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Men's vs Women's Age when winning first Tennis Grand Slam
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| { | |
| "metadata": { | |
| "name": "mensvswomensageatfirstgswin.ipynb" | |
| }, | |
| "nbformat": 3, | |
| "nbformat_minor": 0, | |
| "worksheets": [ | |
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "import pandas as pd\n", | |
| "import numpy as np\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import nltk\n", | |
| "import sklearn\n", | |
| "import re\n", | |
| "import mechanize\n", | |
| "from lxml import etree\n", | |
| "from bs4 import BeautifulSoup\n", | |
| "import requests\n", | |
| "import pattern" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "Men=pd.read_csv(\"C:/Users/Stephen/Desktop/GSMenAge.csv\")\n", | |
| "Women=pd.read_csv(\"C:/Users/Stephen/Desktop/GSWomenAge.csv\")" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 202 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "Men.Date=pd.to_datetime(Men.Date)\n", | |
| "Men=Men.set_index('Date')\n", | |
| "Men=Men.resample('A', fill_method='ffill')\n", | |
| "Men.plot()\n", | |
| "Women.Date=pd.to_datetime(Women.Date)\n", | |
| "Women=Women.set_index('Date')\n", | |
| "Women=Women.resample('A', fill_method='ffill')\n", | |
| "Women.plot()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 203, | |
| "text": [ | |
| "<matplotlib.axes.AxesSubplot at 0x1211f2e8>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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EuLg4bNu2DdHR0TJfDdZEzhKpr+e1pp6mjVRiibz2Gq9yEfPBBYxaDspX/PAD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\njV27dgEApk2bhsmTJ+OOO+7A559/jpU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| |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11f46f28>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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wYN+69Ob77z3riooCjEp0pX6OPGEM+Ppr7/NVeGuviAggJ0e6d8zTEnFur3Pn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\nh0hPT3c8wsLC8N133wEAiouLMWzYMPT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| |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x1275fb38>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 203 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "Men.join(Women).plot(colormap='cool')" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 213, | |
| "text": [ | |
| "<matplotlib.axes.AxesSubplot at 0x14888cf8>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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SGZpIIJCzz1SQLknlkqhospnEdtmzExhuWDbaFVTxzP4DUNMO8n0MOqpcr1cB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\nD/gZwT8umpSn1yFDEomahq2br2LXAWB7d2jqMcL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| |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x14866a58>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 213 | |
| } | |
| ], | |
| "metadata": {} | |
| } | |
| ] | |
| } |
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