{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "\n", " \n", "___" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Finance Data Project \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": 4, "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. \n", "------------\n", "### We also provide pickle file in the article lecture right before the video lectures." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [] }, { "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": 7, "metadata": {}, "outputs": [], "source": [] }, { "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": 8, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Set the column name levels (this is filled out for you):**" ] }, { "cell_type": "code", "execution_count": 9, "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": 20, "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": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "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": 58, "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": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "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": 60, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "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": 65, "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
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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": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "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": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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+oijKbcDZOfafl9bW1qU4DO3t7UtyrKU6zkKP5XK54NXeBR3/5ptvprGxcdmu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\nqm1sndX2I+dO6bfuaFFbW1uBa2YvnZ2dBU/h5jtu93VX6PGfd6fv3/7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LH3qfS/G6stiMW1nSRHD27Dnt5N0ImCWhdIMxl06NvugtmoRygcU8tMADg8YMOTn9uiKedyndOW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LfbMHTDg6YGK6b9Hmg0GqyrNsBeZ4EvOD+eNhqV5IrPtuYauQuX+iIbdnoUBcGZC27UWStY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\n9Q6OULEoF44bdVicDivNF8aWl79waZCPvF/R2NKD1ZrFpf5h1GIXv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* See solution for details about Citigroup behavior...." ] }, { "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": 75, "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": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "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": [ "* See Solution for details" ] }, { "cell_type": "code", "execution_count": 76, "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": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "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": 81, "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": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": 88, "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": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Create a distplot using seaborn of the 2015 returns for Morgan Stanley **" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/marci/anaconda/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning:\n", "\n", "using a non-integer number instead of an integer will result in an error in the future\n", "\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Create a distplot using seaborn of the 2008 returns for CitiGroup **" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/marci/anaconda/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning:\n", "\n", "using a non-integer number instead of an integer will result in an error in the future\n", "\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "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": 16, "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": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0vPbaawQFBbFmzRrWrl2LRqPBYrHw+OOPO6ZpuxiSDIs65+Pm7djeffZAA0Yi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76F3qHXIMkyzdoUMSNLszbFzOijFKeeQVVNwjDAbZWIp1djpvpId2wgmRukMPE0vtcg8FoYiW7i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\nN23vfc7fP35s8W92s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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "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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5558ZNWpUrcrmEEo9T22eKvHijStmCr2kz6CG/Sqda0Sb++nXNLo6xbMJZ6XlR2mq0AGu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\nnir5onXVrLlsFo0tB1iwZBnRZIqH9jRjUxVuX1KNboDHbsZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "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": 141, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 141, "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": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Create a heatmap of the correlation between the stocks Close Price.**" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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crgoxM6hJPfrE1eH3AgvP/5LOsptbe5bxtQKbnfCgkn+DUV8Sc2aBhWWb05jT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\nFKWinDXkJHVF+PxqCiFEBDAQGAyE4b4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Tc4HVuO94IpAApANzVfXZKMa3BDdc4moRSQF2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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "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": [] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "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": 125, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "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": 126, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "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": 135, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "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 }