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@rednaxel22
Created July 28, 2017 16:52
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{"metadata": {"anaconda-cloud": {"url": "https://anaconda.org/rednaxel22/pandasplot", "summary": "Pandas Plot Begining", "thumbnail": 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", "environment": null}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "name": "python", "pygments_lexer": "ipython3", "mimetype": "text/x-python", "nbconvert_exporter": "python", "version": "3.5.2", "file_extension": ".py"}, "kernelspec": {"name": "Python [Root]", "language": "python", "display_name": "Python [Root]"}}, "cells": [{"metadata": {"collapsed": true, "trusted": true}, "outputs": [], "source": "import pandas as pd", "cell_type": "code", "execution_count": 1}, {"metadata": {"collapsed": false, "trusted": true}, "outputs": [], "source": "df = pd.read_csv('GOOG.csv')", "cell_type": "code", "execution_count": 2}, {"metadata": {"scrolled": true, "collapsed": false, "trusted": true}, "outputs": [{"metadata": {}, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x8dbfc88>"}, "execution_count": 3}, {"metadata": {}, "output_type": "display_data", "data": {"image/png": 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U+35IdQGnh/COoKvAQ96mHB1TzwD/N7pe5D60Pzvg9S+5QZoCNFfQviTxfPwA2pkHUbD9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\nnf8UtNUAbI5llMxbJ/JToDaqRcOf96nJa5mKaYO1tdff0jvF2Dc8vjw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TgTkAATAZF4Qq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Af9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\npssY02aMaUV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"text/plain": "<matplotlib.figure.Figure at 0x8dbf278>"}}], "source": "%matplotlib inline\ndf['close'].value_counts().plot(kind=\"pie\")", "cell_type": "code", "execution_count": 3}, {"metadata": {"collapsed": false, "trusted": true}, "outputs": [], "source": "df = df[1:]", "cell_type": "code", "execution_count": 4}, {"metadata": {"scrolled": true, "collapsed": false, "trusted": true}, "outputs": [{"metadata": {}, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0xa8a5a58>"}, "execution_count": 5}, {"metadata": {}, "output_type": "display_data", "data": {"image/png": 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unQmKkX+kbKGISHtgnHPuIQDn3GHn3B5/d4xTLgRmeMetByqA0ane3zB8mjeH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\nwzCMjPD/fxZ9afpFXQAAAAAASUVORK5CYII=\n", "text/plain": "<matplotlib.figure.Figure at 0xa89c518>"}}], "source": "df.plot(x='date', y='close')", "cell_type": "code", "execution_count": 5}, {"metadata": {"collapsed": false, "trusted": true}, "outputs": [], "source": "df2 = pd.read_csv('AAPL.csv')\ndf3 = pd.read_csv('FB.csv')\ndf4 = pd.read_csv('MSFT.csv')", "cell_type": "code", "execution_count": 19}, {"metadata": {"collapsed": true, "trusted": true}, "outputs": [], "source": "df2 = df2[1:]\ndf3 = df3[1:]\ndf4 = df4[1:]", "cell_type": "code", "execution_count": 25}, {"metadata": {"scrolled": true, "collapsed": false, "trusted": true}, "outputs": [], "source": "dfStock = pd.DataFrame(df2['date'],columns=['date'])\ndfStock['AAPL'] = df2['close']\ndfStock['FB'] = df3['close']\ndfStock['MSFT'] = df4['close']", "cell_type": "code", "execution_count": 28}, {"metadata": {"collapsed": false, "trusted": true}, "outputs": [{"metadata": {}, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0xb58be48>"}, "execution_count": 30}, {"metadata": {}, "output_type": "display_data", "data": {"image/png": 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XGcfN7W8GYEqPKYWv93bw5qsbvmL0j6M5l36ONafW8Pmuz02ytsiUSPyc/Ahw\nDjC5+2vdOglkW1Thx9q+PYwdW7VAd7t2UhWfc6W92rZt8MsvZY+LiZHU34oIDob9+6V7cnKypC4n\nJkpdTfyVzPOMDKnyr8p7UiiaA836X8Ldzp3D8YfxdvCuE5+npZkl+Xo+eQV5nEs/x63tbyWvII89\nsXv45O1BREfDPfeI4IR5h5Hzag6W5pYlzjG201hOJJ3gnl/vIcA5gJPJJ3mi9xM1XltEUgTBbsF4\n2nuSnJVMbn5umWtXl/BwqTqvCjY2JV1NxtCuHSxeDP/9r1TqG15fOkZaWapyq1YSuM/Ph+3bZVts\nrAjd+fPy/OJFaR+jUChK0qwtFQ97D6LTovFxqBufhaZpUquSm0VsRiwtnVrS0aMjxy4c58IF+dA6\ncADiMuLwsPUh4bwlB8rxdE0fOB1N0/jh0A8cOH/AJMWKEckRBLsGY25mjoedB/EXyxaDVoc+feC7\n7+QDv7a55RbYskWC8EuWyFz7Tp1k+NcLLxQdFx9/dVEJCCiqgTFMa42JKRIVXVeiolBURLMWFXc7\nqUwr3Vm4NjG4wM5lnMPX0ZcQjxAOxR4j75pn8brha9bsjiIpK4lAd0+6d4fyaqTMzcz5YcwPTA6b\nTEunloWB/ZoQkSSiAvLzMFVcxVCdXhei4u0NM2ZAWJhUtX/3nQTln3xSvjdYHfHxV08AsLcvquI3\niEpenmSJmZuL60uJikJRPkpUoM4sFRBRicuMY/OZzYR6htLJoxPHLhwhu/tMNjk9yqcXbhCRK7Ag\nIUHuvMurmWjp1JJvb/6Wa4Ku4fcTv9d4XVFpUbRuIdFrU4lKcbdTXU1AfPZZid906ybFlbouMZHZ\ns+HeeyXQvm9f5QkArVrJdMlinTZwchLhOn9eRKW8vmUKRXOnWYuKlbkVTtZO+DjWnajYWtjy2c7P\nGB40nFCvUDzsPfC37IrT5U4sGXqYNOtjdPHsWnh8ly7SWr0i7u92P9/t/47c/NzCbfkF+UxcNpE3\nN7xp9LrSs9NxsZFmWj4OPiaph0lIkG7Eul638+PHjhV3l6ZJQH7gQHGFeXlJzCoysnJRmTgRbrjS\nJ7RrVxEQc/OSoqIsFdMRGBiIpmnqYcQjMDCwvn9dV6XBikpurtQQhIdLK43Zs2vnOh52HnVuqayJ\nXMPotqMLt/XKfZ7u2gNc37s95FnjZ9EVb2/4+WepGh8zRsbulkfvlr0Jdg3mi91fFG77/sD3nEo+\nxTub3yFlHXwuAAAgAElEQVS/wLiWu5k5mThYya23qSyVqKiSxYF1Rfv2RYLQunVRKvPUqUVtVSqr\nf3n8cXCVhEC6dClqXmlodqlExbRERUWh67rRjxtu0PnsM528PB0bG53UVJ25c3Vat9YBnTlzdK67\nTo5t315n796y5/jxR51x43S++UZnwgTjr138MXWqzttvFz3/4w+dU6eqdy5jH1FRUfX967oqDVJU\nEhKkLmDSJOnrFBcnhWUgPZ5yc6/68irhYe9Rt5aKpS0x6TH08+tXuM3mzI2M9XsGe1tL7DI7c25f\nF9q0gTvugFGjpJPu7xV4uDRN45Eej7DudNFEyTWRa3io+0O42roaHXAvLireDt7VCtRfKtWBpnRx\nYHX4aNtHHE2QbpHV6Un2448wbpx8f/fdRV2SjZln/8QTMGuWHGsojHR0lBb3SlTql3btJPXb3Fzq\nh375RT4nxoyR5yEhkg5++bJ0PujWrew5WraUrL69e6FHj+qtY9w4eO01eOkl+OsveOQR1Z6nQYrK\na69JgPrLLyWoOmeOZEVduiTtyV9+2XTX+ubGb7gmqJxJUbXEYz0fY2SbkbRyaVW4rXi7j8+GLuT3\nD28pDBSHhkqw2Ny84nMGuwUTkSQjEHVdZ0PUBoa2Gloli6O4qNhY2HA5z4h+J8VISBBX0/nzkj6s\n63D27NXrQSojNz+Xtze9zU9HfiI+Mx7X/7pWuYeSi4vERgx4eclArqsUNxfSsyc8/bSco7ioqEB9\n/TNzJhhmYI0dKzddsbHy97ZqlViUSUkiNN7e5f++/fwkq68motK/v8z72b1bujokJUnn6+ZMgxSV\npUvlzuP++6UXk4MDdO4MkyfLP/U330CKiRrphnqFYm1hbZqTGcHdoXfz171/laiLKS4qD9zSjtMn\nrfj006LXDB4s2UcXLpR/zjYt2hTOQTEULga6BNLSqSUrw1fy1sa3Kl1XcVGxNLckt6Bq5uCuXXJn\nOHWq/JOePFm2M3FV2RqzlbyCPNZEruFoolgrVRW78nCuYo/Q4paKg4MSlYZGcLB4MGJjizoauLnJ\n3+P58xV3OfDzk9ccO1a+JWMMZmbwwQdS4HvypBTN7tpV4y77jZoGKSojR0oGj41N0bYffpB/6P/9\nTwrbli+vv/WZkvx8uVsq7iZq1arkHb6miTl//Hj557C1tMXR2pEfD/1ITFpMYc8yXwdf3tj4Bq9v\neJ0zaWcqXkNBPpfzLmNrKeXrlmaWJQL/xmBIHV66VFqs7NhRPVHJyM6g5zc90XWdY4nHGNdpHIcT\nDrM9RvKBqzqO2RR4excF9pWl0vDw8xOruPjfm5OTNA49fVp+f+VhbS03DEFBpvldWlhAhw4Siyuv\nvqy50CBFpbyhaMHBMqNi0CCZdf7333W/LlMTEQGvvCKCUVxAyyMoSGIUFRHgHMCk5ZMITwovHCxm\nGAh2e8jtrI1cyyc7Pin3tZdyL2FrYVs4AsDK3Iqc/JwqvZcd+zKxmzgWN3edyZMlseCnn64uKlGp\nUWw5s6Xw+XN/P0foV6HsjdtLclYySZeS8HX0JdQzlO8PfA9AWnZaldZlCsaOFVcsKFFpiHh6ikvz\n9Okiq8TMTG5uVq++ej82P7/qu74q4rrroHt3+bxqjjRIUanozsJA9+5lu8g2Rj7+GN5/H959t/Jj\nAwOlkO/SJfjoo7Lm9d6H99LNuxt/nvyzUFT6+/fnmqBrGNZqGF/v+ZqnVz9Ndl52mXMXd31B9dxf\nhzLWcyloKb1HRfDoo0XZal+dfYRjiccKj8vOyy6Mi4z8YSSDvh8EwPnM83y0/aPCQWQx6TEkZSXh\nZutGe/f2nEo5hbude71YKubmRT3IDIH6zExVp9JQMDMTi6O0q6tnT5nGeTVRCQgwvag89JB4W958\nU9zWzY0GKSqVERIitQZZWfJorP7LLVukynv06MqPNYjK++9LYHDfvrLHdPPuxu/hvxdOq5zScwpr\nJ6ylr19fdsfKNKpzGefKvK6MqFTR/ZWTA4kuq7A0s+SWJ7Zhayv1IHgdZMmpb/j7VJFZafOODS+u\nfZF/L/xLeFJRS+GNURu5qd1NtHeTduExaSIqrrau3NL+Fm7tcCs9fHrUi6gUR1kqDZP4eBEXO7ui\nbT16SFzlaqIyc6bEbk1JWJhkgtnYiDeiudEoRcXaWmoR3ntPTM2NG+t7RVVn7VrxAxt7lxQYKF13\nv/gCHn4YbrpJzPtnny06ppdvLzJzMvFz8ivx2lCvUKzNJRkhJi2mzLlraqmcPg0WQVsZHzqeXec3\nA9C7N9BGxCQ+s2R68gfbPiDkixCgqEXO+tPrGdpqKAvGLODOTneKpXIpCTc7N24LuY3f7vwNZxtn\nJSqKcgkLg9dfL7ntzjvFbXnLLRW/LihIfqe1QXlzeZoDjbZL8U8/Qa9ecpd84IAMdmos5OSIe2jp\nUsluM4bAQMlS+c9/JCd+yhSpwVixQtxhAA92f5Cc/ByGthpa4rVW5lb09O3J0cSjxKTHEJsRW6Lf\nWWlRqUpMJT8fHn48i7z+J3lxwBKGzB3Cr8d/Zde5XTwyPZXDCf2JTI0kNz+XGxfdCEA7t3aEJ4XT\np2Ufdp7byXULruNw/GF2DtpJoEsgnTw6FVoqbrZuhddysXZpMKKSnS0ZRoqGQXmWu6srPPpo3a/F\nQNeu8j9+yy1VG+HQ2GmUlgpIlkWPHvIBXVFWVENl0SLpnlt8bG5ltG4t43KffVZ8/GFhEos5d078\n+yBi8HTfp/F2KBuUWnH3Ch7q/hBbzmyh5cyWJeo9LuZerLb76+xZ2HT8CP727QjxCCHAOYDHVj7G\nJzs/YU/sHka0HkFkSiRxmXGFbrCjjx3FytyKHj5iph2KP8SOB3cQ6CLtJ1q3aE14cjjJWcmFc24A\nXGyKRGX1ydWczzxv/A/QRBhEpbKZLArFwIFSGnHnnY3XRV8dGq2ogBQeeXtLJti5sqGCBomuix+3\nuNvKGGxspFVN8SwxKytpIbJ3b+Wvd7V1pZVLK/46+RcgQmKgJu6vmBho3e8wg9tJv7KPR32MlbkV\no9qOYm/cXka2Hcme2D3cvEiGjgW5BGFhZkF7t/Z08eoCQFevriWKQYe2GsqGqA0kXEzAza6YpVJM\nVEb9OIqbFt1k1BpNiaMjpKfL35ufX+XHK5ovw4eLRbttmxRhNhcatag89RQsWyaptvVp5laFCxfk\ng9hQDVxTOnaEEyeMO7a/f//C7KrEi4mF2zOyM7C3KgoQVMVSiYkBa+/TtGkhTbUGBgwk+ulonu33\nLGaaGd19uvPNjd9wMP4gI9uM5N8npE3/y4Ne5vrg6+ndsjeP9HikxDlbOrXEy96L9Ox0WtgU9VNx\nsXEh7bKkFFubW7Mndo/JRx9XhoODFNo5ODQvl4aielhZSeF2Y/Om1IRGLSpeXjIE6vhxmSneGMjM\nlLYfpuraGxxsfIZJF68ueNhJ/5eEiwmF21Mvp+Ji7VL4vCqWytmzgHNUoesKpB/ZAP8BbH1gK1bm\nVoUxHh9HH6zMrQC4q/Nd+Dv7s/PBndze8fYy510wZgGzRs7C3KyoP02AcwARyRHouo6maUzrO42W\nM1sWWl91QfHKeoXCGEJCJB7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vx+1LbuepPk9xZ2dJ/j8ULy2sP9j2Ac/2e5b2bu35/sD3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\nug6LxcRoi79tW+1FXXddaJ853CQlaQy2MMyBREtPJWyzO865GOfccuf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"text/plain": "<matplotlib.figure.Figure at 0xb626550>"}}], "source": "dfStock.plot(x='date')", "cell_type": "code", "execution_count": 30}, {"metadata": {"collapsed": false, "trusted": true}, "outputs": [{"metadata": {}, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0xb695710>"}, "execution_count": 31}, {"metadata": {}, "output_type": "display_data", "data": {"image/png": 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AV5euWJtbV7jB15eP9nzEnug9XEi7wKTlk1h01yIc25XmWM+4eQYA4zuP109t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\ndMwY3e7ZU+s644zsei+5RD+ghmXGjLxlOOssdXUtiLQ07d3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BR0vw2icFKStXasOfnq4T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\nYRhG2DCjYhiGYYSN/wfv1LgbEi0gkwAAAABJRU5ErkJggg==\n", "text/plain": "<matplotlib.figure.Figure at 0xb641a20>"}}], "source": "dfStock = dfStock.sort_values(['date'],ascending=[1])\ndfStock.plot(x='date')", "cell_type": "code", "execution_count": 31}], "nbformat_minor": 0, "nbformat": 4}
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