{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Finanzdaten Projekt\n", "\n", "In diesem Datenprojekt werden wir uns auf die Analyse von Aktienpreise konzentrieren. Denkt dabei daran, dass es hier primär um die Visualisierungs- und Analysefähigkeiten geht, nicht daraum verlässliche Finanzanalysen durchzuführen.\n", "\n", "**Achtung**: Dieses Projekt wird eine große Herausforderung weil es eine Menge neuer Konzepte einführt, die ihr selbst recherchieren müsst. Nichtsdestotrotz werden wir die notwendigen Hinweise geben. Dabei sei es jedem freigestellt parallel ins Lösungsnotebook oder das Video-Material zu schauen und dieses Projekt als \"Walkthrough\" zu lösen.\n", "\n", "Wir werden uns nun also Bankaktien anschauen und wie sie sich seit der Finanzkrise bis Anfang 2016 entwickelt haben.\n", "\n", "## Die Daten\n", "\n", "In dieser Sektion werden wir lernen, wie wir mit Pandas direkt Daten aus Google Fiance lesen können.\n", "\n", "Zuerst müssen wir demnach einige Imports machen, welche im Rahmen dieses Projektes gegeben sind.\n", "\n", "*Hinweis: Zum korrekten Auslesen der Finanzdaten müssen wir noch den [pandas-datareader](https://github.com/pydata/pandas-datareader) installieren:*\n", "\n", " conda install pandas-datareader\n", "\n", "### Die Importe\n", "\n", "*Bereits ausgefüllt:*" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from pandas_datareader import data, wb\n", "import pandas as pd\n", "import numpy as np\n", "import datetime\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Falls Die daten nicht richtig seit 2006 geladen werden gibt es einen Vorläufigen fix für den Pandas Data Reader:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from pandas_datareader.google.daily import GoogleDailyReader\n", "\n", "@property\n", "def url(self):\n", " return 'http://finance.google.com/finance/historical'\n", "\n", "GoogleDailyReader.url = url" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Daten\n", "\n", "Wir können die Daten durch verwendung des *Pandas Datareader* erhalten. Dieser liefert uns Aktieninformationen zu den folgenden Banken:\n", "\n", "* Bank of America\n", "* CitiGroup\n", "* Goldman Sachs\n", "* JPMorgan Chase\n", "* Morgan Stanley\n", "* Wells Fargo\n", "\n", "**Finde nun heraus, wie du die Aktiendaten vom 1. Januar 2006 bis zum 1. Januar 2017 für jede dieser Banken erhälst. Erstelle dazu für jede Bank einen eigenen DataFrame. Die Namen dieser DataFrames sollen dem Ticker Symbol (z.B.: BAC für Bank of America) entsprechen. Das alles benötigt einige Schritte:**\n", "\n", "1. Nutze `datetime`, um Start und Ende Objekte zu erstellen.\n", "2. Finde das Ticker Symbol für jede Bank heraus.\n", "3. Finde heraus, wie du den datareader nutzen kannst, um die Informationen zu erhalten.\n", "\n", "**Nutze diese [Dokumentationsseite](http://pandas.pydata.org/pandas-docs/stable/ecosystem.html) für Hinweise und Tipps. Es sollte dabei nur um das richtige Ersetzen bestimmter Daten gehen. Nutze \"Google Finance\" als Quelle. Zum Beispiel:**\n", "\n", " # Bank of America\n", " BAC = data.DataReader(\"BAC\",\"google\",start,end)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "start = datetime.datetime(2006, 1, 1)\n", "end = datetime.datetime(2017, 1, 1)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Bank of America\n", "BAC = data.DataReader(\"BAC\", 'google', start, end)\n", "\n", "# CitiGroup\n", "C = data.DataReader(\"C\", 'google', start, end)\n", "\n", "# Goldman Sachs\n", "GS = data.DataReader(\"GS\", 'google', start, end)\n", "\n", "# JPMorgan Chase\n", "JPM = data.DataReader(\"JPM\", 'google', start, end)\n", "\n", "# Morgan Stanley\n", "MS = data.DataReader(\"MS\", 'google', start, end)\n", "\n", "# Wells Fargo\n", "WFC = data.DataReader(\"WFC\", 'google', start, end)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Alternative: Nutzung eines Panel-Objekts\n", "df = data.DataReader(['BAC', 'C', 'GS', 'JPM', 'MS', 'WFC'],'google', start, end)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Erstelle eine Liste der Ticker Symbole (als String) in alphabetischer Reihenfolge. Nenne diese Liste \"tickers\".**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "tickers = ['BAC', 'C', 'GS', 'JPM', 'MS', 'WFC']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Nutze `pd.concat`, um die einzelnen DataFrames zu einem Banken-DataFrame namens \"bank_stocks\" zusammenzufassen. Setze dabei das Keys (dt. Schlüssel) Argument gleich der tickers-Liste.**\n", "\n", "*Hinweis: Achte auf die Achse auf die du `concat` anwendest.*" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bank_stocks = pd.concat([BAC, C, GS, JPM, MS, WFC],axis=1,keys=tickers)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Definiere die Spalten namen (bereits vorausgefüllt).**" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bank_stocks.columns.names = ['Bank Ticker','Stock Info']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Schaue dir den head des bank_stocks DataFrame an.**" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Bank TickerBACC...MSWFC
Stock InfoOpenHighLowCloseVolumeOpenHighLowCloseVolume...OpenHighLowCloseVolumeOpenHighLowCloseVolume
Date
2006-01-0346.9247.1846.1547.0816296700490.0493.8481.1492.91537660...57.1758.4956.7458.31537700031.6031.9831.2031.9011016400
2006-01-0447.0047.2446.4546.5817757900488.6491.0483.5483.81871020...58.7059.2858.3558.35797780031.8031.8231.3631.5310871000
2006-01-0546.5846.8346.3246.6414970900484.4487.8484.0486.21143160...58.5558.5958.0258.51577800031.5031.5631.3131.5010158000
2006-01-0646.8046.9146.3546.5712599800488.8489.0482.0486.21370250...58.7758.8558.0558.57688980031.5831.7831.3831.688403800
2006-01-0946.7246.9746.3646.6015620000486.0487.4483.0483.91680740...58.6359.2958.6259.19414450031.6831.8231.5631.685619600
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5 rows × 30 columns

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" ], "text/plain": [ "Bank Ticker BAC C \\\n", "Stock Info Open High Low Close Volume Open High Low Close \n", "Date \n", "2006-01-03 46.92 47.18 46.15 47.08 16296700 490.0 493.8 481.1 492.9 \n", "2006-01-04 47.00 47.24 46.45 46.58 17757900 488.6 491.0 483.5 483.8 \n", "2006-01-05 46.58 46.83 46.32 46.64 14970900 484.4 487.8 484.0 486.2 \n", "2006-01-06 46.80 46.91 46.35 46.57 12599800 488.8 489.0 482.0 486.2 \n", "2006-01-09 46.72 46.97 46.36 46.60 15620000 486.0 487.4 483.0 483.9 \n", "\n", "Bank Ticker ... MS WFC \\\n", "Stock Info Volume ... Open High Low Close Volume Open \n", "Date ... \n", "2006-01-03 1537660 ... 57.17 58.49 56.74 58.31 5377000 31.60 \n", "2006-01-04 1871020 ... 58.70 59.28 58.35 58.35 7977800 31.80 \n", "2006-01-05 1143160 ... 58.55 58.59 58.02 58.51 5778000 31.50 \n", "2006-01-06 1370250 ... 58.77 58.85 58.05 58.57 6889800 31.58 \n", "2006-01-09 1680740 ... 58.63 59.29 58.62 59.19 4144500 31.68 \n", "\n", "Bank Ticker \n", "Stock Info High Low Close Volume \n", "Date \n", "2006-01-03 31.98 31.20 31.90 11016400 \n", "2006-01-04 31.82 31.36 31.53 10871000 \n", "2006-01-05 31.56 31.31 31.50 10158000 \n", "2006-01-06 31.78 31.38 31.68 8403800 \n", "2006-01-09 31.82 31.56 31.68 5619600 \n", "\n", "[5 rows x 30 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bank_stocks.head()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Explorative Datenanalyse\n", "\n", "Lasst uns die Daten etwas untersuchen! Doch bevor wir damit loslegen ermutige ich euch, das [Multi-Level Indexing](http://pandas.pydata.org/pandas-docs/stable/advanced.html) und die [Nutzung von .xs](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.xs.html) genauer anzuschauen.\n", "\n", "**Was ist der maximale Kurs zum Handelsschluss (en. close price) für jede der Banken in unserer gesamten Zeitperiode?**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Bank Ticker\n", "BAC 54.90\n", "C 564.10\n", "GS 247.92\n", "JPM 87.13\n", "MS 89.30\n", "WFC 58.52\n", "dtype: float64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bank_stocks.xs(key='Close',axis=1,level='Stock Info').max()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Erstelle einen neuen leeren DataFrame namens \"returns\" (dt. Rendite). Dieser DataFrame wird die Renditen für die Aktien der Banken beinhalten. Renditen sind typischerweise wie folgt definiert:**\n", "\n", "$$r_t = \\frac{p_t - p_{t-1}}{p_{t-1}} = \\frac{p_t}{p_{t-1}} - 1$$" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "returns = pd.DataFrame()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Wir können nun Pandas `pct_change()` Methode auf den Schlusskurs anwenden, um eine Spalte zu erzeugen, die die Renditen beinhaltet. Erstelle dazu eine `for` Schleife, die für jeden Bank Aktienticker diese Renditenspalte erzeugt und sie in unseren returns DataFrame schreibt.**" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BAC ReturnC ReturnGS ReturnJPM ReturnMS ReturnWFC Return
Date
2006-01-03NaNNaNNaNNaNNaNNaN
2006-01-04-0.010620-0.018462-0.013812-0.0141830.000686-0.011599
2006-01-050.0012880.004961-0.0003930.0030290.002742-0.000951
2006-01-06-0.0015010.0000000.0141690.0070460.0010250.005714
2006-01-090.000644-0.0047310.0120300.0162420.0105860.000000
\n", "
" ], "text/plain": [ " BAC Return C Return GS Return JPM Return MS Return WFC Return\n", "Date \n", "2006-01-03 NaN NaN NaN NaN NaN NaN\n", "2006-01-04 -0.010620 -0.018462 -0.013812 -0.014183 0.000686 -0.011599\n", "2006-01-05 0.001288 0.004961 -0.000393 0.003029 0.002742 -0.000951\n", "2006-01-06 -0.001501 0.000000 0.014169 0.007046 0.001025 0.005714\n", "2006-01-09 0.000644 -0.004731 0.012030 0.016242 0.010586 0.000000" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for tick in tickers:\n", " returns[tick+' Return'] = bank_stocks[tick]['Close'].pct_change()\n", "returns.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Erstelle jetzt ein `pairplot` mit Seaborn vom returns DataFrame. Welche Aktien stechen heraus? Woran könnte das liegen?**" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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F7YAQg5KelD7qN2N60mLVjkMoGmLFQ7dOwKgCBzwBGSWFTqz/n2NGGb1PUhLu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\n7ZXOB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JbFl8NsEliyfmdEjSJ/QKJfUQEuHzUAipS4c0o5WlxerNt6RNvi5fL4UWQ14/N2\nr3Y/U8cOQku7B6UOq+4Wlm1HWjH47CLt62rihedp39PTyWdwoh5ZL+NnL+38/9m79/CoynNv/N9n\nrTllZoKYECIIMcQAtUAYSICNoi2oRepbSkE02eVgraj7xQ1eVGuttjtvC9siyE/y1leQ1q2oBbUo\nTbdY1GrriSJEwkl3ICIGhIaQCCSZzGGt9fz+WLMWc0xmkjlm7s91cSnJhKxZ86x7Pes53Dc2LJyo\nz+x1+nJlrXv7KGaPH4pZ44aElAx+53+aYRAZ7phWoieSDndPsZkNWDlnTMCKUG2lkvb71RLF5ZAU\njgEWI340bQSMAsOP/F637u2jmF8xPOL+cbuFrgFCSHx0F19bO4KeyyodkBSu5i10S7g0x4hNiyrg\n8io4fOocnlowEQNyjOh0S3quwqXTSzGy0I6mViceufkbGDHIrq9+++rrLrz2yUnMLR+GoQNzwh7H\n8LwcnDrnwuWX5uD1ZdfiyXcb8eC2A3h07jicbXfrW1ZPtDlhNymwmw2449oSNZ2A3zNmh1vSnzsF\nhvDxNYo+Ripzb8SC7hIJFmlpU7h67j09aAZ3zv1nWnZ9fhbrKx0YZDeHXCA3jS3E0IEWNK6ahS5f\noywvzgvZ7w1AT3TnvxfLZjbgyXeOYsPCcuRaDHC6ZXhlBQ/eNBr/320ONJ7pQGmBDUxgAVnSw12o\nl1+agx9u2h2QFCZeCWGymaJwdHllWEQGl0cOm9DN5ZFx+aU5vlHe/jMqS0gkIfs23TIEAQDz3ex9\nN2ZZVtDq9ATUf39xycX8GbPHD8Uvbr4KnR51BqfTI2HL7ibcMW0EZJnj3utHoqnViZ+8XI+ZYwox\nbWQBhufloLXTE1JTXnuY1EwqzkOHS9JXwhkEpr82xygEHCfJDsGTF8DFRLHBSbX9heuo3zS2EG5J\nCWmHt00ugs1kwJLNe3H3dSOwcWE57L5tIgumXIEOj4SzHW4MN1nR5ZHC3lNa2t2wmkTsPHQaN7/T\nGJDXS6NWOTHgt389GjDod9PYwoAtWgW5Zj1RXsDgI92rCCFx1F18DS60EJwAeX2lAwMsBrzbcAbl\nV+Th3174BIUDzFj5g3HYtKhc3Xbni6PD83Lg9qo5NGxmg75Ff175cGyrO4FFVxeHHMcy3yTJT/8Y\nmDx83VsNKMq34kKXF9UvHQ58hjKKsJsNF1deM4RsSampcmDDgokBxR2iSZqc6twbsaABjQSLlJTO\nv7Os0UYItVE1l1eGoqijek6PjByDAJtZxKZF5bD6zbT8YOIwDLnEAo+koMMj6RdI9fe+ifkVw8EA\nCAxo83XYq2ePCdjrFZyoq6bKgV//92cALiaaWff2Uew61oZ1t47HtY+9q3doXvjHcXxr1GAwgaHD\ndfF3t7u8YQPGhS5v0Lmop9UCceD0ymjvUhMMAghZHaPNkjWfd+G+G0bRzC/JGlrCYW3QL/jGnGc1\notMj66vLALUjc6HLi2UzSjFz7BCMLLSj3SVh75dtKMg1w2YyYPHVxejyyljx8n7933tqwUR4ZQV3\nba4LG2eXb6nHhoXl2HWsLaCz8txHX+D2a0ao+T1WzkK7SwpIEpquHQiSGDkGARsXqisqtIo5lZOL\n8F8fhG8T/lV5/O+72rLne56vC2jbZlGAKAjIMQn43eIKOD1SwCoNrR0/9OpB7Dnehvd/Oj3sPeWx\nW9Skd3MmDENjS2fEZHXN512h1dMqHeAcmPGNQv3ry2aU6gMr6TwTSAjJTIrCAQ68uGQKmlqdeOLt\nI2i+4NYHT/2fy5ZOLw2Je8u31uPpReW4prRAT/L9H98bA6+swCsHDhz/9l8nQOY84GtaxbOZY4fA\nbjboiZi17y++egTueaEu5Pns0bnj0O6SAvJ26M9Qi9QJm+CBB/9qlNFWiwrWm8TqqZJeR9MPRVra\npNVzD77xd7jUjkXhADMe+V9XocMlY7jJirPtbgy0GvHF2Q4MG2hFu0tCQa4ZlZOLUPdlG3Itg2AS\nBQgAXrhzMiRJgUfhsBgFdHlkWEwGWBXgd4srYBaFgOWjWrKaIQNz8LRvaai2F0tLELrzvuvw1N8a\nUXiJBd8dNwS1+0/hgVcOYMOCcn2lx7IZpVhf6cDyrfX6/rLgEoXBF4A2iJMpS5rSldUkIscogisc\ngsiwYcEECIKgL0BhZVMAACAASURBVDFWFAVWswHnu7woyrcClEKDZJlIN2ZtKX7wagwOYNHVxTjn\n9IJzgIFj+ujB8PpmW+ABwBie//FkdPkl/8y1mLBxUTlsJhGbFlXgfJcHq//SoOfFyLUY9OoQjWc6\nsPbNBuw4eBr3Xj8SLe1unPi6K2QgJF07ECT+FIWjzekN6Jiur3Kg7nibvrLHv01YjWpHdsvuLzGv\nfFhAB3nFjaNg92vbz95egYriPChQJ0pcHhkiAyxGES8umaInA3V6ZGzZ3aRX5Cm8xBJ2a+rQgTm4\n0OXVJ0SefLcx5L5fU+WAR1JCtsIu31qPpxZMDOigaxMn1NYJIfEWfrXBxdKh/qWrgcgrza0mEV0e\nBc//eDI8kgKvokBgDAMsZtRUOWA2iLBbDHB5ZEgKx4tLpsDplsAYQ45J1Cufnfy6CzkmUd+20u6S\nAuK1/+8syrdCUXiEFXBqzO6uxLz/62KRSbk36I6RYJGWNhkEhCyvXF/lwLMffqFn13d5L86QTCrO\nw+O3jsc3LxsAmQMKV2cenR4Z3xo9GF0eGU5FggAGk8Cg+H4XYwxnOzx4YvshNF9wY838MuSaDVj1\ng3H4/fvHcLNvtmfN/DKseKleLw3U8Oub0OmV8azfjJC2xHTp9FL9ArFbDAGdEQB4asFEuLwKtu87\nGdBx377vJGY7Lg84P9oe2XAzpzQjGT0tS/zQAWYoCsCYAKvp4hK3yslFyPHKuOySHDjdEuwWY6oP\nmZCkCr4xa0vdtcSdWpz+j+9dBYMoItdiQLtLQm39V7j+qsEoLbDjvFvCV187UTo4FzazAYpbQodb\nnTUJrlqiLSudWz4Mv7j5KgBAS7tbXTIalA19akk+WjvckGSOKwtsGdOBIPEXbuBNW1npT2sTLo8M\nSVb0bU8mA/BEpQM2kwFWs4ijzR1YNqMUi68uhkEUIMkKFEDfvhK8NHl9pQN5VhMWXzMC4DxgiXLw\n1tROt4Tt+77S88DU7j+F0gKbPkjY1OqER1Jw2SXh94oPyDFSWyeEJEX4SQ11lbggMN+2fnVAuHCA\nGR1uKeT5bZmeN6sJVZOLkGMSkWsxoqnVibrWNjiGX4q2Tg9sZgO8CsdzQds+zjk92FanVjUbPMAM\nr6TAJSlobXfj169/hqXTS8M+M371dVfE50mnW4bVHH7goXSwXX+dNmEey3NWxN+Zhqu8U1rlhDF2\nE2OsgTHWyBj7WZjvmxljL/m+v5sxVpz8o+wb/6y4BoFhakk+NiyYiHa3hK27m1A9ewwaVs7CxoXl\nyLOaUPOOWiLtkhyTvtRJy377k5f3Q4Gv/M5mNTv4Q68ehCRzSAqH3aTWc5c4ICscsm8/1UCrEf9n\n9hgU5JrxwCsHwH3/xpwJw/QM5Q+8cgD/9u1SvfPk9A1mrHv7qP77H3jlADySEnCBaLk2NDXvNCLX\nYkSnR8Lc8mF6tZXq2sO4pWI4BlqNAeeipmoCBAG9yuieLaKphmM1iRhkNwEAPAqHwjkYUxO5Lb66\nGFs/boJb4XB55YjlKgnpz/wrnvhXgxr18BvY/NFxrK904KkfToDMgXuer8Pzu44DAP73t0sxYpAd\nMgcGmA0YMcgOp0f2dSIMEBjDzDGFIVVL7n9lP34wcRgeeOUAOj0yVtw4Cmvnj8f2fV8FZEefWpKP\nNfPL4JEU3P/Kfr0T5a+nyiyk/4g0I6bddzWTivPg9cro9EhY8fJ+rHhJrTJyqdUExoBnPjiGDpeE\nkYV23HltCYyioNa+Y2oNPK0N2y0G3H7NCDxy81X6yolOr1qpxC0pajJcv7a9dHopppbkY32VA598\n2YbqP3+q9wWmluSrg+cGEfdtrYfAGLbVndS3owYffye1dUJIkkSKrVquKvhWqz1R6cDKOePw3Idf\n6PfqOY6h2P3z63HHtBLk20y467oScAYs2VynP4tVXKHGshyTiC6PjNyg2LpsSz1sZgPuvX6k+nzm\ny7dhMxmw5eMm7Dh4GjsPncb6SkdA/2D1vDKs2dmAJ99txJr5oX0HQYhc0U2Ly/4T5rE8Z4V7ho0m\n90YqpGx4hTEmAngSwI0ATgLYwxir5Zx/6veyHwP4mnNeyhirBLAawG3JP9reC0lK51H3uS7zLbPU\nVjVMLcnH04vK9T3b4UbbCgeY4ZW5XtkEUEcYrUYRjAFGg4DWTg8sBgEur4LlW/1Wf1Q68B/fuwpT\n/vMd5FqM8Ha6sX3fyYDVFlqHSUsEeuxsZ8Dv15aY6hdIpQNbP24KeM2k4jz9QvZKCh6dOw7D86w4\n0eaEzaQmrgnewwUGmqWJINqEPF1eBWDqyhynRw757H/4L0X6bBxljM8stB2rb/zP38aF5Xj2wy8w\nc+yQgCXwjS2dYAy4duRgPPPBMfy/H06E1SjA49vCBRmQOQfAICnqXtklm/cGXGOfNJ0LiKVaEmQ1\na7kVjAE7D53Gytc/w4UuLzYsUJMsd7gl/PJPh/D4rQ511tpiDLNsPz07EKRnsV6/kWbEOlySXmls\n2YxS3H7NCHgVYNkWNRHtDyYMg80sossrY5DNjMXXjMCzH36BY2c7sXLOWMgcao4lD+D0ShHb8I6D\np5FrMaAg16xXMPPfZjKy0I6nFkyEonDcublO7wvk203YuLAcHza2oKQgV/+ZFTeOgs0shk/4GUMV\nIkII6Y1IOYaAiysuAlbLV6oJuWveaURjSyd+t7gCkqyg3S3hmQ+OoWpyEUxGMSDv1swxhWCMQVLk\nHmKrEaMefkNfsQEYoIDjR9NGYOmMkTjR5oTRIKhFGMwGdHok/NcHX2DHwdOYVJwHu9mAdbeOx+AB\nFpxocyLXt10GQEgsXV/l0J8/tffjL5rnrHDPsOnaB03lk81kAI2c82MAwBjbCuD7APwHNL4PoNr3\n/38E8FvGGOOcZ1QGAG0pk9Mj65n2CweYA16jNazKyUV6JyI4udfKOWMBwLcfSwbAYRAY2rrUi/G3\n/6ru3RIYw/KtgYljtEQ22ohdde1hfTsIELjaQkveed8No7C9/pR+jNqMSulgGzYtKodBYKiaUhSQ\n4E5LrCMIDIqBQxQFMAYMyjXrF4FdVBcGacuVwi3rCl7SlK0PddEm5LEa1SSyXiV0wEv77Dvd6v48\ndZ8/bTnJBJmUYTrdKApXY4VZxNl2t57864lKBwpyL1aDmj1+KB686RvYe7wN3xlzGe66rgQCgHNu\nCcu31OOmserDopa53GIQ8e9/CL3GtAc/LZZqS0EnFefhRJtTXZ125SA0rJyFxjMd+MWfDmHHwdNo\nWDkLzRfc+s90eiRcfqlFX7afTfGuv+nN9RvuIV/dQiLi6UXlevK3u5+vwwt3TkHhADO+P+FyuCQZ\nHlkOSDC3YcFEGEV19nH5VrUtz504DBaDAf/+h70hbfixW9RtpU2tTiydXoqba94PWBmiDawoXE2w\ne2TVLDSfd0EQgHaXhF2fn0X5FXnY+nETDAJTq6CYRXgkBQPMBjV5nTnwHp5nNQaUlKW2TgiJF/8Y\nXDjAjDXzywKqltx+zQjc/Xxd2D7z2yu+heF5apWnr51ePPTqQVTPHgNRFJDrl+ui+nvfxC0Vw8E5\nIsZWrehC45kOvxUS6u/hCsezH6ml32+ueR9HVs3CfVvrsePgaRxZNSugJGuOQYAhzHMVgIgDD3az\nENVzViRaYnUAabfNxF8qj+xyACf8/n4SwJRIr+GcS4yx8wDyAZz1fxFj7C4AdwFAUVFRoo6318J1\natbML4PCoc9iaA1Lexjd9flZbFigZvs+53TDbDSgyyPpe7vuu2EUhg3MgdOrZuefOaYQsgLc+we1\nkxNuxYPNl6hz7ZsN+iyittpizfwyrN3ZoM+2/Kn+KyycWqzPCGmjfQIDGJieg8FkECOO3EV7EfQ0\nS9NfH+qiabfRJuThnEPhCEhu6P96m9kA7tuyYqOVLxkj3TJMp3us1YSLGVrsu8/XWfGvYNLplvCt\nUYPh9qrZh7y+zOQFuWbMGjskYN9ppApVpYPtvuWYDmzZ3YQ188vQ6ZGwZr6aDPlP9V9hwb8U48qf\n79B/bmpJPk60OfW8GzVVE2AzGSAIDLmWwIFf0nupare9uX6DZ8SCc1xsXFiut80Ol4SHvnsVOt0S\nJJnjoVcP6r/r7utGgDEGhQPLt6p9hFljh+CuzZH7CJdfmqOXCHz8Voc+GKeVEn6i0gGrScSKlw+h\npd2NpxeVI9dixPkuD/5Q14QfTRuBD462YObYIVg6Y6Sap8MkQhQDdzf7T1QEJ0DtD/f2eMiUWEuI\nJh3bbHAMVjjw6NxxKMq3dpt7wmY24K7NdbhpbCEWTi3GcJPat75ykA0eWdEHCApy1QHlc04PHnjl\nQMTYWjrYHlBB0v/3aIMXS2eM1PNl1O4/hakl+QETkFaj2O3EbnfPXDkGQS/aELASxZDSzBNxlcp3\nEu5uFbzyIprXgHP+NOe8gnNeUVBQEJeDiyf/C8o/H8WKG0cF7IOymkRUzx6DxlWzMGvcENzzQh1+\n8nI9ZAU42+7GMl8n5oGZ30Bt/VdwetX9r3uOt2HOhMv1wRBtps/fpOI8dLglrH2zISChV+lgNYFX\nntWEdbc5sHFhOXYcPI2/HGrGV193YdOiCjSsnIUNC8qx48BpLNlcF7DnSruABOb7by86If4duCOr\nZmHT4oqADk2489cfcmxE024j7Yvz32OsKBytTg9yTELEPcmdbglOjwyzyEI6lyR9pVuG6XSNtcF5\nZlxSaMzQ9v8XDjDDKDBUTilCde1hvHfkDGRfSdcur4w2p0cfGFw6vVSPq9q/09TqDHuNdXlkPDp3\nHGwmAxZdXYxcswG5ZgMGWk3Yvu8r/OVQMzrcUtBeVAcG55px+aUW3HFtCT3IJUiq2m1vr1/tvur0\nyLj7+bqAXFY2swGFA8z41ffHINe3//rVupMYZDfjhTunYOd91+HZ2yvwzcsvwd3P1yHHdwzR9BGc\nbhlr32xA8wU3TrQ59fZ5ZOUsVM8eg5c+bsLnLZ1oaXdjfaUD2+pOYmz1Tlyz+l3UvNMIm9mAa0cN\nxshCO7q86sxfd/eb/npvj4d0jbWERJKObTY4BtfuP4Ub1v0d3LfKLNL9vPm8CxsWTMTcicPQ1OrE\niTYnls0oRVuXB2fa3XjWl19jxY2jcN7p1XMeRoqt7S5vwCS29vWjzR36M9mJNifWVzrw+JsNepVJ\nrQqkNkmz5Dk1f+KS5/aitdMTNqdeOF2Sgq0fX8zbWD17DLZ+3IQuSen5hzNEKp9sTgIY7vf3YQBO\nRXoNY8wA4BIAbcgwkTo1RflW/M+vb8JTCybisgEWtHZ6UF17GJ+3dOI+X8fjgZmjwQEMspvx4pIp\nWDlnLLbVncAPJqpLoLUlzf7ZwrXSaf4d5/WVDnx4tEUvx7q+ygGA45zTC5ExeGWO3/71KCb++i3s\nPNyM1fPK8NonJwFAXx5d/edP+/wwFSnBZXcDI+n2UJdM0STk0VbpdLrVkdvgz371PHWwzCwweKMM\nfiQ9RDOgle3C3eg73RJuGluInfddh8//87vYed91KBxgxpUFNvz0pm/ga6cXy7fU4+7rRqD8ijwY\nBIZ2l4R2l4QHXjmgx9VwZdueePsIaqoCk3atnT8ez3xwDAaRwSsrMIoCjAYBP35uLxz/503sPNyM\nx28dDwaOx24pQ8PKWergh9kAq9kAURB6PSBM0les12/w/THHKGDP8TbMHj8UO++7Do2rZsHpkbDu\nNgfOOb14/h/HkWMSMH/ScCzZvBejH3kDx1raMfGKPH1/t9bB7qmPUFPlQJdXQku7Wx/IyDUb8Lv3\nj2GUL7F35eQifRKkzpcQ1P99adsao53gyOZ7OyEk8bqLwVt2fwmjyELu5zVVDuRaDOBQY5QoMAwb\nmIMfTRuB5VvqMTzPipp3GrH2zQYU5VsxPM/aY2wFAItBCEno+dTfGvXXDMo1QxSAx291YMOCcnzy\nZRtOtHXB6ZV7Nfjrfz8BB46d7cTMJ97DlT/fgZlPvIeadxr7VaxN5VrWPQBGMsZGAPgKQCWAfw16\nTS2AxQB2AbgFwDuZlj8DgN45Dt671NrhRpdHLW+66OpivQOidaJnjx8Ku9mAdl9VE/+6yXk2E5xu\nWV/S7F92UBsB1JZVXejywmIQcO3IAhxZNQtOt4Qck4i2Tg8ExvCzVw+itMCmJ6XRSqzOmTAMFqOA\nmU+8F3DcvS3X09utI5lUNijeoknIo3UKte+HK5f7o2kjYBYYrP38fPU3lDSvZ5FKsW1YWI57/LaK\nrJlfBpek4Ccv78cLd07G2vllMBkE3LW5Di8umYLhJvXa2HO8Dee7PFgzvwwn2pwhsaf5ghseX8Lj\nonyrr3a8iDumjUCnR4ZXUWc8TAYBmxaVw2o2wOmWIDCG371/7GJ5zCqHnsyL9E+xXL/h7o/rqxz4\nv1UOjBk6UL8na8lil80oReWUIjg9Mla8tB+7jrVi9vihuPrKgoCth0++24gnKh3d9hGaz7tgNRlg\nMQp4elE5GACzUcA/z7swv2K4un/bLeF8lxc/eXk/1t2mHpP/llRt4DwW2XxvJ4QkXsQYbBIxZ8Iw\n3P/KARQOMGPdreNReIkFTrcMxtRt3IwxMMZgM4lo6/JgkE3NvaUNEtfuP4Wl00thNgjdxlabyQCT\nKMAjKwH5gkTGsO42B5xuCV5ZHXQYaDWj8UwHdh46jTkThmHdWw1Yd5s6IBLL4G8sqQ76S6xN2QoN\nzrkE4F4AOwF8BuBlzvlhxtivGGOzfS/7PYB8xlgjgBUAQkq7JkI0ZTJjeb0gIGypHZNB1DspAywX\nZ0/+eb4Lb6/4Fv7zB+Pwtd9SJv9EMk6PDIEBogBYjAI4EFDqp6XdDatJxM5Dp+GRFTAAJoFBUbi+\nZ0eSOX7935+ipd2NyilFaDzTjsYzHSgdbMfiq0fg8KlzcHrkuJXr6e3y0kwqG5QIPW3r0TqFXV4Z\nZoGhcnJRQLncyslFMGvbd9w0s59JetqO1d9FW7I43I3ebjaEbPMDV6tFtXZ64JU5lvkGkZ1uGSfa\nnPoAxuq/NMAsCsgxiSGzN6vnlWFb3UlYzSI45xAY4PYqsJrV5f9WowHPfXQcV/1yJ8ZWv4mSh3Zg\nyeY6yJzjBxOH6cs9s+lzzFY9Xb+yrPiWInN0eqSQ++PyLfWYNrJALwWsVeaRFI6qKUVwuuWAwYul\n00thtxgClj3X7j+FNw6ehsm3hzpcH0EUGYwM8EqKXtbbKykYMjAHNrMBmz86jrHVb+Ka1e+i+YIb\nnW5JHzjX2vP2fSfValsxyPZ7OyGk93rqH2jFBPLtJjy9qBwH/uM7eHHJFOT4ijRo8VThgFfm+OGm\n3Xhk+0FYjAK6fKWrV7xUD0FgWL6lHhdc6qDwk+82Yr2vX/DU3xpht4gBz3gt7W4YRQG//etRGEQG\nAwMU30SHwIB/nndBZAztbglOt4Qlm+sw4ddv4eevHdSfwW6/ZoS+/c/pkWNe7RdNqoP+FmtTOizD\nOd8BYEfQ137p9/8uAPOTeUyxriKI5vUWo4i1OxsCZs3X7lRH3WaOHYLt+05i8dUj9AQzAMNDr6rJ\nZfyXMmm0RDJaQxbAYBQE5NoM2LiwXM/Gn2MUce3IAhgEBreswCAIcHZ5YBAEcEWtf7zuNgc63WpZ\nIK2ELKAmq9u4sBw2U+Skn7Hqy37iTCkblApWo4gNCybCZjZA8sq4xGIIGAU2+c6TAnVwjWSWTMkw\nHW/RxuJIs7xa1SbNnuNtsJpFPHjTN7B8S31A8q7zXR7YLSIMgqBnQV+14zPcd8MoDM/LCazCYBJx\n+7QR+PBoC8qvyEPdl22YNrIATreEZz74Aj/8lytQGVT9aX2lA3XH23D7s3sBqPFVTQxJF2R/F+n6\nlWVFLRfoS9LWsHJWxHu9fylgQK3MAwAPvXoQmxZV6O1f61/sPHQaa+ePx/2v7Mee423YebgZN48b\nAquvUorWlv37CB5FrZrGOYcCjqff+wKVU4pgFgXsPNysJwatqXLAahRRNeWKPq8co3s7IaQ3euof\nRFqhsPY1dZDAP7n30umleHDbARTkmrHixtFod0l6zsIVN45Grm/C2W426HH101Pn9Vjq8siwGKFX\ncdL6CXdMGwGTwCBxwCMrMIkCOBisJhEv7z2B6j9/isZVs/Qy7TsOnkZLuxur55Vh6ECLb/vfxbga\ny2rd7lIdHFk1q1/GWupNBYl1FUE0r3d6ZDRfcAfsXSoZZPMl5bRj5tgh+OjzFmxYUI4nKh3wygoK\nctVlR9qMoT81wYwEWVEHKS64JFiMgrp0yJdXQ2QMsqzgfJcXP912EBN//TYsJhEWowG7Pj+Lti4P\nJIWjtd0Nm8kQtj6x3aIm9Opr0k//89DbfADxSD7aXwkCgyAwdLoleDkQfDZlABJXszvTEneSKaKN\nxeFmeddXObDz0OmA100qzsP5Li8KL7GgcIBaIUKLR6v/0gCuqBmnL7WasGlRBdbd5sAguwkur4Jt\ndSfxw027wQB9iebVVxZgx8HT+Pct9bD5asH/aNoIDLQaMcCsDioeWTULGxaWw2wQsPG9L/rtzAgJ\n1dPsodMrByScjZRMrtMtoWHlLLT7ZgcB4IGZo/XVRQDXZwf9lypvqzuBx24pw5FVs9TE33YTOACR\nXbx3NvzzAhy/egsmowjGGExGEZLCYTUacPs1IzDAbIDdcrEtqytMzBBFIW4rx+jeTgiJVcT+ge95\nIvj7BblmSDLHutscqJ49Bs3nXXo81QaLtYENbQBD+7sWmzvcEg6c/BobF5bjulGDYRQYXB4ZClcH\nELq8Eto63RAYw5uH/wkOdSJR4Ry5FgO8sgIBQHXtYT3/0OctnWFXu7m8SkBcjXW1bnfPW/011tKA\nhh9F4TGvIojm9cEd7hU3jETl5CL81wdfoMMl4coCG8YMHYh7XqjDqIffwEOvHsT93xkNSZYx0GoM\n2a6ydv54vPbJSXhlBW5JwSC7WW+Yn506D6tZxO/eP4bRv1Szj2sZdNtd6ozM1CsHId9mQodLwq9f\n/wxHu8l4Hk+0vDT+tE6zzWyAyTe75pEUtHZ4wDnQ2uGBR1IgMMBi6l+jsaR/izYWh73RW02omlIU\nEHM3LCzHJTlGdLgk3HfDKDz30Rd68q4dB09jy8dNEBmDxShA9qVqOtvhwcOvHcTOw81YX6nuY71r\ncx1KHtqB8b96E9V//hSTivNwzumFS1LUPbdgsJgMaqk1DogCC/NQSNtN+rNoMtIHl9iOlMz7vz74\nAqMfeQObPzqOmioHnvrhBFx+aY7+s3+sOwm72YBH547DlQU2VE4uwvZ9JzFz7BAMHZiDDpcEjyTj\nyXcacb7LCw7gvq31GFf9Jm7+vx/q9/qHXzsIAHD86i2UPvwG7n6+DhIHREFArsUY0gmOdSBCUTic\nHgkdLt8gj6vn7byEEBJOxP6BWQx5lps9fiju/85oPPTqQax4qR5mg4DBA8z6thFtwEIb2Aj+uxab\ntYmMu5+vw3sNZyBzwCsrONvhBudAp1uGQRDw+/ePofyKPBh9ycaf+eALOD0yRIFB4RzNF9z6MT/5\nbiPmlg8L2CZeNeUKWE2iHle1fr5e95Ojx5ibjc9b2bN+uQdaB0QrexltkiptFKwg14yl00tROtiO\nE21OuLwyrL4kc8HLKjvdEu7aXIddx1oxIMeIueXD9L1cgJrUbvu+k6icUoTNHx3HvPJh+lKmr77u\nwuq//A9q959C/YlzWDlnHKxmEe0uCa99chI7Dzdj06LykCXPa+ePxy+2H0Lt/lMwCAwNK2fh2sfe\nBQCUFtiwvsqB5Vvq/ZYyOcCYuiw2XmU+aXlpfPkvqXvsljIMtpuQYxJxzulBvt0ExtTZ5u31J7Fw\narE6QMVA55xkhFgSBmoPV4qi5rTo8irIt5uxcWE5TKK6V1VLELpsRinuvX4kat5pRGNLZ8BWQJtZ\nxNkODyxGNT9Gvl0tZ93hkvDJl204cPJ8SKx8/NbxULiCR7YfRvMFd8CyV//tBrkWNY5m07ahbBU+\nUe0+3zYj9fMP7mvU7j+F0gKbvoy5wyXh2Q/VraCzxw/FzLFDkG8347pRg9Huuviz1X/+FMX5Vky8\nIg8CUxM/z68YjsJLLPjq6y4IDLjskhzMHDtE3+ra0u7Wt5CsmV+G810eNF9w46uvu/T3EM9qI4rC\n0e7yot2tVhHy72fk28x0PyKExCRS/6D5vAt2iwE2swFvr/gW1r11JGRLiX9i5Y0Ly2Ezi1hf5dBX\nxD/5biNq/P6uJdH81ffH6PkOdx1rRfX3volbyodhkN0MxoB8uwk5RhGLri4GY+rK6C0fN6FyShGM\nAoNBECAILGDrSEu7G7lmg/6MF/xc1NtiCtn4vEU9Kx+tA1KQa9b3M0W1T8mXvyDcjdpiCN94/Gdm\nPmk6h0VXF4eMNM4cOwRbdzdh5tghuOySHLS7vPjtX48F5LlovuCGwtVENv57xLo8MnYcPK131Ls8\nMn7+2sGAzLYn2px6h6ZqyhWwmUQ9y29TqxOrXv8MzRfcWF/lwKA4djiyNR9AIvh3mgUGeBQO2aug\n3SVjeJ4ZR5s78OS7jWhpd2PexGF4ZPuhkAcuQtJVNBUitKRfVpPoW1HGca7Lq8fiZTNKcfu0Eciz\nmVE9ewyefLcR694+iqopRXpHRYuLU0vyfaVURTWXgAJ0eWTctbkuYGA4L8ekx9ZOtwSZc/zHnw7r\n/07wgyvpPwLaWzcdxGhXbq6vdOg5NCYV5+krN2veaUTDylmoeadRn13cvu8kgCEYWWhH83kXaiod\nWOb72Y3vfYGnFlyKDrcEq1GEbFa3nv70jwcCOvxTS/LR4ZLw6NxxGJ5nxYk2J8yigC0fN+HxW8fj\nN2/8j/7aeGbAd3plfO304qFXD4ZUI6JrhRASK7V/4MAyv8mFtfPHwyCwgHv2mvlluGyABXuOt+H1\nZdcGTB6ve/sodh1rw6ZFFbjEbECOUcSLS6agqdUJs0FAjsmAmioHtviexQZYjGry5hmlWPf2UVT/\n+VNU//lTB1QopgAAIABJREFUTC3Jx9OLytV7gsmAc04vLrEaYTcKmO24HEZRwNPvHcMd15bAbjB0\nO9AQHAujGRyPJNuet/r/O4yS1gGRfEsg/QcDrN0s1RcEBlEQ9EokQOiNOniE7e0V39JXddz/ndFo\nag0tDXhlgS2gRJuWWA5AQNk/q1HEhoXlyPXlzhAY8LNXDwZ00jcsKA+YkampcsBmNgQkhgEDTnzd\nhRUv7w44juVBHY5oO3Qk8fw7zZddkgOAo63Tg4dePRgQzO1mAyxGEdvr6YGLZI6eZhjCzVxsWFiu\nx+LZ44dizoRhuNuvc7N6XhkAYNXrn4V0hmqqHLCaDDCLApxeGYKRwSsreOyWMlx+aQ6ONndgW90J\nzBw7RC9lPbUkH9Wzx+jxFojvzDZJH7HMlEWzukjLQ+GfpNM/Obe27Hnp9NKQkq1a533t/DJcdkkO\nGs90wG42wCMpcEkK7GYRbq8S0sYfv3U8TCLDQKsRADDIbkaOScAd00ogK0pQPyF+y5NzjAKK8sMn\nOKdrhRASK0FgsJkM+uCsmgScY9nW/QHPYg+8cgBPLyoP2ELib8/xNliMAtr8EjRPKs7DxoXlWPLc\nXswcU4jKKUUBqzJDnsUqHfi6040uL8cguxmD7GY888Ex3DGtBJdaTXht30nUvNOIe68fqR97tAMN\nPQ2O0zPZRfRE4+PfAdFm7bRM9JEah96QzN03uOARtnVvHcGa+WWQZK4vgwpeFeL0yiHbUJZvrcfG\nheVYOmMkTp3rAueAIDL886wLz314GvMrhsNmNgR0StbOH4/XfAlnSgfb4fRIsJkMIaOBHb4EpT1d\nOL1Z+kQSw7/NNp7pwNCBFr9EcReDeU2VA11+iRSpE0kyRfCNX9tLajWJAWUuAbW924NKWAbH0Ae3\nHUD17DGorj0Mj3RxsEJb3fH7949htuNyfHvt3/Rj0AYtqmsPY/W8Mqx9s0H/nlZ9wl80M9vUCck8\nscyURbO6CFAHNXJ9WzptZoO+ImPp9FJcWWDDE5UODLKbAb+Srdrvvv+V/aiePQZX/nyHvrrILSn6\nYNuKG0bijmkl+lLmdpcEj1eGQRTg+OVOfVaRQc3xoig8IcuTtX6D0x39FjJCCOkRAwwiw4Lf7e6x\nUlRN1QR9C0m4GKQlaAbU+KqtpK+ePQbLg/rV2rPYvdePxIUuL2RFwXVr/g7g4krPqilFALj6/OVb\nxdGbWNfd4LjVKNIzmR9KCuoTawIV/6RfR5sjJNX0ZdsNHmGr3X8Ka3c26DMWtftPYe2bDXqW202L\nKgI65hqtbNDoR97AT/94AF5ZwYqX6lFdexhzy4dhQI4RAgMenTsODStn4dG542A2MtSfOIfq2sNo\n6/QEDGYEv39tT2+k9xFrBRiSWP5t9qm/NYYkmQPUNpNvN8MoML3UX7SVZQhJJ8GJFq2m0PbuXyki\n0gBt6WA71lc6sK3uJKav/Rt+uGk32jo9eOaDL1A5uQiXWI0hFVOuLLDhqQUTsX3fyYDVGFoVilgS\nb0WTMJKkn1gShseakV5R1CSZy2aU4v7vjEZ17WF84xd/wUsfN8HpiTzZUDrYjqkl+VgzvwwDrUbs\nPHRab4dzy4fhfJcHSzbvRWuHGx0uL7Z83ITPWzoxtSQfq+eV4b8++EJve4mqNuL0yli+pR7r3joS\nkvRUKwFLCCGxshhE5PoSIgdXgtJoSY/zbSYMHmBGjS8RqBaDVs8rg90SuS8RKfbaLQb89q9H4ZEU\nvPiPpoCYNshuAgAs2VyHGd8oxIobRvZ6xVt3z6b0TBaIhsV9okmg4j+r5j87qGXAjZR3I9wIW/MF\nNy50ecOuCnl07ji4zylhR+UuuLxoWDkLnW4JbknG47c60HimQ0/29cNNgVtGppbkY9Oiih6TQarL\nt8QwyUEvvo9YK8CQxNLarP+S5XBtpq3TgzyrCUunl4bUtSYkEygKD1mRoXU4/Nv7zkOn9bwE4b6v\nlV6zmw24Y1oJ7r1+JNpdEuxmteSqrHBs/ui4vqKtwyVhX1Mbhgy0qhUkgpIt11RNgM0kxjSz3Zc9\nsSR1YklSC8S2rNjpkfHsh19g8dUjcM8LdQF7vAHg9mtGhP3dXR4ZmxZVQGDAx8dbMXPsECydMTKg\nT/Do3HEXc2JVOpBvN+GxW8qwZmcDavefUveQJ7Dt9XY7LyGEdEcQGHItRoiiAMYAkyjg8VvH4ycv\n7w/Ydi0I6mu1LaVan/lClxfb932FORMuD9uXeKLSEXlVh1vCzLFD8Mah07hjWgmWzhiJE21OMAa4\nJQW//u/P9FWhTy8qjziZHM17jPRsSs9kgaj35Ke7Doj/dovCAWasnDMOL9w5BY1n1MSL2gqLkYX2\nkE5tuOWnGxZMhEEUwu7jXvX6Z1A4QgZJ1lc51FwZnovZzzVTS/LhdMsRyxgJrOcLSRQFDLKZI3bO\nY+3QkcTT9hFyzsGAkAGptfPH4w//+BIzx6rJ5DYtrqDl7SSjaLE3z2YKW+bSP0ZWTSnSM4ZbjEJI\n0sX1VQ48FyZ2ah0OALjj2hJYTSKaWp1Y99aRgHxEv7+9Imx8tIvRVzChTkhminYbSXfCbTUCAKtZ\nRM07jfjf00sDqu48+W6j+vVvl4a05TXzy/DI9oNovuDGxoXl2Pj3L0ImM5xuCZda1Uo9Wo6tn7y8\nX8+nBCS+7fVmOy8hhETD/7nNYhLx2GsH9Rja7vLCbjbA5VX0FZBtTq8ew5fNKMXia0bAHmYyd86E\nYXjj4Gnc+M3CkOe01fPK8PPXDumxbO7EYWBMzUl0vsuD1X9p0PsN2paXaJ7BonmP/n0MeiYLlH3v\nuJf8q6CsuHE0lmzeG9C4177ZgOraw/rIn39nVxAY8qxG/Xsuj4xOj4R7XvgEhQPMeGrBRORajGg8\n0wGPpKD5gltvoP65L6xGEaIgwGZiqJpyRchMoSAgwkhi9OU6uxvUiUeHjsSfIDA43TLOdXnR0u7C\nhoXlsJsNaDyjJjGcM2EYtu87icsHlsBuoUueZBaXJKPTLSHHKHZb5tI/5na4JCz8/ccoyDUHVCT5\nsLEFcyYMC4id66scIXmFFIWH5COqqZoQULlKW/IZa84B6oRkplhXcUZXfk9te+e7vFg2oxStnR5U\n1x4O6FuUFtjw+dlOPPluIx6dOw5F+VY43RIEgWHdbQ792ghXel0Q2MVSgCa1vTZfcAe8r4A+QgJy\nulC/gRCSDE6PGt+efLcR939ndMiq+RyjoK+O1JKG+5dz3+jrOx8904G1b6qDEjsPN+P3iyv0XERa\nOe0dB0/r2z9sJt+ABQPuf+VAyL290y31eoVGdyi2BmKc9699uxUVFXzv3r0Rv9/bZGwK5xj18Bt4\nfdm1qK49HDIT8ujccbCaRGz9uEnPfKslZwEQUuXEv3zZ5//5XYx+5A1ICtdLtAVeiKG12iPN9AR3\nmNbML8PanQ1xK9eZZcnskvbGemq33VEUDqdHxpLNe/VAvXR6qT5Cvfmj46iaUhTShki/lZQPOVGx\nNvjfaO10Y9mWehQOMOPn370qYJZ69bwybN93ErdfMyJg33+4ylJazA2+PnItBohCaDqp2B9Oo4uv\nlFw5rLSItX1psz19rh1uCUue2xu272AziTAZRdzzfF3I9zcsKMcv/qTOBhoEhiOrZkFgLOT3LZtR\nql4HFkPEY480qGISBdzzwicJa4/9tN+QFm022Yp/9nrMP3P8Nzcn4EhIL/Wb/kG4f7O104NOtxTw\njAWosfTFJVMw6mH1WWvnfdeFfZbbuLAcdz9/sTLa+kpHwHPdhgUTIQrCxYHiHvoFWh+lasoVCbnH\n99PYGiyqN5RV00F96Uhqs2qREsQU5Vvx278e1Zcy+++LBhCwZ3p4XmD5Mv+93toyJW0mpqnVqS5X\nCjo+bSWFnkiOqceYZzXqM0hNrU485rf0KR77tLOtrnEmCK60oy3r1Tq/d0wr0fcQEpIM8XpoV1fG\nXcww/vit4wOW5K99swE7Dp7GvdePDFjhELwqDkDY66Nh5Sx0eWXYzaEDGt3Fur7Whu9ppp8kX1/b\nbE9tItJWo+F5Viz43W68uGRKxORz2j3cfyVPSPW0t4+q+TB8ObPCCdf2BAb8+Nm9vWrL0aJ+AyFE\nk6hBfS2+5dtNYWOpf6Wl7pJ9avExuJT2rmOtuOeFT9TtcoyFjWU5RhEvLpkCp1sO2H6SqFxFFFsv\nyqoqJ33JCKst7dESxPjTlmzWvNMY8HVtb2pwR8Y/Ez+g7gVfM/9i9u+WdjcExnDf1nrcsO7vsERR\naUXLlt/m9OqrNW5Y9/eAjPy0T7t/sprUknzh2mXzeRcAwGzIqkudpFi8sm8Hx84uj4Lq2sO48uc7\nMPOJ91C7/5Qef/1jmywraHV6cNfmOox6+A00tYaP251uqXeZx/uYByNRFSVI7/W1zfbUJrRJEX+T\nivPQeKYjoLMd/P0Tbc6wFXQi/b4ck9ht5ZzgtmcxUk4XQkjyJLI6hyCwiLFWYNArLQU/h2mv0QaM\nBcb0Utr+IsVGWVZwttONJZt9z2Ob90JWev45Ej9Z9ZTTl06oNvIXruyPf/4Kf9rFEXxxhRvAsBgF\nbFhYjoaVs1A9e4y+f6u7EpvdBYVIFzSV6+x/nB4ZNpOIdbeND2iXj986Xq/IQ587SaZ4Jb4MjmPn\nuzwBsVMrWenfxtWKKLJeO15SONa9dSTk59TcGb1bGUHxtf/pa5vtqU2EK7+3el4Znny3Ue9sh/Yt\nHBg8wBxS+lUr8xppgCSWBwRqy4SQZEp0YuxwsXZ9lQPtbgnb951E9ewxuLLAhicqQ5/l/Cc4oo2N\n4focWoWTpdNLI/4cia+UrE9hjOUBeAlAMYDjAG7lnH8d9BoHgKcADAAgA1jFOX+pL7+3r8nYtLI/\nFkNomT4A3SZn8f9eS7tbz8RvNatbQ371588AQK9Bv+d4W9gLzF+3QYF3fzyk/7AaRXS4Jbyy5wQe\nu6UMl1+aA6dbTTwrCgIe3XEY625zpPowSRaJV+LL4KRX2+pOYtHVxXh07jgMz7PiRJsTFqMAoyBc\nLJPtlWEzB9aVr91/CgKDHnP7us2DknH1P31tsz21CX27h999f91bDXopbYtRhMUYuQRwQHZ7r1rm\nNbjKj5agHIj+AYHaMiEkmRKdGDvc1rocg4AOt4S55cPwwCsHAhOBRsg7FG1sDNfnANQYXDrY3uOz\nHImPlCQFZYw9BqCNc/4bxtjPAFzKOX8w6DWjAHDO+VHG2FAAdQCu4pyf6+7f7inhVyKTsfWURC7c\n97Rko1qNdi1hXbjyr8EiJRnT9mllSbKYRMqYpF/aEnv/LPdPVDrwxsHT2Hm4OSF790jaSnnSr3jG\n2uA4lmMQ0OVV1IEJtwxBQED1EYVzHG3uCJvwK57XAcXXuEp5rI1Hm422TfS17Wj9hu+OG6L3F8KV\nGY62vVNb7pWUt9lUoKSgGa9f9Q9ioSgcLkmGokDvP1h7WKUZTWzsts/hy2lEMbVP0jop6PcBfNv3\n/88B+BuAgAENzvkRv/8/xRg7A6AAQLcDGt1JdDK27pKzRFtHuHb/KbS0u6PqiEQzI0TJYrKDKAqw\nmw1Yd+t4FF5iQVOrE4/u+AzNF9xYX+WgkWGSVPGMteHimF1Ud0uGK0Ps9MjYeeh0yOx1vK8Diq/9\nSzzabLRtoq9tR+s3aAluZ48fip/eNDqkzHC07Z3aMiEkWVKVGFtbZa8J138I9zM9xcZu+xy93NZK\nYpeqO1ch5/w0AHDOTzPGBnf3YsbYZAAmAJ/39Ren2427L8s94xkUaIYm81kMIjpFGb/961HMHDsE\nj9/qUJMemkT1s6XPlCRRvGJtrLHJahRRNeUKbNn9pV4RRa0DT+2fdC/d+geRBPcbgrexZuI9nPog\nhGSPTIm10Yilz0FxLnES1ooYY28DuCzMtx6O8d8ZAuB5AIs550qE19wF4C4AKCoqivFIYxPvxtjX\nQYl4BIVULf/KdvFst1q7zLeb8KNpI/SSU89++IVeP5s+U9JX8WizscTQ3sQmLabecW2J/juokkh2\nS0SsTWWHtKd+Q6Y9IFAfJFQy+7WExEOi2mw6xNzuRNvnoDiXWAmrcsI5v4FzPjbMnz8BaPYNVGgD\nFmfC/RuMsQEAXgfwCOf8H938rqc55xWc84qCgoJEvB0A4cukRiqNFotUl/BLZAklElm82m1wu7xr\ncx1aOz149kO1fjZ9piRe+tpmY42hvY1NqY6pJL0kKtbGqw/QG/2pjVMfJFSy+rWExEsi2mw6xdzu\nRBOPKc4lVqrKttYCWOz7/8UA/hT8AsaYCcBrADZzzl9J4rFFlMzGqCgcHW4JCvf9N4EXb6JLKJHE\nCtcul2+px8yxQwJeR58pSbVoYqh/7KPYRNJJX/sAybyvZxK6zgkh4aTLIEA8YjfFucRK1YDGbwDc\nyBg7CuBG39/BGKtgjP3O95pbAVwH4HbGWL3vT8JqT0bTWJPVGJM9Ikl16DNbpHZZOtge8DX6TEmq\n9RRDg2NfU6uzT7GJHiBJPPWlDxDuvt7u8qLDRe2T+iCEkHAS+dwVbf8gXs9kFOcSKyUDGpzzVs75\n9Zzzkb7/tvm+vpdzfqfv/1/gnBs55w6/P/WJOJ5oG2u8G2OkiynZI5JagrGpJfkwCIxqJmeYSO2y\n0y3RZ0rSSk8xNDj2rXvrCNbMLwvbjnvqjGTKUlWSOfrSBwhu2wW5ZrS7JSzZHF377M+Dc9QHIYSE\nE0vMjSVGxtI/iNczGcW5xGKc95+bItC7et0dbglLntsbWj84qHRqPBO6dPdvgQGjHn4Dkt+FZRAY\njqyaBYElZp9suifdSZGMqDMfri2tnleGw6fO4erSAuRaDPSZZpeU15mPpKcYqnAeEvvmOIZi5Zxx\nAdUbAPQYi6ON6yQtZGysjbYPENy2d953HaprD0fVPrMhmVwG9kEyos12p/hnr8f93wzn+G9uTsrv\nIVFJ2/5BONHGvlhjZCz9g3D9kt4+k2VgnEsHUZ0g6tUh+iVN8SyT6j/iB0Af8du0uAKAOgLpf6Fp\nI5KJ6oj3pxJK2UZrl08vKofVZEDjmQ6sfbMBtftPqQF6UUVU9bYJSbSeYqg2G+Mf+5ovuAEGPdkW\noHZGIsVP7TW0X5XEW1/6AMFtu3SwPer22V1/ob/cr6kPQggJFm3MjTVGxtI/CNcv6e0zGcW5xElV\nDo20EsuSpnhlFu/uYqJlSSRWgsBgMxsw+pE3MPOJ91C7/xQAX5syU7sh6aO7GBpt7IumM0L7VUki\n9LYPENy2T7RFnx+GBucIIdkqmpgba4yMpX9Az2SZgYaHcLGxBi9VSmRj7WnEL14rQUj2cLojtCm3\nTCs0SEaIejYmihmTVMR1QiIJbtsur4yaKgeWbanvsX3Gc4aQEEL6m1hjZCz9g3iuzieJQ3dCpKax\n9nQx0bIkEiurSQzTQXbQLB7JKNHEvmg6I9QJIenGv21bTQZYDGJU7ZMG5wghJLJYY2Ss/QN6Jkt/\n9Kn4JLuxUmebxJvapszUpki/F238pE4ISWfRtk/qLxBCSGS9iZHUP+hf6BNMIbqYSLxRmyLZgto6\nySbU3gkhJDKKkdmNkoISQgghhBBCCCEk49CABiGEEEIIIYQQQjIODWgQQgghhBBCCCEk49AmI0II\nIYQQQkjcFf/s9Zh/5vhvbk7AkRBC+isa0CCEEEIIISSD9WbgIF3F+l5oAISQ7MY456k+hrhijLUA\n+DKJv3IQgLNJ/H2xSufjS+djAwAL53xsMn5Rgtptup/fZMm283CWc35Ton9JD222v59zen/xlZQ2\nC8Qca+lzzlyJfm/p2maTrT+3IaD/vb906B/EKhM/Azrm+Imqzfa7AY1kY4zt5ZxXpPo4Iknn40vn\nYwPS//h6kunHHy90HpKvv59zen/Zob+fh/78/vrze0sn/f089/f3lwky8TOgY04+SgpKCCGEEEII\nIYSQjEMDGoQQQgghhBBCCMk4NKDRd0+n+gB6kM7Hl87HBqT/8fUk048/Xug8JF9/P+f0/rJDfz8P\n/fn99ef3lk76+3nu7+8vE2TiZ0DHnGSUQ4MQQgghhBBCCCEZh1ZoEEIIIYQQQgghJOPQgAYhhBBC\nCCGEEEIyDg1oEEIIIYQQQgghJOPQgAYhhBBCCCGEEEIyDg1oEEIIIYQQQgghJOPQgAYhhBBCCCGE\nEEIyDg1oEEIIIYQQQgghJOPQgAYhhBBCCCGEEEIyDg1oEEIIIYQQQgghJOPQgAYhhBBCCCGEEEIy\nDg1oEEIIIYQQQgghJOPQgAYhhBBCCCGEEEIyDg1oEEIIIYQQQgghJOPQgAYhhBBCCCGEEEIyDg1o\nEEIIIYQQQgghJOP0uwGNm266iQOgP/QnHn+Shtot/Ynjn6SgNkt/4vgnaajd0p84/UkaarP0J45/\nkoLaLP2J45+o9LsBjbNnz6b6EAiJGbVbkmmozZJMRO2WZBpqsyTTUJslydbvBjQIIYQQQgghhBDS\n/9GABiGEEEIIIYQQQjIODWgQQgghhBBCCCEk49CABiGEEEIIIYQQQjIODWgQQgghhBBCCCEk49CA\nBiGEEEIIIYQQQjIODWiQtKAoHB1uCQr3/VeJuvQwiYDOKSGZi65fQlR0LfQv9HkSQuLNkOoDIERR\nOFo7PVi2ZR/2HG/DpOI81FRNQL7NBEFgqT68jETnlJDMRdcvISq6FvoX+jwJIYlAKzRIyjm9MpZt\n2Yddx1ohKRy7jrVi2ZZ9cHrluP+ubJkZcHplbNn9Japnj0HDylmonj0GW3Z/mZBzSgjpO//Y1OmR\nsGX3l0mJiYSks1j6B9lyf89UiqLGtjybCdWzx+C744ZQbCOExAWt0CApZzWJ2HO8LeBre463wWoS\n4/p7smlmIMcoYM6EYXhw2wH9va6eV4YcI41hEpJuwsWm1fPK0NjSidr9pwAkJiYSku6i7R9k0/09\nE0WKcQCw4+Bpim2EkD6hpxvSZ32dFXF6ZEwqzgv42qTiPDg98R2xT+ZKkFRzemQ8uO1AwHt9cNuB\nuJ9TQkjfhYtND247gKXTS/XX+MdEmokmmaa3bTba/kE23d8zUaQY98DM0Xh7xbcAgGIZIaTXaECD\n9Ik26r7kub0Y9fAbWPLcXrR2emK6KVmNImqqJmBqST4MAsPUknzUVE2A1RjfEftkrQRJBzazIex7\ntZkN1GEgJM1Eik2lg+0hMTEeMZeQZOpLm422f5BN9/dMFOnzufzSHDz06kGKZYSQPknpgAZj7CbG\nWANjrJEx9rMw37+HMXaQMVbPGPuAMfbNVBwniSwesyKCwJBvM2HT4gocWTULmxZXJGSZaLJWgqSD\nSO+1qdVJM1aEpJnIsUkKiYk0E00yTV/abLT9g2y6v2ei7vokFMsIIX2VsgENxpgI4EkAswB8E0BV\nmAGLP3DOx3HOHQAeA7AuyYdJehCvWRFBYLCbDRCY778J2POarJUg6UB9r46A97p6XhmeePsIzVgR\nkmYixSabKTQm0kw0yTR9bbPR9A+y6f6eicJ/Pg488faRgNdRLCOE9EYqk4JOBtDIOT8GAIyxrQC+\nD+BT7QWc8wt+r7cBoHVoaUYbdd91rFX/mjYrYjenV85Z/5keq0mE0yPDahT7ZcIwQWCwmQ14dO44\nDM+zovFMB9a+2YCWdndafjaEZLNYYlMmxVxCgOS02Wy6v2eicJ+PwIDmC+6A11EsI4T0Riq3nFwO\n4ITf30/6vhaAMbaUMfY51BUay8L9Q4yxuxhjexlje1taWhJysCS8TJsVScZKkGglut1aDCJsZgMW\n/G43bq55Hy3t7rT+bEj6o1ibONHGpkyLuemA2m1qJavNptP9va/6Y5sN/nwsBopl/Ul/bLMkczDO\nU7PogTE2H8BMzvmdvr8vBDCZc/7vEV7/r77XL+7u362oqOB79+6N+/GSyBSFw+mV++OsSNLeRKLa\nbT/+bEhkSfmAKdamTj+8rjM+1pLuUZvtvf7cZvthu0h31D8gmSaqNpvKNV0nAQz3+/swAKe6ef1W\nAE8l9IhIr2ij7gBomWCaoc+GkP6HrmuSaajNknCoXRBC4iGVW072ABjJGBvBGDMBqARQ6/8CxthI\nv7/eDOBoEo+PEEIIIYQQQgghaSplw6Gcc4kxdi+AnQBEAM9wzg8zxn4FYC/nvBbAvYyxGwB4AXwN\noNvtJoQQQgghhBBCCMkOKV3fxTnfAWBH0Nd+6ff/y5N+UIQQQgghhBBCCEl7qdxyQgghhBBCCCGE\nENIrNKBBCCGEEEIIIYSQjEMDGoQQQgghhBBCCMk4NKBBCCGEEEIIIYSQjEMDGoQQQgghhBBCCMk4\nNKBBCCGEEEIIIYSQjEMDGiSpFIWjwy1B4b7/KjwhP5Pt/M9Zu8sLWVHo3BGSYsmKZRQzSTpJ9/aY\n7seXKeJ1HunzIITEypDqAyDZQ1E4Wjs9WLZlH/Ycb8Ok4jzUVE1Avs0EQWBx+5lsF+6crZ5Xhu37\nTqJqyhV07ghJgWTFMoqZJJ2ke3tM9+PLFPE6j/R5EEJ6g1ZokKRxemUs27IPu461QlI4dh1rxbIt\n++D0ynH9mWwX7pw9uO0AZo4dQueOkBRJViyjmEnSSbq3x3Q/vkwRr/NInwchpDdoQIMkjdUkYs/x\ntoCv7TneBqtJjOvPZLtI56x0sJ3OHSEpkqxYRjGTpJN0b4/pfnyZIl7nkT4PQkhv0IAGSRqnR8ak\n4ryAr00qzoPT080KjV78TLaLdM4az3TQuSMkRZIVyyhmknSS7u0x3Y8vU8TrPNLnQQjpDRrQIElj\nNYqoqZqAqSX5MAgMU0vyUVM1AVZjNys0evEz2S7cOVs9rww7D52mc0dIiiQrllHMJOkk3dtjuh9f\npojXeaTPgxDSG4zz/pU9uKKigu/duzfVh0EiUBQOp1eG1STC6ZFhNYo9Jnrqzc/ESdIyUMW73fqf\ns063BKtJRJdXSea5I6mTlA+YYm3skhXLUhgzeytjYy3pWbq3x14eH7XZIPH6nNO9vWQ46h+QTBNV\nm6X/IT2LAAAgAElEQVQqJySpBIHBblabnfbfRPxMtvM/Z7kWIwDAbqYFWYSkUrJiGcVMkk7SvT2m\n+/FlinidR/o8CCGxSukTDmPsJsZYA2OskTH2szDfX8EY+5QxdoAx9lfG2BWpOE5CCCGEEEIIIYSk\nl5QNfTLGRABPArgRwEkAexhjtZzzT/1etg9ABefcyRj7NwCPAbgt+UdL0gUtRew7OoeEkESiGEPS\nBbXF7EGfNUml4p+9HvPPHP/NzQk4kuyUyrVckwE0cs6PAQBjbCuA7wPQBzQ45+/6vf4fABYk9QhJ\nWlEUjtZOD5Zt2Yc9x9swqTgPNVUTkG8z0U0rSnQOCSGJRDGGpAtqi9mDPmtCslsqt5xcDuCE399P\n+r4WyY8BvBHuG4yxuxhjexlje1taWuJ4iCSdOL0ylm3Zh13HWiEpHLuOtWLZln1wejOznFcq2m1/\nO4ckuSjWkp6kY4yhdpud0rEtRovabGwy+bPuL6jNklRK5YBGuCHTsCVXGGMLAFQAWBPu+5zzpznn\nFZzzioKCgjgeIkkkReHocEtQuO+/SvcVd6wmEXuOt2H2+KHYed91+Pw/v4vq2WOQY8zMZJfJaLfa\nOZYVBe0uL6wmEdWzx2D2+KH6a/Ycb4PVRCXRSM8o1mYO//ja7vJCVpSo4mxfaXHaX6pjDLXbxIv1\nfp4M4dpi4QAzwJFWxxlONrXZWNpOpNemY9zJNtnUZkn6SeWT4EkAw/3+PgzAqeAXMcZuAPAwgNmc\nc3eSjo0kmLY8cMlzezHq4Tew5Lm9aO30dHsjc3pkLJtRivu/MxrVtYcx+pE3UF17uMefy1baOX7m\n/WP46msX7tpch1EPq+fs/u+M1gc1JhXnwemhWQxC+ovg+HrX5jp89bULz7x/LOHx0umRMak4L+Br\nFGP6t97cz5MhuC3OHj8U988cjSWb0+s4s1ksbae711LcISS7pXJAYw+AkYyxEYwxE4BKALX+L2CM\nTQCwEepgxpkUHCOJI/+R9U6PhC27v9SXBxbkmtHplgCGsCP0isIBDtwxrQQPbjsQsKxw+ZZ6WlYY\nRFHUc3yp1YjbrxmBYZfmoHr2GHx33BDsOtaKB7cdwNLppZhako+aqgmwGmkWg5B4Cp5JlGVF/7vT\nI6HDlbjZ7HDLrx/cdgAzxw5J+DJsq1FETdUETC3Jh0FgFGOygNbeCnLNeH3ZtXjhzinodEtwST23\nM//rJN7XRXBbXHHjKDzwygHaltAH3cU1/88s2lUXsWwV6e61FHcIyW4pSwrKOZcYY/cC2AlABPAM\n5/wwY+xXAPZyzmuhbjGxA3iFMQYATZzz2ak6ZtJ74RI2rZ5XhsaWTgDA/d8ZjQe3HQibzMn/Z1+4\nc0rEZYWU4Vqlni83tuxuwpwJwwLO6+p5ZQCAHQdPY2ShHZsWV2TteSIkUYLj3bIZpaicXITlW+tR\nOMCM+2eOxgOvhI938RBp+XXpYHvC46UgMOTbTGpsyfJYnC2sJhGFA8xYcWPwfdwBiyHyZ+9/nSTi\nughuiwC63ZZAfYjudRfX/D+zPKsRbU5vVAk6Y9kq0u1rOSjuEJLFUpp8gHO+g3M+inN+Jed8le9r\nv/QNZoBzfgPnvJBz7vD9ocGMDBVpxnDp9FIsnV4asurCf4Te/2cbz3SEX1boltNyyWsqqOerHjPH\nDgk5r9o515Zi2s0GuuETEmfB8W7m2CFYvrUeu4614t++XZrwWeJIy6+1+JnoeCkITI0tjFGMyQJO\nj4z7bhgV5j7e/epJ/+skUdeFf1vsbltCum6bSSfdxbXgzyzqVRcxbBWJ9NqmVidaOz0AQHGHkCyV\nmdkUScbpbsZQmzUM/p42Qu//s0++24jV88pClhUKAijDtY92viKd19LBdqyvctBSTEISJDje+V+L\nPcW7uPz+MMuvV88rw85DpylekrizGkUU5Vtjbtf+10mqrgttWwJVyehZd3FNs+d4G2xmQ/SrLmLY\nKhIprq176wh9VoRkuZRtOSHZRRtZ33WsVf+aOgovgYFF+J66gsD/Z2v3q3ljH507DkX5Vn1ZIVj3\nS0mziXa+tNnY4PPa7vJSbXZCutHXpefB8c7/Wox0XWrxLh6Cl9p3uiVYTSLuuLaE4mWWS8S2CkFg\n6HBJMbdr/+skFdeF//unKhmR+beZt1d8C/8/e+ceH1V57f3vnmtmMgFMCCm3CJhIayAMBOGoaCu1\njdi3kULRpIeL2qL2tQc4FMux1Z7Yoh4K5QAtHy9Yq2gPqMXS9BXFWm29HpRIuNUGImBAKISES2Ym\nc9l7P+8fM7Mz11wgiQGe7+fDp2auu7PXXs/a61nrt1b8eS9VO46kPWfeQMdtoTMtasZrZ4/HYTNT\nd9zD8tdqqdpxBEvkHEokkouTdis0FEWxK4ryHUVRfqwoyk+j/3ri4CTnN7GiUAh4bOa4uMz6shnF\n6LrAYTW1maFPzMo3NAfItFtAYJQVSoXrVhwWE6vK3eHd2HI3f130FT55+Cb+uugr/Po7Y1n33kFa\nQvrnfZgSSa/kXErPoz7PaTPz+KwSFt5QiMWksGX3UVaVu7lqRA6P/rWOZTOSq8y6umIqttQ+K8OK\n2WSS/vIipzvaKgybt8fbfEfsOnZt/zyui9i2BHlNpCbRZu57aRc/unEkU92D4vyaxaSw8IZCHp9V\nQqbd0ilb6EyLmsmkgAIzn9xK6cq3jE0uea4kkosbRYi2FzJFUV4FTgPVgOEthBC/7N5DOzvGjx8v\ntm3b9nkfxkVPKhHQVRVuhID+Ljt1xz2sebOOhuaAIUzZ1q5Re7tKqb6vC4T2eqyEoSvt1hNQeert\n/UwvGYLNYmLe+lbBrl/eMoZMm5msDKus0Lhw6ZETe6H6Wk9AZe4z2+J2F68akcPaOePb3ClO5/Ny\nMm20hHQcFhMtqo7TZsYf0tB1cNo/H/G6bvKX58J56WvPN87WttPRns13xK5j1/bP87o4i2viorDZ\ntDYzezwoGH7NYTXR6A0yPybe6KwtdJRe6L/OJ2R80E0M+4+XO/2eg//1jW44kguODtlsR1awIUKI\nG8/xYCQXGbH9qIAxXrWyrIiJD//FeF20TDCamQdSBlbRDH5bz0uF6zBOm5nVb9RROmoglRGRNQif\ngx++sIO1s8dflL+LRNIRzrb0PJ3Pi71ZdJlNke9o9WFdVU7fGaS/vDjp6raKjth8e8Su7Z/ndSGv\nidSktRl7OG6DsF/zBFTmr685J1voKPJcSSSSRDoiCvqeoiiju/1IJJ87HZ0b3hHaEgGNpSvLBKWy\nfpho6WxakTW77DOVSNJxtqXnvaEHvzM+XPrLi4+ubqvoKpvvytjjXJDXRDIdtZlztYXO2oA8VxKJ\nJJaOJDQmAdWKotQqirJTUZRdiqLs7O4Dk3Q/cQuIX6XZH+qy3tp0i6A3oHZ7j+zFjtNq5rGZ42j2\nh6hdMoUtC66jbMwgQPaZSiTt0RnV/VhS+bx5kwvw9tCNmhw7KWmPs7XtdHQmQZLuhlXabe+mozbj\nD2m8vvDLfPLwTUbM0dF4Q9qARCI5VzpSBzal249C0uOk6kFcNqOY3Cx73Miysy0XjC6CiT2OmTaz\nLBPsAQKaHtfLunR6MQW5mZRPzJcJJImkDc62nDnR582bXED5hHzuXFfdI33eqcr/z8WHSy48urpU\nP906n7jGtKV5IO22d9MRm9F1gTegct9Lu+LiySy7pUPxhrQBiURyrrTpKRRFMQEvCyFG9dDxSHqI\nVAvIvS/upLKsyFCNTlUu2JGRb9HXZGdaeWJ2WPE69rXRPnK5UHUPvpCW1Mu6eONOHp05jqwMWZop\nkbSHyaSEhYqDHR9vmWpU6p3rqpOD9IiYXlcndXtDy4uk99OeHlVnP6sjCRJfMP0Na1t26wmoctOj\nh2grtmvPZsLxZE1SPBnV62ovbpS+SyKRnCtttpwIIXRgh6Io+T10PJIeoiMaF4nlgh0pC4x9zcj7\nX+XOddU0eoIyKOlB0p3brAwrLUE5rlUiaY+zLYGO7evOtFvSath0R2m1HDsp+TxoT8tA1wVOe/ob\n1nR2u++YR7Ye9BDn2vLRlnBoRz5b+i6JRHKudERDYyCwR1GUvyiKUhX9190HJule0i0gh5p8afsk\nY6s6bho9kMqyIrIzbXiDrf2wsa+JbV3xheTC1FN4A2rKc+sJqJg6csVLJBc57fmxjgjYpfOx9Y2+\nbvGPXa2PIJF0Bb6QRn2jL+0Nayq7XTq9mDVv1sn4oYc417itrYRE9LNzs+y8PO9anvveRLwBFb/a\n+tnSd0kkknOlI/WGD3b7UUh6nNS9r24y7Rb2PjSlzbLAsjGDWPT1kSzeuDOpH1aWDn7+OG1mVle4\nmRc7D77cDUJgt8jzIJG0R1t+rC09gDh/mcbHPvTyxyk/91yRowwlvRGnzczf9h5nVbmb+Rvi1ySH\nxZRkt/uOeVj+Wm2bra+SruVc47Y2tVQUyOtjZ+HXEmNGNxmWsH+SvksikZwr7SY0hBB/64kDkfQs\n7S0gKfskI1n4e64vYPHGnSn7YSGcmY8+F/3bF9SkZkYP0RLScVjNPDJtNEOzndQd97Dk5Y9paA7w\nxOwSsjJkmYZE0hZRX5fKjwEdErBL5WNNChw7E4j7rq70j12pjyCRdAW+oMaXLx/Ahg/qqSwromCA\ni7rjHjZ8UM8d147AZTYZdusJqFRW7ZHxQw/Tlr/ryO/eVjzpCagsuOHyFDFjTZzPlL5LIpGcC+3e\n2SiK0qwoypnIP7+iKJqiKGd64uAk3Uti76sQgmZ/CD3yv5qmx5VWI+CxmeO4LDeTyrKiuPFc0Wy+\nw2KSpYOfMw6LCVDIz3biDagUDMjkZzcXceOoPDJloCC5iOlIqwjEl0BPdQ/ir4u+wu/mTgQBDqsp\nbjezbMwgKsuKDBHD2HGUvpCGw2rCG1CN6o5HZ46T/lFy3pDqmol9rNkfQtP1lNeTpukIIcjPcTL7\n6mG8/8kJLvvxZkpXvsXqN+qMayL6WSYFVle45fXRw3S05aM9/2lSwBcIi396gyqaHj7/Q7MdsnJX\nIpF0Kx2p0MiK/VtRlKnAhK74ckVRbgRWAWbgSSHEfyU8fx2wEigGyoUQv++K75Uko2k6jd5gfElo\nhRu72cTdz30UVyYoIrsoiSNBj532YzGbyHZa+c1t49F1cNrN+AKy/7Wn0HVBk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dNAdU7n1xZ1I59c9uHoXNYuKMX6U6RXVE1Y4jVFbtwRfQqKzaQ/nEcO9if5ed6oNNXHVZ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\nERERESk7GtAQERERERERkbLz/wF180pMBKuOHAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#returns[1:]\n", "import seaborn as sns\n", "sns.pairplot(returns[1:])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hintergrundinformationen zum Crash der Citigroup Aktie gibts [hier](https://en.wikipedia.org/wiki/Citigroup#November_2008.2C_Collapse_.26_US_Government_Intervention_.28part_of_the_Global_Financial_Crisis.29).\n", "\n", "Man sieht außerdem einen enormen Crash im Wert der Aktien (was wir bei den Visualisierungen später noch tun werden)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Unter Verwendung des return DataFrame: finde heraus an welchem Tag die jeweiligen Banken die besten und schlechtesten Eintagesrenditen hatten. Dabei sollte dir auffallen, dass 4 der Banken ihren schlechtesten am selben Tag hatte. Was passierte an diesem Tag?**" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BAC Return 2009-01-20\n", "C Return 2011-05-06\n", "GS Return 2009-01-20\n", "JPM Return 2009-01-20\n", "MS Return 2008-10-09\n", "WFC Return 2009-01-20\n", "dtype: datetime64[ns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "returns.idxmin() # Inauguration Day in den USA" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BAC Return 2009-04-09\n", "C Return 2011-05-09\n", "GS Return 2008-11-24\n", "JPM Return 2009-01-21\n", "MS Return 2008-10-13\n", "WFC Return 2008-07-16\n", "dtype: datetime64[ns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "returns.idxmax()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Dabei sollte aufgefallen sein, dass der größte Einbruch und Gewinn der Citigroup nahe zusammen liegen. Ist etwas signifikantes passiert?**\n", "\n", "[Citigroup had a stock split.](https://www.google.com/webhp?sourceid=chrome-instant&ion=1&espv=2&ie=UTF-8#q=citigroup+stock+2011+may)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Betrachte jetzt die Standardabweichung der Renditen. Welche Aktie würdest du demnach als die riskanteste über den gesamten Zeitraum hinweg bezeichnen? Welche würdest du als riskanteste im Jahr 2016 bezeichnen?**" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BAC Return 0.035470\n", "C Return 0.171685\n", "GS Return 0.024695\n", "JPM Return 0.026784\n", "MS Return 0.036584\n", "WFC Return 0.029179\n", "dtype: float64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "returns.std()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BAC Return 0.020231\n", "C Return 0.020036\n", "GS Return 0.016893\n", "JPM Return 0.015624\n", "MS Return 0.020527\n", "WFC Return 0.015081\n", "dtype: float64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "returns.ix['2016-01-01':'2016-12-31'].std()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Erstelle ein `distplot` mit Seaborn für die Renditen von Morgan Stranley in 2016.**" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Wv0JKYgpXjbiKgpsL+OCaD7h13K1kpWV9qZhL62NmjO83ntxpuXRt15Wv/f1r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\nuohIjPj/16kma9VLcBcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(returns.ix['2016-01-01':'2016-12-31']['MS Return'],color='green',bins=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Erstelle ein `distplot` mit Seaborn für die Renditen der CitiGroup in 2008.**" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(returns.ix['2008-01-01':'2008-12-31']['C Return'],color='red',bins=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mehr Visualisierungen\n", "\n", "Der folgende Teil dieses Projekts dreht sich komplett um Visualisierungen. Nutze dabei eine Library deiner Wahl, oder mehrere. Ziel ist es, die abgebildeten Visualisierungen nachzustellen. Wähle zwischen Seaborn, Matplotlib, Plotly, Cufflinks oder einfach Pandas.\n", "\n", "### Importe" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/vnd.plotly.v1+html": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set_style('whitegrid')\n", "%matplotlib inline\n", "\n", "# Optional Plotly Method Imports\n", "import plotly\n", "import cufflinks as cf\n", "cf.go_offline()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Erstelle ein Liniendiagramm, das die Tagesschlusspreise für jede Bank für die gesamte Zeitperiode zeigt.**\n", "\n", "*Hinweis: Eine `for` Schleife oder .xs können funktionieren.*" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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f1lSv1+5kLPvOKTWAc/Y0jvF18cz+zPxUrG3cf/Z3qOpf6OqXOVVyyPvn6GHcv7JDHSOt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\n1e+ndcECRLMZVZbxFu3GOHQoqs8LCFTcdlvYsZs/+SRs2XTGGQSsVpo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CysrCNHIExsGD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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for tick in tickers:\n", " bank_stocks[tick]['Close'].plot(figsize=(12,4),label=tick)\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xAuYfm8+42HE27TPiZ7D61Gq756w4ucJu+xJ5iWlBwgYPX9DcsG5TqeE/fynb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\nkyYkd2vE4iqNHRGW72hkZ0MHmgYjstx6ZyAxOorEVAKRGC6bhXG5XrK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477.4, 483, 477.6, 478.5, 488.6, 482.5, 489.7, 490.1, 492.7, 490.8, 493.4, 496, 488.3, 478.7, 475.8, 464, 465.5, 472.5, 471.1, 469.3, 474.6, 474.5, 475.3, 473.1, 483.3, 483.1, 485.1, 487.2, 484.7, 485, 482.3, 483.1, 478.3, 479.7, 476.4, 477.2, 484.1, 485.3, 485.7, 486, 484.9, 484.2, 485.8, 487.2, 486.4, 491.2, 492.6, 495.2, 493.5, 493.7, 494.2, 491.3, 485.5, 487.2, 489.2, 489.9, 493, 492.9, 491.9, 495.9, 497, 499, 497.5, 495, 500.8, 502.3, 499.7, 499.3, 496.7, 494.9, 500.9, 510.3, 509.9, 510.5, 510.8, 508.2, 503.8, 501.8, 503.8, 501.5, 500.5, 501.9, 498.7, 499.1, 506.2, 504.7, 508.7, 508.3, 503.6, 501.2, 501.6, 500.9, 497.4, 495.9, 502.2, 504.8, 505.7, 506.1, 506.3, 506.9, 507.5, 504.7, 506.6, 508, 507.3, 506.1, 507.7, 503.1, 498.9, 495.6, 498.6, 495.9, 493.8, 500, 505.1, 507.8, 507.1, 518.5, 528.8, 522.5, 523.2, 531.1, 540.7, 554.4, 552.3, 551.6, 547.6, 545.5, 551.2, 564.1, 558.8, 557, 552.5, 550.6, 547.7, 550.5, 545.7, 541.3, 541.7, 543.8, 547.7, 543.9, 543.9, 545, 546.8, 544.9, 548.3, 539.3, 546.7, 540.6, 542.7, 551.3, 547.3, 546.6, 547.5, 549.5, 549.5, 544.4, 534, 534.3, 537.1, 541.8, 542.1, 541, 541.9, 537.5, 535.9, 537.7, 526.8, 506, 503.7, 510.8, 499.7, 492.5, 505.8, 502.2, 505, 503.3, 503.6, 487.5, 490.8, 501.3, 495.3, 500.6, 506.4, 520.3, 518.4, 517.2, 515.4, 510.6, 509.6, 514, 513.4, 510.5, 514.1, 513.6, 515.7, 515.8, 524, 518, 516.5, 516, 529.3, 525.3, 529.9, 530.9, 534.2, 531.1, 528.1, 538, 535.6, 533.7, 536.2, 542, 543, 539.5, 540.9, 538.8, 537.2, 541.2, 532, 531.1, 528.6, 527.9, 549.1, 548, 550, 548.4, 550.8, 550.1, 549.3, 551.2, 549.1, 552, 544.9, 545.1, 541.5, 539, 533.3, 525.2, 533.3, 534.7, 526, 536.8, 536.7, 539.8, 539.6, 542.6, 534.4, 536.6, 524.1, 516.9, 511.5, 518.1, 518.1, 512.9, 516.4, 518.6, 515, 517, 516, 510, 514.1, 528.4, 525.2, 521.9, 524.6, 516, 511.3, 507.3, 508.6, 493.1, 492.12, 478.1, 469.7, 471.9, 465.7, 468.5, 472.4, 457.2, 483.5, 485.9, 494.9, 469, 470, 465.4, 456.6, 456.1, 475.5, 488.1, 483.9, 480.6, 484.3, 483.5, 485, 477.9, 461.4, 469.5, 462.3, 468.8, 472.1, 460, 456.6, 454.8, 453, 460.1, 457.6, 463.6, 466.4, 460.3, 483.7, 482.7, 472, 475.1, 465.9, 463.1, 465.5, 468.8, 466.7, 477.2, 478.6, 478.9, 476.3, 483, 478, 476.2, 471.4, 483.2, 478.7, 462.4, 447.9, 446.6, 438.3, 423.6, 426.1, 424.4, 418.2, 412.3, 426.3, 426.9, 421.1, 419, 385.1, 377.3, 359, 350.8, 334.1, 329, 331, 335.7, 359, 360.4, 345.8, 340, 320, 314, 307.3, 317, 307, 303.2, 322.9, 322.9, 333, 330.6, 325.5, 336.9, 343.5, 343.1, 347.7, 332.3, 314.7, 310.1, 307, 307.7, 303.8, 302.1, 298.9, 302.4, 309.8, 304.5, 295.6, 292.9, 294.4, 289.2, 289.3, 282.4, 282.6, 271.4, 274.9, 281.1, 285.6, 290.6, 269.4, 262.4, 249.6, 244.5, 244, 263.6, 273.3, 266.4, 276.5, 279.1, 278.8, 281.7, 296.9, 292.2, 270.5, 269.2, 267, 260.3, 258.1, 262.1, 263.4, 257.4, 254.8, 253.2, 254.9, 250.5, 251.2, 247.4, 249.5, 257.2, 250.1, 237.1, 230.9, 221, 221.5, 211.7, 209.1, 196.9, 214.9, 212.1, 210.7, 197.8, 186.2, 207.1, 204.1, 225, 232.7, 234.2, 220.5, 217.9, 208.3, 214.2, 238.4, 240.2, 243.6, 240.8, 246, 237.6, 235.8, 237.1, 233.6, 225.1, 228, 234.4, 240.3, 251.1, 250.3, 251.2, 246.3, 257.6, 266, 268.1, 263.2, 252.7, 259.9, 263.9, 257.5, 258.7, 244.8, 243, 236.3, 236.4, 230.3, 232.5, 237.3, 231.2, 229.9, 221.1, 210.6, 217.2, 211.2, 216.6, 216, 220.4, 218.9, 214.6, 214.2, 210.8, 212.2, 200.6, 196, 202.6, 192.1, 198.9, 204.8, 208.3, 204.6, 204, 201.7, 193, 185.5, 188.5, 188.5, 176.7, 172.5, 167.6, 171.3, 168.4, 168.2, 164, 173.9, 164.4, 162.8, 161.9, 152.2, 145.6, 164.7, 179.7, 193.5, 196.9, 208.9, 211.2, 190.6, 188.5, 174.3, 184.5, 188.1, 186.9, 188.7, 188.3, 199.2, 197, 184.7, 193.9, 198.2, 185.4, 178.1, 180.8, 185.5, 176.2, 171.9, 174.9, 174.7, 181.4, 176.1, 178.4, 181.2, 190.8, 189.9, 191.1, 196.1, 183, 190.7, 203.2, 188.8, 186.8, 186.1, 179.6, 152.4, 157.5, 140.3, 166.5, 206.5, 200.1, 199.9, 189.6, 194.1, 201.5, 177.5, 205.1, 230, 225, 183.5, 174.1, 151.5, 144, 129.3, 141.1, 157.5, 186.2, 162.3, 159, 148.8, 150.9, 141.8, 133.2, 131.1, 121.4, 117.3, 134.7, 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Mv6taKrikUAWXQ++F/DTVjcFoVP12KyvMhqO/wYBbQOsEYQNh+38h9ifY8rrKEoOapGYo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Auw0szuAz4MnCrpdZ0GuAVI2k7SlPLP3wLWmNm3gSX4tXS/2qeBFcdty887Am8G/gq/vxOgf7bb\n8CDgG2b2MHAFMFfS5Nodx4MXdaIraRmwAjhX0kHAXwI3lY/nA/fV2ElaXudJ2g/4c+CqMj/wDLw6\neEXNF7ERHAH2AE4D/gNvywskVfdi75bbBZJeg1+Ufw+YbmaHA2uAkyW9rMMwt4iW4/mS9gHuBqYD\n08zsSOBRYEnF7XedpI8CM83stvLRVOAb5Zyqr72t9vuopHnANcDvSroc+AR+/by8Zs9h94cF+HVl\nhqSpZvYA8BDw9nJuVVUzSbvj94X55dBteHFgtpl9F/g34FAz21ibW0PL8YBy6OfAV81sMfBjSaeX\n86L4XUgZMQJei+cvz3URW9+o9iK0pUg6GH+KPRZ4HHg3flN6qiQQi4AvlXN/o7NAx8gwr3XAHwB7\nlQ7/ICAzOwaYhw/zV8cIju+XNB/4GXAmPs9zBnCvmf1PZ4EOwDC3HwF/jFfkTwL+DsDMzsH7ZzX9\nss0wx8fw6Qr74z4zAMzsLHy6ze4dhTkQLbch4Al8mPSQ8vFkvG9S8w1ohO/fELAR+CQ+f3V2SSb2\nw68z1THM8Ql8ysKOwE7AlZJuxivXR0h6eYUFkQOB3wHmSdoBH015shyjrAN4W82jKmxyfJOkWWa2\ngfKgCZyOT7GZGcRvZnlAebI8XB6JP7wg6ZWSpnYYZ+e8aBNdYF/g62a2Dk8g7gGOLsMcM/Cq2WRJ\nN+DVs1qqn8O9VgPvLZ9tg09b2Bl4AFjfTYhbTNtxBfDvwGJgAfBS4E+AjwMHSNqzsygHYyS39wK3\nAhskvaLMP74HvzHVyHDHNcBuwO3ATpLmlT56P1DVgwr/32018O4yhPgV4BH5wrRqK0mMfI05Ea/I\nPwpsK2kXvAJaW/s1DHdci09dOA+4HjgXn4/8dTN7vLMoB2cP3Gs6cGCZrncHcLik/Upx5x7qbT/Y\n5LgDpeppZs9I2tbM7gW+CdS8sHcP3G97SmXezDbiD2OPAk9Luhb/boZYEzAoL7pEtzWUthqvkmFm\nT+BzO5/G5ybtD3wQXyV9g5ktKx2ot2zG6+eSjsCH2VaUPzeb2Xe6iHVQXsDxLrwicauZfcDMHgRu\nwHcoeLiLWMfKC7jdgQ+5HYaPOlwD3Ah8qXxeDc/j+Die6P4IT4xW4YtBb8L76A86CHXMbOb7t55N\nw4u3A6+vce7/Zhz/C694rgE+j9+AV5rZtzoIdWBeoI/eBTyDV6h/AnwI76P3dxDmFlEcrwE+gj8s\nv0nSrmb2D/gajiX4NebWkuhXxzDHnwJvHKHocQp+L6yOEfz2lrRX+Xhf4GR8muJKMzvNzJ7uJNCe\nED7RlfQ+SUdJ2q4cmlSqK18F7pd0fjn+IF4NnAw8BywF3mFmX5z4qDfPAF6PmNlngbOBRTVsjTMG\nx7XArsC95f9NNbNnysKYXjJg+y3HL2ALzOyqDsIeE2Nw/DYwC/iBmX0OTzD2N7O/7iDsUTHG9nsZ\nfjMCWIlvW9j7JHeMjrPw6uYn8Dnli8zsCyP82l4xRsftgCfN7F/xuZALzOzqiY96dAx3a0Yly7SZ\nR8pQ/q3ANHynhUnlvnAKcECfv38NY3Rsqp6/KG283syu7yr20TCIHz7VZilwVF/zl4km7D66Zejz\nenzBwFT8Cf3zZvZU+XwuMBtfgXk8Xtr/MHCyma3tJOhRMKDXmcDpZnZ3J0GPkS1wXGI93z832+8F\nHU8zs9WdBD1KIrs1ZB+t23EUbvOBx5rRLvn+ua8CLi3zPHvPFjh+2sy+103Uo2dAv1cDF5rZD7uJ\nur9ErujuBqw2s2PxlYn7loVmvy7pMnz7jVXAqfhUhdOBc/uc5BYG8Tqv7xfnYQzq2Oskt5Dt9/yO\nNSSCkd0aso/W7bg5twuGnX898JlaktzCoI69T3ILg/h9OpPckQlT0S2l/Y8D/4nPa1yHz1+5GS/p\nHwxchu/b+TXzvRB7T1SvNpEdI7s1RHaM7NaQjnU7RnZriO4Y3a9rQlR0Jc0ALsUXC9yBDzeB7yv3\nPnyO3FH4FjhvbjqJer6TQlSvNpEdI7s1RHaM7NaQjnU7RnZriO4Y3a8PVJ3olnks4G+O2hUv3X8N\n3zLkbPypaBfgQ+Y7DDyLrwoGfrUVR++I6tUmsmNkt4bIjpHdGtKxbsfIbg3RHaP79Ykqpy5IegVe\n1p+Nr2JeA/w28MNmlaGkL+PbayzGV61PwveXW26b3lTUK6J6tYnsGNmtIbJjZLeGdKzbMbJbQ3TH\n6H59pNaK7hC+IfIHgZfjb6+Zir/CcG4550pgqZmdBPwF8C9mdnjPO8kQMb3aDBHXcYi4bg1DxHUc\nIq5bwxDpCPU6DhHXrWGI2I5DxPbrHdW8LUPSscBC4LvAnvgK2IclXYdvpD8H3091CH8Smoa/+QTz\n1fi9XJEf1atNZMfIbg2RHSO7NaRj3Y6R3RqiO0b36ztVVHQlLcffEX8x8Abg/cAJ5eNH8AncP8G3\ng5kqaSXwHuCWiY929ET1ahPZMbJbQ2THyG4N6Vi3Y2S3huiO0f1qoJaK7nTgCjNbLelSvOx/tKS/\nNbM1kn6Mr0xcBdwN7G7+7u6+E9WrTWTHyG4NkR0juzWkY92Okd0aojtG9+s9vU905e90/nv8qQe8\nzL8SuA+4WNJiYBE+UXs783c6976TRPVqE9kxsltDZMfIbg3pWLdjZLeG6I7R/Wqhql0XJO0AfBl4\nu5mtk3Q2sCM+ofs0M1vXaYADEtWrTWTHyG4NkR0juzWkY92Okd0aojtG9+szva/oDmNXvKNMl3QJ\ncD9wlpk9221YW0xUrzaRHSO7NUR2jOzWkI51E9mtIbpjdL/eUluiuwA4C9gHuMrMruk4nvEiqleb\nyI6R3RoiO0Z2a0jHuons1hDdMbpfb6kt0d0ALAM+aWYbug5mHInq1SayY2S3hsiOkd0a0rFuIrs1\nRHeM7tdbakt0rzSzeiYVj56oXm0iO0Z2a4jsGNmtIR3rJrJbQ3TH6H69parFaEmSJEmSJEkyWqp4\nYUSSJEmSJEmSjJVMdJMkSZIkSZKQZKKbJEmSJEmShCQT3SRJkiRJkiQkte26kCRJUiWSFgIrgLXA\nJGAK8CkzW/E8588B3mBmN01YkEmSJMHIim6SJMnE8RUzW2hmBwOHAWdKeuPznLsIOHDiQkuSJIlH\nbi+WJEkyAZSK7olm9p7WseOBPYFZwG7ATOAW4CPAA8A04BTgYeASvBL838BxZvbUBIafJElSJVnR\nTZIk6Y7Hgb2BVWb2VuAg4CQz2wgsB75oZiuBzwF/ZGYLgX8Gzugo3iRJkqrIObpJkiTdsTvwTWCe\npLcAPwVeMsJ5rwEukwQ+t/c7ExZhkiRJxWRFN0mSpAMkbQ8sBp4CnjSz3wcuBKZJmgQ8x6ZrtAHH\nlIruGcDNEx9xkiRJfeQc3SRJkglg2K4LG/ERtYvxJPZa4GfAenyu7iHA7HL8HOAhPAnepvy6D5hZ\nVnWTJEk2Qya6SZIkSZIkSUhy6kKSJEmSJEkSkkx0kyRJkiRJkpBkopskSZIkSZKEJBPdJEmSJEmS\nJCSZ6CZJkiRJkiQhyUQ3SZIkSZIkCUkmukmSJEmSJElI/g+/pW7hGYr5ygAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,6))\n", "BAC['Close'].ix['2008-01-01':'2009-01-01'].rolling(window=30).mean().plot(label='30 Day Avg')\n", "BAC['Close'].ix['2008-01-01':'2009-01-01'].plot(label='BAC CLOSE')\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Erstelle eine `heatmap` der Korrelation zwischen den Schlusspreisen der Banken.**" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cPpqbIdnN3d8bU0yCbdli1tHSYvetFECxjo04PXWNS2LLjpbNG+Hunsd6Mnr5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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(bank_stocks.xs(key='Close',axis=1,level='Stock Info').corr(),annot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Optional: Nutze die `clustermap` aus Seaborn, um die Korrelationen zu clustern.**" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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//j2eK668qSVLbY7SrwLVV+I4rgkhLPu2Dv8rQ5USt/t2/Znw7hSO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\nR7uEo0JMldrRLkH+gDIXqgKBwNho1xAuZTgsioi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