{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "\n", " \n", "___" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Finance Data Project - Solutions\n", "\n", "In this data project we will focus on exploratory data analysis of stock prices. Keep in mind, this project is just meant to practice your visualization and pandas skills, it is not meant to be a robust financial analysis or be taken as financial advice.\n", "____\n", "** NOTE: This project is extremely challenging because it will introduce a lot of new concepts and have you looking things up on your own (we'll point you in the right direction) to try to solve the tasks issued. Feel free to just go through the solutions lecture notebook and video as a \"walkthrough\" project if you don't want to have to look things up yourself. You'll still learn a lot that way! **\n", "____\n", "We'll focus on bank stocks and see how they progressed throughout the [financial crisis](https://en.wikipedia.org/wiki/Financial_crisis_of_2007%E2%80%9308) all the way to early 2016." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get the Data\n", "\n", "In this section we will learn how to use pandas to directly read data from Google finance using pandas!\n", "\n", "First we need to start with the proper imports, which we've already laid out for you here.\n", "\n", "*Note: [You'll need to install pandas-datareader for this to work!](https://github.com/pydata/pandas-datareader) Pandas datareader allows you to [read stock information directly from the internet](http://pandas.pydata.org/pandas-docs/stable/remote_data.html) Use these links for install guidance (**pip install pandas-datareader**), or just follow along with the video lecture.*\n", "\n", "### The Imports\n", "\n", "Already filled out for you." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "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": [ "## Data\n", "\n", "We need to get data using pandas datareader. We will get stock information for the following banks:\n", "* Bank of America\n", "* CitiGroup\n", "* Goldman Sachs\n", "* JPMorgan Chase\n", "* Morgan Stanley\n", "* Wells Fargo\n", "\n", "** Figure out how to get the stock data from Jan 1st 2006 to Jan 1st 2016 for each of these banks. Set each bank to be a separate dataframe, with the variable name for that bank being its ticker symbol. This will involve a few steps:**\n", "1. Use datetime to set start and end datetime objects.\n", "2. Figure out the ticker symbol for each bank.\n", "2. Figure out how to use datareader to grab info on the stock.\n", "\n", "** Use [this documentation page](https://pandas-datareader.readthedocs.io/en/latest/remote_data.html) for hints and instructions (it should just be a matter of replacing certain values. Use google finance as a source, for example:**\n", " \n", " # Bank of America\n", " BAC = data.DataReader(\"BAC\", 'google', start, end)\n", "\n", "### WARNING: MAKE SURE TO CHECK THE LINK ABOVE FOR THE LATEST WORKING API. \"google\" MAY NOT ALWAYS WORK." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "start = datetime.datetime(2006, 1, 1)\n", "end = datetime.datetime(2016, 1, 1)" ] }, { "cell_type": "code", "execution_count": 3, "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": 4, "metadata": {}, "outputs": [], "source": [ "# Could also do this for a Panel Object\n", "df = data.DataReader(['BAC', 'C', 'GS', 'JPM', 'MS', 'WFC'],'google', start, end)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Create a list of the ticker symbols (as strings) in alphabetical order. Call this list: tickers**" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "tickers = ['BAC', 'C', 'GS', 'JPM', 'MS', 'WFC']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Use pd.concat to concatenate the bank dataframes together to a single data frame called bank_stocks. Set the keys argument equal to the tickers list. Also pay attention to what axis you concatenate on.**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "bank_stocks = pd.concat([BAC, C, GS, JPM, MS, WFC],axis=1,keys=tickers)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Set the column name levels (this is filled out for you):**" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "bank_stocks.columns.names = ['Bank Ticker','Stock Info']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Check the head of the bank_stocks dataframe.**" ] }, { "cell_type": "code", "execution_count": 8, "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": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bank_stocks.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# EDA\n", "\n", "Let's explore the data a bit! Before continuing, I encourage you to check out the documentation on [Multi-Level Indexing](http://pandas.pydata.org/pandas-docs/stable/advanced.html) and [Using .xs](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.xs.html).\n", "Reference the solutions if you can not figure out how to use .xs(), since that will be a major part of this project.\n", "\n", "** What is the max Close price for each bank's stock throughout the time period?**" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Bank Ticker\n", "BAC 54.90\n", "C 564.10\n", "GS 247.92\n", "JPM 70.08\n", "MS 89.30\n", "WFC 58.52\n", "dtype: float64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bank_stocks.xs(key='Close',axis=1,level='Stock Info').max()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Create a new empty DataFrame called returns. This dataframe will contain the returns for each bank's stock. returns are typically defined by:**\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": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "returns = pd.DataFrame()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** We can use pandas pct_change() method on the Close column to create a column representing this return value. Create a for loop that goes and for each Bank Stock Ticker creates this returns column and set's it as a column in the returns DataFrame.**" ] }, { "cell_type": "code", "execution_count": 11, "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
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" ], "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": 11, "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": [ "** Create a pairplot using seaborn of the returns dataframe. What stock stands out to you? Can you figure out why?**" ] }, { "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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BjLNnzyZ93mQyzeuAa9euRUdHB9rb2/Hpp59i1apV80on0Wz3+J1OSYkmLemk\nM625pDM+nnwhr5k+M5fzzPXvaKZ0Mild32O8S302lBQowboCgt6Sm8MTaT9eOvPCUqSfiWNkIv1M\nWq7X41KfLelc2BqDCr8/cxMquQQtFgO8/hD6hiZQk9DLfaXPhvfOD6K12YRXOyZv/Pa21QKTAzOg\nuDttxe4Ubq3c229DrVE9779hLgv8zTb9VN/JbORTvs3WPDuT3n5hIO3qgB0fXxyCQibG4IgTQ6Me\nlJWocOqTPn6rzSd21uO984PY2jzZ/ktc7NbrD6Gz24oRm1sw6ujQgWaMjbkWtNhkKpn6rcikTP9e\n1xrVfB0zNpa8LRkr87H6TqOU8lNaKwwavNbRy+eVxLrN5vThvb8NAIiOOPMGhPnmQu8INjYZUx57\nvhYjb2QqzYXUsbE0MylXv+fZSHYtGiv06BtyQMQwgjZAMBTB1X4bTp2N5vfEtbVidaYvEMao3Sd4\nbdTuw6unrwg6M2LXfabyOZ1s+i5nSnM+ZgxmfPzxx/y/g8EgOjs7sW7dOjz22GPzOuCOHTtw5swZ\n7N+/H0B0i9fjx4/D6/Vi3759/PsYJnujj4RkqwGrCyIxgzfeu8Y/19psgkbBTvMpQsh0Us0p7+q3\nY8IdmDISylioEKyJ4Q2EsLXZhFA4IkhnxObhbwbqyvVweYN4Ymc9ZFKx4H06zcLK70IW+EtlIfPs\nydJLnFoQCkfQYjGgRK/Ar9/q5p/ft60Oow4vXN4gxhzRhve5bmt0BAbDoKxExe9eAUQDct5ACBd6\nxwTpx5eZdOdFkhmxMh+r7/a21eKtMzcBROu9+C2p3d4g2lrKIZWIEAxF8MmlYehULN58/wYACAJi\nAOBwB/DxpWH+ho1QHZtNUu0C9dLJHmxtNk1pA+x5YHIh3MS1taqMk2tgbLxHOIozGArjcsKITbru\nM5sxmHHkyBHBY7vdjn/5l3+Z9wEZhsHhw4cFzyXbfvXFF1+c9zEIWa4qDGr03LILFgDVqlmwUgZd\nfTaae0/ILCT2HleXJZ9TPmB14VySBknijVus10arYgVzastLNbh6y466cj3eeO8aVtcU4w9/HYZK\nLsHetlr0W51QyCRwe4IL+nsWo1FMuxTkhlQjISyVejyxsx5XBux8w7pxZREfsACiUwc4AC5vEEqZ\nBOG7wTi3L8SPNHrj3WvYt60Obl8QaoUU4xM+fHhhCO2bqwQ987GAHN2gZa+ZRs3EynysZ3nwTvJd\na1RyCVRXCdZRAAAgAElEQVQKKcAAgWA0kOH2haBVTQZlz3Vb8aUv1OHG0ASf/8ylagpmxKE6NntU\nGNSC0Rc6jYyvy851W7HlXpOg3R0KT06zOtdtxcH2Blzut6F6hRYTrgAf+Pj44hD2ttXC6QnAd3dq\nVmLwg677zGYMZiRSKpUYHByc+Y2EkIyrN+swbPPgzb/e4J87uKsB73xwA6MOP/WCETILyXqPk+0A\nUWFQw+0L8Td5PAb4sPsOhkaFPZkxf7+tDmMOL2xOHyoMGvzx4+gCieq7w7bDkQhYiRhiJnorUV6q\nmvW5J7shWYxGMW2vmRtSjYRgwKCsUImXTvbwr1mqCgQ3ry0WA/739OTCc3seqMUTO+txc2gCxmIV\nwuEIHt1SA4fbD0tlAVhJdG75+kYj5KwYOzdWYNzph1ohRSAYxolPBqDTyKCSS/j0vYEQBdqzxHSj\nZjiOAwfg7x5YCdXdkZ6mUrUgYFVh1ECjZGEsUuLluHx1cFcDhsY8kIpFKNbJMOrww+0LQadm0XV9\nDC0WAxpXFkGtYsGBo3xwF9Wx2cNSqcfjO+v5qXNnu6x4evc9AKLBXZVCihMf9fHvf2JnPVqbTQgE\nwjCVqjFq90KvZqFWSDFq9+IfH7HA4w3B4QpAIhaBQXTTCxHDoLRAiS/cXVi8slSFevPkdV+MaXr5\nYMZgxsGDB/kpHxzH4datW2htbV30EyOEzF3n1VGMTyTMt7/lwLoGA0583E+9YCSvpeuHPr73WCWX\nYHjcg2AwMiXNWGMzthXr4KgbLk8Qb525AbcvhMd31gOYuq7AqN2LIp0cCpkYkQiw8Z4yFOkUGBxx\ngQGgYCV45U+TNwPrGkpnfe7JbkgaF6FRTNtrZpdUeX+6kRCx/Ds87oGxUAkA+K/XL+Dvt9Whb3gC\nErFwcfahERdYVgy1ggU4QKti8erp3miw7rPbsFQV8juXAMDjD9Zj3OlHoVaO/z09uZ7C07ub4PGF\n+EDKm4g2/ssKldQ4T4P57hRyZcAueHxjyAEA/Ba8L5+8jBaLAa/95ToAoOv6GP6vL1owPuEDKxHz\na/1Yxz2CdC732fipSE8+ZIHv7k4Plru7rMXfIKqpw4VHdezimWtbgQEzZRtityfA159Oj/C18Qnf\nlHWyVHIJHrpPDoCBzx/B8fdv8HVibORGiV6B38UFkJ/e3SQ4L5qml9yMwYxvfOMb/L8ZhkFBQQFq\na2un+QQhZKmMTfhRWqgQDHczlaj4AAcNVyP5LF0/9PEjGVosBkHvdXyaidtcXg9MCJpDLk8A+7fX\nQXz3pjC2IK9OLcOo3YuqMg16+m2oMGjw4tuT6xTsbq0RnM9cgpCpbl6pUZzfUuX9VKNyYtsF9g+7\nYCxS4vptB3yB6AgjBoBGycJwN8ARYypVCxaw3betbspc8fh1E26PunG2yzrl+cSbAiB6I/3SyR5q\nnKdBsrxQWqKd8XNalUzwWKVgBenE2hXxw+3DEQ7hUAQn7m4H7/WHUGfWQyWX8Ddqirhh87dH3Hj8\nC5P3EIl5gTpcSCbMp61QZVQLdiVz+YKY8AQhETMo0in496nkEqgVLNo3VUKjYvmy0GIxCAIV8XXi\n5X6bYO2hmP5hFzZbJhcQpWl6yc0YzDh58iS++93vCp771re+hX//939ftJMihMyP0xNAWYkClUYN\nbo+6YSpRoVTHIhji+B5aQvJVun7o44f3Jq66nyzNxLUxPr9mBTiOg7FYCacniEAogmKdAgVaGbRq\nFnJWjEvXR6HXyJM2YBJ7eXSa2Q+/pnnWy1OqvJ9qqPrHPSOC3Uae/GI91BEGm1aXQSEXo4CTIhSO\noH1TJfQaGcBxsLn82NtWi8E7LshYMXyBUNLdTGKKdPKkz5sN6ik5OXbDS43zhUu1WOFMyosnO0IU\nMgkcLuEoz1gHyYYmIzo6b6FYJ0ONSQuVkkVrczmK9HLYJnwIhSLYs3UlegYcWGXW4/fvTi5Injhl\njuorshTm01YIc0BntxXtm6vQb3VCr2IxMDwBMAzUSim+8ogFwyNuFBUoMTjihlbFwu0J4KH7qnFz\neAKFWrkgyBdfJ8bqv8T1MioS1pCh8pJcymDGv/3bv2FgYAAXL17E1auTkaRQKASnc3G3wCKEzE91\nmRZ2R1CwrdOTuyxQyqO7I9DwXZLP0vVDHz+8t6vPhjenSZPjOH54duLaGAfbGzB4xy14rrXZhDf/\negP7ttVhwh2ASi6Z0oAxlajwfz/aiIvXxsGyYrx8sgdaJTurmzyaZ708pcr7qYaq9w8LG/NchBH8\nbhxsb8BvTkw+3t1aA7WCnTIyw1JViK7rY3wD3VJViEKNHGXFShx//zof4FMrpHhiZwNMxQp+Dvih\nA824MmCHwx1AZ7dVcN5k/uZbD64y6xGKgK87ElsL99YVw+cPYcThg0ouwYObqnDrjmtK/fbWmZt4\nYmc9NEoWDpcf7Zur4HAHUF6iwn33GHCpz8YP72+o1PH1VW1FAWqMs18fiJD5mk8ZGbC60GIx8HVg\n/MiK2ONKo0ZQjx7YUc9PGT0L4Qi1CoOGryt/9+foffa5biuefMiCO+MemA1qbLSU8GnF1q155P5q\naFUyQV263KUMZnzta1/D4OAgnn/+eXz961/nnxeLxaipqUn1MULIElLLJVPmvQ6OulCglsLrC1OP\nF8lri3Ejb6nU45uPN+P2mAcT7gAYQDBKIrY9KwCEIxHBFK874x4EAmFBerHeGIfbjwKNDLvuq4bL\nE8DBXQ243GeDQibBax292NtWi48uDfOfm22PNc2zXp5S5f1Uc8MrjBrB50ftXkHetdqE6x5Yx9wI\nc5zguZvDEzjbZRXsvGMskOOBz5WBA4cirRzD454p07RiZaepsgCNlXp09dlhLFBS8C1N5lsPJtYd\nHDhBOg1mHc5cskKjZLF5dRkikQjkrHAb6Vj9NjzuwelzAzjw4CqUF6sQ4aJ12NnLo3j55GU++BUb\n3t9UWYCSEg1GRqizlCy+mcpIqoW0bwxP8O9JnHJVqJXj9qhbkM4du7AeVcol2LbODI2ShVTMwGxQ\n4ZU/XuHTuLeuGA/fX4OxsamjqZJNjaEOyqiUwYzy8nKUl5fjD3/4A27duoXe3l5s2bIFt2/fhl5P\nPzaEZKPbYx6sLNdCr67FmMOHIp0cxToZ7tj9KNCyMydASA5bjBt5BgwiHASLFcYa4LFRGee6rfjS\n9jqwEhF+e2Lyxu3JL1pQVKDAhWujaLEYEAiEUVehh4IVw1CohMsTwOvvRhfTW99oEEw5GbX7BOdB\nPdZkOlNuRDkOl/ptfDAh1ui+eHMc5lIN1luK4Qs04I7NC68/hBK9Au/E9Sg+/VgT9rZN/o6o5GK4\nfWFBHo0Nje63OvnnjQVKNJgL+POZaTg3Bd/SL23faVzsigHwSc8Ifv1W992FDKtxe9QDpUyCtpZy\nMAwDrYqFghWh6/oYyopUUMklsE34IJOK8eu3JtcEiu+dpmlFZCnMVEZSLaTt8kWnYHn9IVSXaaGQ\nSfDe+cG762RIIWPF2LHejFCEg8sbhKFQKZhaUqSV822JL6wzQywRQyET8+Wh2qiFSJQ8QEHrZaQ2\n45oZb7/9Nn72s5/B6/Xiv//7v7F//37867/+K3bv3p2J8yOEzIHN6YdYxAiGAj+5qwFefxBuj2ia\nTxJCgOQ9MomNiCsD0deVSinUimhjXimXwO0JYVOTEWajBhzH4c6YB4VaGR7bWsM3YD66NIzWZhN+\n885lfrcTYOpcWa2axdO7m9A/7EKFUcOv/E/IbMQa4+sbo4vHJU6BEovvASsVQatkwXEc/MEIinUy\nrK4tgUwqht8fEfyOHNzVgBMf3uRHb1QYNDjx4U0AwgUedRph0JzmeOeu+LWANq8ug0Iuwfb1ZmhU\nMthcfhTrFVDJxfjNO5MB3NZmE/Y8UIMTH95Ai8WAEr0Sl26MC9JNXD+FkKUy112gIpEIOrutaLEY\nMDbhg07NorXZhCKtHK/fXRsmPlh3tsuKL7fX447NC18gDA4ctjabcK7bimA4gpdOXMbebbV49XS0\nrp2uPFBdmtqMwYxf/OIXeOWVV/DlL38ZRUVFeP311/GP//iPFMwgJAsV6qLDeuMNj3ugU8lQVkxz\nUQmZSbIemcRGhMMdwOlz0dX7lTIJSgoU6BtyoqPzFgDgwrVR7G6tgd3pQjgc4XcziYk15uO3MDzX\nbcXB9gZcHbCDZcWQSUWCBRq1Strlgcws1ji/eH0cW5tNfN5LXKjT4Q4gEIhMWQPD5vShQDN1uPTw\nmAduX4hvpGtVLD6/ZgVK9AoAHNY3GqCQSeD2BAWfs1Tq8cxTG9Dbb6NpJDkmdkPXcnc3hQK1DA5X\nAK//JZpninUyrGs0Cj7j9Ydwx+bFqMMPpVyC8QnflEDtvXXFqDZqKT+QJTfXXaD6766bEasHD+5q\nwOmzA9i+oRLrGw3Qq1hEEo4x6vBhwhXAR5eG8eDGCrx7fhB722r5YPCEK4AvbaubsTzQelipzRjM\nEIlEUKsnL2ppaSlEIurhJSSbxBqwoWAIplK1YO5zeYkaDBOhio+QFOJ7Z5LtXvLgehOe3t2EoVEP\ndBoW1wYcaN9chRMf3oTbF8L6RgN0d7dg27y6DMYiFfqtToglDEoKlBge9/C9Me67w1QBoLxEjQc3\nVkCvlkEsYhCKRFBuUGN8wo87Nu+U86BgBplJ4s46IgZ4fGc9wmGOnwqikksgAoNxh49/fP+aFWBE\ngEIuQSAUhlgEQZ4tKxJu01qokUMhE+NKvx11FXp+EdBDB5oF72PAYPPqMtQaqRcx1/A3dBwHY5EK\nd+xeBAJhFOtk2NpihlohgcsTrf9i204rZBJoVNHROf5AGCuKVfjL327xbZJ764qxyVJKc/1JVkg1\nAqOhQoendzehb8gJQ5ESMinQ3W9DSYECV/vtfJ05YvdiW0s53N4AVhSr4fUHoVeygqklGiULz91/\n69UytDabMObwYZ3FgHPdVhiLlGhbs2LGc6UpeanNGMyoq6vDb3/7W4RCIXR3d+Pll19GQ0NDJs6N\nEDJLsQbsP++9B063sGcsEApDKhFR44GQFOJ7Z7Y2mwSvmQ1qdPc78Is3LqG12YTjZ25AJZeAZcXY\ncq8JaiULjy+AFaVqlBYqMebwIRyJ9s3IpBIMjrj4G8LdrTVgpSIEAmHs21aHMYcXf/y4H8Dk0NTY\n/5OdByEzuT3qRmuzCRKxCOFwBB9eGILbF8ITO1dh37Y6ONx+GIuUePV0L9ZZDFDJJXjk/moEwxze\nev8Gv+1g7OZ0+4ZK2Jw+OFx+HGxvwOX+6CK1aqUE/3PqKty+ED66NIwDD66CWiHF7VE3JjwBOJwB\nftg2yT3xOycUaGS4PepGWbEKGiULs0GDjy4MonWtWZBXHttaE92y1x/C4zvr8cePbkIkYvg8pZBJ\nUKBmqS1CskaqERg9Aw709Nvh9YfgD4bh84dhc/pgKFSgrkKPCqMGIgbQalm43EGwgQhfFs58dpPP\n8yuK1VArJPCqWOxtq4XLExDueLarAQVqWs9uoWYMZnzve9/Dz372M8hkMjzzzDPYtGkTvv3tb8/7\ngBzH4bnnnkNPTw9YlsXzzz8Ps9nMv3769GkcPXoUEokEe/fuxb59++Z9LEKWi1h02esLJ319aNST\n9HlCiLB35ly3Fbtba3B71AWFTAKxCOjui+4QFBuqHxtm2tpswomP+qCSS/DY1hq88e41bG02QSRi\n+JFR57qt2NBkREfnLdwedaHOrMfbZ25gQ5MRWpWMP24s7dj/z3Vb8cTOegSDERpSSmZNrZRO2S7w\nvfOD8PjC/JzuYp0MX9peB68/jC+sN4NlxQj6Qti0ugyjdi8/yqKtpRy3R138jiW+4OQCoKxEzPc8\nAoDLE8Qrf7wyZbvCQweaUVqizdBfT2Yj1ToB8eIDvJuajKgwasAwHJQyBnZXCNs3VeHaLQf//vvX\nrMCowwdWKsLpswNw+0JobTahUCvH22du8HkltkAsIdkg1dSN22MeQT324MYKFGpk4DgGr3X04h/a\n68BwDHy+CLgIMGKfHEm5eXUZvyjy3jYNxh1+OFw+lBaoEAoLd4S62m9HnZnWw1qoGYMZSqUShw4d\nwqFDh/jn3nzzTTzyyCPzOuCpU6cQCARw7NgxfPbZZzhy5AiOHj0KAAiFQvj+97+P1157DTKZDAcO\nHMAXvvAFFBYWzutYhCwXseiy3emHnBULKuF/2F6HYr18qU6NkKwX3zvj9oVgc/rQdX0MLRYDPusd\nR0mhAsDkIp3xgQeVXILHHliJQDCCTavLUKRXCPaZb70b3ACAOrMeY3Yv3L4QGIaB0xPg3xebehL7\nv9sXgrFQSUNKyZw4nAHB49h2wROeAD9tZOtaM64NTmDozgQ2fc4Ery/ML0AHTAZAGIZBlVGLunI9\n+qwTUMml/Ht0Cb2JKkX0tcS1OQasLnx4YQi9/baUN84ks1KtEwAI11yJ0SilkMuiW7AqlSw4iOH2\nBgXtjH3b6iCXieEPhvnAhUQsgpiBIOhFI8xINkk1dWPCHYhOp1prhtMdgKFQiTs2L3RKYPfWleDC\nDALBMF7/yzXsuq9aUBZ2t9ZAp5Gh1qTHH/56DRuajPjrp0MAgL1ttYLjsKwYdpewziZzlzKYcerU\nKTz77LPQ6/U4evQoKisrcf78ebzwwgsYHBycdzCjs7MTW7ZsAQCsWbMGFy9e5F+7du0aKisr+TU6\nWlpacPbsWezcuXNexyIkX8zUkxKLLts9fgzeES7c5nAHYCxUJiZJCLkrvndGp2Hx8skewSJfKrkE\ne9tq4XD68MTOenh8IZyFFXoVi0dbV4IBg9/9+QoA8LtHxHj9IZSX6tHabIJUzCAS4aCSS6BRstAo\nJdjUZISpVI3hcTce31mPO+MebFtnRlmRkkZjkDlLHDZds0KHF+OCa20t5QiFI6heoUGVUYMX37mc\nNM8CQKFWDqVcjN5BB8QiEYxFKjy4sQIFGhnu2Dw4uKsB4xM+rChW4ebtCQBTd+XRaVi88OtP+Mfx\nN85kaUy3xWMs0LG12cSvuxIBEOEAtVIMrzeEF9/uRvumSkEaTm8ARTo1GAb8GhqVRjXGHX7sbavF\n4B0XWFYMMS25R3JAvVkPVirGiQ9v4qH7qvFaRy9aLAYEQxGsqtDC44ugp9+OFosB4xPCbdT9wRAU\nMhYAh4c+Xw0xA34NDV8ghH3b6nBzeAIKmQSd3Vb8857VS/I35pOUwYz/+I//wOHDh3H79m387Gc/\nw4oVK/CrX/0KBw8exFe/+tV5H9DlckGj0UyegESCSCQCkUg05TWVSgWn0znvYxGSL6brSQEmo8vv\nXbqNQq1M8NkCjYymmRAyjfjeGQ4ctEpW0DMJAAzDQCIRY8zhg0TM4B+210HGiuH2huDxBQVbVsaG\n4gNAhUEDpzsAsYjB4Igbp84OYG9bLZRyCd754AYeaKmAzenDyhU6jDt80KllePdvA2iua6QebDJr\nsYD30Kgb/7znHjg9QXj9QYzYhQ1tGSuGoUiBQCACjz+6eGNinl1RrEZrswRalQR/eO86dm6qgohh\nYHf64AuE4fGFsHZVKRrvBtVPfDKADy4MobXZhFAkgoO7GuD3h2E2qDGUsCsKLWS79BIDXpVGNS71\n2TBgdUEqFUMlj06Pe+i+avzu9FUAkwHdEbsXrc0mfpHPmNgixi++PRk4U7Bi6LVyHPvTFf45mmZC\nslFih+Eqsw6DY27suq8a406foHOj2tQI24QPFQYNxhw+FOmEI59LCxSwjnkQjnA4dXYAwORot0Kt\nnA+MeP0hPLa1hjot0iBlMINlWWzfvh0AcP/996OqqgrHjx9HeXn5gg6oVqvhdk/+uMUCGbHXXK7J\niLHb7YZWO7u5liUlmpnflMF00pnWbNOx2eY+fK+wUD3n88zl7yibzOWch+OGsAHR7VYfWFcx5X0i\nRgRWwuDBjRXQqlhIRAw0Cim0KtmifEeL/b1n4rou1d8QjnD45NIw+oYcqCrTYUOTkZ+OkK3y7Xqk\nugZFRRq44obLt1gMeOeDG9i8ugwVZRoEQ2HIZGIEAhGMT/ggk4pRqJXD7Qng3b8N4OCuBlzuiy6U\neOLDm3j4/mqcPjeAxpVFAACb0w+pmMGow48xhxdlRSrB1JSnHm5E61pzyvyQD+Uuk3L9+5pN+h9e\nGOID3vGLyUa3To1SySUo0Svg9AQRCnIYm/DBVKKG1xfEvm110d51rRwT7gCqyjQYtfuwda0Z4XAE\nA2MeGAqVuH9NMTY2lYED+LJTeHcaY6yxv7XZjM2rywAAH10YEpxnbUVBTv4WZdpifkdbitRgZVL0\nDTlQWaYDwOGFX5/l37d9vRmBUATjzslAWIvFgFc7evHY1hr4g9Ebtf3b6zDi8CEYikApl6Cnf0Jw\nvDAH6DUywc4OM13/XMkbuZJmJuXKd5Iszfj6E4j+Bg+OuPnFuGNTSrc2mxAOc9CqWAyNeaDXyOD2\nBPjRFqvMeshZBnqNDMffv8GnJ2YY7G2rxZjDhx0bK+H2BNDZPYYdGyqTrimUy9/lUkgZzBCLxfy/\n5XI5fv7zn0OlUi34gGvXrkVHRwfa29vx6aefYtWqVfxrNTU16Ovrw8TEBORyOc6ePYt/+qd/mlW6\nIyMLH8FRUqJJSzrpTGsu6YyPu2Z+U5LPzOU8c/07mimdTJrLOZclTBMxFiqTft7rDeGVuF6QtpZy\nRAA8uM6UtusWk868sBTpZ+IY06V/qc827Wib2aafSfl2PVJdg0t9Nvz27W5+tIVOxeKR+6shV0gQ\nCkXgD0QwYvNBp2LR0XmL/3xbSzkaVxZjeMyDCoMGXl8IG5qMYBC9GYgJhSMYdfjx+M56yKUi9MYt\npAcAHk8QY2PJ6/N8KXeZlMvfV3z600037O238Z+JTRMJRyLQqqRoaymHWMSgskyD64MTKC1Q8D3u\nQDTfqlXApd4R1FcVQSIR4dXTvdjbVguxmEE4EkGlQQOVQooaoxpjY64pZefp3U1wOAMwG9SoMar4\nc15pVOGZpzagt9825bXF+I4WS67n2cTvqNao5rfLPfHJgOC9xXoFjv3pimBHJa8/Wpe9dLKHf66t\npRzFOgVGHV4M3w12xfMHw/iv1y6kzBsznWM6LPc0MynbvxOO43DN6p6yfg/HcbjQOyJ474DVKViM\ne09bLVaZdRAxIri9Ifzuz8L6U6UAqoxaiEUMgiEAYARrxYABQmEOvkAYbm8QUokIj++sT1oecil/\nZUueTRnMYJjJHiGNRpOWQAYA7NixA2fOnMH+/fsBAEeOHMHx48fh9Xqxb98+fOc738FXvvIVcByH\nffv2obS0NC3HJSSXpVpxOZHd5Rc8ZhgGE+4ARKCJqtlmunnLJDNSXYMrA3b+ObVCAr1GBqcnAKlU\njL5hJ947PwiVXIIt9wq3T2UYBl5/EOZSNW6PuqFWSFGolePU2X6sazSC4zi0NpvQ2W1Fi8WAl0/2\nYP+OVTAbtABu8+nQInkkJhzh+CkAOo0ML5+8zDeS4wOgsakDKrkEFQYNWKkIK1foYB3zoFingMcf\nhMcfQjjCwZGw4BzDMHA4A9j8ORPeOnMDD99fDbcvhFG7F8UFcozafPAGwnB5gwhHOGyylEwpOw5n\nAO0bzEjEgMHm1WX8jTPJPonTTtze6Pbul66P4omd9Rhz+FBaoMCtEeGUIYZhMDbhQ0fnLRzc1YAJ\nlx9tLeVgpWJ4/SF0dkenLqXKG4RkUqrp2l19dky4hXWisUiFUCi6xbpCJoZUwiAUFqFvyDllXSCG\nYeD0BvDX84NYXVMMlVIKiYjBl9vr0TvggKlUDbc3CLvTJ9imfXjMQ1NJ0yRlMOP27dv4zne+M+Xf\nMUeOHJnXARmGweHDhwXPVVdX8/9+4IEH8MADD8wrbULyVaoVlxPFb/UIABolC72G9rDORqn2NyeL\nJ/7GsMKgRnXZ1GvAcRxUCik/R3b/jjr0DTthKlZhwh2EiGGwY70Zeo0cHITbrGmULIyFSjhcfnR0\n3sI/bK/Df5+K9uD4A2GU3w1ytFgMfEPf7Q3isfurYCxUzBisJMvPJ5eGBQ3w+K1PrwxMjtKor9Dh\nqS9aYHMG8GpHL7avN6Nv2AljkRKnz/Zj133V8AfCkIhFU9Y70ChZTLj9kEpEeOi+avz5bD8AQCGX\n4o7NB48vxB/zbJcVWmUz1V85KNXInsTOEgbAmwAaVxbj5vAE6sw6eH3hKWsDaJQsFDIxDu5qgEou\nwogtAlOJCsFQBCc/6uPfp9Ow4MDRjRtZUrEAbGxh24vXx8EAuDbkwLluK1qbTZCIRQiFI3ivsx/b\nN1RiRYkKMlaMYJBDOBwNbmhUUkG6GiULGSuC2xcCy4qxoliF1zp60dpsQo1Zh5dOTI5mitXfTk8A\nZUW0MH+6pAxmfPvb3+b/vWHDhoycDCFkYVQKMT80XiGToEjLQq2QzvxBknGzHW1D0ifxxvD/7G4S\nlBexKNp7M2b3QioRQSWX8A3wsQkf/IEwzt0dVfG701exY71Z8Hm9RgpwQCQCHNzVgFAojPWNBqwy\n6xEORyCVMOA4CLZxW2XWzzpYSZafviHhFKT4rU8d7gBOnxtAi8WArps26LUyBIMhtDaboNPI8Orp\nXuzaXIkHN1ZhcMSNcDiCc91W3Le6TJhv1VIUalm8f/4W1jWuQIvFCGOREm+9fx3bN1RizCFcRHTA\n6sLODeVUf+WYVD3TggWQ7wY8Hrm/GsFwBCq5FLesbgRCERgKFFPyjUYhxc1hJ0btHEoKFBgccfMB\njqv9drCsGC+f7IFWyVL9RpZULAAbv5jnyY/7cHBXA9y+ELquj+LBTVUYtXvR2lKB26NuGIqU8Aci\nGHN4UVKgRGe3FY/cXy0oBzqVFL5AGPu21UGtlODUx31w+0LQqlhMJIyCi9XfRVo5TMUUzEiXlMGM\nPXv2ZPI8CCELEGuAeP1hwfPeQBiBYCjFp8hSohvYzEu8MewbdgkCCwpWApVCDLVSCr1GBmNhDQKh\niBuNXy4AACAASURBVOA9sUYMAHxwYQgtFgNUcilWlKhgm/BDJY9uyXb9tgPGIhVWmfWwObxw+8MQ\niQCxSITdrTXw+oMIhiK0VSGZVlWZTvD43rpiVBu1kEpF+P271wQNcyAaRHv7ncto31SJ1mYTCrVy\nwToHrc0mfHBhCNs3VEIpC8EfDMPu8uON96KL1dWYfSjUysBw0XVdKkpV0ChZwW4n0d57qr9yzXRT\nG2NtiBtDDjCMCA6XHyvLdRiwuqBWsDj13jW+R7tAI4MvEIZYzCAUDuD4mZt4clcDRm0ehMIRvHVG\nuIND4rEIWQoNFTp8dc9qXEtYo2po1IPWZhNMxWq8fLeuVMkl+PKuerg8IbzyR2H9OTDiglg0+cM9\nYvfivfODaN9cBa8vhLrKIqy1lKFQI4O5RI03445VY9JhlVkPU7ES9WYKAKdLymAGISR3xHpcdm2u\nEjRsd22ugrFIMc0nCVk+Em8MKxLm8QdCYRSx0aHU1wYn8N75QWxbJ5zr7fWH+Dmz7rvD7/e21eKN\nd69hQ5MRf/hr9KZwb1stTnxwE49uqYHbHx3R0b65Cq929AIAtq0zw+UNYnDUi3qznoZgk6Q2NBmn\njoDggI8uj8DtCyEQCPM3mV5/CMNj0W241UoWJz7qw6YmoyA9rz8Ety8EnUoKGxeBXiPDm3+9zr/u\nD4YhFYsRiURw6EAz3+DWKmkURq6bbmpQrA0RvxNO35ATkQgHpyfauxyr73ZuqgQrEUHEMOi/48ff\nb6vD2x/cwI4NVXj302t8mvGjiGgaEllq3f0O/Pz1C4KFbYHojjvvfHADss+J+bpUIhbB4wsL1s8C\nJn//341rZ+9urcFjD9Rg1ObF+5/dRuPKIphKVFhXXwIAU+pv+q1PPwpmEJIHYhVuaYFwTmuJXgaV\nTJzsI4QsO/E3hjoNC7cniKd334OhUTcmPAGIRQz6rBNQyaWChni86hVaOJzRhe68vhDqKvSwu/zY\n80ANRmxerG80oKGyAKN2L3ZvrcFf/zaAgZFoz8/gncme0VA4grNdVpztssJYqKBeS5KUSDR1BMSl\nfhte/8tV7G2rhYwVg2XFfBB7//Y6bF9vBsBhfaMBplI1cGkyveoVWtyzshASMQOH0w+vL4S/31aH\nUYcXrFQCp9uPUbsXlqoCDFhdYBCdEkejMHLfdFMbY6M2YvVeIBBGmONwY9CO9vuqBekUamWQScXo\nujaCDy5Fd4F4/MF6jNg8gh0cGioLYCxUYpVZTwEwsuRieTy2PoaClaDCqMaJD25g3/Y6RMIcNt5T\nBjEDhCIcbo+6UWHQCEal1Zn1sE34sHdbLby+EDRKKViJCK/95Rqf9yuMGpQVKvigBdWdi2/GYEYk\nEoHo7nCa8fFxFBYWLvpJEULmJrbwp0jECNcAEDMIRiJLfHaELL7ptq2Mid0YApiyreTxN25gfaMB\nFQYNJlx+VBg06Lo+BhEDHNhRj95BOxQyCd56/4ZgaL9WHZ0XO+EKQCoR8Q2f2P+jw1I9CATCWF1b\nhAqDBiIxI+gNpyHYZDY4jsPlATsG7rjwubpSjNq94DgOUqkYxToZtq2rgN0VgE4tw/+ejo4A6ro+\nhr1ttbA5/dEpAO/fiK6poWIRCEYAhkHvoB1VRi1+/260QX5wV8OCt40m2We6qUGxURt6FRsdcl+i\nxqjNg61rzXj97mKGXn8IFQYNbBP+6L/L9Hww48bQBKqMGnzpC3VweYPw+kN4raMXbl8Ihw40U280\nWXKxPB4bYXToQDMaK/XwB6Pbrb/yxx6o5BLBCEqVXIK9bbXotzqxyqzn60ggOrpSKZdgaMyDBzdV\nweHyo6xICYk4mttp0dvMSRnMsNls+MY3voHHH38cDz30EADg2Wefxfj4OH76059Cr6coKyHZQqOU\norXZhOExr2CaiUpeSdNMyLKQanG7ZG6PuvnGuVImgdsTxKEDzRge9+LaLTsUcglOfHgTj22twUsn\ne7C+0SDonYkfteELhPHRpWEA0eGmAKCI27ot9t5VFQXYZCkFAwZdfTZBDyYNwSaz0dVvx9nLd/it\nfb3+EOrMekTCEWxda8b//Dm6c876RgP/GbcvBKcngI8vDvF5rlivwG/eucy/p7XZhMERN7ZvqIRW\nJcXQCG0bvdxYKvX4x0caEQyG8dsTPfj8mjLUrNCh+25dJVhbSCaJTq/bVss/t6JYheFxD2rLdQAH\nvP3BTf41yj8kG1gq9XjmqQ3o7bcJpnzcHnGDuRtzaLEY0G918p9x+0IYd/hQadTizrhw5FEoHEEw\nxOHU2QG0NpuglEsEwQ4KAmdOymDG888/jy1btqC9vZ1/7sc//jF++tOf4oUXXsAPfvCDjJwgIWRm\nEy4/WIkIGqVw5xK1koVMSrPJSP6bbnG7RGqlVNA4f3p3E5oqC9BYqYdOzaL3lh1uXwiDI24AmLKv\nfIVBAwCoMmrx9gc3+Od9gRCe2FmP3787OW98RbEarc0S2Jw+vpeGdrIh8zFgdcHrDwlGBp3tsuKJ\nnfUYcXj49yXm12AoghaLAVKJCIVaOcbsXjz5UAMcriC/HkKpXo47dh/c3gCCYeGWwxRsy38MGHAR\nDj390SmrEpEIA1ZX0rrvxIc3AQBuTxAPbqyARsnCFwhBLGLg9gRp216SlRgw2Ly6DLVxa2VxHAdT\niQphLlrnxa+JFRPmOIzYPDjXbcXu1hrcHnVBIZOgs9uKTavLsLetFu/+bQA7N1cJPkdBvMxJeZdz\n5coV/PCHPxQ8xzAMvv71r+Phhx9e9BMjhMzeimIVbo26ob07QiM2zUSjlGLc4V/q0yNk0c2lAe1w\nBpI/5v5/9u48vq3yzvf4V7IsyZK87zG2k5DNCRnqbJRpMSRAG8qdGzJhOpOwlHndptuF29syXDrA\nbLd3Btop022aKaWvC5Sy9A4pS9pAWpaGoUBD0pSBLCQhiW0S2/FuS15kWef+IaToyEu8yFqcz/uf\nRIuf8+jodx4953ee8zxS/+CQBv2hVYEKc0Nz0ITvsXU5bcp122WxSLYMq7KcGaYrNbluuzJtFl21\nplr9g0Ma8A/rxT2hZdq2blgWeR8rQWCihoOGDtR3fjjPi0OuTpv6YuZzOdLYFUmwSaF4veGTi9Xe\nM6C+gYD2HGiWbyC0ZOvO357Q+kvnyjcQ0LOvnk26XbW6UtVlHv2/F0OjO8K3oow238FEbulC+mlu\n74ucyO091KINl1+oZ3e/H+lTLKzM07NRV56L850aGgpqx2sntKHuQj277319YeNykrVIGwcbuvTU\ny0e1blVlZPWnX/+u3nRbVTh5t6HuQg19ONdV2FAgqO2vHNOfrVuoZ35jXl0qN9uuw42dOtlEOznT\npnTJ1mplLTkgldRU5+m9xi51+QZVnJel9u4BFeY61eMbVH6289wFAGluMh3o2MRHZqZVhxs61eXz\nq6HFq4wMq65aXamOnn7ddM0SNbf3qTgvS1aLoVOtfXrl9x9IkqxWmZKH/f6AXt7boLbuwdC9tusW\nyuWwqbLUo0tqimf082N22nOgWfc/sV9up01rlpXJ48pUdbl5Urpct13ePr+uX7dQvb5B5bgdcjky\nFPQ45M7KVF3tBSrKc6qtq1+fuKRaL7xxUkvnF5q2EzSk4lynvrBx+Tln3p/MLV1ID4ZhqLTApV/+\n9rg2rV2g9u4B2W1WbbziQjW196msIEe/evNk5PamOUUedXn96h8c1sa1C9TrHdRN1yyJxAzJWqSK\n6ORrfp5Tvb2DmlPkVk11nhpbvPINBCK3UoVXM8m0WVWcn62+/iFd+7F5smVYZLNZ1NTep01rF6ij\ne0DDhqF9h0Lt8MnmHvkGAvJkZWr10lJlOWx6fNd7puQG7eTMGTOZUVFRod27d+vyyy83Pf/qq68y\nCSiQagyprNCtwaFh/WTnocjTN1+zRL6+oSRWDJhZsVeJP7nmgnNe/QgnPo40dqnb59czu81XVCRF\nlii8ft1C/XpPg/5s3UJ1+wZVkHs2OWizWk1LtN10zRJ97OIL1NvnV0WRS5f/URlXYnBO4410qG/q\nlhS6l/uVfaEkmttp0y3X1qi5o08F2U41tfv04luNkfLqaivU7ctQYNiQ1SLNKfaoqc2n0kKXhoaC\n8g2MHEodGA7qZJNX69dUnrPDPZlbupA40xkxc7ChSydOd+sTl8zV4796L/L8prUL9NJbjbph/RK1\ndQ9G2si62lD8nH1cIY/LTnuHlBObfF278gI9/usjun1zbeTCxu/ebYpM9FmS71J7d7+2fziJshQa\nldHV64v83l/+Yf8gLDxPVn62wzRfTPT8WrSTM2fMZMYdd9yhz3zmM/r4xz+uiy++WIZh6J133tGr\nr76qBx98MJF1BHAOBxu69Piuw7pydaXpSnGXd1BLqhjiidlrtKvES6vyxu3Uh68cNrZ4teO10JwX\n/g9vLQmzWkIrA/X6QrdpdfQOyNc3pMIcpz591UL1+PzK9zi0duUF8vYPKcthU1tnv/oGA9p7qEVf\n2Licjj0mZLyRDnPLc+V22pSf7dTHLi5XWYFbp8541eX1a+/BZl1yUbksFnOc9Q8GVJrvUrd3UMX5\nWaYE91WrK/VnVy7U6TavNq1doFNnvKoszVZX74Dmlk9sbgPmREhNUxkxE06AvHu8Q8X5Lh0/1W16\nvdvn14a6C+XIDI1WCxpStsuuXE+m6WSvfzCgHp8/tnggacKxfeBkh+n5cHvZ2OLVJ1ZXaOuGZTrd\n6pOvf0hvHWzRwePtuuwjFaa/GRgMKNNmjfzezy3P1uKqZerq9Ss/16le76Bu31wrW8yNC9GTgdNO\nzpwxkxnz58/X9u3b9cQTT+g3v/mNLBaLLrroIj3zzDMqKiqa8gYHBwd1xx13qL29XR6PR/fdd5/y\n80c2th0dHdq8ebN27Nghu90+5e0B54PwULn8bKee+4+zExLefM0SDbMyK2ax0a4SSyOXXu3u9Wth\nVb7ml7kjSYbcbEfkPRUlHunA2XJKCrLU3N6n194+HXqc59KpgFen2nyRKzI3X7MkcrVcCl3xMSRd\nvuKCEUuzMc8AokXHQ2ZmhtxOW2QugugreGuWlWnLJxfrwWcPqK62IrJkoBS6Gu602+SNGX1XVZqt\nna+H5jFo6ew3vebtG1JZoVu/fbsp8pzdnqFX95/SHy2YWN+OORFS00RHzETHXm62XQ8+G2r4wstQ\nhldnkkK3MIVjri7qavS6VZWm+YKyHDYtqiQOkBoMw9Cbh8/owWcP6LrLLzS9lu0KnVNWlnp0qKE7\n0rbaMkKZCN9AQEV55lUASwuy9JOoFaCyXXa9vLdRt2+u1RWrqnTmTE9odFOTV1s3XCRfn1/lRW5l\nWKWyfBft5Awbd86MkpISffnLXzY998EHH+hf/uVf9NWvfnVKG3ziiSe0aNEi3Xrrrdq5c6e2bdum\nu+++2/Se1157Tffff7/a29untA3gfFNV6lFRrkPDwaCuX7dQPb5B5bod8g341dk4yNA2zFqjXSWO\n7dT/4WhbZI6B6KuVvj5/ZCSTr39IdbUVysiwqLzAraFAQMV5WVq9tEyFuU4NBoZ0QYlbz+4+HinX\nN+DXDesXq7m9T0OBoDKslkhyY+frJ03bYp4BRIuNh+gTxegreFarJTJBbX/MxJ9+/7D2vHtaV62p\nVkm+S739frmzMtXc7tOqmlJ9cKZ3xKiN+Rfk6unfHFNdbYWsFouCUfd9T3QYNHMipKaJjpgJx57b\nadMlF5VHnvcNBNQ/OKQb1y9RU7tPc4rc+s3ehsjr0fFnGIbqaiuUabPKk2WXr9+vDKbTQ4o42NCl\nPxxtkyT5/YHIPDCFuU7leTJDIzir8/TivlORtrAkzxnpD/QN+LXlE4vV0tGn0gKXBofMCWPjw9VP\nwn2N8X7fl1TSTs60CU0AGgwG9fLLL+vJJ5/Um2++qXXr1k15g/v27dPWrVslSXV1ddq2bduI92Rk\nZOjhhx/Wn/7pn055O8D5pKY6T9f88Tw9GpU5rqut0Jwit5x2rv5i9hrtKnFsxEcP9QyfsBmGIbfL\nrlf3H5F09h7YTWsX6PFfvac/u3Khtr98NPJ3m9Yt0KA/aLoaObcsV0ur8/TmoVY9+Oy7Wr201LTd\n6JND5hlAtNh4yHXb9el1C0e9ghc+SY2d5+LCC3JVUeLRQ78M3Uayae0C09D/TWsX6IU3TqqutkJZ\ndpuqyjxqauuLTHYXe983w6DT23gjZqJXxen3h9qwlTWlGo4ZuhmURT99wdyPaGwNLfsbXjFnTpEn\nskpTXW1FZFWcgmwnJ25ICdHLCvf7h7XzjfrIa9GJhuhl2lcvLY1c9KgqXWCaO+aGTy4OzQuTlSlv\n/5D2fDh6KTfbrmDQ4Pc9ycZNZrS0tOhnP/uZnnrqKVmtVvl8Pj3//POqrKycUOFPPfWUHnnkEdNz\nRUVF8nhCP5hut1ter3fE31166aWSzma+AIzPIoua2/tMz9kyrLJapcoSV5JqBcy80a4SR3fqc7Pt\nenzX2U5J+IQtPM9M+EpMeaFLa1deoI7eAUlSR8+AaTunWrwqKcjS1g3L1NjiVVmhS01tPlkkXVJT\npBxXrc509ZtWmYg+OWSeAUSLjYdFlXmRGDYMQwcaQieeC6vytaQ6V7dvrtV7DV3atHaBTreFrpp3\neQc1HDzbTzp1xtyfOnXGG0lcbN2wTJfWlOpgfad+8dvQ63sPtWjrhmXqGwiorMDFMOg0N96ImfCq\nOFIocSuFRlocPN4eaQMXVeapt88874Utw6p1qyoVGA7qhTdOyjcQ0KZ12Vo6v9C0bKVEm4bUUVXq\n0cv7GrRp7QJ19YbmvQqvVPLu8Q5ZFOonRC/THp0sjm1LO3oGtHpJiWqqc/W7Q62Reeke3/WeivPd\n/L4n2ZjJjC9+8Yt67733tG7dOn3729/WihUrdOWVV044kSFJ119/va6//nrTc7fddpt8Pp8kyefz\nKTs7e7Q/laQRwyPHU1w8djmTEa9y4lnWRMvp7Jz8wVNQ4Jl0PdN5H6WSeNd5TrHb9Lgwxyn/UFAW\nq23G9s9M7/dEfK+z4TMkSjp9HyXFOZJC68DbbBlq7+6Xr39IDrtNhYUeNe8/FTnRk0JXG+cUueVx\n2/XK3g8i99WG2e0ZKi/y6IGn31FdbYUe/uXZSRXvumWNrlhVpWDQUGVpjuqbulVdnqtLlpXJag39\njl1W6JHdkTnqa8NBQ3sONKu+qVtzy3O1Juq1mdxHySo/0VJxf40XD2+802QashyOL6cjU//48B7T\n3BmX11ZEOukFOeZluCtKPFpthJYJ9A8Nq7g427TdueW5MmSovqlHTkemigqzx4276UjF7yCVTebz\nTKT9eClqBM7eQy266ZolkqS3DrZElqRcsbhkxN8FhoPad6hF6y+dq9VLyxQ0DJXmu+TMzNC8Obla\nXJ2v+qaeSCy9tP/UhNqweHxuykwtydgnY8X+ZYUe9Q4E9MDT70SSd9Erlu36Xb3uvmWNCnKdWr20\nVC6HTQeOt0VWNFlQlWeaO6Z2cakuXR66Jatvf5PpokV9U7c+fdXiMdvzmfjcs7nMqRgzmXHmzBmV\nlpYqLy9P+fn5slgsk0oujGXFihXavXu3li9frt27d2vVqlVjvncyIzNaW3unXbfi4uy4lBPPsiZT\nTkfHyFEuE/mbydQz3ffRucpJpHjtxzBHZoZpJZMMq9TWPah332/TwvKZacTi/RkSWX4itpGI8hMp\nHb+PA/WdOnC8PdKJ+eVvQ3NZVBS6IseLy2HT4socLanMlyFDns21ause0NqVF8hisSjbZVdxnkP9\n/aPPXbDvUIv8g0O6bEWlFpR5tKAslFhubze3yWO9dqC+c8LzaaR7zIa3kUiptr9iJ4O9sMxtiodj\nDZ2m9x9r6NSCMo/ml7l1++ZavXv87Oz8ew+16LrLL9Rju96T22lTXW2F3M5MFeU59fNXjkVui1q9\npDZSz3AcTibupoOYnbzJfJ6JfI9zy3Mj//cNBFSSl6Wl1XkqycuKjGB74Ol3omLIpsLcLJ1o6tbK\nmlK98MbJyMlgeELDE6e7VV7g0rraOTpYP/05gWbiezzfy0ykRO0T8wS2Dj2+63CknYuOu87u0OjK\nvYdaIvO7RDvZ1K3HdpmXIQ6PPlq5uDiyfHuO267hoSGdae2RRRaVF5hHO1eX56q93Tvub388Pvd0\npFOZUzFmMmP79u06cuSIfv7zn+vGG29USUmJvF6vWltbVVxcPOWKbt68WXfeeae2bNkiu92u+++/\nX5L08MMPq7q6WmvXro28Nx7JE+B80djiNd3/vG5VpX73btOImZyB80H0koO2mJnpwveU7zvUopU1\npeobDKjTOxRZfWRZdSip8eYhq/5wtE2B4aBe3FOvLZ9cLGnk3AX9/oC+9cR+2R2Zkc7MZHC/7fll\ntMniJEWSG/PKRx+yHI5Ni0JXFqXQiWnTh7cYhkcarV5aqlf3f6CVNaXyZGWqpjp/1FtIiLvZYSLf\n45plZab5NGqqcnWw/mxC7cgHXZJiY+iUVtaUymnP0Mqa0shEsQ5Hxoj4JZaQKGNNnux22tTc0Tei\nHQ3H9Ka1C0zlxC4l3Nk7qKXzC5XlsOlMZ5/mledGlm6XziZKYuemuWRZ2bSSF5i+cefMWLRokb72\nta/pr/7qr/Sb3/xG27dv11VXXaXLL79c3/ve96a0QafTqe9+97sjnr/llltGPPfSSy9NaRvA+SjH\nbR4WX5jj1MqaUlUUMWcGzj/RHZ7wMNOw8Ion0cNO3zrYohzX2as6FoVWkYgeTtrd69ftm2vV1ObT\n1g3L1NAcmkwv3Mmvb+qeUjKD+23PL7Enfkcau0Z0msOd5QVV+bqwzHwLYU11nv7i6kV6/1S3aXLb\nsCyHzXRSWlOdP+oywMTd7DCR79FqNc+nETuaI3zbSVh0DP3pFfO1fH6hct12dfv8On662/Te8Mnj\nueoAxENs+xkeKbmyptQ00iK6Hc3MtGrXmydN88OUF7i0I6qcwHAw8ntfV1uhoUDXiO0u+7AtjT6W\nZurWPEzchFYzsdlsuuqqq3TVVVepvb1dzz333EzXC8AkZVhlvs0kQ1pclafFrP2O81B0h2fvoRZ9\n+sqFGhwKakFFTmTFkxPNPSP+Jvpq4mgd9OhOTK7Lrm9FnRBURw3lnozxViHA7BMbV7GJ6MYWr9av\nqdSy6vxRh/JaZNEFRW49+evQSjxup01bNyxTd69/xIS3WQ7bmFfJw3HX3NHHBKBpbCrtR+wJoa//\n7DLVsRN7zivP1bLqfDW2eLXjtROjJodpw5Aose3nRxYWaV5ZTmSVnrDodvRgfafaugcjFy/qLp4z\nImbbuvvVPxiaY2jfoRZdd7l5JAcJutQ1bjLj/fffV3Z2tkpKSvSjH/1Iv//973XRRRfps5/9bKLq\nB+AcwsPpHfYM0/MuZ6YuqSke9YocMNtFd3h8AwFVlnh0xaqqyIlhTXWeuvuGRqw+El6+sKrUE1lF\nYqwO+pKq3MgIjaoyj1bXlKqz0zfpuo63CgHSR+xcGDXVeaO2v7Gd6JhbuSfUaa6pztMdW2p1ur1P\nPT6/cl12fbSmJPL6H462RTrlX9i4fNQywnEXfVwg/Uyl/Yg9IZxXnqvCXL8amr0qzsvSFzYuj8Rn\nhlV6YU+jcrMdcjttkTkI8rOdUclh2jAkxujLsVt0sL7TNNIiuh0dLXFrBA319PnV7fMrt29IZflZ\nemTn2WWJK4qySNCliTGTGT/84Q/15JNPKiMjQ2vWrNEHH3ygq6++Wnv27NHf/u3f6pvf/GYi6wlg\nDOHh9JXFLl2xskqNZ7wqzHXquVffV77HQecC56Vw5yU8gZfNKgWjlrG0yKKP1hQrx1Vr6rR/87GR\nk9iNdQwdaujWg88eiDwuzndHbjOZ6IktZo/R5sIYLXZiT/wMGaalhMNL/taM03m2yKKgociw6h0f\nbm9pVZ5yXHaVFbiU43boo0tLGJ0HE8MwZLVKN3xysXp8fi2qzFOGVaa27PbNtVq/plIH6jsjbaLb\nadOfXblQTW19qirL1qf+eN6UkrfAdIyVOBtrdFD0b/HCqnzNL3NLhvTagRYdONEhl8Omx3cd1g2f\nXGz6+8WVZ5N0SG1jJjN27Nih559/Xn19fbrqqqv0+uuvKysrSzfccIM+9alPJbKOAMYRHi66oKpA\nj75wNqu8duUFTMKF81Y4cRA9F8FdmeYJOmM7RS/saTSVca7jJ3aodnjODMMw9ObhMyNODjgWZ7ep\nToIY3WGOTYaElxie6PZGK2MySTSScLPfaEm3k02jx250jK2sKTUtSV2c74q0d8QMkm2sJMdYEy5H\nx3JdbYXqm7369BXzJYXiP5xQJpZT35jJDJvNpqysLGVlZamyslJZWVmSpIyMjMj/ASRfeLho7Oo/\nFouFe/xwXhsr2TCWyU5iF/v+8JwZBxu69IejbSPqQjJjdpvuJIhjJScms73priox0dElSF+jxchY\nsRv9fOyS1OH2lJhBKptIu9o/GNDiqjxiOU2NmcywWs/exJmRYb4XnyVTgdRRU52nrRuWqbN30PR8\naT4TuuH8NlayYSyTncRurCXaGlu8I5ZvJbE4+013EsTJJkNGv3fcLB4JFTrzs8tocTZW7EY/n5vt\nMM0xFG5PiRmkstHiPbadXDavQJfUFOtXe06ZnieW08OYyYyTJ0/q5ptvHvF/wzBUX1+fmNoBOKfQ\nvf8leuu9NtNqJhdekMvwOJzXJrse/GQnsRtribaqUo9++fqJyPH4kYVFJBbPA9OdBHGyyZDRtpfo\nhArSz1gTKI4Wu9HPGzJMcwyF21NiBqksOt6jl7oe7RggltPTmMmMBx54IJH1ADANFlm0enGR3E5b\npHFevXT8EzdgtkvWevA11Xmm1QCWct8tJiAeK0IkOqGC9DPVGBmrPSVmkMqi4zZ6qevJTCKK1DZm\nMmPNmjWJrAeA6Tq7UAOnTTgvpcpEdCxTiFipEpvnQuzOfvGORWIGqSo21i8rHH+kBbGcnsZMla0r\nZgAAIABJREFUZgBIL4cbu/TW4TPqHwyopbNPTmem5jNEDueRqUzelS4nmUhvU51Ybjho6EB9J/GJ\nuBkrFmkLkY7Gi9vYWLc7MsedBBzpiWQGMEs0dfTp1f1nJy+qLssmmYHzylQmopvMSSadfUzVVCdJ\n3HOgedz4JCYxWWPF4lhLWBJbSGWxcbt1wzJ19/pVVepRU5vP9N5zrWiG9JTwZMbg4KDuuOMOtbe3\ny+Px6L777lN+vvkH/eGHH9bOnTtlsVhUV1en//7f/3uiqwmknY4e82ombT0DSaoJkBxTmbxrMieZ\nLNuGqZrqxHL1Td2mx7HxSUxissaKxdi28Ehjl3a8diLymNhCKoqN2z8cbYusurN1wzLTa+da0Qzp\nKeHJjCeeeEKLFi3Srbfeqp07d2rbtm26++67I683NjbqF7/4hZ566ilJ0ubNm3X11Vdr0aJFia4q\nkFYKcp2mx0U5zjHeCcxOk528yzAM5WY7TM+Nd5LJEoSYqqlMLGcYhjxuu+m52PgkJjFZ0bFYXeZR\n0JBe2NM4oi3MiYk9YgupKDY558nKjPy/u9c/qRXNkJ4SnszYt2+ftm7dKkmqq6vTtm3bTK/PmTNH\nP/7xjyOPA4GAHA5zAwtgJI/TZlqa1eOyn/uPgFlkspN3HWzo0uO7Dk94CVWWbcNUTWViuYMNXfrp\nzkPjxicxicmKjsUD9Z2RkT1upy0yRL+y1COb1fx3xBZSkdUqU983I2rVsspST1JWNENizWgy46mn\nntIjjzxieq6oqEgeT6hBdLvd8nrNGbKMjAzl5YV+rL/xjW9o6dKlqq6unslqArNCt9cf+b9Fkq/f\nP/abAaixxSvfQCAy18yCilwdrB97/gGWbUMixY666BsYHvEeYhKTFT3PSmZmhtxOm3wDAfkGAuru\n9Wv9msrQ+2QQW0h5J5u8pvni/uTj8/TpdQtHjVkmVJ6dZjSZcf311+v66683PXfbbbfJ5wtNyOLz\n+ZSdnT3i7/x+v/76r/9a2dnZ+vu///sJbau4eGQ5UxGvcuJZ1kTL6eycfNa8oMAz6Xqm8z5KJfGs\n83DQkMNhMzXoS+Yun/H9ku7lJ2Ib6RibY0nW9zEcNLTnQLPqm7o1tzxXa5aVjXmF5VzvjS5/YZX5\nKnmOx2Gaf+CuW9bo0uXlpveUFOdMuv7xRsxOTiL312RidTzDQUP5eU6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sYmcaNfH+28SgpdbHjhjZNa/8dzTWX1Dwa0qDJPm9YuGLG4tGEY2nz1Yh071aUsh01e36DpnPHz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EoMdEU0LTXX8lzvMmoxo+fwQHdzcviPP9pMGM++67T/x/NBrFb3/7WxQXz++5N/lsOoncUqN2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YNSuxmNilAqBGy6xYFwJIrjZ2PBYYUAKEfyEtmyDVApBWxcXYxleUa8cvgS8i061JZmpww0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\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"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": [ "Background on [Citigroup's Stock Crash available here.](https://en.wikipedia.org/wiki/Citigroup#November_2008.2C_Collapse_.26_US_Government_Intervention_.28part_of_the_Global_Financial_Crisis.29) \n", "\n", "You'll also see the enormous crash in value if you take a look a the stock price plot (which we do later in the visualizations.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Using this returns DataFrame, figure out on what dates each bank stock had the best and worst single day returns. You should notice that 4 of the banks share the same day for the worst drop, did anything significant happen that day?**" ] }, { "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": [ "# Worst Drop (4 of them on Inauguration day)\n", "returns.idxmin()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** You should have noticed that Citigroup's largest drop and biggest gain were very close to one another, did anythign significant happen in that time frame? **" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[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": "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": [ "# Best Single Day Gain\n", "# citigroup stock split in May 2011, but also JPM day after inauguration.\n", "returns.idxmax()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Take a look at the standard deviation of the returns, which stock would you classify as the riskiest over the entire time period? Which would you classify as the riskiest for the year 2015?**" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BAC Return 0.036650\n", "C Return 0.179969\n", "GS Return 0.025346\n", "JPM Return 0.027656\n", "MS Return 0.037820\n", "WFC Return 0.030233\n", "dtype: float64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "returns.std() # Citigroup riskiest" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BAC Return 0.016163\n", "C Return 0.015289\n", "GS Return 0.014046\n", "JPM Return 0.014017\n", "MS Return 0.016249\n", "WFC Return 0.012591\n", "dtype: float64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "returns.ix['2015-01-01':'2015-12-31'].std() # Very similar risk profiles, but Morgan Stanley or BofA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Create a distplot using seaborn of the 2015 returns for Morgan Stanley **" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/marci/anaconda/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", " y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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a48ifXVOk+TVftS7oa665hj/96U+ceOKJLF26lD59+oS1XmZmoNbhGov0dI/m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\nm+UO/5kfuQ8duVxV++bh6x1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(returns.ix['2015-01-01':'2015-12-31']['MS Return'],color='green',bins=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Create a distplot using seaborn of the 2008 returns for CitiGroup **" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/marci/anaconda/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", " y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xaRNGby+p6dOdLqWgBoL53XccrkREJisFs+Rl4FGp/uUSJwpryhQAfApmEXGI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\n8PHJ+3hGT3f237v2drzvvYv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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": [ "____\n", "# More Visualization\n", "\n", "A lot of this project will focus on visualizations. Feel free to use any of your preferred visualization libraries to try to recreate the described plots below, seaborn, matplotlib, plotly and cufflinks, or just pandas.\n", "\n", "### Imports" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "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": [ "** Create a line plot showing Close price for each bank for the entire index of time. (Hint: Try using a for loop, or use [.xs](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.xs.html) to get a cross section of the data.)**" ] }, { "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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0vPbaawQFBbFmzRrWrl2LRqPBYrHw+OOPO6ZpuxiSDIs65+Pm7djeffZAA0Yi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76F3qHXIMkyzdoUMSNLszbFzOijFKeeQVVNwjDAbZWIp1djpvpId2wgmRukMPE0vtcg8FoYiW7i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\nfLhpAAAAAElFTkSuQmCC\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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5558ZNWpUrcrmEEo9T22eKvHijStmCr2kz6CG/Sqda0Sb++nXNLo6xbMJZ6XlR2mq0AGu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bank_stocks.xs(key='Close',axis=1,level='Stock Info').plot()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plotly\n", "bank_stocks.xs(key='Close',axis=1,level='Stock Info').iplot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Moving Averages\n", "\n", "Let's analyze the moving averages for these stocks in the year 2008. \n", "\n", "** Plot the rolling 30 day average against the Close Price for Bank Of America's stock for the year 2008**" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qX9t37QDATTl827UN9e+7rgzntbWRNQ59w319MLzXOJzX1pkuA9/WOl4AdDrd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Z9+uXiH2rK7eeDrnHPOOZcEe7TpybCOg5haOoPPSybvlucs27iOxyc8S3Z6Ft8dcgq9C7tTsnYp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\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": [ "** Create a heatmap of the correlation between the stocks Close Price.**" ] }, { "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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Ev599mX5zn/OUhcZEc+vUcSzqfg+v97iXjvf1JzquAb+8t5o3bhnCG73u48T2vax+YmqN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\nRK5CYII=\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: Use seaborn's clustermap to cluster the correlations together:**" ] }, { "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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Msgp+s3AR5fUpeufksH5ODvWpFKlUiopUipxEIlPlp82UMJedttwMgOGDBzCz2WhyXm4O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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.clustermap(bank_stocks.xs(key='Close',axis=1,level='Stock Info').corr(),annot=True)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "close_corr = bank_stocks.xs(key='Close',axis=1,level='Stock Info').corr()\n", "close_corr.iplot(kind='heatmap',colorscale='rdylbu')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Part 2 (Optional)\n", "\n", "In this second part of the project we will rely on the cufflinks library to create some Technical Analysis plots. This part of the project is experimental due to its heavy reliance on the cuffinks project, so feel free to skip it if any functionality is broken in the future." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "** Use .iplot(kind='candle) to create a candle plot of Bank of America's stock from Jan 1st 2015 to Jan 1st 2016.**" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "BAC[['Open', 'High', 'Low', 'Close']].ix['2015-01-01':'2016-01-01'].iplot(kind='candle')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Use .ta_plot(study='sma') to create a Simple Moving Averages plot of Morgan Stanley for the year 2015.**" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "MS['Close'].ix['2015-01-01':'2016-01-01'].ta_plot(study='sma',periods=[13,21,55],title='Simple Moving Averages')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Use .ta_plot(study='boll') to create a Bollinger Band Plot for Bank of America for the year 2015.**" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "BAC['Close'].ix['2015-01-01':'2016-01-01'].ta_plot(study='boll')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Great Job!\n", "\n", "Definitely a lot of more specific finance topics here, so don't worry if you didn't understand them all! The only thing you should be concerned with understanding are the basic pandas and visualization oeprations." ] } ], "metadata": { "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 1 }