"id":"MtZIMPpC44v3"},"source":["stocks = [str(s)+\".T\" for s in data.code]\n","stocks.append(\"^N225\")\n","tickers = yf.Tickers(\" \".join(stocks))"],"id":"MtZIMPpC44v3","execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"fGFJLQ887mSr"},"source":["## 終値データフレームの作成\n","続いてyfinanceで価格系列のヒストリカルデータを入手し、その中から終値のデータをデータフレームにまとめます。"],"id":"fGFJLQ887mSr"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":632},"id":"o5fIs_2Y7otR","executionInfo":{"elapsed":263553,"status":"ok","timestamp":1623400231510,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"43bed9f9-2f70-4d27-faf4-35bfafc22475"},"source":["# 終値\n","closes = [ticker.history(period=\"max\").Close for ticker in tickers.tickers.values()]\n","closes = pd.DataFrame(closes).T # DataFrame化\n","closes.columns = stocks # カラム名の設定\n","closes = closes.ffill() # 欠損データの補完\n","closes"],"id":"o5fIs_2Y7otR","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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Date
1965-01-05NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN1257.719971
1965-01-06NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN1263.989990
1965-01-07NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN1274.270020
1965-01-08NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN1286.430054
1965-01-12NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN1288.540039
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2021-06-07548.02448.04640.0809.03170.03855.0933.0953.01560.01523.03390.0999.0775.011760.02240.0797.02221.01877.02731.03450.01099.01666.02689.03050.02172.03475.04225.01621.02486.05720.05990.06660.02148.04500.05090.03440.03235.02161.01852.0930.0...4845.04655.02727.02506.02611.03360.02208.01850.01337.01907.021540.02942.0342.01026.0617.0871.0739.0866.0505.01587.02044.05600.012680.04540.01724.06460.05640.03225.05350.06190.06160.06740.02546.0524.01467.02031.03595.03400.03575.029019.240234
2021-06-08561.02494.04650.0801.03175.03780.0926.0937.01560.01488.03405.0986.0788.012000.02217.0808.02188.01882.02740.03460.01076.01664.02653.03090.02198.03500.04280.01624.02483.05740.06080.06730.02193.04525.05150.03460.03370.02228.01860.0929.0...4845.04655.02727.02506.02611.03360.02208.01850.01337.01907.021540.02942.0342.01026.0617.0871.0739.0866.0505.01587.02044.05600.012680.04540.01724.06460.05640.03225.05350.06190.06160.06740.02546.0524.01467.02031.03595.03400.03575.028963.560547
2021-06-09560.02513.04670.0821.03210.03770.0946.0941.01544.01484.03425.0988.0799.012310.02213.0805.02169.01872.02739.03465.01087.01663.02661.03180.02232.03495.04280.01614.02520.05730.06230.06770.02171.04525.05180.03410.03355.02198.01799.0942.0...4845.04655.02727.02506.02611.03360.02208.01850.01337.01907.021540.02942.0342.01026.0617.0871.0739.0866.0505.01587.02044.05600.012680.04540.01724.06460.05640.03225.05350.06190.06160.06740.02546.0524.01467.02031.03595.03400.03575.028860.800781
2021-06-10547.02477.04675.0815.03220.03740.0930.0939.01533.01491.03395.0985.0795.012060.02221.0801.02185.01872.02723.03480.01081.01655.02689.03280.02257.03470.04300.01607.02510.05710.06230.06760.02183.04365.05060.03445.03420.02235.01795.0970.0...4845.04655.02727.02506.02611.03360.02208.01850.01337.01907.021540.02942.0342.01026.0617.0871.0739.0866.0505.01587.02044.05600.012680.04540.01724.06460.05640.03225.05350.06190.06160.06740.02546.0524.01467.02031.03595.03400.03575.028958.560547
2021-06-11543.02431.04680.0807.03205.03695.0913.0933.01522.01464.03420.0981.0762.012070.02210.0795.02206.01862.02740.03455.01063.01649.02660.03330.02255.03430.04370.01601.02548.05730.06280.06810.02210.04415.05120.03450.03430.02264.01795.0993.0...5230.04930.02702.02734.02686.03455.02190.01806.01331.01912.020930.03135.0347.01030.0629.0888.0752.0876.0522.01626.02112.05710.012950.04625.01743.07050.05940.03400.05450.06390.06210.07280.02672.0516.01474.02094.03580.03510.03600.028948.730469
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14003 rows × 398 columns

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"],"text/plain":[" 1332.T 1333.T 1414.T ... 9987.T 9989.T ^N225\n","Date ... \n","1965-01-05 NaN NaN NaN ... NaN NaN 1257.719971\n","1965-01-06 NaN NaN NaN ... NaN NaN 1263.989990\n","1965-01-07 NaN NaN NaN ... NaN NaN 1274.270020\n","1965-01-08 NaN NaN NaN ... NaN NaN 1286.430054\n","1965-01-12 NaN NaN NaN ... NaN NaN 1288.540039\n","... ... ... ... ... ... ... ...\n","2021-06-07 548.0 2448.0 4640.0 ... 3400.0 3575.0 29019.240234\n","2021-06-08 561.0 2494.0 4650.0 ... 3400.0 3575.0 28963.560547\n","2021-06-09 560.0 2513.0 4670.0 ... 3400.0 3575.0 28860.800781\n","2021-06-10 547.0 2477.0 4675.0 ... 3400.0 3575.0 28958.560547\n","2021-06-11 543.0 2431.0 4680.0 ... 3510.0 3600.0 28948.730469\n","\n","[14003 rows x 398 columns]"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"markdown","metadata":{"id":"kpAMbDZk7_Mk"},"source":["## 当期純利益データフレームの作成\n","次に財務諸表データをデータフレームにまとめます。まずはPERとROEを算出するための当期純利益です。各銘柄の決算期が揃っていないためNAN値が多いように見えますが、必要な箇所にはちゃんとデータが入っていますのでご安心ください。"],"id":"kpAMbDZk7_Mk"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"4aEmkKf28FgR","executionInfo":{"elapsed":1469585,"status":"ok","timestamp":1623401701090,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"5930b16a-f6c7-497c-ff70-e56f414240da"},"source":["earnings = [] # 当期純利益\n","dummy_key = list(tickers.tickers.keys())[0]\n","dummy = tickers.tickers[dummy_key].financials.T[\"Net Income\"]\n","dummy[:] = np.nan\n","\n","for ticker in tickers.tickers.values():\n"," try:\n"," earnings.append(ticker.financials.T[\"Net Income\"])\n"," except:\n"," earnings.append(dummy) # エラー発生時はダミーを入れる\n","\n","earnings = pd.DataFrame(earnings).T # DataFrame化\n","earnings.columns = stocks # カラム名の設定\n","earnings"],"id":"4aEmkKf28FgR","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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"],"text/plain":[" 1332.T 1333.T ... 9989.T ^N225\n"," ... \n","2012-03-31 NaN NaN ... NaN NaN\n","2017-03-31 NaN 1.006630e+11 ... 1.363350e+11 NaN\n","2017-04-30 NaN NaN ... NaN NaN\n","2017-05-15 NaN NaN ... NaN NaN\n","2017-05-20 NaN NaN ... NaN NaN\n","2017-05-31 NaN NaN ... NaN NaN\n","2017-06-30 NaN NaN ... NaN NaN\n","2017-09-30 NaN NaN ... NaN NaN\n","2017-10-31 NaN NaN ... NaN NaN\n","2017-11-30 NaN NaN ... NaN NaN\n","2017-12-31 NaN NaN ... NaN NaN\n","2018-01-31 NaN NaN ... NaN NaN\n","2018-02-28 NaN NaN ... NaN NaN\n","2018-03-31 NaN 1.154590e+11 ... 1.548280e+11 NaN\n","2018-04-30 NaN NaN ... NaN NaN\n","2018-05-15 NaN NaN ... NaN NaN\n","2018-05-20 NaN NaN ... NaN NaN\n","2018-05-31 NaN NaN ... NaN NaN\n","2018-06-30 NaN NaN ... NaN NaN\n","2018-09-30 NaN NaN ... NaN NaN\n","2018-10-31 NaN NaN ... NaN NaN\n","2018-11-30 NaN NaN ... NaN NaN\n","2018-12-31 NaN NaN ... NaN NaN\n","2019-01-31 NaN NaN ... NaN NaN\n","2019-02-28 NaN NaN ... NaN NaN\n","2019-03-31 NaN 1.253530e+11 ... 1.710560e+11 NaN\n","2019-04-30 NaN NaN ... NaN NaN\n","2019-05-15 NaN NaN ... NaN NaN\n","2019-05-20 NaN NaN ... NaN NaN\n","2019-05-31 NaN NaN ... NaN NaN\n","2019-06-30 NaN NaN ... NaN NaN\n","2019-09-30 NaN NaN ... NaN NaN\n","2019-10-31 NaN NaN ... NaN NaN\n","2019-11-30 NaN NaN ... NaN NaN\n","2019-12-31 NaN NaN ... NaN NaN\n","2020-02-29 NaN NaN ... NaN NaN\n","2020-03-31 NaN 1.326280e+11 ... 1.868210e+11 NaN\n","2020-04-30 NaN NaN ... NaN NaN\n","2020-05-15 NaN NaN ... NaN NaN\n","2020-05-20 NaN NaN ... NaN NaN\n","2020-05-31 NaN NaN ... NaN NaN\n","2020-06-30 NaN NaN ... NaN NaN\n","2020-08-31 NaN NaN ... NaN NaN\n","2020-09-30 NaN NaN ... NaN NaN\n","2020-10-31 NaN NaN ... NaN NaN\n","2020-11-30 NaN NaN ... NaN NaN\n","2020-12-31 NaN NaN ... NaN NaN\n","2021-02-28 NaN NaN ... NaN NaN\n","2021-03-31 NaN NaN ... NaN NaN\n","2021-04-30 NaN NaN ... NaN NaN\n","\n","[50 rows x 398 columns]"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"markdown","metadata":{"id":"T4F65K-H-DZR"},"source":["## 発行株数データフレームの作成\n","PERを算出するためにはEPS(一株益)が必要です。EPSを算出するために発行株数データフレームを作ります。"],"id":"T4F65K-H-DZR"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DlhM7Ps2-Ebz","executionInfo":{"elapsed":8,"status":"ok","timestamp":1623401701775,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"8abd1a12-ef7e-4e9c-f87d-852053ae4711"},"source":["shares = [] # 発行株数\n","\n","for ticker in tickers.tickers.values():\n"," try:\n"," shares.append(ticker.info[\"sharesOutstanding\"])\n"," except:\n"," shares.append(np.nan) # エラー発生時はNAN値を入れる\n","\n","shares = pd.Series(shares) # Series化\n","shares.index = stocks # インデックス名の設定\n","shares"],"id":"DlhM7Ps2-Ebz","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["1332.T 3.111410e+08\n","1333.T 5.262460e+07\n","1414.T 5.382810e+07\n","1605.T 1.460200e+09\n","1721.T 1.250380e+08\n"," ... \n","9861.T 6.461090e+07\n","9962.T 2.842450e+08\n","9987.T 8.917480e+07\n","9989.T 1.169000e+08\n","^N225 NaN\n","Length: 398, dtype: float64"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"markdown","metadata":{"id":"OimeIUxr-LE9"},"source":["## EPS、ROEデータフレームの作成\n","当期純利益、自己資本、発行株数のデータからEPS、ROEデータフレームを作ります。"],"id":"OimeIUxr-LE9"},{"cell_type":"code","metadata":{"id":"lfQjm3Qf-MqP"},"source":["eps = earnings/shares.values # EPS\n","roe = earnings/equity # ROE\n","\n","eps = eps.ffill() # 欠損データの補完\n","roe = roe.ffill()\n","\n","eps = eps.drop([\"^N225\"], axis=1) # ^N225カラムは削除しておく\n","roe = roe.drop([\"^N225\"], axis=1)"],"id":"lfQjm3Qf-MqP","execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"FTFN0OgqICX4","executionInfo":{"elapsed":492,"status":"ok","timestamp":1623401702263,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"30ba2407-69f4-4b5f-c467-30869177520c"},"source":["eps"],"id":"FTFN0OgqICX4","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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2018-03-3155.711078305.978573129.98786927.641420163.070427615.616208129.119011111.394399261.384442250.403417309.199762124.80987083.0156331283.415505111.63539562.465393166.076071143.832302162.736852357.05566665.70785871.78105224.65227838.58552633.624903204.455537234.730051117.959368129.642790318.858969212.622273422.402978197.745401363.690657191.08016076.25538026.329844188.27934379.8783391.680018...109.893488119.450806-396.170408320.8457450.0309.8946660.0154.1150140.0146.550673149.903993912.34417273.499799198.52390857.466769-2.32306494.5549180.0183.2110550.0373.93267990.729586170.6564150.0188.52118241.478076NaN216.44662440.373876144.974282312.890053298.864008229.007462128.62133936.4474660.00.090.066670211.046170212.395210
2018-04-3055.711078305.978573129.98786927.641420163.070427615.616208129.119011111.394399261.384442250.403417309.199762124.80987083.0156331283.415505111.63539562.465393166.076071143.832302162.736852357.05566665.70785871.78105224.65227838.58552633.624903204.455537234.730051117.959368129.642790318.858969212.622273422.402978197.745401363.690657191.08016076.25538026.329844188.27934379.8783391.680018...109.893488119.450806-396.170408320.8457450.0309.8946660.0154.1150140.0146.550673149.903993912.34417273.499799198.52390857.466769-2.32306494.5549180.0183.2110550.0373.93267990.729586170.6564150.0188.52118241.478076298.265224216.44662440.373876144.974282312.890053298.864008229.007462128.62133936.4474660.00.090.066670211.046170212.395210
2018-05-1555.711078305.978573129.98786927.641420163.070427615.616208129.119011111.394399261.384442250.403417309.199762124.80987083.0156331283.415505111.63539562.465393166.076071143.832302162.736852357.05566665.70785871.78105224.65227838.58552633.624903204.455537234.730051117.959368129.642790318.858969212.622273422.402978197.745401363.690657191.08016076.25538026.329844188.27934379.8783391.680018...109.893488119.450806-396.170408320.8457450.0309.8946660.0154.1150140.0146.550673149.903993912.34417273.499799198.52390857.466769-2.32306494.5549180.0183.2110550.0373.93267990.729586170.6564150.0188.52118241.478076298.265224216.44662440.373876144.974282312.890053298.864008229.007462128.62133936.4474660.00.090.066670211.046170212.395210
2018-05-2055.711078305.978573129.98786927.641420163.070427615.616208129.119011111.394399261.384442250.403417309.199762124.80987083.0156331283.415505111.63539562.465393166.076071143.832302162.736852357.05566665.70785871.78105224.65227838.58552633.624903204.455537234.730051117.959368129.642790318.858969212.622273422.402978197.745401363.690657191.08016076.25538026.329844188.27934379.8783391.680018...109.893488119.450806-396.170408320.8457450.0309.8946660.0154.1150140.0146.550673149.903993912.34417273.499799198.52390857.466769-2.32306494.5549180.0183.2110550.0373.93267990.729586170.6564150.0188.52118241.478076298.265224216.44662440.373876144.974282312.890053298.864008229.007462128.62133936.4474660.00.090.066670211.046170212.395210
2018-05-3155.711078305.978573129.98786927.641420163.070427615.616208129.119011111.394399261.384442250.403417309.199762124.80987083.0156331283.415505111.63539562.465393166.076071143.832302162.736852357.05566665.70785871.78105224.65227838.58552633.624903204.455537234.730051117.959368129.642790318.858969212.622273422.402978197.745401363.690657191.08016076.25538026.329844188.27934379.8783391.680018...109.893488119.450806-396.170408320.8457450.0309.8946660.0154.1150140.0146.550673149.903993912.34417273.499799198.52390857.466769-2.32306494.5549180.0183.2110550.0373.93267990.729586170.6564150.0188.52118241.478076298.265224216.44662440.373876144.974282312.890053298.864008229.007462128.62133936.4474660.00.090.066670211.046170212.395210
2018-06-3055.711078305.978573135.63547727.641420163.070427615.616208129.119011111.394399261.384442250.403417309.199762124.80987083.0156331283.415505111.63539562.465393166.076071143.832302162.736852357.05566665.70785871.78105224.65227838.58552633.624903204.455537234.730051117.959368129.642790318.858969212.622273422.402978197.745401363.690657191.08016076.25538026.329844188.27934379.8783391.680018...109.893488119.450806-396.170408320.8457450.0309.8946660.0154.1150140.0146.550673149.903993912.34417273.499799198.52390857.466769-2.32306494.5549180.0183.2110550.0373.93267990.729586170.6564150.0188.52118241.478076298.265224216.44662440.373876144.974282312.890053298.864008229.007462128.62133936.4474660.00.090.066670211.046170212.395210
2018-08-3155.711078305.978573135.63547727.641420163.070427615.616208129.119011111.394399261.384442250.403417309.199762124.80987083.0156331283.415505111.63539562.465393166.076071143.832302162.736852357.05566665.70785871.78105224.65227838.58552633.624903204.455537234.730051117.959368129.642790318.858969212.622273422.402978197.745401363.690657191.08016076.25538026.329844188.27934379.8783391.680018...109.893488119.450806-396.170408320.8457450.0309.8946660.0154.1150140.0146.550673149.903993912.34417273.499799198.52390857.466769-2.32306494.5549180.0183.2110550.0373.93267990.729586170.6564150.0188.52118241.478076298.265224216.44662440.373876144.974282312.890053298.864008229.007462128.62133936.4474660.00.090.066670211.046170212.395210
2018-09-3055.711078305.978573135.63547727.641420163.070427615.616208129.119011111.394399261.384442250.403417309.199762124.80987083.0156331283.415505111.63539562.465393166.076071143.832302162.736852357.05566665.70785871.78105224.65227838.58552633.624903204.455537234.730051117.959368129.642790318.858969212.622273422.402978197.745401363.690657191.08016076.25538026.329844188.27934379.8783391.680018...109.893488119.450806-396.170408320.8457450.0309.8946660.0154.1150140.0146.550673149.903993912.34417273.499799198.52390857.466769-2.32306494.5549180.0183.2110550.0373.93267990.729586170.6564150.0188.52118241.478076298.265224216.44662440.373876144.974282312.890053298.864008229.007462128.62133936.4474660.00.090.066670211.046170212.395210
2018-10-3155.711078305.978573135.63547727.641420163.070427615.616208129.119011111.394399261.384442250.403417309.199762124.80987083.0156331283.415505111.63539562.465393166.076071143.832302162.736852357.05566665.70785871.78105224.65227838.58552633.624903204.455537234.730051117.959368129.642790318.858969212.622273422.402978197.745401363.690657191.08016076.25538026.329844188.27934379.8783391.680018...109.893488119.450806-396.170408320.8457450.0309.8946660.0154.1150140.0146.550673149.903993912.34417273.499799198.52390857.466769-2.32306494.5549180.0183.2110550.0373.93267990.729586170.6564150.0188.52118241.478076298.265224216.44662440.373876144.974282312.890053298.864008229.007462128.62133936.4474660.00.090.066670211.046170212.395210
2018-11-3055.711078305.978573135.63547727.641420163.070427615.616208129.119011111.394399261.384442250.403417309.199762124.80987083.0156331283.415505111.63539562.465393166.076071143.832302162.736852357.05566665.70785871.78105224.65227838.58552633.624903204.455537234.730051117.959368129.642790318.858969212.622273422.402978197.745401363.690657191.08016076.25538026.329844188.27934379.8783391.680018...109.893488119.450806-396.170408320.8457450.0309.8946660.0154.1150140.0146.550673149.903993912.34417273.499799198.52390857.466769-2.32306494.5549180.0183.2110550.0373.93267990.729586170.6564150.0188.52118241.478076298.265224216.44662440.373876144.974282312.890053298.864008229.007462128.62133936.4474660.00.090.066670211.046170212.395210
2018-12-3155.711078305.978573135.63547727.641420163.070427615.616208129.119011111.394399261.384442250.403417309.199762124.80987083.0156331283.415505111.63539562.465393166.076071143.832302162.736852357.05566665.70785871.78105224.65227838.58552633.624903204.455537234.73005163.588867129.642790318.858969212.622273422.402978197.745401363.690657191.08016076.25538026.329844188.27934379.8783396.790072...109.893488119.450806-396.170408320.8457450.0309.8946660.0154.1150140.0146.550673149.903993912.344172-189.534288198.52390857.466769-2.32306494.5549180.0183.2110550.0373.93267990.729586170.6564150.0188.52118241.478076298.265224216.44662440.373876144.974282312.890053298.864008229.007462128.62133936.4474660.00.090.066670211.046170212.395210
2019-01-3155.711078305.978573135.63547727.641420163.070427615.616208129.119011111.394399261.384442250.403417309.199762124.80987083.0156331283.415505111.63539562.465393166.076071143.832302162.736852357.05566665.70785871.78105224.65227838.58552633.624903204.455537234.73005163.588867129.642790318.858969212.622273422.402978197.745401363.690657191.08016076.25538026.329844188.27934379.8783396.790072...109.893488119.450806-396.170408320.8457450.0309.8946660.0154.1150140.0146.550673149.903993912.344172-189.534288198.52390857.466769-2.32306494.5549180.0183.2110550.0373.93267990.729586170.6564150.0188.52118241.478076298.265224216.44662440.373876144.974282312.890053298.864008229.007462128.62133936.4474660.00.090.066670211.046170212.395210
2019-02-2055.711078305.978573135.63547727.641420163.070427615.616208129.119011111.394399261.384442250.403417309.199762124.80987083.0156331283.415505111.63539562.465393166.076071143.832302162.736852357.05566665.70785871.78105224.65227838.58552633.624903204.455537234.73005163.588867129.642790318.858969212.622273422.402978197.745401363.690657191.08016076.25538026.329844188.27934379.8783396.790072...109.893488119.450806-396.170408320.8457450.0309.8946660.0154.1150140.0146.550673149.903993912.344172-189.534288198.52390857.466769-2.32306494.5549180.0183.2110550.0373.93267990.729586170.6564150.0188.52118241.478076298.265224216.44662440.373876144.974282312.890053298.864008229.007462128.62133936.4474660.00.090.066670211.046170212.395210
2019-02-2855.711078305.978573135.63547727.641420163.070427615.616208129.119011111.394399261.384442250.403417309.199762124.80987083.0156331283.415505111.63539562.465393166.076071143.832302162.736852357.05566665.70785871.78105224.65227838.58552633.624903204.455537234.73005163.588867129.642790318.858969212.622273422.402978197.745401363.690657191.08016076.25538026.329844188.27934379.8783396.790072...109.893488119.450806-396.170408320.8457450.0309.8946660.0154.1150140.0146.550673149.903993912.344172-189.534288198.52390857.466769-2.32306494.5549180.0183.2110550.0373.93267990.729586170.6564150.0169.66513141.478076298.265224216.44662440.373876144.974282312.890053298.864008229.007462128.62133936.4474660.00.090.066670211.046170212.395210
2019-03-3149.427753317.247067135.63547765.817014224.075881546.585893157.674793130.650957315.990646216.946638343.384672129.65459683.4722111314.116708139.31068566.225371160.702779140.738820363.758875376.74623695.08211074.90606326.83424348.401244105.436513254.670246182.71179963.588867145.345053283.216917218.058921426.469980158.864040191.513526219.97332981.10300532.525841104.122630126.9314316.790072...116.307505-263.583097224.716752313.3990170.0345.1419060.0158.2988980.0151.732588121.8206411079.831750-189.534288145.05838431.76532812.07035393.0870100.065.4770690.0252.67552480.813403140.3355930.0169.66513166.749378298.265224154.76759346.331948406.312094268.626242324.479873256.69974650.85922417.9820060.00.084.553820338.705554204.730539
2019-04-3049.427753317.247067135.63547765.817014224.075881546.585893157.674793130.650957315.990646216.946638343.384672129.65459683.4722111314.116708139.31068566.225371160.702779140.738820363.758875376.74623695.08211074.90606326.83424348.401244105.436513254.670246182.71179963.588867145.345053283.216917218.058921426.469980158.864040191.513526219.97332981.10300532.525841104.122630126.9314316.790072...116.307505-263.583097224.716752313.3990170.0345.1419060.0158.2988980.0151.732588121.8206411079.831750-189.534288145.05838431.76532812.07035393.0870100.065.4770690.0252.67552480.813403140.3355930.0169.66513166.749378254.853478154.76759346.331948406.312094268.626242324.479873256.69974650.85922417.9820060.00.084.553820338.705554204.730539
2019-05-1549.427753317.247067135.63547765.817014224.075881546.585893157.674793130.650957315.990646216.946638343.384672129.65459683.4722111314.116708139.31068566.225371160.702779140.738820363.758875376.74623695.08211074.90606326.83424348.401244105.436513254.670246182.71179963.588867145.345053283.216917218.058921426.469980158.864040191.513526219.97332981.10300532.525841104.122630126.9314316.790072...116.307505-263.583097224.716752313.3990170.0345.1419060.0158.2988980.0151.732588121.8206411079.831750-189.534288145.05838431.76532812.07035393.0870100.065.4770690.0252.67552480.813403140.3355930.0169.66513166.749378254.853478154.76759346.331948406.312094268.626242324.479873256.69974650.85922417.9820060.00.084.553820338.705554204.730539
2019-05-2049.427753317.247067135.63547765.817014224.075881546.585893157.674793130.650957315.990646216.946638343.384672129.65459683.4722111314.116708139.31068566.225371160.702779140.738820363.758875376.74623695.08211074.90606326.83424348.401244105.436513254.670246182.71179963.588867145.345053283.216917218.058921426.469980158.864040191.513526219.97332981.10300532.525841104.122630126.9314316.790072...116.307505-263.583097224.716752313.3990170.0345.1419060.0158.2988980.0151.732588121.8206411079.831750-189.534288145.05838431.76532812.07035393.0870100.065.4770690.0252.67552480.813403140.3355930.0169.66513166.749378254.853478154.76759346.331948406.312094268.626242324.479873256.69974650.85922417.9820060.00.084.553820338.705554204.730539
2019-05-3149.427753317.247067135.63547765.817014224.075881546.585893157.674793130.650957315.990646216.946638343.384672129.65459683.4722111314.116708139.31068566.225371160.702779140.738820363.758875376.74623695.08211074.90606326.83424348.401244105.436513254.670246182.71179963.588867145.345053283.216917218.058921426.469980158.864040191.513526219.97332981.10300532.525841104.122630126.9314316.790072...116.307505-263.583097224.716752313.3990170.0345.1419060.0158.2988980.0151.732588121.8206411079.831750-189.534288145.05838431.76532812.07035393.0870100.065.4770690.0252.67552480.813403140.3355930.0169.66513166.749378254.853478154.76759346.331948406.312094268.626242324.479873256.69974650.85922417.9820060.00.084.553820338.705554204.730539
2019-06-3049.427753317.247067150.10747265.817014224.075881546.585893157.674793130.650957315.990646216.946638343.384672129.65459683.4722111314.116708139.31068566.225371160.702779140.738820363.758875376.74623695.08211074.90606326.83424348.401244105.436513254.670246182.71179963.588867145.345053283.216917218.058921426.469980158.864040191.513526219.97332981.10300532.525841104.122630126.9314316.790072...116.307505-263.583097224.716752313.3990170.0345.1419060.0158.2988980.0151.732588121.8206411079.831750-189.534288145.05838431.76532812.07035393.0870100.065.4770690.0252.67552480.813403140.3355930.0169.66513166.749378254.853478154.76759346.331948406.312094268.626242324.479873256.69974650.85922417.9820060.00.084.553820338.705554204.730539
2019-08-3149.427753317.247067150.10747265.817014224.075881546.585893157.674793130.650957315.990646216.946638343.384672129.65459683.4722111314.116708139.31068566.225371160.702779140.738820363.758875376.74623695.08211074.90606326.83424348.401244105.436513254.670246182.71179963.588867145.345053283.216917218.058921426.469980158.864040191.513526219.97332981.10300532.525841104.122630126.9314316.790072...116.307505-263.583097224.716752313.3990170.0345.1419060.0158.2988980.0151.732588121.8206411079.831750-189.534288145.05838431.76532812.07035393.0870100.065.4770690.0252.67552480.813403140.3355930.0169.66513166.749378254.853478154.76759346.331948406.312094268.626242324.479873256.69974650.85922417.9820060.00.084.553820338.705554204.730539
2019-09-3049.427753317.247067150.10747265.817014224.075881546.585893157.674793130.650957315.990646216.946638343.384672129.65459683.4722111314.116708139.31068566.225371160.702779140.738820363.758875376.74623695.08211074.90606326.83424348.401244105.436513254.670246182.71179963.588867145.345053283.216917218.058921426.469980158.864040191.513526219.97332981.10300532.525841104.122630126.9314316.790072...116.307505-263.583097224.716752313.3990170.0345.1419060.0158.2988980.0151.732588121.8206411079.831750-189.534288145.05838431.76532812.07035393.0870100.065.4770690.0252.67552480.813403140.3355930.0169.66513166.749378254.853478154.76759346.331948406.312094268.626242324.479873256.69974650.85922417.9820060.00.084.553820338.705554204.730539
2019-10-3149.427753317.247067150.10747265.817014224.075881546.585893157.674793130.650957315.990646216.946638343.384672129.65459683.4722111314.116708139.31068566.225371160.702779140.738820363.758875376.74623695.08211074.90606326.83424348.401244105.436513254.670246182.71179963.588867145.345053283.216917218.058921426.469980158.864040191.513526219.97332981.10300532.525841104.122630126.9314316.790072...116.307505-263.583097224.716752313.3990170.0345.1419060.0158.2988980.0151.732588121.8206411079.831750-189.534288145.05838431.76532812.07035393.0870100.065.4770690.0252.67552480.813403140.3355930.0169.66513166.749378254.853478154.76759346.331948406.312094268.626242324.479873256.69974650.85922417.9820060.00.084.553820338.705554204.730539
2019-11-3049.427753317.247067150.10747265.817014224.075881546.585893157.674793130.650957315.990646216.946638343.384672129.65459683.4722111314.116708139.31068566.225371160.702779140.738820363.758875376.74623695.08211074.90606326.83424348.401244105.436513254.670246182.71179963.588867145.345053283.216917218.058921426.469980158.864040191.513526219.97332981.10300532.525841104.122630126.9314316.790072...116.307505-263.583097224.716752313.3990170.0345.1419060.0158.2988980.0151.732588121.8206411079.831750-189.534288145.05838431.76532812.07035393.0870100.065.4770690.0252.67552480.813403140.3355930.0169.66513166.749378254.853478154.76759346.331948406.312094268.626242324.479873256.69974650.85922417.9820060.00.084.553820338.705554204.730539
2019-12-3149.427753317.247067150.107472107.557873224.075881546.585893157.674793130.650957315.990646216.946638343.384672129.65459683.4722111314.116708139.31068566.225371160.702779140.738820363.758875376.74623695.08211074.90606326.83424348.401244105.436513254.670246180.99945465.111165145.345053283.216917218.058921426.469980158.864040191.513526219.97332981.10300532.525841104.122630126.9314317.411329...116.307505-263.583097224.716752313.3990170.0345.1419060.0158.2988980.0151.732588121.8206411079.83175076.309816145.05838431.76532812.07035393.0870100.065.4770690.0252.67552480.813403140.3355930.0169.66513166.749378254.853478154.76759346.331948406.312094268.626242324.479873256.69974650.85922417.9820060.00.084.553820338.705554204.730539
2020-02-2049.427753317.247067150.107472107.557873224.075881546.585893157.674793130.650957315.990646216.946638343.384672129.65459683.4722111314.116708139.31068566.225371160.702779140.738820363.758875376.74623695.08211074.90606326.83424348.401244105.436513254.670246180.99945465.111165145.345053283.216917218.058921426.469980158.864040191.513526219.97332981.10300532.525841104.122630126.9314317.411329...116.307505-263.583097224.716752313.3990170.0345.1419060.0158.2988980.0151.732588121.8206411079.83175076.309816145.05838431.76532812.07035393.0870100.065.4770690.0252.67552480.813403140.3355930.0169.66513166.749378254.853478154.76759346.331948406.312094268.626242324.479873256.69974650.85922417.9820060.00.084.553820338.705554204.730539
2020-02-2949.427753317.247067150.107472107.557873224.075881546.585893157.674793130.650957315.990646216.946638343.384672129.65459683.4722111314.116708139.31068566.225371160.702779140.738820363.758875376.74623695.08211074.90606326.83424348.401244105.436513254.670246180.99945465.111165145.345053283.216917218.058921426.469980158.864040191.513526219.97332981.10300532.525841104.122630126.9314317.411329...116.307505-263.583097224.716752313.3990170.0345.1419060.0158.2988980.0151.732588121.8206411079.83175076.309816145.05838431.76532812.07035393.0870100.065.4770690.0252.67552480.813403140.3355930.0205.69165166.749378254.853478154.76759346.331948406.312094268.626242324.479873256.69974650.85922417.9820060.00.084.553820338.705554204.730539
2020-03-3147.464013238.234590150.107472107.557873207.888802592.790611157.588400129.745151216.410799203.916686342.23298877.63469584.2875291320.692406228.41516781.829454153.499811158.577577141.120608370.45090016.30714675.37363731.08922854.64656532.945394215.086669180.99945465.111165131.206284376.949048248.026028464.003584179.708113188.116195238.68227489.12247335.447888-402.808501120.1977047.411329...140.763000184.379637272.778962200.4569870.0122.2290330.0158.2128100.0119.677566249.6949521126.10060276.30981631.645663249.92646764.341687126.3122020.0-0.8858540.0230.960026100.503868154.0282570.0205.69165153.581463254.853478178.93457458.87564661.702709300.495030334.182295149.32364565.24962530.1148420.00.058.062588316.378618202.668948
2020-04-3047.464013238.234590150.107472107.557873207.888802592.790611157.588400129.745151216.410799203.916686342.23298877.63469584.2875291320.692406228.41516781.829454153.499811158.577577141.120608370.45090016.30714675.37363731.08922854.64656532.945394215.086669180.99945465.111165131.206284376.949048248.026028464.003584179.708113188.116195238.68227489.12247335.447888-402.808501120.1977047.411329...140.763000184.379637272.778962200.4569870.0122.2290330.0158.2128100.0119.677566249.6949521126.10060276.30981631.645663249.92646764.341687126.3122020.0-0.8858540.0230.960026100.503868154.0282570.0205.69165153.581463259.087394178.93457458.87564661.702709300.495030334.182295149.32364565.24962530.1148420.00.058.062588316.378618202.668948
2020-05-1547.464013238.234590150.107472107.557873207.888802592.790611157.588400129.745151216.410799203.916686342.23298877.63469584.2875291320.692406228.41516781.829454153.499811158.577577141.120608370.45090016.30714675.37363731.08922854.64656532.945394215.086669180.99945465.111165131.206284376.949048248.026028464.003584179.708113188.116195238.68227489.12247335.447888-402.808501120.1977047.411329...140.763000184.379637272.778962200.4569870.0122.2290330.0158.2128100.0119.677566249.6949521126.10060276.30981631.645663249.92646764.341687126.3122020.0-0.8858540.0230.960026100.503868154.0282570.0205.69165153.581463259.087394178.93457458.87564661.702709300.495030334.182295149.32364565.24962530.1148420.00.058.062588316.378618202.668948
2020-05-2047.464013238.234590150.107472107.557873207.888802592.790611157.588400129.745151216.410799203.916686342.23298877.63469584.2875291320.692406228.41516781.829454153.499811158.577577141.120608370.45090016.30714675.37363731.08922854.64656532.945394215.086669180.99945465.111165131.206284376.949048248.026028464.003584179.708113188.116195238.68227489.12247335.447888-402.808501120.1977047.411329...140.763000184.379637272.778962200.4569870.0122.2290330.0158.2128100.0119.677566249.6949521126.10060276.30981631.645663249.92646764.341687126.3122020.0-0.8858540.0230.960026100.503868154.0282570.0205.69165153.581463259.087394178.93457458.87564661.702709300.495030334.182295149.32364565.24962530.1148420.00.058.062588316.378618202.668948
2020-05-3147.464013238.234590150.107472107.557873207.888802592.790611157.588400129.745151216.410799203.916686342.23298877.63469584.2875291320.692406228.41516781.829454153.499811158.577577141.120608370.45090016.30714675.37363731.08922854.64656532.945394215.086669180.99945465.111165131.206284376.949048248.026028464.003584179.708113188.116195238.68227489.12247335.447888-402.808501120.1977047.411329...140.763000184.379637272.778962200.4569870.0122.2290330.0158.2128100.0119.677566249.6949521126.10060276.30981631.645663249.92646764.341687126.3122020.0-0.8858540.0230.960026100.503868154.0282570.0205.69165153.581463259.087394178.93457458.87564661.702709300.495030334.182295149.32364565.24962530.1148420.00.058.062588316.378618202.668948
2020-06-3047.464013238.234590167.291805107.557873207.888802592.790611157.588400129.745151216.410799203.916686342.23298877.63469584.2875291320.692406228.41516781.829454153.499811158.577577141.120608370.45090016.30714675.37363731.08922854.64656532.945394215.086669180.99945465.111165131.206284376.949048248.026028464.003584179.708113188.116195238.68227489.12247335.447888-402.808501120.1977047.411329...140.763000184.379637272.778962200.4569870.0122.2290330.0158.2128100.0119.677566249.6949521126.10060276.30981631.645663249.92646764.341687126.3122020.0-0.8858540.0230.960026100.503868154.0282570.0205.69165153.581463259.087394178.93457458.87564661.702709300.495030334.182295149.32364565.24962530.1148420.00.058.062588316.378618202.668948
2020-08-3147.464013238.234590167.291805107.557873207.888802592.790611157.588400129.745151216.410799203.916686342.23298877.63469584.2875291320.692406228.41516781.829454153.499811158.577577141.120608370.45090016.30714675.37363731.08922854.64656532.945394215.086669180.99945465.111165131.206284376.949048248.026028464.003584179.708113188.116195238.68227489.12247335.447888-402.808501120.1977047.411329...140.763000184.379637272.778962200.4569870.0122.2290330.0158.2128100.0119.677566249.6949521126.10060276.30981631.645663249.92646764.341687126.3122020.0-0.8858540.0230.960026100.503868154.0282570.0205.69165153.581463259.087394178.93457458.87564661.702709300.495030334.182295149.32364565.24962530.1148420.00.058.062588316.378618202.668948
2020-09-3047.464013238.234590167.291805107.557873207.888802592.790611157.588400129.745151216.410799203.916686342.23298877.63469584.2875291320.692406228.41516781.829454153.499811158.577577141.120608370.45090016.30714675.37363731.08922854.64656532.945394215.086669180.99945465.111165131.206284376.949048248.026028464.003584179.708113188.116195238.68227489.12247335.447888-402.808501120.1977047.411329...140.763000184.379637272.778962200.4569870.0122.2290330.0158.2128100.0119.677566249.6949521126.10060276.30981631.645663249.92646764.341687126.3122020.0-0.8858540.0230.960026100.503868154.0282570.0205.69165153.581463259.087394178.93457458.87564661.702709300.495030334.182295149.32364565.24962530.1148420.00.058.062588316.378618202.668948
2020-10-3147.464013238.234590167.291805107.557873207.888802592.790611157.588400129.745151216.410799203.916686342.23298877.63469584.2875291320.692406228.41516781.829454153.499811158.577577141.120608370.45090016.30714675.37363731.08922854.64656532.945394215.086669180.99945465.111165131.206284376.949048248.026028464.003584179.708113188.116195238.68227489.12247335.447888-402.808501120.1977047.411329...140.763000184.379637272.778962200.4569870.0122.2290330.0158.2128100.0119.677566249.6949521126.10060276.30981631.645663249.92646764.341687126.3122020.0-0.8858540.0230.960026100.503868154.0282570.0205.69165153.581463259.087394178.93457458.87564661.702709300.495030334.182295149.32364565.24962530.1148420.00.058.062588316.378618202.668948
2020-11-3047.464013238.234590167.291805107.557873207.888802592.790611157.588400129.745151216.410799203.916686342.23298877.63469584.2875291320.692406228.41516781.829454153.499811158.577577141.120608370.45090016.30714675.37363731.08922854.64656532.945394215.086669180.99945465.111165131.206284376.949048248.026028464.003584179.708113188.116195238.68227489.12247335.447888-402.808501120.1977047.411329...140.763000184.379637272.778962200.4569870.0122.2290330.0158.2128100.0119.677566249.6949521126.10060276.30981631.645663249.92646764.341687126.3122020.0-0.8858540.0230.960026100.503868154.0282570.0205.69165153.581463259.087394178.93457458.87564661.702709300.495030334.182295149.32364565.24962530.1148420.00.058.062588316.378618202.668948
2020-12-3147.464013238.234590167.291805-76.495689207.888802592.790611157.588400129.745151216.410799203.916686342.23298877.63469584.2875291320.692406228.41516781.829454196.397974158.577577141.120608370.45090016.30714675.37363731.08922854.64656532.945394215.086669182.58838632.682441131.206284376.949048248.026028464.003584179.708113188.116195238.68227489.12247335.447888-402.808501120.1977044.436297...140.763000184.379637272.778962200.4569870.0122.2290330.0158.2128100.0119.677566249.6949521126.10060294.13100031.645663249.92646764.341687126.3122020.0-0.8858540.0230.960026100.503868154.0282570.0205.69165153.581463259.087394178.93457458.87564661.702709300.495030334.182295149.32364565.24962530.1148420.00.058.062588316.378618202.668948
2021-02-2047.464013238.234590167.291805-76.495689207.888802592.790611157.588400129.745151216.410799203.916686342.23298877.63469584.2875291320.692406228.41516781.829454196.397974158.577577141.120608370.45090016.30714675.37363731.08922854.64656532.945394215.086669182.58838632.682441131.206284376.949048248.026028464.003584179.708113188.116195238.68227489.12247335.447888-402.808501120.1977044.436297...140.763000184.379637272.778962200.4569870.0122.2290330.0158.2128100.0119.677566249.6949521126.10060294.13100031.645663249.92646764.341687126.3122020.0-0.8858540.0230.960026100.503868154.0282570.0205.69165153.581463259.087394178.93457458.87564661.702709300.495030334.182295149.32364565.24962530.1148420.00.058.062588316.378618202.668948
2021-02-2847.464013238.234590167.291805-76.495689207.888802592.790611157.588400129.745151216.410799203.916686342.23298877.63469584.2875291320.692406228.41516781.829454196.397974158.577577141.120608370.45090016.30714675.37363731.08922854.64656532.945394215.086669182.58838632.682441131.206284376.949048248.026028464.003584179.708113188.116195238.68227489.12247335.447888-402.808501120.1977044.436297...140.763000184.379637272.778962200.4569870.0122.2290330.0158.2128100.0119.677566249.6949521126.10060294.13100031.645663249.92646764.341687126.3122020.0-0.8858540.0230.960026100.503868154.0282570.082.52612753.581463259.087394178.93457458.87564661.702709300.495030334.182295149.32364565.24962530.1148420.00.058.062588316.378618202.668948
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2018-05-31NaN0.1394610.1010480.0138380.0884090.1900440.1353060.1305640.2442200.1903520.0923410.1042860.1033430.2982890.0458240.1592030.0966590.0682260.1023160.1566800.0420290.0534190.3695670.1733460.0533820.1051120.0730510.0794090.1243340.1000350.0967240.1257480.0863500.0842730.0886380.4676080.2454890.0872860.0868350.040438...0.0502500.036542-0.0923110.133656NaN0.127701NaN0.055623NaN0.0541800.0470270.1882500.1834590.1199660.035880-0.0015390.064563NaN0.137739NaN0.0869410.0377400.055235NaN0.0989490.0697640.1092810.1336390.1280360.0883010.1716480.2026110.1202090.0723860.050759NaNNaN0.1375010.0463830.160365
2018-06-30NaN0.1394610.0985360.0138380.0884090.1900440.1353060.1305640.2442200.1903520.0923410.1042860.1033430.2982890.0458240.1592030.0966590.0682260.1023160.1566800.0420290.0534190.3695670.1733460.0533820.1051120.0730510.0794090.1243340.1000350.0967240.1257480.0863500.0842730.0886380.4676080.2454890.0872860.0868350.040438...0.0502500.036542-0.0923110.133656NaN0.127701NaN0.055623NaN0.0541800.0470270.1882500.1834590.1199660.035880-0.0015390.064563NaN0.137739NaN0.0869410.0377400.055235NaN0.0989490.0697640.1092810.1336390.1280360.0883010.1716480.2026110.1202090.0723860.050759NaNNaN0.1375010.0463830.160365
2018-08-31NaN0.1394610.0985360.0138380.0884090.1900440.1353060.1305640.2442200.1903520.0923410.1042860.1033430.2982890.0458240.1592030.0966590.0682260.1023160.1566800.0420290.0534190.3695670.1733460.0533820.1051120.0730510.0794090.1243340.1000350.0967240.1257480.0863500.0842730.0886380.4676080.2454890.0872860.0868350.040438...0.0502500.036542-0.0923110.133656NaN0.127701NaN0.055623NaN0.0541800.0470270.1882500.1834590.1199660.035880-0.0015390.064563NaN0.137739NaN0.0869410.0377400.055235NaN0.0989490.0697640.1092810.1336390.1280360.0883010.1716480.2026110.1202090.0723860.050759NaNNaN0.1375010.0463830.160365
2018-09-30NaN0.1394610.0985360.0138380.0884090.1900440.1353060.1305640.2442200.1903520.0923410.1042860.1033430.2982890.0458240.1592030.0966590.0682260.1023160.1566800.0420290.0534190.3695670.1733460.0533820.1051120.0730510.0794090.1243340.1000350.0967240.1257480.0863500.0842730.0886380.4676080.2454890.0872860.0868350.040438...0.0502500.036542-0.0923110.133656NaN0.127701NaN0.055623NaN0.0541800.0470270.1882500.1834590.1199660.035880-0.0015390.064563NaN0.137739NaN0.0869410.0377400.055235NaN0.0989490.0697640.1092810.1336390.1280360.0883010.1716480.2026110.1202090.0723860.050759NaNNaN0.1375010.0463830.160365
2018-10-31NaN0.1394610.0985360.0138380.0884090.1900440.1353060.1305640.2442200.1903520.0923410.1042860.1033430.2982890.0458240.1592030.0966590.0682260.1023160.1566800.0420290.0534190.3695670.1733460.0533820.1051120.0730510.0794090.1243340.1000350.0967240.1257480.0863500.0842730.0886380.4676080.2454890.0872860.0868350.040438...0.0502500.036542-0.0923110.133656NaN0.127701NaN0.055623NaN0.0541800.0470270.1882500.1834590.1199660.035880-0.0015390.064563NaN0.137739NaN0.0869410.0377400.055235NaN0.0989490.0697640.1092810.1336390.1280360.0883010.1716480.2026110.1202090.0723860.050759NaNNaN0.1375010.0463830.160365
2018-11-30NaN0.1394610.0985360.0138380.0884090.1900440.1353060.1305640.2442200.1903520.0923410.1042860.1033430.2982890.0458240.1592030.0966590.0682260.1023160.1566800.0420290.0534190.3695670.1733460.0533820.1051120.0730510.0794090.1243340.1000350.0967240.1257480.0863500.0842730.0886380.4676080.2454890.0872860.0868350.040438...0.0502500.036542-0.0923110.133656NaN0.127701NaN0.055623NaN0.0541800.0470270.1882500.1834590.1199660.035880-0.0015390.064563NaN0.137739NaN0.0869410.0377400.055235NaN0.0989490.0697640.1092810.1336390.1280360.0883010.1716480.2026110.1202090.0723860.050759NaNNaN0.1375010.0463830.160365
2018-12-31NaN0.1394610.0985360.0138380.0884090.1900440.1353060.1305640.2442200.1903520.0923410.1042860.1033430.2982890.0458240.1592030.0966590.0682260.1023160.1566800.0420290.0534190.3695670.1733460.0533820.1051120.0730510.0432420.1243340.1000350.0967240.1257480.0863500.0842730.0886380.4676080.2454890.0872860.0868350.151267...0.0502500.036542-0.0923110.133656NaN0.127701NaN0.055623NaN0.0541800.0470270.188250-0.3944270.1199660.035880-0.0015390.064563NaN0.137739NaN0.0869410.0377400.055235NaN0.0989490.0697640.1092810.1336390.1280360.0883010.1716480.2026110.1202090.0723860.050759NaNNaN0.1375010.0463830.160365
2019-01-31NaN0.1394610.0985360.0138380.0884090.1900440.1353060.1305640.2442200.1903520.0923410.1042860.1033430.2982890.0458240.1592030.0966590.0682260.1023160.1566800.0420290.0534190.3695670.1733460.0533820.1051120.0730510.0432420.1243340.1000350.0967240.1257480.0863500.0842730.0886380.4676080.2454890.0872860.0868350.151267...0.0502500.036542-0.0923110.133656NaN0.127701NaN0.055623NaN0.0541800.0470270.188250-0.3944270.1199660.035880-0.0015390.064563NaN0.137739NaN0.0869410.0377400.055235NaN0.0989490.0697640.1092810.1336390.1280360.0883010.1716480.2026110.1202090.0723860.050759NaNNaN0.1375010.0463830.160365
2019-02-20NaN0.1394610.0985360.0138380.0884090.1900440.1353060.1305640.2442200.1903520.0923410.1042860.1033430.2982890.0458240.1592030.0966590.0682260.1023160.1566800.0420290.0534190.3695670.1733460.0533820.1051120.0730510.0432420.1243340.1000350.0967240.1257480.0863500.0842730.0886380.4676080.2454890.0872860.0868350.151267...0.0502500.036542-0.0923110.133656NaN0.127701NaN0.055623NaN0.0541800.0470270.188250-0.3944270.1199660.035880-0.0015390.064563NaN0.137739NaN0.0869410.0377400.055235NaN0.0989490.0697640.1092810.1336390.1280360.0883010.1716480.2026110.1202090.0723860.050759NaNNaN0.1375010.0463830.160365
2019-02-28NaN0.1394610.0985360.0138380.0884090.1900440.1353060.1305640.2442200.1903520.0923410.1042860.1033430.2982890.0458240.1592030.0966590.0682260.1023160.1566800.0420290.0534190.3695670.1733460.0533820.1051120.0730510.0432420.1243340.1000350.0967240.1257480.0863500.0842730.0886380.4676080.2454890.0872860.0868350.151267...0.0502500.036542-0.0923110.133656NaN0.127701NaN0.055623NaN0.0541800.0470270.188250-0.3944270.1199660.035880-0.0015390.064563NaN0.137739NaN0.0869410.0377400.055235NaN0.0851090.0697640.1092810.1336390.1280360.0883010.1716480.2026110.1202090.0723860.050759NaNNaN0.1375010.0463830.160365
2019-03-31NaN0.1331840.0985360.0319660.0936960.1562570.1471570.1366410.2381150.1458150.0952360.1001310.0961650.3003590.0556710.1493800.0915670.0642250.1522000.1480220.0586560.0551050.3261250.2713170.1565690.1328940.0553740.0432420.1262170.0836160.0977830.1173280.0646690.0487790.0955410.4118850.2604930.0504850.1676720.151267...0.050568-0.0912970.0510090.118693NaN0.129433NaN0.055661NaN0.0522680.0368150.192572-0.3944270.0804360.0206050.0080390.060907NaN0.048433NaN0.0579990.0334560.045274NaN0.0851090.1011340.1092810.0909100.1414200.2019840.1441800.2083740.1240660.0289230.024903NaNNaN0.1173250.0753640.139913
2019-04-30NaN0.1331840.0985360.0319660.0936960.1562570.1471570.1366410.2381150.1458150.0952360.1001310.0961650.3003590.0556710.1493800.0915670.0642250.1522000.1480220.0586560.0551050.3261250.2713170.1565690.1328940.0553740.0432420.1262170.0836160.0977830.1173280.0646690.0487790.0955410.4118850.2604930.0504850.1676720.151267...0.050568-0.0912970.0510090.118693NaN0.129433NaN0.055661NaN0.0522680.0368150.192572-0.3944270.0804360.0206050.0080390.060907NaN0.048433NaN0.0579990.0334560.045274NaN0.0851090.1011340.0869390.0909100.1414200.2019840.1441800.2083740.1240660.0289230.024903NaNNaN0.1173250.0753640.139913
2019-05-15NaN0.1331840.0985360.0319660.0936960.1562570.1471570.1366410.2381150.1458150.0952360.1001310.0961650.3003590.0556710.1493800.0915670.0642250.1522000.1480220.0586560.0551050.3261250.2713170.1565690.1328940.0553740.0432420.1262170.0836160.0977830.1173280.0646690.0487790.0955410.4118850.2604930.0504850.1676720.151267...0.050568-0.0912970.0510090.118693NaN0.129433NaN0.055661NaN0.0522680.0368150.192572-0.3944270.0804360.0206050.0080390.060907NaN0.048433NaN0.0579990.0334560.045274NaN0.0851090.1011340.0869390.0909100.1414200.2019840.1441800.2083740.1240660.0289230.024903NaNNaN0.1173250.0753640.139913
2019-05-20NaN0.1331840.0985360.0319660.0936960.1562570.1471570.1366410.2381150.1458150.0952360.1001310.0961650.3003590.0556710.1493800.0915670.0642250.1522000.1480220.0586560.0551050.3261250.2713170.1565690.1328940.0553740.0432420.1262170.0836160.0977830.1173280.0646690.0487790.0955410.4118850.2604930.0504850.1676720.151267...0.050568-0.0912970.0510090.118693NaN0.129433NaN0.055661NaN0.0522680.0368150.192572-0.3944270.0804360.0206050.0080390.060907NaN0.048433NaN0.0579990.0334560.045274NaN0.0851090.1011340.0869390.0909100.1414200.2019840.1441800.2083740.1240660.0289230.024903NaNNaN0.1173250.0753640.139913
2019-05-31NaN0.1331840.0985360.0319660.0936960.1562570.1471570.1366410.2381150.1458150.0952360.1001310.0961650.3003590.0556710.1493800.0915670.0642250.1522000.1480220.0586560.0551050.3261250.2713170.1565690.1328940.0553740.0432420.1262170.0836160.0977830.1173280.0646690.0487790.0955410.4118850.2604930.0504850.1676720.151267...0.050568-0.0912970.0510090.118693NaN0.129433NaN0.055661NaN0.0522680.0368150.192572-0.3944270.0804360.0206050.0080390.060907NaN0.048433NaN0.0579990.0334560.045274NaN0.0851090.1011340.0869390.0909100.1414200.2019840.1441800.2083740.1240660.0289230.024903NaNNaN0.1173250.0753640.139913
2019-06-30NaN0.1331840.1035020.0319660.0936960.1562570.1471570.1366410.2381150.1458150.0952360.1001310.0961650.3003590.0556710.1493800.0915670.0642250.1522000.1480220.0586560.0551050.3261250.2713170.1565690.1328940.0553740.0432420.1262170.0836160.0977830.1173280.0646690.0487790.0955410.4118850.2604930.0504850.1676720.151267...0.050568-0.0912970.0510090.118693NaN0.129433NaN0.055661NaN0.0522680.0368150.192572-0.3944270.0804360.0206050.0080390.060907NaN0.048433NaN0.0579990.0334560.045274NaN0.0851090.1011340.0869390.0909100.1414200.2019840.1441800.2083740.1240660.0289230.024903NaNNaN0.1173250.0753640.139913
2019-08-31NaN0.1331840.1035020.0319660.0936960.1562570.1471570.1366410.2381150.1458150.0952360.1001310.0961650.3003590.0556710.1493800.0915670.0642250.1522000.1480220.0586560.0551050.3261250.2713170.1565690.1328940.0553740.0432420.1262170.0836160.0977830.1173280.0646690.0487790.0955410.4118850.2604930.0504850.1676720.151267...0.050568-0.0912970.0510090.118693NaN0.129433NaN0.055661NaN0.0522680.0368150.192572-0.3944270.0804360.0206050.0080390.060907NaN0.048433NaN0.0579990.0334560.045274NaN0.0851090.1011340.0869390.0909100.1414200.2019840.1441800.2083740.1240660.0289230.024903NaNNaN0.1173250.0753640.139913
2019-09-30NaN0.1331840.1035020.0319660.0936960.1562570.1471570.1366410.2381150.1458150.0952360.1001310.0961650.3003590.0556710.1493800.0915670.0642250.1522000.1480220.0586560.0551050.3261250.2713170.1565690.1328940.0553740.0432420.1262170.0836160.0977830.1173280.0646690.0487790.0955410.4118850.2604930.0504850.1676720.151267...0.050568-0.0912970.0510090.118693NaN0.129433NaN0.055661NaN0.0522680.0368150.192572-0.3944270.0804360.0206050.0080390.060907NaN0.048433NaN0.0579990.0334560.045274NaN0.0851090.1011340.0869390.0909100.1414200.2019840.1441800.2083740.1240660.0289230.024903NaNNaN0.1173250.0753640.139913
2019-10-31NaN0.1331840.1035020.0319660.0936960.1562570.1471570.1366410.2381150.1458150.0952360.1001310.0961650.3003590.0556710.1493800.0915670.0642250.1522000.1480220.0586560.0551050.3261250.2713170.1565690.1328940.0553740.0432420.1262170.0836160.0977830.1173280.0646690.0487790.0955410.4118850.2604930.0504850.1676720.151267...0.050568-0.0912970.0510090.118693NaN0.129433NaN0.055661NaN0.0522680.0368150.192572-0.3944270.0804360.0206050.0080390.060907NaN0.048433NaN0.0579990.0334560.045274NaN0.0851090.1011340.0869390.0909100.1414200.2019840.1441800.2083740.1240660.0289230.024903NaNNaN0.1173250.0753640.139913
2019-11-30NaN0.1331840.1035020.0319660.0936960.1562570.1471570.1366410.2381150.1458150.0952360.1001310.0961650.3003590.0556710.1493800.0915670.0642250.1522000.1480220.0586560.0551050.3261250.2713170.1565690.1328940.0553740.0432420.1262170.0836160.0977830.1173280.0646690.0487790.0955410.4118850.2604930.0504850.1676720.151267...0.050568-0.0912970.0510090.118693NaN0.129433NaN0.055661NaN0.0522680.0368150.192572-0.3944270.0804360.0206050.0080390.060907NaN0.048433NaN0.0579990.0334560.045274NaN0.0851090.1011340.0869390.0909100.1414200.2019840.1441800.2083740.1240660.0289230.024903NaNNaN0.1173250.0753640.139913
2019-12-31NaN0.1331840.1035020.0516500.0936960.1562570.1471570.1366410.2381150.1458150.0952360.1001310.0961650.3003590.0556710.1493800.0915670.0642250.1522000.1480220.0586560.0551050.3261250.2713170.1565690.1328940.0550380.0423460.1262170.0836160.0977830.1173280.0646690.0487790.0955410.4118850.2604930.0504850.1676720.152366...0.050568-0.0912970.0510090.118693NaN0.129433NaN0.055661NaN0.0522680.0368150.1925720.1547840.0804360.0206050.0080390.060907NaN0.048433NaN0.0579990.0334560.045274NaN0.0851090.1011340.0869390.0909100.1414200.2019840.1441800.2083740.1240660.0289230.024903NaNNaN0.1173250.0753640.139913
2020-02-20NaN0.1331840.1035020.0516500.0936960.1562570.1471570.1366410.2381150.1458150.0952360.1001310.0961650.3003590.0556710.1493800.0915670.0642250.1522000.1480220.0586560.0551050.3261250.2713170.1565690.1328940.0550380.0423460.1262170.0836160.0977830.1173280.0646690.0487790.0955410.4118850.2604930.0504850.1676720.152366...0.050568-0.0912970.0510090.118693NaN0.129433NaN0.055661NaN0.0522680.0368150.1925720.1547840.0804360.0206050.0080390.060907NaN0.048433NaN0.0579990.0334560.045274NaN0.0851090.1011340.0869390.0909100.1414200.2019840.1441800.2083740.1240660.0289230.024903NaNNaN0.1173250.0753640.139913
2020-02-29NaN0.1331840.1035020.0516500.0936960.1562570.1471570.1366410.2381150.1458150.0952360.1001310.0961650.3003590.0556710.1493800.0915670.0642250.1522000.1480220.0586560.0551050.3261250.2713170.1565690.1328940.0550380.0423460.1262170.0836160.0977830.1173280.0646690.0487790.0955410.4118850.2604930.0504850.1676720.152366...0.050568-0.0912970.0510090.118693NaN0.129433NaN0.055661NaN0.0522680.0368150.1925720.1547840.0804360.0206050.0080390.060907NaN0.048433NaN0.0579990.0334560.045274NaN0.0974060.1011340.0869390.0909100.1414200.2019840.1441800.2083740.1240660.0289230.024903NaNNaN0.1173250.0753640.139913
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57 rows × 397 columns

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"],"text/plain":[" 1332.T 1333.T 1414.T ... 9962.T 9987.T 9989.T\n"," ... \n","2012-03-31 NaN NaN NaN ... NaN NaN NaN\n","2017-03-31 NaN 0.153443 NaN ... 0.118470 0.053816 0.170991\n","2017-04-30 NaN 0.153443 NaN ... 0.118470 0.053816 0.170991\n","2017-05-15 NaN 0.153443 NaN ... 0.118470 0.053816 0.170991\n","2017-05-20 NaN 0.153443 NaN ... 0.118470 0.053816 0.170991\n","2017-05-31 NaN 0.153443 NaN ... 0.118470 0.053816 0.170991\n","2017-06-30 NaN 0.153443 0.101048 ... 0.118470 0.053816 0.170991\n","2017-08-31 NaN 0.153443 0.101048 ... 0.118470 0.053816 0.170991\n","2017-09-30 NaN 0.153443 0.101048 ... 0.118470 0.053816 0.170991\n","2017-10-31 NaN 0.153443 0.101048 ... 0.118470 0.053816 0.170991\n","2017-11-30 NaN 0.153443 0.101048 ... 0.118470 0.053816 0.170991\n","2017-12-31 NaN 0.153443 0.101048 ... 0.118470 0.053816 0.170991\n","2018-01-31 NaN 0.153443 0.101048 ... 0.118470 0.053816 0.170991\n","2018-02-20 NaN 0.153443 0.101048 ... 0.118470 0.053816 0.170991\n","2018-02-28 NaN 0.153443 0.101048 ... 0.118470 0.053816 0.170991\n","2018-03-31 NaN 0.139461 0.101048 ... 0.137501 0.046383 0.160365\n","2018-04-30 NaN 0.139461 0.101048 ... 0.137501 0.046383 0.160365\n","2018-05-15 NaN 0.139461 0.101048 ... 0.137501 0.046383 0.160365\n","2018-05-20 NaN 0.139461 0.101048 ... 0.137501 0.046383 0.160365\n","2018-05-31 NaN 0.139461 0.101048 ... 0.137501 0.046383 0.160365\n","2018-06-30 NaN 0.139461 0.098536 ... 0.137501 0.046383 0.160365\n","2018-08-31 NaN 0.139461 0.098536 ... 0.137501 0.046383 0.160365\n","2018-09-30 NaN 0.139461 0.098536 ... 0.137501 0.046383 0.160365\n","2018-10-31 NaN 0.139461 0.098536 ... 0.137501 0.046383 0.160365\n","2018-11-30 NaN 0.139461 0.098536 ... 0.137501 0.046383 0.160365\n","2018-12-31 NaN 0.139461 0.098536 ... 0.137501 0.046383 0.160365\n","2019-01-31 NaN 0.139461 0.098536 ... 0.137501 0.046383 0.160365\n","2019-02-20 NaN 0.139461 0.098536 ... 0.137501 0.046383 0.160365\n","2019-02-28 NaN 0.139461 0.098536 ... 0.137501 0.046383 0.160365\n","2019-03-31 NaN 0.133184 0.098536 ... 0.117325 0.075364 0.139913\n","2019-04-30 NaN 0.133184 0.098536 ... 0.117325 0.075364 0.139913\n","2019-05-15 NaN 0.133184 0.098536 ... 0.117325 0.075364 0.139913\n","2019-05-20 NaN 0.133184 0.098536 ... 0.117325 0.075364 0.139913\n","2019-05-31 NaN 0.133184 0.098536 ... 0.117325 0.075364 0.139913\n","2019-06-30 NaN 0.133184 0.103502 ... 0.117325 0.075364 0.139913\n","2019-08-31 NaN 0.133184 0.103502 ... 0.117325 0.075364 0.139913\n","2019-09-30 NaN 0.133184 0.103502 ... 0.117325 0.075364 0.139913\n","2019-10-31 NaN 0.133184 0.103502 ... 0.117325 0.075364 0.139913\n","2019-11-30 NaN 0.133184 0.103502 ... 0.117325 0.075364 0.139913\n","2019-12-31 NaN 0.133184 0.103502 ... 0.117325 0.075364 0.139913\n","2020-02-20 NaN 0.133184 0.103502 ... 0.117325 0.075364 0.139913\n","2020-02-29 NaN 0.133184 0.103502 ... 0.117325 0.075364 0.139913\n","2020-03-31 NaN 0.094528 0.103502 ... 0.078191 0.068505 0.126817\n","2020-04-30 NaN 0.094528 0.103502 ... 0.078191 0.068505 0.126817\n","2020-05-15 NaN 0.094528 0.103502 ... 0.078191 0.068505 0.126817\n","2020-05-20 NaN 0.094528 0.103502 ... 0.078191 0.068505 0.126817\n","2020-05-31 NaN 0.094528 0.103502 ... 0.078191 0.068505 0.126817\n","2020-06-30 NaN 0.094528 0.107717 ... 0.078191 0.068505 0.126817\n","2020-08-31 NaN 0.094528 0.107717 ... 0.078191 0.068505 0.126817\n","2020-09-30 NaN 0.094528 0.107717 ... 0.078191 0.068505 0.126817\n","2020-10-31 NaN 0.094528 0.107717 ... 0.078191 0.068505 0.126817\n","2020-11-30 NaN 0.094528 0.107717 ... 0.078191 0.068505 0.126817\n","2020-12-31 NaN 0.094528 0.107717 ... 0.078191 0.068505 0.126817\n","2021-02-20 NaN 0.094528 0.107717 ... 0.078191 0.068505 0.126817\n","2021-02-28 NaN 0.094528 0.107717 ... 0.078191 0.068505 0.126817\n","2021-03-31 NaN 0.094528 0.107717 ... 0.078191 0.068505 0.126817\n","2021-04-30 NaN 0.094528 0.107717 ... 0.078191 0.068505 0.126817\n","\n","[57 rows x 397 columns]"]},"metadata":{"tags":[]},"execution_count":22}]},{"cell_type":"markdown","metadata":{"id":"SJAYisVx-Qwb"},"source":["## 終値データフレームの整形、および月次リターンデータフレームの作成\n","ここからはゴリ押しでデータ整形していきます。まず月次データ用にデータ整形し、それから月次リターンデータフレーム(マーケットリターンを差し引いたもの)を作ります。"],"id":"SJAYisVx-Qwb"},{"cell_type":"code","metadata":{"id":"1e-rVCfN-R-x"},"source":["closes[\"month\"] = closes.index.month # 月カラムの作成\n","closes[\"end_of_month\"] = closes.month.diff().shift(-1) # 月末フラグカラムの作成\n","closes = closes[closes.end_of_month != 0] # 月末のみ抽出\n","\n","monthly_rt = closes.pct_change().shift(-1) # 月次リターンの作成(ラグあり)\n","monthly_rt = monthly_rt.sub(monthly_rt[\"^N225\"], axis=0) # マーケットリターン控除\n","\n","closes = closes[closes.index > datetime.datetime(2017, 4, 1)] # 2017年4月以降\n","monthly_rt = monthly_rt[monthly_rt.index > datetime.datetime(2017, 4, 1)]\n","\n","closes = closes.drop([\"^N225\", \"month\", \"end_of_month\"], axis=1) # 不要なカラムを削除\n","monthly_rt = monthly_rt.drop([\"^N225\", \"month\", \"end_of_month\"], axis=1)"],"id":"1e-rVCfN-R-x","execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"6OeMDD-xIHdm","executionInfo":{"elapsed":15,"status":"ok","timestamp":1623401702799,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"baefdce0-7778-461d-c99a-6e3a77883117"},"source":["closes"],"id":"6OeMDD-xIHdm","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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Date
2017-04-28507.4028323018.7521972398.756104952.8787231939.2764893816.897461965.3396001008.6486211082.8326421342.7069092415.207031950.853516611.83929413966.2558591523.562622509.5286561556.4207761588.2471921519.1844482906.6069341845.5849611616.970093924.1753541463.2004391990.7523194975.4648445611.7895512272.8203123656.5983894224.3852546180.4565438815.4091803125.1862795874.1616214623.1865231501.497559818.8088382246.9001461260.785522326.855530...1197.8923342042.8079833098.3154303119.402344NaN3193.3244632688.6569821878.9682621861.1644291708.7945561919.9257819883.5966801254.471436433.01051.5743411004.1579591307.7006841199.6674801079.799683760.0649412282.0795901919.7015383819.08129912639.6240233086.308105981.3667607383.6635743064.459961566.6755373766.7661134202.2919924184.4038094446.7543953114.758789532.0322881461.1152341750.8927002058.0776373545.2680663655.257324
2017-05-31546.1432503004.5351562506.935303908.2892462143.9880374247.9824221093.0394291052.9952391196.9046631509.4365232594.1110841109.328979620.73236114877.4697271663.754028568.2509161610.2794191598.6032711659.9163823575.2624511589.3854981730.5079351061.2252201509.0642092075.2023936231.1323245975.0742192220.5715334032.5979004464.4062507632.9609388442.6630863148.6840826439.3413094922.5307621473.4669191013.5916142305.2614751361.128174406.493011...1288.8245851833.0552982889.3381353351.460693NaN2943.8461912627.0417482103.6274411726.6112061587.9799801804.46960410363.9228521389.115967454.01091.3869631052.9035641446.7427981239.9849851232.516724795.7664792596.3620612011.7071534092.21460013474.9726563163.5859381133.2222908521.8193363350.858154616.4127814224.2294924586.4487304088.8105475219.0595703762.702881528.3944701513.9787601723.0091552437.3249513501.9741214029.197266
2017-06-30620.7890622813.0788572696.607666964.0260622113.8295904607.2192381179.6610111123.7611081161.1507571681.4875492538.7360841147.326172622.51086414898.7587891663.012329577.2850951612.1049801704.0469971704.1208503661.6875001728.8718261745.646484996.9450681681.6694341998.3433846023.4277345783.8715822166.3879394150.0981454109.1743167457.4912118489.2578122941.9047856328.1582034808.4946291507.1037601079.7216802368.3286131385.284668417.752594...1385.3239751906.0126952998.3693853253.282227NaN3151.5935062791.3488772187.1782231869.6328121728.0150151885.47509810982.6357421389.127686463.01072.346191987.5844731368.4215091186.2285161225.329956804.2220462452.4631352113.8337403919.70947314250.6533203342.2927251186.3719487766.2373053513.150391627.7274174180.4296884722.3081054158.3330085986.5693363924.688965507.4770511580.7081301801.8521732501.6706543588.5617683917.015625
2017-07-31608.5055542852.8867192772.702393956.8917242067.2211914741.9335941185.9119871100.1724851176.4738771706.3195802704.8613281237.221558674.97967515873.8408201687.490356593.5465701542.7280271617.4324951699.6101073784.5019531678.5809331714.4233401073.3532711721.1220701983.1612555966.7817385544.8681642142.1987304300.4985353869.1525887330.7622078191.0610352866.7121586050.2016604442.6308591454.7801511077.3167722282.6696781439.172241397.159088...1378.8288571924.2520753125.5734863244.357178NaN3236.8698732645.7131352194.6047361961.8441161726.1843261867.78405811196.3427731354.851807468.01046.381470995.3837281321.7807621187.1243901173.226440780.7343142465.7053222031.0281983579.48974615036.2792973839.7724611141.7640387603.6435553451.097656645.1708373980.8974614370.9458014492.9116215516.4702153910.804199535.6701661592.8409421793.1987302667.4082033545.2680663842.227295
2017-08-31584.8833623023.4912112896.356934937.2724002160.4379884952.9853521158.2286381071.8660891159.4482421789.6844482581.3325201244.635742702.54803516593.4433591639.276245596.2568971564.6367191690.8663331867.4060064061.9711911676.6831051808.0924071234.6594241753.1773682119.8002935947.8994145583.1088872016.4145513534.3986824166.7792977428.2456058163.1064453035.8952645985.3447274566.1689451279.1224371118.1970212213.9543461390.859253393.726868...1387.1798101988.0900883207.3469243070.312988NaN3427.3806152483.2736822259.5893551985.3675541826.8632812066.10791012673.7031251357.708252445.01097.4453121020.7315061323.5410161282.9901121160.649658787.3109132657.2766111978.5850833474.07006815503.6767583958.1572271127.5277107737.5439453689.762207643.7566533883.5651864459.9580084414.6987305497.2827153915.432373541.1269531572.0419921810.3393552750.2780763853.1340334258.234375
2017-09-29598.2041633137.2275393048.5458981074.2265622480.8032235307.6943361217.1395261179.4554441285.6652832001.1628422768.7558591274.291992779.91723617698.0996091795.786255641.4278561625.2124021718.4592292039.4113774003.3889161727.9229741796.6409911338.4371341767.9721682497.7578125910.1347665697.9272461966.1010743717.6987304128.3764657922.7089848365.7714842876.1113285735.1831054932.5957031355.4918211066.2551272373.9765621385.292725396.178467...1475.6621092133.0925293107.3483893020.848633NaN3502.6850592625.8295902431.5402831977.7127691817.8565672105.83252013173.1269531310.877075454.01055.389038920.3156131276.2486571198.2821041082.296143754.4279792525.1262211929.2504883162.37304715941.2402343803.1252441149.8941657421.9208984048.026855658.0889283923.2807624519.9868164967.2041025219.3823243804.231201559.3161011606.4946291791.9748542900.2426763875.2907714381.753906
2017-10-31656.2175903312.5708013310.1220701082.3135992639.4863285640.5498051335.3345951257.0137941405.6607672099.6098632913.5832521315.996094819.04644817123.9902341807.654297674.8543701758.1843261811.4001462245.6340334600.2246091792.4472661895.7659911316.5355221679.2037352668.2114266108.3979496033.6645511973.8415533586.0986334185.9814459124.3037118684.6455082979.5009776040.9360355200.2563481467.9766851045.5744632501.0532231463.086670417.752594...1539.2119142173.2189943143.7978523273.714844NaN3559.7146002744.0344242524.8815922175.7683111873.0546882138.72119113696.3134771666.563721464.01113.678223974.9106451321.7336431338.6705321168.336304837.1051032542.1032712018.2432863037.60571316766.6425783633.5590821257.8161627412.3569344373.399902683.0706183923.2807624609.9135744870.3256845306.2114263593.405029547.4931641715.7081301822.9044193034.3410643947.9526374640.334961
2017-11-30583.9385383061.4035643386.2163091136.6763922892.2717295307.6943361310.0714111179.4554441493.9431152110.3496092773.0153811530.077026796.81396517736.9472661878.862793756.1621701782.1931151814.2454832461.8935554884.8696291851.2781982093.0627441365.2059331770.4381102502.5195315315.3442385323.8212892095.7553713689.4985354406.8012708557.6992199172.3359382932.5058595108.8530275955.4409181676.8775631067.6978762395.6267091414.348267334.398193...1656.9658202387.5317383280.4848633133.735352NaN3785.9907232814.3942872309.2634282608.8371581868.4548342243.96606415116.3964841796.599731450.01095.131592965.1614381321.7336431365.8422851161.996460758.1860352787.8247071989.1936043061.59960918318.0078123677.1621091261.6363537316.7138674890.169434761.3466194099.3876954652.5092775196.1889655721.0605473710.530762554.7687381895.3818361800.6737063205.6345214301.5727544861.302734
2017-12-29560.1625373222.5297853843.6127931266.0687263012.2067875046.8081051230.6732181100.9511721500.8000491940.3045652692.0827641440.181641803.92834519834.8203121917.433960758.8724371861.6069341743.1171882661.7285165004.2373052067.6245122169.3129881306.8012701750.7116702689.1608895390.8735355390.9682622128.5715333445.0986334896.4458018303.7031258994.1406253134.5854495092.1752935859.8481451800.7055661134.5493162186.6564941371.233643331.623352...1672.8531492506.9995123426.2841803156.3127441087.3635254054.5791022744.0344242326.9982912666.6425781777.3780522129.32446315204.9570311838.715576446.01069.519775884.2439581285.1673581112.2377931069.616455697.1177372711.8745122001.1823732965.62475619123.5214843783.7463381278.8273936436.7954105129.415039850.5669564089.6042484922.2885745213.8032235981.5483403724.585693564.7727661904.1893311849.0010993210.5290534490.4931644927.123535
2018-01-31551.6032103047.1862794183.4584961275.0541992813.8527834992.8315431183.7561041056.4970701460.5158691931.3547362640.9670411383.649414763.02044716459.2324221803.203735757.9689941731.4052731725.0980222580.5170904591.0424802235.5776372084.4851071581.7894291906.0566412587.2700205353.1093755333.4130862081.0979003609.5986334934.8496098909.3847668562.7226562956.0036624858.6914065649.5439451806.3770751322.5986332224.3088381535.256714379.420502...1692.4788822490.5844733562.9714363165.3435061201.3228763783.2312012675.5505372234.5903322478.0634771762.6586912116.16918914876.4541021904.897705442.01065.987183869.6203001254.8442381115.8607181081.390381667.9928592765.4868161994.7266853066.39843816090.4101563575.4223631225.3439946369.8447274760.977051988.5609744118.9555664751.9013675275.4531256020.1386723841.710693588.4186401919.1622311865.4322513215.4230964500.1816414414.665039
2018-02-28525.9250492995.0571293690.4426271178.4593512607.1962894902.8710941095.335205943.9426881351.6628421829.3278812303.6047361191.810547730.11633315323.9648441746.830566700.1501461664.9191891672.9371342608.8041994554.3139652335.2106932022.5314941693.7312012184.6909182619.6467294616.7031255016.8618162027.8110353365.1987304147.5781257492.8701177343.4965822726.6662604456.5795904837.0034181721.3044431323.5606691840.2554931454.651001462.203125...1711.1699222126.7087403070.8986822980.2097171090.6872563761.1555182364.0913092192.5869142290.4318851871.2144782049.45141614529.1816411860.776123412.01104.846680812.1005251252.1687011093.2175291087.730103601.2875372432.1987301953.2279053013.61206114966.6337893386.5332031062.0286876848.0610354382.9702151027.8178713962.4155274165.0126955345.9096685450.9267583612.145020615.7024541837.2519531874.1110843034.3410644243.4433594649.736816
2018-03-30528.8342293261.4138183757.4545901190.5139162643.8967294926.5683591062.930664908.1931151413.6965331792.2836912329.2104491178.359619703.88671916145.6601561636.086304716.7792971593.9252931685.3963622620.8283694812.0913092219.9594732024.6301271793.2105712243.1533202957.0129394470.3657235371.3261722139.2290043348.8706054161.8442387704.6445317665.0737302742.2351074087.6601565058.1186521775.2408451429.2573241837.7968751383.604370503.101654...1847.9381101987.4624022797.7070313029.1455081119.9541023992.6228032133.4279792237.6750492153.2944341756.3720702190.49389616042.0458982061.006836410.01154.600952881.3191531285.6309811156.9156491157.657715659.6903692431.8686521959.6986083165.45581115016.3906253440.1330571088.5245367603.6435554713.8408201109.5401614000.9477544396.4755865279.2534185431.8398443657.089600591.8204351783.1448972072.3066412870.0563964267.6640624653.090820
2018-04-30569.0715333534.7971193963.2766111268.7657472839.3962405391.8554691152.4212651035.2064211506.2546391915.7642822662.0808111269.436035825.30944816027.1337891798.933960795.9102171697.6330571826.9620362624.5117194720.0820312575.8820802297.2687991572.7338872052.7202152486.9482425085.8164065699.1987302323.3112793510.6059574628.0097667636.1157238308.5615233140.6550294486.1127935202.3618161993.5708011247.1400151995.7325441447.913940492.261108...1937.5980222159.5607912966.8493653212.1752931178.7216804018.7307132390.1948242326.2026372322.1616211788.0520022427.38085916749.3671881937.904297521.01233.8558351088.9752201276.5836181275.1739501234.348022687.1380622700.2626952197.2517093213.85742216001.5615233566.8232421133.7196047076.2690434413.7807621014.9470834424.1723634487.3710945386.8100595227.7812503785.159424532.4528811851.1083981975.1518552977.1555184573.5375985329.990723
2018-05-31510.6315313985.6396483498.9799801098.2399902695.0993655464.8417971003.5745851017.0617681444.2583011612.5106202772.4489751108.878662874.60888715601.3251951642.935059652.3704221555.6186521715.0485842624.5117194830.4936522180.6257322207.9890141754.0146482020.5690922228.9855965152.6093755448.4721682286.4948733776.9931644108.9804697009.5629888772.2509772869.0048834195.4765624793.6733402258.6174321437.0277102004.3470461562.347412552.377075...1934.7667242053.1560062631.3073733170.9936521188.8374023932.9484862176.8518072243.3261722200.9970701708.8521732202.76269518239.4589842802.507812517.01281.5889891066.5521241256.6794431304.5093991174.091187700.3886722621.3764652216.3867193325.18090815314.9267583683.7680661170.2600107464.0097665236.5249021235.0209964940.8999024783.9775394499.4658204965.4208983756.699707523.1766971774.2023932071.3352053095.0627444738.6118164686.226074
2018-06-29523.0859384273.4116213695.3239751039.8902592736.0612795574.3217771052.8858641097.2807621336.8557131558.0339362807.7666021196.199341880.08654815812.0351561603.364380682.7345581566.8303221731.3095702678.8435064922.5029302142.2512212251.1894531575.1833502001.2783202360.8332525066.7324225130.2436522809.6760253962.5129393979.2231457244.5205088838.4931642816.5812994195.4765625019.6538092385.4206541520.0732421988.0748291681.509521727.192200...1853.6009522034.6506352439.3078613102.3571781170.5328373662.5463872258.9794922168.9250492373.6804201741.4638672296.19653318438.7714842544.140869516.01289.6947021085.0754391224.1088871358.5966801128.442383713.6392822593.2673342139.8474123712.39257815951.8046883620.4228521226.9942637919.6054695265.5629881317.5488285108.2211914927.4970704768.3588875480.4248053728.239502511.1176451756.3172612146.1437993173.6674804554.1166994250.739258
2018-07-31525.9600223985.6396483743.2531741113.1666262581.5231935665.5532231063.8438721115.4255371291.4497071581.6405032812.1813961232.817749891.95501716387.0976561642.935059645.9295041701.3703611716.0052492785.6660164112.8203122075.0961912097.5898441458.0859382245.6262212325.4824224942.6879884985.5932622688.5690923520.1196293537.0874027871.0732428308.5615232652.6381844162.6625984913.8759772242.4096681558.9249272014.8760991620.982788688.658936...1839.4439701988.3876952642.2788093138.9633791177.7583013844.3684082406.2421882200.0039062209.5837401676.2406012109.33007817756.9023442285.774170534.01323.9184571142.5952151283.8214111366.8472901199.654663681.4592902742.8793952002.1688233683.35156213454.0478523245.2243651224.1093758045.6201175110.6938481396.6983645216.4877935051.8803714965.5458985101.4594733856.308838513.9005131715.1815191836.2210692792.4343264743.4667974231.805176
2018-08-31584.3999633697.8679203733.6672361099.1446532806.8129884534.268066950.610596928.2479251257.3952641452.7122802349.5180661245.962646704.79962214618.0097661639.891113599.9230961678.0126951676.7877202863.9411623891.9978032147.0483402134.0698241425.2595212085.3659672374.2092294122.0874025390.6123052094.6616213363.1413572897.9123547734.0146486983.7338872672.6542973801.7111824702.3193361958.2946781541.9273681839.7111821773.245361647.655579...1605.3843991939.3487552731.8784183056.5996091266.3911133734.3427732402.4663092124.6613772235.3430181714.4427491950.77587919897.2050781854.841675514.01250.0671391064.6024171261.2032471354.0130621137.572144717.4251712666.7136231937.2967533605.90918013543.6093753340.3049321373.1564948239.4912114907.4272461250.4648444896.6093755051.8803714804.2104494523.2944343296.598633511.1176451688.3537601828.3205572814.0507814903.6870123777.382568
2018-09-28713.1831054019.2128914395.0869141290.1561283160.9101564780.280762994.810181996.0410161296.6477051509.7889402539.3513181408.397949748.62133813087.2509771758.602417696.5364381864.1888431753.2950443091.2402344195.4760742500.0927732406.0437011676.2357182236.7231452555.6318364050.5234385405.0561522203.1733403558.1750492965.1940929134.2890627281.9414062782.2675783932.9663094832.6069342136.0312501801.7480471921.0718991898.353149731.144348...1631.0076901986.5805663049.1347663204.4677731442.8840333859.5522462785.9584962379.0842292270.4326171843.0498052079.12915021354.0898441916.348511558.01337.4587401133.8210451413.4609381372.6361081265.581787677.6733402883.5756842091.6870124204.41308613812.2929693492.1369631520.7846688888.9570314559.0859381398.8353275111.1875005185.9213874978.2866214349.1459963091.754395533.3804931770.8752441759.9538572898.8303225260.6357423870.029785
2018-10-31694.8717043923.2890623853.4897461183.1743162954.2531744461.903320921.771057879.8201901257.9680181331.4672852319.4978031198.077148694.75720213342.4599611566.837891622.0061651584.7963871744.6201172826.2766113828.0231932101.9580082175.1022951330.6658941870.6959232059.8486334327.2377935443.8017581972.5863043567.6887212893.1066897858.8247077157.8720702518.2429203656.3928224866.4697271967.8021241410.8027341803.3380131796.434448577.999268...1485.6704101696.5416262533.1274413204.4677731378.4218753796.2341312450.9982912217.5651862014.9610601687.5892332006.74523918749.0039061558.604370578.01330.1300051025.6060791308.9638671314.3245851212.964355624.6708982819.3942871954.8212893800.04809610956.2919923609.6845701407.6682138569.0693363923.7236331137.3120124290.6289064620.9746094304.8071294212.3193363005.739502493.4929201648.2762451810.7404792234.2683115582.7148443912.977051
2018-11-30661.1400153937.6777344169.8212891097.1335452752.2932134604.9428711046.584595931.6873171207.8602291436.6312262311.5512701119.206909697.49603313279.7773441696.963867658.8112791581.0208741894.9851072658.9313964107.1015621590.6192632304.5842291301.1719971849.9212652038.7517094761.3925785356.6240232308.7785643577.2026373195.8735358388.6337898522.6386723011.9785163947.0292975166.3906252195.6325681612.3460692015.8333741655.463013688.658936...1600.6102291791.3619382454.9448243473.0502931346.9180913869.0021972660.7043462421.8391112041.8529051664.1765142176.27539117218.2792971440.645264689.01313.640991985.6345831360.2955321263.4176031230.503662736.3545532679.1123051952.9334724472.36425811832.0000003869.2683111276.1829838481.8291023589.0673831078.1173104359.8325204350.5722664659.7500004964.8686523220.776367509.2624511576.5330811903.5240482535.9833985963.3549803655.293213
2018-12-31591.7493293544.3896483941.191895893.8224492520.2739264341.934570918.997437859.6496581015.3410031351.5854492210.012695964.283142626.28570613445.4384771736.534302560.3576051359.2059331711.8482672396.7568363879.1879881484.1301272194.4279791089.3073731711.4244381568.8604744513.3041995405.0561522254.6362303272.7597662960.3881847574.2978528551.2695312713.6401373876.7141114972.8930661866.8643801639.0566411755.4787601500.203735498.389862...1369.7805181571.9735112206.5986333440.6354981388.1156013677.1589362369.3930662143.4562991671.1308591514.3349611880.07348616415.6523441435.054932653.01308.144653934.9392701329.1297611229.1711431208.348999719.3181152389.3791501896.2995614516.21142610588.0966803898.6552731165.0002447628.7993162897.4443361053.8571783766.6582033756.6540534063.6291504696.1010742674.104492488.8548281653.7249761765.8139652286.5263675455.8354493125.610107
2019-01-31645.7198493549.1855473709.640381951.9113162663.0546884715.682617955.054626888.4647831059.2951661413.7695312236.5007321008.412903636.32824713561.8496091610.974243586.1212161339.3842771723.4147952482.2890623632.6684571592.5379642117.1254881335.5814211772.7586671853.6722414255.6738285240.3857422082.5563963320.3288573027.6696787093.5463878026.3603522740.3288574031.4077154585.8974611830.3348391784.7506101837.7968751590.692383571.784546...1424.8757321690.0345462494.4960943436.0043951413.8035893746.1469732639.8286132287.8732911815.1937261600.4940191916.26525916616.4238281430.177124669.01362.192627932.0145871349.2958981271.7478031242.504028712.6928102491.1528322026.5581054535.69921910866.7314453883.9619141252.9796147716.0405273492.0654301130.5191654112.6767584244.3432624318.4589844896.4550782715.200439497.2033691653.7249761679.8673102445.2714845563.1948243316.486816
2019-02-28702.5817873563.5742193844.712158986.0544432793.6245124854.1079101003.131042939.3713381222.8046881507.0455322287.7119141106.061890645.45770313821.5341801659.676392516.1914671369.5888671740.7646482793.7373053544.2937011553.2041022307.4829101381.2969971950.8260501829.6979984761.3925785463.1748051863.5457762935.0187993421.7475597329.0166028417.6582032590.6828613811.0864264653.6210942058.1647952114.5046391641.5736081625.935181618.896057...1492.3198241631.4688722400.6762703528.6193851580.0478523841.5961912661.6533202452.2431642050.4965821637.9542241942.93310519073.5117191802.842651694.01325.549805922.2653811338.2961431298.5896001222.195435671.9945072552.5832522152.0971684930.31884811373.9326173908.3173831176.6020517415.5419923181.6596681083.4544684369.7187504703.0605474641.5473634490.8603522891.052979499.0586241701.8565671775.4003912663.1770025953.5952153254.452148
2019-03-29818.3749393836.3850103564.921387966.5024412865.8112794807.3437501046.735229939.1820071276.3530271517.9901122257.4914551049.307861638.36975114091.9580081646.414795489.7146911470.0942381769.6417242876.8081053275.0605471438.4404302469.7275391495.2479251985.1206051732.7790534646.9526375671.2890621755.9959722882.3884283662.8972177617.6640628652.1640622605.9902343820.5678714697.7299802062.6079102115.8225101614.6696781706.742798668.487061...1420.4219971517.0190432212.4997563418.5004881574.1221923737.3854982961.1672362457.9013671961.5927731577.6701661858.77526920137.5000001765.745239700.01287.098511846.2224121312.0153811261.2248541220.130371611.2450562507.8923342084.0861824868.77587912371.6464844364.9423831188.8413098065.0083013799.6259771212.9915774643.0546884814.8134774685.2094734720.1835942771.012451518.3644411698.1207281755.7608642724.4951176266.0375982941.348877
2019-04-26752.5176393410.1198733685.520752989.8523562768.0703124559.4941411023.244751926.4904171229.5900881528.2089842213.3171391053.130493643.06366013575.9531251685.487305485.8962401460.5296631720.4315192853.2663572982.4758301552.8505862512.5104981554.4655762117.1970212015.1292724472.8730475710.2670901615.2033692957.7829593575.1047367430.6674808421.1835942372.8632814285.5556644829.3056642210.9758302251.2275391680.5350341797.935547801.886963...1453.1639401773.2849122620.4321293399.7172851452.0970463574.4318852844.2539062542.2597662043.8905031543.4558111872.17517119724.5703121682.547607628.01236.770386805.2761841181.9288331049.7733151005.417236598.7510992399.9860841960.9877934486.71972713319.4736334571.1596681259.9185798678.3242193750.6616211225.2193604652.9863285141.6547854806.2983404970.6826172954.140137500.3261111790.4097901655.6000982849.2358406256.2626952869.985107
2019-05-31639.2041023201.8312993632.457031804.7014772475.7954103708.388672937.739563864.008362993.0245971383.2845461912.379517843.842346562.32861312909.2558591673.995361461.0764161179.3275151611.3968512404.0888672906.9702151417.9051512454.1704101333.8795172609.7534182235.5942384748.4990235028.1533201594.6711432977.1147463848.2368166082.3212897324.0234382086.5334474208.8564455116.8217772135.3374022014.5123292123.1889651639.548218822.219238...1330.8630371536.6597902152.0996093042.8410641435.5018313271.5302732782.9221192457.9013671748.5866701481.6795651660.64624021145.8144531655.141357558.01266.594360765.3048101029.541748925.334900999.816040564.1522832214.8703611838.8435064143.84765612680.9375004576.0698241265.7604988148.2001953745.7653811092.6706544091.8471685122.1420904815.6132815029.6235352436.562988482.2878111557.8410641761.6528322535.4042976539.7500002625.033447
2019-06-28646.9520873066.2016603707.418701889.4020392592.5153813661.624756996.935486873.771179999.4431151373.0654301911.459229823.773621559.51232912543.9423831736.818237504.0338131234.8027341593.0637212525.5644533053.2624511445.2854002390.9685061275.1552732507.4685062447.3571785077.3159184677.3515621592.7156982810.8603524160.3881846249.6347667410.6411132284.8361824424.5722664843.9248052017.0307621809.9438482000.1757811741.300049835.367920...1381.9021001617.0935062396.4875492948.9260251491.1450203300.2866212840.4204102444.4804691781.5057371516.8444821663.51770022650.2226561916.574219562.01265.662476761.4052121011.887268931.884277987.680115579.5296022277.1960451791.1308593884.24511712132.1943364497.5107421397.2049566155.3276373378.5332031057.4548344563.6015625170.9243165150.9355474960.8588872417.286377452.8568731640.9013671826.4627692674.9946296178.0590822812.122559
2019-07-31667.2904053095.2651373653.758301880.2451172618.1367193526.009033973.445068860.1032711087.4675291308.0352781902.256348783.636169563.26739512854.4589841775.890747505.9430541310.3637701597.8881842473.7724613194.8359381393.4584962007.8692631456.7563482418.0935062569.1928714961.2626954618.8852541624.9805912986.7807624140.8784186072.4794927285.5268552263.5549323887.6794435165.5537112207.0969241824.5560302019.5479741649.147461737.469360...1314.4921881705.0096442496.8444822920.7514651409.1444093284.9499512781.9641112406.1357421792.1560061428.4569091716.16076723248.0566411749.659424525.01266.594360762.3801271013.745544960.8886721011.018494593.9456182276.2656251912.3209234070.37573211952.6064454173.4541021397.2049565870.6308593667.4226071121.0390624499.0458985073.3593755262.7104494558.0961912466.441895456.6544191637.2098392078.8286132449.2736825894.5722662917.239258
2019-08-30596.5905152657.3747563648.880371841.5118412851.5769043516.656250919.886780864.9846191046.2059331201.2000731748.566406819.951050554.81842012493.7119141802.705322525.9898681244.3674321500.4323732410.6804203109.8918461207.6639401942.7229001529.7916262356.5239262085.7165535077.3159184492.2065431804.8822023131.7702644282.3217776023.2695317102.6665042365.1247563911.6479495224.0322272580.4418951672.5908202172.5881351506.118896776.728149...1317.3811041483.3491212324.9367682991.1877441387.6679693181.4267582496.3886722386.0048831644.9882811331.5158691608.96032724009.8164061831.153198506.01264.730347651.240295986.799194950.596802979.278259518.0206302290.2192381814.9871834040.98657212321.7607424441.0366211334.8906255635.0205084152.1689451353.3659674206.0615235112.3857425104.3632814730.0068362619.690674474.6927491642.7471922218.3076172383.9333505581.7592773187.264893
2019-09-30595.4756472638.9677733697.662354918.3795172937.4780273974.6547851026.035767962.4562381162.5397951339.5722661849.799194900.225952582.98175012886.2548831800.406860570.8565061392.3834231560.8007812505.0498053444.8178711381.7241211958.9680181505.6944582609.7534181988.5142825077.3159184398.9965821885.0557863247.7617194018.9443365966.2465827650.1528322516.0283204165.7133795550.1328122596.8183591989.1849371847.1356201512.417603836.858704...1312.2915041706.5643312564.0786133279.4396971301.6063233129.0805662661.0095212368.3864751704.7357181324.5507811641.07275422637.3378911829.288818529.01317.475220707.785156996.980103966.706970969.855591551.5429082324.1647951995.7978524071.56518613967.9873054667.7709961365.9422616174.9619145151.6645511410.2272954669.9028324956.0019535007.7529305165.1733402728.091064496.5285951659.1109622411.6330572525.0439455700.4995123310.998779
2019-10-31605.2216192725.1896974117.186035934.5028083081.4719244083.8747561067.992554997.8840331298.3851321414.2557372088.156494969.033020640.24731413408.7968751794.277832636.7245481532.9792481591.9583742651.3371583416.1105961549.9169922107.9985351639.4239502659.4062502035.2570805174.0263674933.5454101804.8822023499.0764164101.8593756144.0483407591.9033202524.7343754357.4609385795.2802732464.9257812146.9948731789.0191651577.332397814.993103...1355.9697271855.9477542795.1276863407.9519041323.2587893286.8984382675.5397952374.1911621699.8594971361.8756101652.69091823063.3632811811.547974502.01366.797485753.6058961053.7342531019.8331301028.807617550.5736082483.5092772049.8688964165.22119115893.5742194307.9531251403.1772466086.6074225043.7250981264.4267585378.3710945415.4335945367.4785164719.8994142826.286621496.5285951681.6328122481.6638182724.6247565700.4995123500.894287
2019-11-29640.3068852797.8483894131.820312990.5637213038.2736824079.1259771106.1352541031.3436281301.1573491364.1517332197.672119938.452087628.98193412489.6835941970.487915602.3586431533.9488531590.9846192724.9589843368.2661131555.7841802015.8349611805.3474122943.4204101960.2739265396.4614264923.7373051962.2961433407.2497564457.9072276341.6059577222.9873052568.2641604400.6035165579.5502932580.2094732325.2617191706.6875001713.943848961.592407...1454.9739991776.5288092695.5698243545.9833981292.2564703314.1755372709.4443362347.1020511706.6861571376.2312011691.41833524709.3632812277.740723480.01372.488525762.3801271026.302979989.475342916.608643507.9234922475.0234381981.3145754076.49511715953.4375004381.8886721461.9696046675.6342775308.6679691293.9808355677.7236335601.1621095481.0751954769.3750002807.814209518.3644411678.8175052719.3752442690.8647464702.9121093739.480713
2019-12-30635.4338992707.7514654463.2011721069.8640143009.4748544316.5600591160.4884031098.2629391359.3767091378.3320312273.1362301021.593933681.55358912578.3281252048.633545646.2706301565.9466551655.2471922645.6003423095.5515141716.1541751868.7652591864.7827153003.9970701997.2785645067.6445314800.3398441925.0726323436.2475594340.8500985956.3691417164.7373052410.5891114323.9052735805.0859382728.7106932202.5205081699.9072271712.975098980.809448...1433.6202391872.9661872841.1494143474.5876461210.5677493309.3046882757.8793952320.9797361819.8150631399.2003171962.51013226657.1718752050.036865467.01356.363892776.0288701023.4652711022.679199898.542664513.7394412495.7666022018.9711914396.89599616442.3164064480.4687501437.4729006803.2568365328.2929691492.4864506076.8608405542.5112305821.8676764437.8930662794.202881548.7447511614.0671392862.3962402702.7800294388.4013673851.470459
2020-01-31586.7043462546.9333504433.709473970.0791023062.2724614188.3457031156.6741941114.9926761330.7291261329.1734622256.5710451011.081787669.34942612041.7900392850.005859624.3146361488.3765871834.4034422634.1269533052.4912111561.6514891841.3122561575.0355222722.9619141933.0074465096.6582034622.7319342062.3662113470.0786134092.1049805482.2294927494.8203122487.9755864625.9072275599.1621092809.8002931880.0817871738.6516111526.950684872.273193...1366.6466061677.2550052525.5705573412.7114261144.1341553015.1008302704.6008302266.8010251867.6022951424.0834962040.93298326249.0058592096.471436435.01363.003540796.501953972.386658882.274292855.755005499.1996152337.3649901793.0317384184.93798814845.9755863987.5678711523.7016606557.8291025279.2294921531.8919685098.9750985777.1142585963.8647464195.4663092931.287842523.1113891496.7657472436.2919922751.4338384162.3476563632.360352
2020-02-28498.0164492195.2646483873.351074878.2015992557.3334963509.2829591038.432129966.3926391284.5233151099.4515382090.917236923.161621606.45129410240.8876952447.787109548.9005131559.1591801588.0635992255.5012212766.3798831295.6719971790.3281251624.5650632054.6347661391.5704354124.7148444385.9218751812.4721682670.7041023736.0576174874.7397466252.1557622103.9453123902.0605474951.9736332256.8286131603.4272461345.3966061219.816528635.285706...1135.6368411459.7979742104.7985843089.0512701047.1903082608.8659672413.0231932005.5820311642.3195801247.9870611766.93676819912.7011721771.429565410.01362.054932711.684753896.714539779.816589743.555969455.5802312183.6777341684.8897713632.86157211610.0000003296.0512701265.0152596125.8759774268.5224611447.1699224210.8955085444.7592774827.8901373854.0900882704.757568492.7310491297.8226322124.7802732260.9221193513.6699223286.653320
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Date
2017-04-280.052709-0.0283510.021457-0.0704350.0819200.0893000.1086440.0203250.0817050.1005330.0504330.143026-0.0091060.0416030.0683750.0916070.010963-0.0171210.0689960.206406-0.1624580.0465750.1246530.0077040.0187800.2287310.041095-0.0466300.0791870.0331770.211375-0.065924-0.0161220.0725740.041107-0.0423090.2142450.0023330.0559460.220006...0.052269-0.126320-0.0910900.050751NaN-0.101766-0.0465580.095924-0.095936-0.094343-0.0837770.0249570.0836910.0248580.0142190.0249030.0826850.0099660.1177900.0233310.1140770.0242860.0478770.0424490.0013980.1310980.1305040.0698170.0641290.0978060.067775-0.0464860.1500370.184383-0.0304790.012539-0.0395660.160632-0.0358530.078661
2017-05-310.117195-0.0832060.0561760.041881-0.0335500.0650830.0597650.047721-0.0493550.094500-0.0408300.014769-0.016618-0.018052-0.019929-0.003585-0.0183500.0464770.0071470.0046900.068278-0.010735-0.0800550.094896-0.056520-0.052817-0.051483-0.0438840.009654-0.099053-0.042472-0.013964-0.085155-0.036750-0.0426500.0033450.0457600.007875-0.0017360.008216...0.0553910.0203180.018252-0.048778NaN0.0510870.0430610.0202340.0633500.0687010.0254080.040215-0.0194750.000340-0.036930-0.081520-0.073620-0.062836-0.025314-0.008858-0.0749070.031283-0.0616380.0380810.0370050.027418-0.1081480.028950-0.001128-0.0298520.010139-0.0024800.1275760.023567-0.0590700.0245920.0262760.0069170.005242-0.047326
2017-06-30-0.0143830.0195540.033622-0.001997-0.0166460.0346430.010702-0.0155870.0186000.0201710.0708400.0837560.0896890.0708510.0201230.033572-0.037632-0.0454250.0027570.038944-0.023685-0.0124830.0820460.028864-0.002194-0.004001-0.035919-0.0057620.041644-0.053008-0.011590-0.029723-0.020156-0.038520-0.070683-0.0293150.003176-0.0307650.044303-0.043892...0.0007150.0149730.0478280.002660NaN0.032462-0.0467700.0087990.0547240.004344-0.0039790.024862-0.0192710.016203-0.0188100.013301-0.0286800.006159-0.037119-0.0238020.010803-0.033770-0.0813940.0605330.154247-0.032197-0.015533-0.0122600.033192-0.042327-0.0690010.085863-0.0731220.0018660.0609590.0130790.0006010.071654-0.006661-0.013690
2017-07-31-0.0248210.0738000.058596-0.0065040.0590920.058507-0.009344-0.011730-0.0004720.062856-0.0316700.0199920.0548430.059332-0.0145720.0185660.0282010.0594010.1127250.0873170.0128690.0686350.1642820.0326240.0828990.0108350.020896-0.044718-0.1641430.0909220.0272970.0105870.0730160.0032800.041807-0.1067460.051946-0.016104-0.0195710.005357...0.0200560.0471750.040162-0.039646NaN0.072856-0.0473980.0436100.0259900.0723240.1201810.1459500.016108-0.0351460.0628000.0394650.0153310.0947540.0032800.0224230.091694-0.011822-0.0154520.0450840.0448310.0015310.0316090.0831550.011807-0.0104500.034364-0.0034090.0105210.0151830.0241860.0009420.0235580.0450670.1008380.122272
2017-08-31-0.0133660.0014760.0164040.1099790.1121460.0354740.0147220.0642350.0727180.0820240.036466-0.0123140.0739850.0304310.0593340.0396160.002574-0.0198220.055968-0.050563-0.005581-0.0424750.047912-0.0277020.142157-0.042490-0.015576-0.0610930.015721-0.0453580.030424-0.011314-0.088773-0.0779370.0441070.023563-0.0825930.036138-0.040143-0.029915...0.0276450.036794-0.067319-0.052252NaN-0.0141700.0212650.039957-0.039997-0.041071-0.0169140.003265-0.070634-0.015916-0.074463-0.134518-0.071873-0.102165-0.103650-0.077907-0.085873-0.061075-0.125862-0.007918-0.075309-0.016304-0.0769320.060956-0.013878-0.025915-0.0226820.089010-0.086694-0.064542-0.002528-0.014225-0.0462850.018386-0.030391-0.007134
2017-09-290.015661-0.0254270.004486-0.073790-0.017354-0.0186060.015791-0.0155600.012015-0.032123-0.029010-0.048591-0.031147-0.113757-0.074709-0.0292050.000500-0.0272340.0198010.067765-0.043976-0.026146-0.097681-0.131527-0.013075-0.047772-0.022395-0.077381-0.116716-0.0673640.070347-0.043201-0.045370-0.028006-0.0270540.001667-0.100714-0.027789-0.025161-0.026862...-0.038253-0.062507-0.0695880.002389NaN-0.065036-0.036302-0.0429300.018826-0.050954-0.065700-0.0416020.190017-0.059291-0.026088-0.021996-0.0456780.035840-0.0018200.028271-0.074595-0.035190-0.120772-0.029540-0.1259040.012536-0.082607-0.000940-0.043357-0.081318-0.061423-0.100822-0.064682-0.136737-0.102456-0.013335-0.064058-0.035081-0.062568-0.022305
2017-10-31-0.142553-0.108230-0.0094200.0178200.063363-0.091419-0.051327-0.0941080.030397-0.027293-0.0806540.130268-0.0595520.0033870.0069850.088074-0.018753-0.0308370.0638940.0294680.0004140.0716640.0045610.021924-0.094506-0.162238-0.1500550.029357-0.0035740.020344-0.0945060.023748-0.048181-0.1867020.1128130.109897-0.011249-0.074561-0.065720-0.231939...0.0440950.0662070.011070-0.075167NaN0.031158-0.006767-0.1178050.166634-0.0348640.0168010.0712760.045618-0.062580-0.049061-0.042408-0.032408-0.012110-0.037834-0.1266840.064253-0.046802-0.0245090.060119-0.020408-0.029371-0.0453110.0857540.0821860.012480-0.0231680.0345000.0457740.000187-0.0191190.072315-0.0446030.0240440.0571630.015211
2017-11-30-0.0424760.0508720.1333170.1120750.039708-0.050912-0.062365-0.0683190.002831-0.082336-0.030945-0.0605110.0071690.1165180.0187700.0018250.042800-0.0409650.0794120.0226770.1151040.034671-0.044540-0.0129010.0728220.0124500.0108530.013899-0.0680010.109352-0.031440-0.0211870.067151-0.005024-0.0178110.0720850.060853-0.088989-0.032243-0.010057...0.0078290.0482790.0426850.005445NaN0.069183-0.0267590.0059210.020398-0.050504-0.0528480.0040990.021683-0.010648-0.025146-0.085598-0.029425-0.187435-0.081260-0.082305-0.0290030.004268-0.0331070.0422150.0272260.011867-0.1220210.0471650.115428-0.0041460.0562270.0016310.0437720.0020290.0162740.0028880.025079-0.0002320.0421600.011781
2017-12-29-0.029923-0.0690550.073775-0.007546-0.080493-0.025338-0.052766-0.055021-0.041485-0.019256-0.033631-0.053897-0.065528-0.184828-0.074218-0.015834-0.084584-0.024980-0.045154-0.0972120.066587-0.0537470.1957850.074089-0.052533-0.021648-0.025319-0.0369460.033106-0.0068000.058298-0.062610-0.071615-0.060495-0.050532-0.0114940.1511050.0025760.1049740.129488...-0.002911-0.0211910.025251-0.0117820.090160-0.081567-0.039600-0.054354-0.085361-0.022925-0.020821-0.0362480.021351-0.023612-0.017946-0.031181-0.038238-0.011386-0.003635-0.0564220.005126-0.0178690.019337-0.173249-0.069701-0.056465-0.025044-0.0864720.147595-0.007466-0.049259-0.002819-0.0081920.0168030.027225-0.006780-0.005757-0.013119-0.012486-0.118651
2018-01-31-0.0019580.027487-0.073255-0.031163-0.0288480.026576-0.030101-0.061941-0.029936-0.008232-0.083148-0.0940530.001471-0.0243800.013331-0.0316870.0061940.0143580.0555560.0365940.0891610.0148730.1153630.1907780.057108-0.092972-0.0147580.018989-0.023114-0.114939-0.114397-0.097794-0.032989-0.038167-0.099230-0.0025020.045322-0.128068-0.0079090.262776...0.055638-0.101506-0.093513-0.013894-0.0475010.038759-0.0718150.025797-0.0311230.1061810.0130670.0212500.021432-0.0232790.081048-0.0215490.0424620.0243020.050457-0.055265-0.0759230.0237900.027380-0.025247-0.008236-0.0886870.119669-0.0348030.0843050.006589-0.0789120.057950-0.049957-0.0151620.0909620.0019140.049247-0.011723-0.0124560.097842
2018-02-280.0333520.1167520.0459780.0380490.0418970.032653-0.001764-0.0100530.0737140.0075700.0389360.016534-0.0081050.081442-0.0355770.051571-0.0148210.0352680.0324290.084421-0.0215340.0288580.0865540.0545800.156603-0.0038770.0984750.0827650.0229680.0312600.0560840.0716110.033530-0.0549610.0735330.0591550.1076780.026484-0.0210210.116306...0.107747-0.037655-0.0611410.0442400.0546530.089362-0.0697500.048384-0.032054-0.0335530.0966400.1319460.1354260.0229660.0728530.1130540.0545440.0860870.0921080.1249500.0276840.0311330.0782060.0311450.0436470.0527680.1381550.1033100.1073310.0375440.0833930.0153510.0243180.040263-0.010968-0.0016300.133574-0.0263220.0335280.028541
2018-03-300.0288440.0365800.0075340.0184860.0267010.0472010.0369490.0926100.0182290.0216530.0956680.0300480.125260-0.0545840.0522920.0631550.0178210.036752-0.045838-0.0663640.1130850.087418-0.170194-0.132138-0.2062090.0904300.0137980.0388080.0010520.064766-0.0561380.0367080.0980470.050234-0.0187260.075743-0.1746640.038694-0.000763-0.068791...0.0012760.0393490.0132140.0131800.005230-0.0407040.073111-0.0076810.031180-0.0292060.060900-0.003151-0.1069720.2234890.0214000.188376-0.0542800.0549750.019003-0.0056360.0631220.073976-0.0319530.018363-0.010416-0.005724-0.116601-0.110898-0.1324970.058538-0.026569-0.026870-0.084810-0.012224-0.147557-0.009129-0.094126-0.0099270.0244290.098230
2018-04-30-0.0908520.139385-0.105308-0.122562-0.0389780.025378-0.117319-0.005686-0.029318-0.1464530.053301-0.1146380.071576-0.014727-0.074876-0.168505-0.071813-0.0494150.0118410.035233-0.141604-0.0270220.127106-0.003821-0.0918850.024974-0.032152-0.0040050.087722-0.100308-0.0702100.067650-0.074653-0.052944-0.0667170.1447920.1641000.0161580.0908750.133963...0.010380-0.037430-0.101256-0.0009790.020423-0.009504-0.077416-0.023786-0.040336-0.032453-0.0806940.1008050.4579950.0041640.050527-0.008750-0.0037500.034846-0.0369750.031125-0.0173730.0205500.046480-0.0310690.0446280.0440720.0666360.1982450.2286740.1286380.077939-0.152884-0.0383440.004323-0.005580-0.0297050.0605380.0514450.047935-0.108940
2018-05-310.0197650.0675770.051489-0.0577550.0105730.0154080.0445100.074248-0.078990-0.0384090.0081140.0741220.0016380.008881-0.0287110.0419190.0025820.0048560.0160760.014422-0.0222230.014940-0.106581-0.0141720.054526-0.021292-0.0630320.2241880.044493-0.0362040.0288940.002926-0.022898-0.0046250.0425160.0515170.053165-0.0127440.0716460.311853...-0.046576-0.013638-0.077593-0.026270-0.020022-0.0733780.033102-0.0377910.0738320.0144590.0377910.006302-0.096817-0.0065600.0016990.012742-0.0305430.036837-0.0435050.014294-0.015348-0.0391590.1118230.036960-0.0218210.0438550.0564140.0009200.0621980.0292390.0253750.0551360.099093-0.012201-0.027675-0.0147060.0314910.020772-0.043560-0.097554
2018-06-29-0.005679-0.0785130.0017970.059292-0.0676550.005193-0.0007660.005363-0.0451380.003978-0.0096010.0194390.0023120.0251960.013507-0.0650810.074695-0.0200130.028703-0.175659-0.042521-0.079404-0.0855120.110923-0.026147-0.035655-0.039369-0.054277-0.122818-0.1222840.075313-0.071130-0.069380-0.018994-0.032246-0.0711250.0143860.002308-0.047169-0.064162...-0.018811-0.0339110.0720350.000626-0.0050000.0384700.0540170.003156-0.080305-0.048626-0.092554-0.048153-0.1127270.0237110.0153630.0418370.037607-0.0051000.051934-0.0562660.046519-0.075513-0.018996-0.167755-0.114807-0.0135240.004739-0.0405850.0489000.0100210.0140700.030180-0.0803220.023178-0.005728-0.034595-0.155582-0.1312970.030405-0.015627
2018-07-310.097303-0.086010-0.016369-0.0264050.073462-0.213486-0.120246-0.181617-0.040178-0.095324-0.178330-0.003146-0.223634-0.121764-0.015661-0.085033-0.027537-0.0366620.014291-0.0675000.0208660.003583-0.036322-0.0851740.007145-0.1798310.067430-0.234709-0.058403-0.194515-0.031221-0.173262-0.006263-0.100520-0.056861-0.140509-0.024712-0.1007440.080124-0.073349...-0.141053-0.0384710.020102-0.0400480.061447-0.042428-0.015378-0.048055-0.0021500.008982-0.0889760.106725-0.202336-0.051262-0.069591-0.082068-0.031426-0.023198-0.0655590.038969-0.041577-0.046209-0.034833-0.0071520.0154900.1079510.010288-0.053581-0.118508-0.075129-0.013808-0.046299-0.127142-0.158950-0.019224-0.029450-0.018111-0.0060670.019969-0.121191
2018-08-310.1654860.0320180.1222680.1189000.071274-0.000626-0.0083860.018151-0.023665-0.0155920.0259150.0754870.007294-0.1595990.0175080.1061610.056068-0.0092550.0244840.0230930.1095500.0725620.1212090.0176980.021532-0.072243-0.052203-0.0030780.003109-0.0316650.126172-0.012182-0.013869-0.020357-0.0271750.0358790.113622-0.0106570.0156710.074027...-0.038921-0.0305280.061249-0.0065050.084485-0.0213530.1047420.064865-0.0391850.0201320.0109140.018338-0.0217220.0307210.0150270.0101360.065842-0.0411280.057647-0.1102910.0264400.0248120.111096-0.035044-0.0094280.0526280.023941-0.1258650.063770-0.011060-0.028349-0.018648-0.093383-0.117020-0.011325-0.006005-0.092275-0.0247550.017910-0.030355
2018-09-280.0655170.067327-0.0320350.0082710.0258140.0245910.017773-0.0254900.061362-0.0269170.004614-0.0581400.0192420.110694-0.017851-0.015808-0.0586800.0862450.0054790.003610-0.068055-0.004791-0.114965-0.072451-0.1028030.1595090.098361-0.0134680.0938670.066882-0.0484420.074155-0.0037030.0208710.0982000.012435-0.1257880.0299070.037505-0.118266...0.002084-0.054806-0.0780380.0911930.0465170.074787-0.0290390.023302-0.0213280.0068430.056378-0.030802-0.0954870.1270350.085713-0.0042500.0172630.0487120.0496170.0129810.0689350.025760-0.004983-0.1155790.1248540.0168130.055206-0.048169-0.095765-0.069349-0.017746-0.0440900.0597320.0633720.0164100.0219620.120050-0.1380590.1524170.102290
2018-10-31-0.068187-0.0159760.062446-0.092364-0.0880060.0124140.1157620.039308-0.0594760.059340-0.023070-0.085474-0.015702-0.0243420.0634060.039528-0.0220260.066544-0.0788540.053260-0.2629120.039885-0.041808-0.030749-0.0298860.080687-0.0356580.150788-0.0169770.0850070.0477720.1710230.1764200.0598430.0419860.0961350.1232130.098191-0.0981170.171809...0.0577220.036247-0.0505080.064171-0.042499-0.0004750.0659160.072473-0.006298-0.0335170.064836-0.101287-0.0953260.172398-0.032040-0.0586170.019572-0.058376-0.0051840.159144-0.069400-0.0206090.1572790.0602840.052269-0.113050-0.029825-0.104934-0.071692-0.003515-0.0781600.0628090.1590110.0518980.012311-0.0631700.0315970.1153960.048538-0.085497
2018-11-30-0.0004290.0046490.049698-0.0807840.0202270.047413-0.0173810.027208-0.0548620.0453290.060600-0.0338960.0024330.1170020.127845-0.044914-0.0357710.0078840.0059260.0490350.0375790.056728-0.0582990.029661-0.1259530.0524230.1135690.0810760.0194210.0308430.0074510.1078860.0054760.0867120.067074-0.0452100.121093-0.0246280.010741-0.171762...-0.039686-0.0179430.0033650.0951940.1351140.054942-0.004959-0.010420-0.0770350.014488-0.0315780.0579120.1006470.0522770.1003430.0530930.0816160.0774210.0865230.081391-0.0036180.0755280.114331-0.0006030.1121220.0174060.003956-0.0881760.082025-0.031527-0.031988-0.0234030.050393-0.0652060.0644540.1534900.0321820.0061600.019421-0.040381
2018-12-310.053297-0.036555-0.0966600.0270810.0187450.0481710.001327-0.0043880.0053820.008100-0.0259230.007856-0.021873-0.029250-0.1102130.008069-0.052491-0.031151-0.002221-0.1014570.035137-0.0731350.188175-0.0020700.143632-0.094990-0.068374-0.114231-0.023373-0.015181-0.101379-0.099292-0.0280730.001995-0.115729-0.0574750.0509810.0089840.0224100.109356...0.0023140.0371960.092563-0.039254-0.019402-0.0191470.0762290.0294680.0482990.018988-0.018658-0.025678-0.041307-0.0134060.003408-0.041036-0.022736-0.003270-0.009642-0.0471190.0046860.030783-0.033593-0.011592-0.0416770.037611-0.0264720.1673150.0348360.0539550.0919120.0248020.004756-0.022540-0.020830-0.037908-0.0865810.031518-0.0182300.023161
2019-01-310.058615-0.0253910.0069660.0064230.019585-0.0000900.0208940.0278520.1249120.036532-0.0065470.067390-0.015098-0.0102970.000787-0.148754-0.006894-0.0193780.096023-0.053773-0.0541440.0604680.0047840.071002-0.0423780.0893890.013069-0.134609-0.1454900.1007140.0037500.019307-0.084054-0.084096-0.0146770.0950300.155317-0.136216-0.0072890.052949...0.017889-0.064098-0.067055-0.0024900.088142-0.003965-0.0211770.0423990.100185-0.006039-0.0155280.1184260.2311280.007924-0.056345-0.039905-0.037597-0.008339-0.045790-0.086550-0.0047850.0325020.0575580.017230-0.023174-0.090401-0.068389-0.118334-0.0710760.0330550.0786330.045371-0.1122790.035321-0.025713-0.0003400.0274250.0596680.040731-0.048150
2019-02-280.1731980.084942-0.064386-0.0114420.034226-0.0012470.0518550.0081850.0521780.015649-0.004823-0.042925-0.0025950.0279520.000396-0.0429060.0817700.0249750.038121-0.067576-0.0655020.0786990.0908820.025966-0.044583-0.0156480.046481-0.049326-0.0095450.0788620.0477710.0362450.0142950.0108740.0178650.0105450.009010-0.0080020.0580860.088515...-0.039792-0.061765-0.069998-0.0228210.004636-0.0187400.1209160.010694-0.034971-0.028418-0.0349280.064170-0.0121910.017032-0.020621-0.074066-0.011251-0.0203870.006697-0.082015-0.009121-0.023216-0.0040960.0961060.1252210.0187890.0959680.2026140.1279460.0709390.0321480.0177930.059451-0.0331350.0470710.006191-0.0026750.0314110.060866-0.087821
2019-03-29-0.130126-0.160764-0.015823-0.025493-0.083758-0.101209-0.072094-0.063166-0.086290-0.042921-0.069220-0.046009-0.042299-0.086269-0.025921-0.057450-0.056159-0.077460-0.057836-0.1389900.029885-0.032329-0.0100490.0168810.113294-0.087113-0.042780-0.129831-0.023495-0.073620-0.074200-0.076349-0.1391110.072054-0.0216440.0222800.014344-0.0088610.0037780.149903...-0.0266020.1192750.134724-0.055147-0.127172-0.093253-0.089135-0.015331-0.007698-0.071339-0.042443-0.070158-0.096770-0.152510-0.088754-0.098040-0.148803-0.217308-0.225628-0.070093-0.092679-0.108718-0.1281230.026960-0.0024080.0101350.026394-0.062539-0.039572-0.0475130.018230-0.0238080.0034170.016434-0.0844510.004695-0.106699-0.003868-0.051212-0.073915
2019-04-26-0.0761120.0133870.060069-0.112582-0.031121-0.112200-0.0090960.007028-0.117927-0.020366-0.061500-0.124263-0.0510810.0253580.0676490.023387-0.1180670.011091-0.0829590.049151-0.0124350.051247-0.0674380.3071130.1838720.136089-0.0449870.0617550.0810030.150865-0.106990-0.055819-0.0462010.0565700.1340030.040257-0.0306820.337868-0.0136270.099823...-0.009695-0.058972-0.104256-0.0305050.063039-0.0102740.0529040.041285-0.0700140.034442-0.0385190.1465220.058178-0.0369980.0985810.024830-0.054464-0.0440710.0688960.016682-0.0026650.012180-0.0019520.0265270.0755410.0791040.0133810.073162-0.033717-0.0461310.0706720.0764050.086325-0.1007370.038414-0.0554300.138524-0.0356790.119780-0.010882
2019-05-31-0.020631-0.075112-0.0121150.0725050.014392-0.0453620.030374-0.021453-0.026288-0.040140-0.033233-0.056535-0.037760-0.0610510.0047770.0604160.014288-0.0441290.0177770.017573-0.013442-0.058505-0.076777-0.0719450.0619710.036494-0.102520-0.033978-0.0885960.048363-0.005244-0.0209250.0622870.018501-0.086085-0.088156-0.134299-0.0906900.029309-0.016760...0.0055980.0195910.080806-0.0636160.006010-0.023962-0.012091-0.038212-0.013926-0.009019-0.0310230.0383920.125200-0.025584-0.033488-0.037847-0.049900-0.025674-0.044890-0.005495-0.004612-0.058699-0.095400-0.076025-0.0499190.071094-0.277330-0.130791-0.0649810.082539-0.0232280.036880-0.046424-0.040663-0.0937760.0205660.0040370.022304-0.0880590.038519
2019-06-280.019893-0.002065-0.026018-0.021840-0.001661-0.048581-0.035107-0.0271860.076529-0.058905-0.016359-0.060268-0.0048330.0132100.010953-0.0077560.049649-0.008516-0.0320510.034824-0.047403-0.1717720.130871-0.0471880.038239-0.034401-0.0240440.0087140.051042-0.016233-0.039891-0.028427-0.020858-0.1328870.0548540.082687-0.003471-0.001859-0.064466-0.128736...-0.0603250.0428230.030333-0.021098-0.066536-0.016191-0.032124-0.027230-0.005566-0.0698150.0201020.014850-0.098634-0.077380-0.010808-0.010264-0.0097080.0195800.0120850.013331-0.0119530.0561170.036375-0.026347-0.083596-0.011544-0.0577960.0739630.048585-0.025690-0.0304120.010156-0.0927320.008791-0.003158-0.0137940.126628-0.095926-0.0574300.025836
2019-07-31-0.067981-0.1035020.036634-0.0060330.1271320.035317-0.0170500.0436450.000027-0.043707-0.0428240.0843110.0229690.0099050.0530690.077592-0.012395-0.0230210.0124650.011381-0.0953640.0055240.0881050.012507-0.1502130.0613610.0105430.1486790.0865130.0721270.0298660.0128700.0828410.0441350.0492900.207126-0.0453190.113749-0.0487590.091204...0.040167-0.092036-0.0308810.0620850.0227290.006455-0.0646830.029603-0.044148-0.029895-0.0244960.0707360.0845460.0017790.036498-0.1078110.0113880.0272590.006575-0.0898620.044099-0.0129290.0307490.0688540.102085-0.006630-0.0021640.1701460.245212-0.0271520.0456620.0078810.0756850.1001030.0774700.0413520.1050640.011292-0.0150990.130531
2019-08-30-0.052654-0.057712-0.0374160.040560-0.0206610.0794520.0646090.0619010.0604110.0644100.0071100.047117-0.000024-0.019366-0.0520600.0345140.068164-0.010551-0.0116390.0569120.093345-0.042423-0.0665370.056674-0.097389-0.050785-0.071534-0.006365-0.013748-0.112288-0.0602520.0262970.0130190.0141660.011638-0.0444390.138499-0.200584-0.0466030.026630...-0.0546480.0996960.0520750.045582-0.112804-0.0672390.015159-0.058169-0.014464-0.056016-0.030826-0.107948-0.051803-0.005330-0.0090810.036041-0.040468-0.033838-0.0604070.013927-0.0359630.048836-0.0432180.0828180.000269-0.0275230.0450340.189932-0.0087700.059494-0.081374-0.0697120.041216-0.009406-0.004785-0.0408240.0363650.008407-0.029512-0.011964
2019-09-30-0.037467-0.0211610.059623-0.036278-0.004814-0.026355-0.012942-0.0170240.0630180.0019180.0750220.0225990.044395-0.013283-0.0572380.0615510.047141-0.0338710.004563-0.0621670.0678930.0222420.034982-0.034808-0.030327-0.0347860.067682-0.0963650.023547-0.033203-0.024033-0.061448-0.050374-0.007804-0.009664-0.1046240.025500-0.085297-0.010913-0.079962...-0.0205500.0337010.036276-0.014647-0.037199-0.003398-0.048373-0.051383-0.056694-0.025655-0.046754-0.035014-0.063532-0.104873-0.0163970.0109040.0030920.0011220.006951-0.0555910.014726-0.026741-0.0308310.084023-0.130919-0.026574-0.068142-0.074786-0.1572220.0978760.0388680.018000-0.140041-0.017840-0.053834-0.040259-0.0247950.025207-0.0538340.003519
2019-10-310.0419690.010660-0.0124470.043988-0.030020-0.0171640.0197130.017529-0.013867-0.0514300.036444-0.047560-0.033597-0.0845470.082205-0.069975-0.015369-0.0166130.011766-0.030007-0.012216-0.0597230.0852070.090794-0.0528440.026989-0.0179900.071214-0.0422450.0708000.016153-0.0645950.001240-0.006101-0.0532270.0307680.067029-0.0620220.0706070.163876...0.057012-0.058793-0.0516200.024501-0.039430-0.007703-0.003330-0.027412-0.011986-0.0054610.0074310.0553670.241343-0.059826-0.011838-0.004359-0.042034-0.045769-0.125059-0.093467-0.019419-0.049445-0.037303-0.0122350.0011610.0258980.0807730.0365280.0073720.0396570.0182940.005162-0.005519-0.0225380.027975-0.0176760.079785-0.028392-0.1910020.052148
2019-11-29-0.023181-0.0477730.0646310.064485-0.0250500.0426360.0335670.0493150.029173-0.0051760.0187670.0730240.068011-0.0084740.0240870.0573290.0052890.024821-0.044694-0.0965370.087509-0.0885280.0173510.0050090.003306-0.076503-0.040633-0.034540-0.007060-0.041829-0.076318-0.023636-0.076965-0.0330000.0248510.041983-0.068357-0.019544-0.0161360.004414...-0.0302470.0387130.038436-0.035705-0.078785-0.0170410.002305-0.0267010.0507150.0011190.1447040.063258-0.115540-0.042654-0.0273190.002332-0.0183360.017986-0.035281-0.004121-0.0071900.0034350.0630260.0150730.006926-0.0323270.003547-0.0118740.1378360.054728-0.0260420.046605-0.085073-0.0204190.043037-0.0541400.037022-0.011143-0.0824470.014377
2019-12-30-0.057604-0.0403090.012475-0.0741860.036627-0.0106200.0157960.034316-0.001991-0.0165820.0117960.0087930.001177-0.0235730.410257-0.014890-0.0304530.1273180.0147460.005173-0.0709450.004393-0.136296-0.074471-0.0130960.024808-0.0179160.0904020.028928-0.038220-0.0605190.0651540.0511860.088928-0.0163900.048800-0.1273120.041875-0.089514-0.091577...-0.027633-0.085410-0.0919910.001275-0.035795-0.069819-0.000236-0.0042600.0453420.0368670.0590430.0037710.041734-0.0494390.0239780.045465-0.030825-0.118208-0.028536-0.009219-0.044385-0.092825-0.029123-0.078004-0.0909280.079069-0.0169920.0098750.045486-0.1418370.0614110.043473-0.0355440.068143-0.027630-0.053591-0.1297800.037084-0.032429-0.037807
2020-01-31-0.062294-0.049206-0.037517-0.005842-0.076021-0.073263-0.013357-0.0444060.054147-0.0839620.0154590.001912-0.005100-0.060685-0.052260-0.0319260.136426-0.045420-0.054870-0.004862-0.0814500.0611800.120316-0.156572-0.191232-0.1018330.037642-0.032300-0.1414930.001861-0.021942-0.076934-0.065486-0.067608-0.026718-0.107932-0.058281-0.137315-0.112273-0.182821...-0.080165-0.040782-0.077736-0.0059710.004138-0.045865-0.018939-0.026368-0.031758-0.034787-0.045382-0.152523-0.0661730.0313980.088173-0.0176180.011048-0.027260-0.0422420.0014900.0231170.028557-0.043051-0.129101-0.084549-0.0809060.023001-0.1025810.033563-0.0852990.031339-0.1016070.0075010.0115890.030793-0.044046-0.038994-0.089406-0.066975-0.006305
2020-02-280.0489470.1186540.201728-0.2421300.1651240.017192-0.030444-0.024317-0.0345060.0797980.060797-0.0487000.1183980.052088-0.0948080.136222-0.0215450.0932300.1420980.133286-0.2306300.1009300.0108240.121099-0.1246860.1583230.1266530.3352540.1804810.2131380.4046280.3104140.2529350.0523100.153720-0.027282-0.023439-0.029360-0.0176110.219701...0.131102-0.048964-0.0996980.0745510.325080-0.131936-0.006939-0.0023640.0076390.0468890.009812-0.0051750.1218740.0247930.1730640.1555790.2242790.1622680.2353480.1116640.0622080.2864330.4421210.1492090.097762-0.0822040.1229090.2251880.2677000.096757-0.028525-0.029192-0.0418430.102742-0.0459840.0269480.0754440.1426020.2070400.140508
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NaN NaN NaN\n","\n","[51 rows x 397 columns]"]},"metadata":{"tags":[]},"execution_count":25}]},{"cell_type":"markdown","metadata":{"id":"J3r-MS1e-XRf"},"source":["## PER、ROEデータフレームの作成(月次リターンと同次元)\n","最後に月次リターンと同次元になるようにPER、ROEデータフレームを作成します。"],"id":"J3r-MS1e-XRf"},{"cell_type":"code","metadata":{"id":"UTbH_DNB-bUb"},"source":["eps_df = pd.DataFrame(index=monthly_rt.index, columns=monthly_rt.columns) # 月次リターンと同次元のDF作成\n","roe_df = pd.DataFrame(index=monthly_rt.index, columns=monthly_rt.columns)\n","\n","for i in range(len(eps_df)): # 各行への代入\n"," eps_df.iloc[i] = eps[eps.index < eps_df.index[i]].iloc[-1]\n","\n","for i in range(len(roe_df)):\n"," roe_df.iloc[i] = roe[roe.index < roe_df.index[i]].iloc[-1]\n","\n","eps_df = eps_df.replace(0, np.inf) # 0 割り算回避\n","per_df = closes/eps_df # PERデータフレームの作成"],"id":"UTbH_DNB-bUb","execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"uJp4RF8eIeNd","executionInfo":{"elapsed":624,"status":"ok","timestamp":1623403193930,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"ef9dad2d-ecc8-481f-acc7-026658647627"},"source":["per_df"],"id":"uJp4RF8eIeNd","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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2018-10-3112.47277412.82210428.41063342.80439718.1164257.2478657.1389267.8982444.8127125.3172897.5016169.5992188.36899210.39605614.0353159.9576129.54259312.12954317.36715810.72108231.98944730.30190053.97740248.48180461.25961521.16468923.19175516.72259127.5193769.07331136.96143716.94560012.73477410.05357925.46821025.80542053.5818869.57799222.489632344.043516...13.51918514.202848-6.3940359.9875650.012.2500790.014.3890280.011.51539713.38687020.55036321.2055602.91148823.146073-441.48852513.8434240.06.6205850.07.53984521.54557722.2672440.019.14736933.93764528.72969618.12790428.16950329.59579314.76868514.40389918.39380823.36890213.5398420.00.024.80682726.45257618.423095
2018-11-3011.86729912.86912930.74285139.69164916.8779427.4802178.1055818.3638614.6210105.7372677.4759158.9672958.40198410.34721615.20094810.5468209.51986013.17496216.33884011.50269324.20744432.10574652.78100547.94339860.63219623.28815722.82035919.57266027.59276210.02284339.45322220.17655915.23159810.85271027.03781828.79315061.23644510.70660920.724805409.911663...14.56510514.996650-6.19668910.8246730.012.4848940.015.7144920.011.35563914.51779518.87257019.6006703.47061522.859141-424.28215614.3863010.06.7163180.07.16469221.52477026.2068340.020.52431630.76765228.43720416.58176726.70333930.07314413.90447615.59154021.67994325.04076213.9725070.00.028.15673528.25616317.209867
2018-12-3110.62175311.58378429.05723532.33634315.4551267.0529897.1174457.7171713.8844745.3976327.1475247.7260177.54419010.47629415.5554108.9706898.18423711.90169614.72780610.86437922.58679830.57113144.18688644.35405246.65769522.07474723.02669019.11366825.2444419.28431835.62325720.24434013.72289910.65937226.02516724.48174062.2509059.32379918.781108296.657470...12.46462013.160008-5.56982210.7236440.011.8658350.013.9081600.010.33318312.54185117.99282919.5246103.28927622.763497-402.45954914.0566960.06.5953930.06.38986420.90056526.4637660.020.68019728.08713325.57723413.38641526.10245325.98156112.00630713.59691720.50632320.79052013.4125880.00.025.38704225.85138314.716010
2019-01-3111.59051111.59945827.35007434.43785816.3307037.6601017.3967007.9758484.0526335.6459677.2331908.0795937.66516210.56699814.4306769.3831358.06488411.98211215.25339210.17395524.23664429.49421154.17679645.94361755.12795820.81466722.32515932.75033125.6113659.49532533.36219819.00166613.85786411.08471623.99986224.00269867.7843209.76101219.91393984.208903...12.96597114.148373-6.29652310.7092100.012.0884530.014.8452330.010.92109612.78328418.212890-7.5457443.36987123.704006-401.20057214.2699710.06.7818180.06.66203622.33624326.5779590.020.60225730.20823925.86972916.13361028.00125428.36831913.56496714.44957921.38120321.11003113.6416450.00.027.14957126.36008415.614697
2019-02-2812.61116811.64648328.34591835.67307517.1313997.8849587.7690428.4328424.6781856.0184707.3988158.8619757.77513410.76933714.8669378.2636398.24675612.10273817.1672089.92644623.63802732.14612856.03121250.55849254.41496723.28815723.27428829.30616422.63927510.73122634.46965619.92802813.10110310.47892324.35428726.99042180.3082858.71882020.35514591.147196...13.57969313.658082-6.05970610.9978690.012.3964580.015.9117730.011.17670912.96118320.906049-9.5119603.49580123.066371-397.00387014.1536390.06.6709700.06.82631823.71990528.8903220.020.73145028.36684324.86224114.69951226.83553330.14133715.03103215.53063319.61010522.47724213.6925470.00.029.56895128.20991815.322625
2019-03-2914.68962712.53808426.28310434.96573017.5740717.8089958.1067488.4311424.8830496.0621787.3010788.4072517.68975310.98004314.7481437.8397768.85193312.30350717.6776689.17240921.89145234.40639960.65354151.44728651.53261122.72842624.16089927.61483422.23331111.48751535.82721620.48319913.17851210.50499324.58512727.04868780.3583378.57592621.36677998.450653...12.92544312.699948-5.58471710.6546540.012.0601800.015.9484870.010.76535612.39977222.072262-9.3162313.52602422.397266-364.26995913.8756970.06.6596980.06.70680222.97030428.5296970.025.72680928.66192027.03972117.55456330.04397232.02674715.38819615.67672720.61148421.54395614.2222360.00.030.24975929.69036413.848471
2019-04-2615.22459710.74909827.17224815.03946012.3532728.3417716.4895907.0913403.8912237.0441706.4455918.1225857.70392510.33085812.0987657.3370109.08839112.2242867.8438407.91640516.33168033.54215157.92843043.74261619.11225317.56339131.25286525.40072620.35007712.62320334.07642019.74625214.93644022.37730021.95405127.26133169.21350716.13995914.164620118.096968...12.494155-6.72761211.66104510.8478880.010.3564120.016.0598700.010.17221015.36829218.266337-8.8772734.32929138.93460266.71521512.6970330.015.3552570.09.49829324.26562631.9713600.026.94224618.87536129.09599824.23415426.44437411.45175419.14055314.81231619.36380058.08464827.8237090.00.033.69730518.47109614.018354
2019-05-3112.93208910.09254826.78102512.22634411.0489156.7846405.9473026.6131043.1425766.3761515.5692056.5083876.7367169.82352312.0162746.9622327.33856311.4495556.6090187.71599014.91242832.76330849.70811053.91914021.20322618.64567627.51958725.07783620.48308313.58759527.89301717.17359713.13408321.97681023.26110126.32870961.93574920.39123412.916802121.091380...11.442624-5.8298879.5769439.7091600.09.4787980.015.5269640.09.76507113.63189519.582509-8.7326753.84672739.87348663.40368111.0599940.015.2697130.08.76567022.75419029.5281300.026.97118618.96288131.97209724.20251823.58352510.07070019.06791414.84102319.59341147.90798626.8205790.00.029.98568619.30806812.821895
2019-06-2813.0888439.66502827.33369513.51325411.5698106.6990846.3227326.6878283.1628886.3290475.5665256.3536016.7029779.54553112.4672297.6108877.68376711.3192916.9429638.10429515.20039331.91955947.51970351.80586923.21166719.93682425.59961425.04708419.33922314.68975928.66030317.37670014.38233723.10318422.02051024.86998855.64633519.20980813.718431123.027837...11.881453-6.13504310.6644819.4094940.09.5621150.015.4421820.09.99682713.65546720.975696-10.1120183.87430239.84415063.08060910.8703380.015.0843670.09.01233322.16378527.6782610.026.50816220.93210524.15241821.82972022.82344911.23176419.24951315.87443819.32553147.52896725.1838900.00.031.63659118.24020613.735726
2019-07-3113.5003199.75663924.34094913.37412711.6841526.4509706.1737526.5832143.4414556.0292955.5397246.0440296.7479639.78182412.7477007.6397168.15395811.3535716.8005838.48007414.65531726.80516454.28721649.95932624.36720319.48112425.27962225.55448320.54958714.62087227.84788417.08332914.24837820.29976423.48263627.21350456.09558319.39586012.992428108.609941...11.301869-6.46858511.1110749.3195940.09.5176790.015.1999530.09.41430514.08760221.529332-9.2313613.61923239.87348663.16137810.8903010.015.4408030.09.00865123.66341329.0045860.024.59818420.93210523.03531823.69632124.19581111.07288218.88631316.21891217.75652848.49546825.3950760.00.028.96703717.40323514.249165
2019-08-3012.0699508.37635724.30845312.78562812.7259436.4338585.8340766.6205763.3108765.5368465.0921506.3241196.6467449.50730812.9401807.9424227.74328510.6611126.6271388.25460612.70127425.93545657.00893548.68726019.78172919.93682424.58629728.38362021.54714015.12028927.62221116.65455214.88772920.42491723.74848031.81684751.42344520.86566711.865610114.391733...11.326708-5.62763410.3460779.5443430.09.2177350.015.0727830.08.77541113.20761722.234775-9.6613293.48825139.81480653.95370810.6008260.014.9560490.09.06387422.45898728.7951650.026.17530519.99854822.11082426.82841329.21021110.35180019.03159515.73090918.42622351.50866426.3982080.00.028.19427116.47968015.568097
2019-09-3012.0473958.31833624.63343313.95352713.1093007.2717846.5072917.3666223.6790326.1746625.3869596.9432636.9841429.80602012.9236818.6199078.66433911.0900526.8865679.14360314.53190426.15232956.11093453.91914018.85982619.93682424.07615029.64443122.34518214.19034027.36070817.93831515.83762021.75153625.23093532.01876961.15706417.74000211.915233123.247391...11.282948-6.47448311.41026910.4641030.09.0660700.014.9614840.08.72950813.47122120.963764-9.6514933.64680741.47526058.63831510.7101960.014.8121410.09.19821924.69637229.0130610.027.51166920.46374524.22945933.28645530.43747011.49338918.44943315.43317020.12145953.64004527.6125250.00.029.86315616.83025116.172471
2019-10-3112.2445718.59011827.42825514.19849913.7519137.4716076.7733887.6377864.1089356.5189116.0811007.4739587.67018510.20365812.8796869.6145119.53922111.3114387.2887229.06740516.30082728.14189561.09447354.94499819.30315220.31657227.00178928.38362024.07427214.48310228.17609217.80173015.89242222.75275826.34537730.39253366.00889617.18184812.426649120.027160...11.658489-7.04122412.43844810.8741630.09.5233250.014.9981530.08.97549813.56659221.358293-9.5578913.46067643.02796862.43445411.3198850.015.7124870.09.82884825.36545729.6804330.025.39091621.02157823.88277232.58902627.29060213.23704420.15973416.54179218.38684955.57077727.6125250.00.032.22355616.83025117.100010
2019-11-2912.9544008.81914727.52574715.05026813.5591297.4629197.0152957.8938854.1177086.2879606.4000307.2380947.5352259.50424214.1445579.0955879.54525411.3045197.4911138.94041116.36253326.91150667.27774660.81290918.59198421.18999626.94810830.85911523.44248915.74025829.08207516.93668416.16642922.97803025.36466731.81398171.48967216.39112913.502911141.617402...12.509717-6.73991911.99541111.3145960.09.6023560.014.8270270.09.07011013.88449722.882605-12.0175663.30901243.20712663.16137811.0252010.013.9989260.09.79526424.51715329.0481910.025.82669021.90237126.19400934.30090227.92847913.97379920.85113516.89188018.57958655.20757128.8268410.00.031.82428313.88495718.265378
2019-12-3012.8558128.53515129.73337116.25512813.4306067.8973137.3600128.4060844.3019526.3533236.6197957.8793508.1650369.57169814.7055029.7586569.74436611.7611277.2729518.21654318.04918124.94811869.49265262.06446118.94295019.89884826.27274130.27373723.64199915.32694527.31541116.80009815.17391322.57754526.38995433.64500167.71602016.32601113.495279144.447569...12.326120-7.10579012.64324711.0867850.09.5882440.014.6620080.09.22148916.10983324.686412-10.8161793.21939342.69950964.29214410.9947160.013.7230130.09.87735824.98312331.3312960.026.40771721.53537526.69477734.42770532.21290114.95614120.63279917.94215317.28826454.93994330.5163250.00.031.96520312.95639018.812389
2020-01-3111.8699388.02823329.5369019.01913613.6662307.6627407.3358228.5341334.2112936.1267306.5715547.7982728.0188299.16341020.4579139.4271229.26167313.0340977.2414098.10224716.42424124.58161958.69498656.25809818.33337820.01277425.54003231.67454023.87476214.44866025.14104717.57408615.66103724.15446725.45382334.64483657.80271116.69811512.029729117.694572...11.750287-6.36328711.23890610.8893490.08.7358290.014.3197520.09.38548216.75358924.30842227.4731552.99879342.90853165.98829010.4459970.013.0695370.09.25046122.18730729.8209310.023.50257722.82720425.73176234.11069133.06340512.54940521.50614318.37976816.34386657.63532429.0908250.00.032.54062112.28898617.742152
2020-02-2810.0756446.91973225.8038538.16492211.4128016.4203696.5859117.3967514.0650685.0678436.0891407.1201617.2653087.79298217.5707068.2883729.70213011.2837646.2005397.34282013.62687523.90097860.54074442.45004113.19818316.19629724.23168627.83658018.37492313.19150622.35514914.66024813.24368520.37485622.51170027.82669549.29702612.9212709.61004385.718190...9.764089-5.5382849.3664529.8566080.07.5588210.012.6695890.08.22491114.50441218.44055923.2136532.82644842.87866858.9613879.6330790.011.3559750.08.64222120.84913825.8869580.019.42680418.95171624.03685427.58020831.23481710.36369720.26890314.87885915.01400053.18125927.4013390.00.026.73944410.37381816.053557
2020-03-319.5080477.01227128.2925485.32833512.0957765.8548065.6920416.4381493.4968234.9386985.8182736.0237907.3606057.37844614.0550068.5448218.47164911.1477806.4288237.5484549.04945423.79699054.82222043.12150610.16304317.05538924.74957334.23823319.75672214.61430929.04709917.66754715.19916519.29557123.60213624.13790642.95152711.1815338.42905095.526065...10.016213-4.6840317.4465309.5537120.05.7657440.011.3057750.07.74464213.11969316.40368923.5988322.59895445.78510661.92703310.7793920.012.8330100.08.26997924.62601234.6067140.015.90375215.39855524.46058130.88728136.30793410.27535317.55679312.87804812.80507953.04625923.2564720.00.027.73739811.42944416.619080
2020-04-309.9428549.36276228.6527556.04864114.0448195.5291305.8550686.4140465.2161855.3537675.78711310.9941517.3009957.5240678.5043016.6844878.63224210.83659218.1760037.93148364.07138322.07449356.92698743.15682637.76637720.26271725.67632028.80744624.46313710.98031625.05797815.79438613.43076620.11362321.37991124.34509553.274644-3.2400099.815889100.765896...9.0874217.4459386.64716213.9873010.015.8718430.011.7760370.09.8271536.31060018.21105430.65509211.4707665.57997511.1416257.7303080.0-931.0756260.08.97277319.44149733.8467850.017.06039020.38175223.45343524.39012627.77167971.71484115.84150013.88542922.61063246.14177316.4965860.00.044.35475412.93567117.928367
2020-05-2910.3364259.63984032.6477716.57202314.0541896.1089956.1318316.9971415.7942915.7896495.94215110.6659687.6950178.3045568.5212666.8303318.77952811.18395817.0395747.86057270.45421022.03512169.33722848.85024442.67810221.13079228.40204429.29288023.33925611.89971926.37681717.14758614.47021520.76581621.91751128.83787365.796698-3.61902910.934670121.456496...10.3997348.0863936.70334514.7196710.017.3199440.013.0260420.010.1367976.63613220.48418235.45022911.4707665.71117710.8346938.5163110.0-978.0114150.08.44520720.93924234.1685230.019.08450322.96405726.62825228.95808532.07017876.81996617.17792315.12130525.13399343.84219916.8832240.00.049.08867112.17383317.612983
2020-06-309.6942839.12703831.5575755.94091214.9208636.4030116.1994846.7899885.9928776.0833966.04081110.3630298.0542727.2279188.6188227.0369428.66426111.03508717.7352078.35169468.93448621.11644477.98436444.10572844.32532919.12051328.18366828.15514622.35024012.58270625.37769818.14134413.73166022.56586920.75960730.19898260.513958-3.28647010.461025100.190308...9.9481857.8937366.69983313.4862060.015.8882060.013.0817350.09.5012116.16156221.39011038.76226310.4595695.56068010.5584547.8295120.0-987.8352180.08.49505520.69610234.7476510.018.77124722.11558627.01084330.12083733.03944874.38895417.08013615.09222423.83910943.43639517.2376420.00.046.20715412.50033517.321859
2020-07-319.0935688.35783626.8630985.33693314.5226625.9129845.7689655.8002615.4853795.4769515.4939539.0376727.7993176.0338418.1564936.7087947.58202910.15426517.1084477.81329964.67927321.19518781.98767147.68236540.07249117.52142526.75803626.82020325.13746512.92419924.01889117.46474313.02045924.13113120.53216028.14071664.371197-2.9123409.44023988.205177...9.1791427.0814526.07128510.0122670.014.0024020.011.8688600.09.2893485.66346019.86535939.7127668.8479744.97026810.3742967.6082100.0-964.9130790.05.96107818.90658929.4711580.015.10856421.96802625.78655431.22821934.80941858.91151417.40609314.21984221.34895241.30214914.7244920.00.042.77678211.64521217.515942
2020-08-319.8599979.91691829.7095206.00237913.8761695.9864886.3778426.2606006.3856356.2586955.6884549.9338668.0310946.8573688.2964658.27661010.86714710.85520118.3826297.95774671.18367622.98004584.54978253.54001349.56650217.74986624.67441826.18307224.76283713.52837924.17875318.09905513.12987425.07028720.49080531.28344671.526658-4.13009510.77951198.439671...11.4368868.6331236.89296311.2650060.017.2954000.013.5520330.010.2019866.59298922.32238937.1737529.8591714.98570312.0163808.2034360.0-1024.9472730.06.64234420.16119130.0502830.019.51030922.35537126.24566338.70306243.32213477.30616818.70991914.85958927.12611840.59574618.3331190.00.047.71652012.25157119.141383
2020-09-309.3403279.97481530.9548295.01979913.8677755.9013465.9684446.0681586.2393316.0938825.8829559.7066628.3439946.9451338.1480108.34953210.75563611.58984119.1630408.09800566.13820522.09361595.97049955.47431451.39159918.93775925.85330827.89725825.96164414.55285823.48086517.15254513.94502024.47026920.81357130.84782474.126101-4.72430011.183719125.237881...10.8409179.5648247.27829110.8265470.016.0845580.012.9327800.09.2780106.61076021.86395635.7863779.1323735.18457212.1839498.2074000.0-1063.5088420.06.88479520.17129333.7588060.020.98689524.91384528.15861238.59264349.59935575.03722419.34463715.75406330.30088941.02108016.8832240.00.050.43963112.55883519.401856
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2018-01-31NaN0.1534430.101048NaN0.0716030.1592290.159050.1730510.2470570.1911590.1144790.1256460.1879410.3008030.09270980.158452NaNNaN0.0872219NaN-0.05770840.0494318NaNNaN0.1280920.124664NaN0.07940890.1452020.09281820.08778380.1354110.09071160.08661660.09322410.4218340.2625660.1342210.08485550.0404381...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN0.183459NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN0.0560699NaNNaNNaNNaNNaNNaNNaN0.118470.05381580.170991
2018-02-28NaN0.1534430.101048NaN0.0716030.1592290.159050.1730510.2470570.1911590.1144790.1256460.1879410.3008030.09270980.158452NaNNaN0.0872219NaN-0.05770840.0494318NaNNaN0.1280920.124664NaN0.07940890.1452020.09281820.08778380.1354110.09071160.08661660.09322410.4218340.2625660.1342210.08485550.0404381...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN0.183459NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN0.0560699NaNNaNNaNNaNNaNNaNNaN0.118470.05381580.170991
2018-03-30NaN0.1534430.101048NaN0.0716030.1592290.159050.1730510.2470570.1911590.1144790.1256460.1879410.3008030.09270980.158452NaNNaN0.0872219NaN-0.05770840.0494318NaNNaN0.1280920.124664NaN0.07940890.1452020.09281820.08778380.1354110.09071160.08661660.09322410.4218340.2625660.1342210.08485550.0404381...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN0.183459NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN0.0989493NaNNaNNaNNaN0.0560699NaNNaNNaNNaNNaNNaNNaN0.118470.05381580.170991
2018-04-30NaN0.1394610.1010480.01383830.08840890.1900440.1353060.1305640.244220.1903520.0923410.1042860.1033430.2982890.04582350.1592030.0966590.06822550.1023160.156680.04202920.05341870.3695670.1733460.0533820.1051120.07305060.07940890.1243340.1000350.09672410.1257480.08635010.08427310.08863760.4676080.2454890.08728560.08683480.0404381...0.05025030.036542-0.09231060.133656NaN0.127701NaN0.0556232NaN0.05417970.04702710.188250.1834590.1199660.0358801-0.00153910.0645629NaN0.137739NaN0.08694130.03774030.0552349NaN0.09894930.0697637NaN0.1336390.1280360.0883010.1716480.2026110.1202090.07238570.0507593NaNNaN0.1375010.04638310.160365
2018-05-31NaN0.1394610.1010480.01383830.08840890.1900440.1353060.1305640.244220.1903520.0923410.1042860.1033430.2982890.04582350.1592030.0966590.06822550.1023160.156680.04202920.05341870.3695670.1733460.0533820.1051120.07305060.07940890.1243340.1000350.09672410.1257480.08635010.08427310.08863760.4676080.2454890.08728560.08683480.0404381...0.05025030.036542-0.09231060.133656NaN0.127701NaN0.0556232NaN0.05417970.04702710.188250.1834590.1199660.0358801-0.00153910.0645629NaN0.137739NaN0.08694130.03774030.0552349NaN0.09894930.06976370.1092810.1336390.1280360.0883010.1716480.2026110.1202090.07238570.0507593NaNNaN0.1375010.04638310.160365
2018-06-29NaN0.1394610.1010480.01383830.08840890.1900440.1353060.1305640.244220.1903520.0923410.1042860.1033430.2982890.04582350.1592030.0966590.06822550.1023160.156680.04202920.05341870.3695670.1733460.0533820.1051120.07305060.07940890.1243340.1000350.09672410.1257480.08635010.08427310.08863760.4676080.2454890.08728560.08683480.0404381...0.05025030.036542-0.09231060.133656NaN0.127701NaN0.0556232NaN0.05417970.04702710.188250.1834590.1199660.0358801-0.00153910.0645629NaN0.137739NaN0.08694130.03774030.0552349NaN0.09894930.06976370.1092810.1336390.1280360.0883010.1716480.2026110.1202090.07238570.0507593NaNNaN0.1375010.04638310.160365
2018-07-31NaN0.1394610.09853570.01383830.08840890.1900440.1353060.1305640.244220.1903520.0923410.1042860.1033430.2982890.04582350.1592030.0966590.06822550.1023160.156680.04202920.05341870.3695670.1733460.0533820.1051120.07305060.07940890.1243340.1000350.09672410.1257480.08635010.08427310.08863760.4676080.2454890.08728560.08683480.0404381...0.05025030.036542-0.09231060.133656NaN0.127701NaN0.0556232NaN0.05417970.04702710.188250.1834590.1199660.0358801-0.00153910.0645629NaN0.137739NaN0.08694130.03774030.0552349NaN0.09894930.06976370.1092810.1336390.1280360.0883010.1716480.2026110.1202090.07238570.0507593NaNNaN0.1375010.04638310.160365
2018-08-31NaN0.1394610.09853570.01383830.08840890.1900440.1353060.1305640.244220.1903520.0923410.1042860.1033430.2982890.04582350.1592030.0966590.06822550.1023160.156680.04202920.05341870.3695670.1733460.0533820.1051120.07305060.07940890.1243340.1000350.09672410.1257480.08635010.08427310.08863760.4676080.2454890.08728560.08683480.0404381...0.05025030.036542-0.09231060.133656NaN0.127701NaN0.0556232NaN0.05417970.04702710.188250.1834590.1199660.0358801-0.00153910.0645629NaN0.137739NaN0.08694130.03774030.0552349NaN0.09894930.06976370.1092810.1336390.1280360.0883010.1716480.2026110.1202090.07238570.0507593NaNNaN0.1375010.04638310.160365
2018-09-28NaN0.1394610.09853570.01383830.08840890.1900440.1353060.1305640.244220.1903520.0923410.1042860.1033430.2982890.04582350.1592030.0966590.06822550.1023160.156680.04202920.05341870.3695670.1733460.0533820.1051120.07305060.07940890.1243340.1000350.09672410.1257480.08635010.08427310.08863760.4676080.2454890.08728560.08683480.0404381...0.05025030.036542-0.09231060.133656NaN0.127701NaN0.0556232NaN0.05417970.04702710.188250.1834590.1199660.0358801-0.00153910.0645629NaN0.137739NaN0.08694130.03774030.0552349NaN0.09894930.06976370.1092810.1336390.1280360.0883010.1716480.2026110.1202090.07238570.0507593NaNNaN0.1375010.04638310.160365
2018-10-31NaN0.1394610.09853570.01383830.08840890.1900440.1353060.1305640.244220.1903520.0923410.1042860.1033430.2982890.04582350.1592030.0966590.06822550.1023160.156680.04202920.05341870.3695670.1733460.0533820.1051120.07305060.07940890.1243340.1000350.09672410.1257480.08635010.08427310.08863760.4676080.2454890.08728560.08683480.0404381...0.05025030.036542-0.09231060.133656NaN0.127701NaN0.0556232NaN0.05417970.04702710.188250.1834590.1199660.0358801-0.00153910.0645629NaN0.137739NaN0.08694130.03774030.0552349NaN0.09894930.06976370.1092810.1336390.1280360.0883010.1716480.2026110.1202090.07238570.0507593NaNNaN0.1375010.04638310.160365
2018-11-30NaN0.1394610.09853570.01383830.08840890.1900440.1353060.1305640.244220.1903520.0923410.1042860.1033430.2982890.04582350.1592030.0966590.06822550.1023160.156680.04202920.05341870.3695670.1733460.0533820.1051120.07305060.07940890.1243340.1000350.09672410.1257480.08635010.08427310.08863760.4676080.2454890.08728560.08683480.0404381...0.05025030.036542-0.09231060.133656NaN0.127701NaN0.0556232NaN0.05417970.04702710.188250.1834590.1199660.0358801-0.00153910.0645629NaN0.137739NaN0.08694130.03774030.0552349NaN0.09894930.06976370.1092810.1336390.1280360.0883010.1716480.2026110.1202090.07238570.0507593NaNNaN0.1375010.04638310.160365
2018-12-31NaN0.1394610.09853570.01383830.08840890.1900440.1353060.1305640.244220.1903520.0923410.1042860.1033430.2982890.04582350.1592030.0966590.06822550.1023160.156680.04202920.05341870.3695670.1733460.0533820.1051120.07305060.07940890.1243340.1000350.09672410.1257480.08635010.08427310.08863760.4676080.2454890.08728560.08683480.0404381...0.05025030.036542-0.09231060.133656NaN0.127701NaN0.0556232NaN0.05417970.04702710.188250.1834590.1199660.0358801-0.00153910.0645629NaN0.137739NaN0.08694130.03774030.0552349NaN0.09894930.06976370.1092810.1336390.1280360.0883010.1716480.2026110.1202090.07238570.0507593NaNNaN0.1375010.04638310.160365
2019-01-31NaN0.1394610.09853570.01383830.08840890.1900440.1353060.1305640.244220.1903520.0923410.1042860.1033430.2982890.04582350.1592030.0966590.06822550.1023160.156680.04202920.05341870.3695670.1733460.0533820.1051120.07305060.04324210.1243340.1000350.09672410.1257480.08635010.08427310.08863760.4676080.2454890.08728560.08683480.151267...0.05025030.036542-0.09231060.133656NaN0.127701NaN0.0556232NaN0.05417970.04702710.18825-0.3944270.1199660.0358801-0.00153910.0645629NaN0.137739NaN0.08694130.03774030.0552349NaN0.09894930.06976370.1092810.1336390.1280360.0883010.1716480.2026110.1202090.07238570.0507593NaNNaN0.1375010.04638310.160365
2019-02-28NaN0.1394610.09853570.01383830.08840890.1900440.1353060.1305640.244220.1903520.0923410.1042860.1033430.2982890.04582350.1592030.0966590.06822550.1023160.156680.04202920.05341870.3695670.1733460.0533820.1051120.07305060.04324210.1243340.1000350.09672410.1257480.08635010.08427310.08863760.4676080.2454890.08728560.08683480.151267...0.05025030.036542-0.09231060.133656NaN0.127701NaN0.0556232NaN0.05417970.04702710.18825-0.3944270.1199660.0358801-0.00153910.0645629NaN0.137739NaN0.08694130.03774030.0552349NaN0.09894930.06976370.1092810.1336390.1280360.0883010.1716480.2026110.1202090.07238570.0507593NaNNaN0.1375010.04638310.160365
2019-03-29NaN0.1394610.09853570.01383830.08840890.1900440.1353060.1305640.244220.1903520.0923410.1042860.1033430.2982890.04582350.1592030.0966590.06822550.1023160.156680.04202920.05341870.3695670.1733460.0533820.1051120.07305060.04324210.1243340.1000350.09672410.1257480.08635010.08427310.08863760.4676080.2454890.08728560.08683480.151267...0.05025030.036542-0.09231060.133656NaN0.127701NaN0.0556232NaN0.05417970.04702710.18825-0.3944270.1199660.0358801-0.00153910.0645629NaN0.137739NaN0.08694130.03774030.0552349NaN0.08510940.06976370.1092810.1336390.1280360.0883010.1716480.2026110.1202090.07238570.0507593NaNNaN0.1375010.04638310.160365
2019-04-26NaN0.1331840.09853570.03196630.09369630.1562570.1471570.1366410.2381150.1458150.09523570.1001310.09616540.3003590.05567140.149380.09156710.06422470.15220.1480220.05865550.05510460.3261250.2713170.1565690.1328940.05537370.04324210.1262170.08361620.09778260.1173280.06466860.04877880.09554150.4118850.2604930.05048520.1676720.151267...0.0505682-0.09129680.05100920.118693NaN0.129433NaN0.055661NaN0.05226830.03681510.192572-0.3944270.08043610.02060460.00803920.060907NaN0.0484333NaN0.05799920.03345580.0452742NaN0.08510940.1011340.1092810.090910.141420.2019840.144180.2083740.1240660.02892330.0249027NaNNaN0.1173250.07536440.139913
2019-05-31NaN0.1331840.09853570.03196630.09369630.1562570.1471570.1366410.2381150.1458150.09523570.1001310.09616540.3003590.05567140.149380.09156710.06422470.15220.1480220.05865550.05510460.3261250.2713170.1565690.1328940.05537370.04324210.1262170.08361620.09778260.1173280.06466860.04877880.09554150.4118850.2604930.05048520.1676720.151267...0.0505682-0.09129680.05100920.118693NaN0.129433NaN0.055661NaN0.05226830.03681510.192572-0.3944270.08043610.02060460.00803920.060907NaN0.0484333NaN0.05799920.03345580.0452742NaN0.08510940.1011340.08693850.090910.141420.2019840.144180.2083740.1240660.02892330.0249027NaNNaN0.1173250.07536440.139913
2019-06-28NaN0.1331840.09853570.03196630.09369630.1562570.1471570.1366410.2381150.1458150.09523570.1001310.09616540.3003590.05567140.149380.09156710.06422470.15220.1480220.05865550.05510460.3261250.2713170.1565690.1328940.05537370.04324210.1262170.08361620.09778260.1173280.06466860.04877880.09554150.4118850.2604930.05048520.1676720.151267...0.0505682-0.09129680.05100920.118693NaN0.129433NaN0.055661NaN0.05226830.03681510.192572-0.3944270.08043610.02060460.00803920.060907NaN0.0484333NaN0.05799920.03345580.0452742NaN0.08510940.1011340.08693850.090910.141420.2019840.144180.2083740.1240660.02892330.0249027NaNNaN0.1173250.07536440.139913
2019-07-31NaN0.1331840.1035020.03196630.09369630.1562570.1471570.1366410.2381150.1458150.09523570.1001310.09616540.3003590.05567140.149380.09156710.06422470.15220.1480220.05865550.05510460.3261250.2713170.1565690.1328940.05537370.04324210.1262170.08361620.09778260.1173280.06466860.04877880.09554150.4118850.2604930.05048520.1676720.151267...0.0505682-0.09129680.05100920.118693NaN0.129433NaN0.055661NaN0.05226830.03681510.192572-0.3944270.08043610.02060460.00803920.060907NaN0.0484333NaN0.05799920.03345580.0452742NaN0.08510940.1011340.08693850.090910.141420.2019840.144180.2083740.1240660.02892330.0249027NaNNaN0.1173250.07536440.139913
2019-08-30NaN0.1331840.1035020.03196630.09369630.1562570.1471570.1366410.2381150.1458150.09523570.1001310.09616540.3003590.05567140.149380.09156710.06422470.15220.1480220.05865550.05510460.3261250.2713170.1565690.1328940.05537370.04324210.1262170.08361620.09778260.1173280.06466860.04877880.09554150.4118850.2604930.05048520.1676720.151267...0.0505682-0.09129680.05100920.118693NaN0.129433NaN0.055661NaN0.05226830.03681510.192572-0.3944270.08043610.02060460.00803920.060907NaN0.0484333NaN0.05799920.03345580.0452742NaN0.08510940.1011340.08693850.090910.141420.2019840.144180.2083740.1240660.02892330.0249027NaNNaN0.1173250.07536440.139913
2019-09-30NaN0.1331840.1035020.03196630.09369630.1562570.1471570.1366410.2381150.1458150.09523570.1001310.09616540.3003590.05567140.149380.09156710.06422470.15220.1480220.05865550.05510460.3261250.2713170.1565690.1328940.05537370.04324210.1262170.08361620.09778260.1173280.06466860.04877880.09554150.4118850.2604930.05048520.1676720.151267...0.0505682-0.09129680.05100920.118693NaN0.129433NaN0.055661NaN0.05226830.03681510.192572-0.3944270.08043610.02060460.00803920.060907NaN0.0484333NaN0.05799920.03345580.0452742NaN0.08510940.1011340.08693850.090910.141420.2019840.144180.2083740.1240660.02892330.0249027NaNNaN0.1173250.07536440.139913
2019-10-31NaN0.1331840.1035020.03196630.09369630.1562570.1471570.1366410.2381150.1458150.09523570.1001310.09616540.3003590.05567140.149380.09156710.06422470.15220.1480220.05865550.05510460.3261250.2713170.1565690.1328940.05537370.04324210.1262170.08361620.09778260.1173280.06466860.04877880.09554150.4118850.2604930.05048520.1676720.151267...0.0505682-0.09129680.05100920.118693NaN0.129433NaN0.055661NaN0.05226830.03681510.192572-0.3944270.08043610.02060460.00803920.060907NaN0.0484333NaN0.05799920.03345580.0452742NaN0.08510940.1011340.08693850.090910.141420.2019840.144180.2083740.1240660.02892330.0249027NaNNaN0.1173250.07536440.139913
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2020-07-31NaN0.09452760.1077170.051650.08433970.1627490.1382740.1354960.1543840.1303910.09509270.06279530.09541830.3193650.09170040.1654130.08633460.07020450.05848860.1341690.01054240.05670760.2862120.2453860.05148460.1034160.0550380.04234640.1074420.1027960.1064230.1196150.06947020.04751070.09842480.4276030.340517-0.2724090.1551140.152366...0.06066430.06728210.06334810.076205NaN0.0487818NaN0.0547235NaN0.04097790.07510910.1808250.1547840.01748270.1399870.04172060.0796146NaN-0.000686163NaN0.05233830.04189310.0503955NaN0.09740580.07997170.08275710.09624380.1599140.03082330.1502140.2051350.07418490.03718180.0386259NaNNaN0.07819060.06850510.126817
2020-08-31NaN0.09452760.1077170.051650.08433970.1627490.1382740.1354960.1543840.1303910.09509270.06279530.09541830.3193650.09170040.1654130.08633460.07020450.05848860.1341690.01054240.05670760.2862120.2453860.05148460.1034160.0550380.04234640.1074420.1027960.1064230.1196150.06947020.04751070.09842480.4276030.340517-0.2724090.1551140.152366...0.06066430.06728210.06334810.076205NaN0.0487818NaN0.0547235NaN0.04097790.07510910.1808250.1547840.01748270.1399870.04172060.0796146NaN-0.000686163NaN0.05233830.04189310.0503955NaN0.09740580.07997170.08275710.09624380.1599140.03082330.1502140.2051350.07418490.03718180.0386259NaNNaN0.07819060.06850510.126817
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2021-03-31NaN0.09452760.107717-0.04081760.08433970.1627490.1382740.1354960.1543840.1303910.09509270.06279530.09541830.3193650.09170040.1654130.09695010.07020450.05848860.1341690.01054240.05670760.2862120.2453860.05148460.1034160.05337420.02104780.1074420.1027960.1064230.1196150.06947020.04751070.09842480.4276030.340517-0.2724090.1551140.0897822...0.06066430.06728210.06334810.076205NaN0.0487818NaN0.0547235NaN0.04097790.07510910.1808250.2017580.01748270.1399870.04172060.0796146NaN-0.000686163NaN0.05233830.04189310.0503955NaN0.03908260.07997170.08275710.09624380.1599140.03082330.1502140.2051350.07418490.03718180.0386259NaNNaN0.07819060.06850510.126817
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\n","

51 rows × 397 columns

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"],"text/plain":[" 1332.T 1333.T 1414.T ... 9962.T 9987.T 9989.T\n","Date ... \n","2017-04-28 NaN 0.153443 NaN ... 0.11847 0.0538158 0.170991\n","2017-05-31 NaN 0.153443 NaN ... 0.11847 0.0538158 0.170991\n","2017-06-30 NaN 0.153443 NaN ... 0.11847 0.0538158 0.170991\n","2017-07-31 NaN 0.153443 0.101048 ... 0.11847 0.0538158 0.170991\n","2017-08-31 NaN 0.153443 0.101048 ... 0.11847 0.0538158 0.170991\n","2017-09-29 NaN 0.153443 0.101048 ... 0.11847 0.0538158 0.170991\n","2017-10-31 NaN 0.153443 0.101048 ... 0.11847 0.0538158 0.170991\n","2017-11-30 NaN 0.153443 0.101048 ... 0.11847 0.0538158 0.170991\n","2017-12-29 NaN 0.153443 0.101048 ... 0.11847 0.0538158 0.170991\n","2018-01-31 NaN 0.153443 0.101048 ... 0.11847 0.0538158 0.170991\n","2018-02-28 NaN 0.153443 0.101048 ... 0.11847 0.0538158 0.170991\n","2018-03-30 NaN 0.153443 0.101048 ... 0.11847 0.0538158 0.170991\n","2018-04-30 NaN 0.139461 0.101048 ... 0.137501 0.0463831 0.160365\n","2018-05-31 NaN 0.139461 0.101048 ... 0.137501 0.0463831 0.160365\n","2018-06-29 NaN 0.139461 0.101048 ... 0.137501 0.0463831 0.160365\n","2018-07-31 NaN 0.139461 0.0985357 ... 0.137501 0.0463831 0.160365\n","2018-08-31 NaN 0.139461 0.0985357 ... 0.137501 0.0463831 0.160365\n","2018-09-28 NaN 0.139461 0.0985357 ... 0.137501 0.0463831 0.160365\n","2018-10-31 NaN 0.139461 0.0985357 ... 0.137501 0.0463831 0.160365\n","2018-11-30 NaN 0.139461 0.0985357 ... 0.137501 0.0463831 0.160365\n","2018-12-31 NaN 0.139461 0.0985357 ... 0.137501 0.0463831 0.160365\n","2019-01-31 NaN 0.139461 0.0985357 ... 0.137501 0.0463831 0.160365\n","2019-02-28 NaN 0.139461 0.0985357 ... 0.137501 0.0463831 0.160365\n","2019-03-29 NaN 0.139461 0.0985357 ... 0.137501 0.0463831 0.160365\n","2019-04-26 NaN 0.133184 0.0985357 ... 0.117325 0.0753644 0.139913\n","2019-05-31 NaN 0.133184 0.0985357 ... 0.117325 0.0753644 0.139913\n","2019-06-28 NaN 0.133184 0.0985357 ... 0.117325 0.0753644 0.139913\n","2019-07-31 NaN 0.133184 0.103502 ... 0.117325 0.0753644 0.139913\n","2019-08-30 NaN 0.133184 0.103502 ... 0.117325 0.0753644 0.139913\n","2019-09-30 NaN 0.133184 0.103502 ... 0.117325 0.0753644 0.139913\n","2019-10-31 NaN 0.133184 0.103502 ... 0.117325 0.0753644 0.139913\n","2019-11-29 NaN 0.133184 0.103502 ... 0.117325 0.0753644 0.139913\n","2019-12-30 NaN 0.133184 0.103502 ... 0.117325 0.0753644 0.139913\n","2020-01-31 NaN 0.133184 0.103502 ... 0.117325 0.0753644 0.139913\n","2020-02-28 NaN 0.133184 0.103502 ... 0.117325 0.0753644 0.139913\n","2020-03-31 NaN 0.133184 0.103502 ... 0.117325 0.0753644 0.139913\n","2020-04-30 NaN 0.0945276 0.103502 ... 0.0781906 0.0685051 0.126817\n","2020-05-29 NaN 0.0945276 0.103502 ... 0.0781906 0.0685051 0.126817\n","2020-06-30 NaN 0.0945276 0.103502 ... 0.0781906 0.0685051 0.126817\n","2020-07-31 NaN 0.0945276 0.107717 ... 0.0781906 0.0685051 0.126817\n","2020-08-31 NaN 0.0945276 0.107717 ... 0.0781906 0.0685051 0.126817\n","2020-09-30 NaN 0.0945276 0.107717 ... 0.0781906 0.0685051 0.126817\n","2020-10-30 NaN 0.0945276 0.107717 ... 0.0781906 0.0685051 0.126817\n","2020-11-30 NaN 0.0945276 0.107717 ... 0.0781906 0.0685051 0.126817\n","2020-12-30 NaN 0.0945276 0.107717 ... 0.0781906 0.0685051 0.126817\n","2021-01-29 NaN 0.0945276 0.107717 ... 0.0781906 0.0685051 0.126817\n","2021-02-26 NaN 0.0945276 0.107717 ... 0.0781906 0.0685051 0.126817\n","2021-03-31 NaN 0.0945276 0.107717 ... 0.0781906 0.0685051 0.126817\n","2021-04-30 NaN 0.0945276 0.107717 ... 0.0781906 0.0685051 0.126817\n","2021-05-31 NaN 0.0945276 0.107717 ... 0.0781906 0.0685051 0.126817\n","2021-06-11 NaN 0.0945276 0.107717 ... 0.0781906 0.0685051 0.126817\n","\n","[51 rows x 397 columns]"]},"metadata":{"tags":[]},"execution_count":33}]},{"cell_type":"markdown","metadata":{"id":"zS7xr5nL-hDL"},"source":["## データの結合\n","それでは最後にこれらのデータフレームを1つにまとめます。"],"id":"zS7xr5nL-hDL"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":550},"id":"vVEyXiQV-h65","executionInfo":{"elapsed":1146,"status":"ok","timestamp":1623403210133,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"5e7b7bde-e962-4da6-de50-778be3c68ef3"},"source":["stack_monthly_rt = monthly_rt.stack() # 1次元にスタック\n","stack_per_df = per_df.stack()\n","stack_roe_df = roe_df.stack()\n","\n","df = pd.concat([stack_monthly_rt, stack_per_df, stack_roe_df], axis=1) # 結合\n","df.columns = [\"rt\", \"per\", \"roe\"] # カラム名の設定\n","\n","df[\"rt\"][df.rt > 1.0] = np.nan # 異常値の除去\n","df"],"id":"vVEyXiQV-h65","execution_count":null,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:9: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," if __name__ == '__main__':\n"],"name":"stderr"},{"output_type":"execute_result","data":{"text/html":["
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rtperroe
Date
2017-04-281332.T0.05270911.105362NaN
1333.T-0.02835110.2849040.153443
1414.T0.021457NaNNaN
1605.T-0.070435NaNNaN
1721.T0.08192016.7403010.071603
...............
2021-06-119832.TNaN0.000000NaN
9861.TNaN0.000000NaN
9962.TNaN61.6576020.0781906
9987.TNaN11.0943020.0685051
9989.TNaN17.7629580.126817
\n","

20227 rows × 3 columns

\n","
"],"text/plain":[" rt per roe\n","Date \n","2017-04-28 1332.T 0.052709 11.105362 NaN\n"," 1333.T -0.028351 10.284904 0.153443\n"," 1414.T 0.021457 NaN NaN\n"," 1605.T -0.070435 NaN NaN\n"," 1721.T 0.081920 16.740301 0.071603\n","... ... ... ...\n","2021-06-11 9832.T NaN 0.000000 NaN\n"," 9861.T NaN 0.000000 NaN\n"," 9962.T NaN 61.657602 0.0781906\n"," 9987.T NaN 11.094302 0.0685051\n"," 9989.T NaN 17.762958 0.126817\n","\n","[20227 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":34}]},{"cell_type":"markdown","metadata":{"id":"UZ1pCzjW-lB2"},"source":["## 対象銘柄の抽出とプロット\n","それでは割安でクオリティが高いと考えられる銘柄(PER<10、ROE>0.1)を抽出し、リターンの分布図およびこれらを売買したときの累積リターンを観察してみましょう。\n","\n","このようにデータ分析を行うことで、雑誌などで紹介されるようなツールを使った個別銘柄選定が全く当てにならないことがよく分かります。この検証はあくまでもマーケットリターンを差し引いたものであるため、相場が好況なときには幾分リターンが得られているのかもしれません。"],"id":"UZ1pCzjW-lB2"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":514},"id":"-5DBnywB-mYT","executionInfo":{"elapsed":739,"status":"ok","timestamp":1623403214463,"user":{"displayName":"Yoshitsugu Sekine","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GimsNckrAflr-jMDGQwV_kIJ56EjAWYV8INkpUv=s64","userId":"13524401322013959426"},"user_tz":-540},"outputId":"9303c994-1431-42ea-b746-bb9f793a4690"},"source":["value_df = df[(df.per < 10) & (df.roe > 0.1)] # 割安でクオリティが高い銘柄を抽出\n","\n","plt.hist(value_df[\"rt\"]) # ヒストグラムの描画\n","plt.show()\n","\n","balance = value_df.groupby(level=0).mean().cumsum() # 累積リターンを作成\n","\n","plt.clf()\n","plt.plot(balance[\"rt\"]) # バランスカーブの描画\n","plt.show()"],"id":"-5DBnywB-mYT","execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"fmjYEY4h-qWQ"},"source":["# 最後に\n","本記事で示した検証は、まだまだ計量的・実証的なトレーディングの入り口に過ぎません。この記事には「成功する投資」と銘打っていますが、実際にこの記事を読んで投資で成功する方は殆どいないでしょう。それは、記事を読んで頂いた方の大多数が行動にまで移すことがないからです。ここでいう行動とは、単にこの記事を読んで付け焼刃のトレーディングを行うことではなく、この記事から受けたインスピレーションを元に自らが創意工夫して計量的・実証的なトレーディングの検証を行うまでに至ることを指します。\n","\n","この記事はできるだけ分かりやすくまとめていますが、それでも読者の方が単に記事を読んだだけでは、その過程に生じた細かで有用な知見を決して理解することはできません。これを自身のものにするためには、自分自身が手を動かすしかないのです。\n","\n","筆者はこれまでにトレーディングに関する自身の知見をブログやnoteに書き綴ってきました。この記事を読んで、もしも読者の方が計量的・実証的なトレーディングに本気で取り組もうと考えているのであれば、以下の参考記事が必ずその道標になるでしょう。\n","\n","繰り返しになりますが、トレーディングはその殆どが運で決まります。筆者がこれまで好成績を収めてこれたのも、そのパフォーマンスが運よく下振れすることがなかったからです。あなたにも幸運のご加護がありますように。"],"id":"fmjYEY4h-qWQ"}]}