{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1: Load and plot the data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import operator\n", "\n", "# read data\n", "with open( \"imdb.tsv\", \"r\" ) as txt:\n", " lines = txt.readlines()\n", "\n", "# remove line breaks\n", "lines = [ line.strip() for line in lines ]\n", "\n", "# break each line into tokens\n", "tuples = [ line.split( \"\\t\" ) for line in lines ]\n", "\n", "# remove the column names from the results\n", "attributes = tuples.pop( 0 )\n", "\n", "# sort the whole tuples in terms of country name\n", "tuples = sorted(tuples, key=operator.itemgetter(4))\n", "\n", "# make separate lists for each column of txt file and remove line breaks\n", "ranks = [ int(tuple[0].strip()) for tuple in tuples ]\n", "titles = [ tuple[1].strip() for tuple in tuples ]\n", "years = [ int(tuple[2].strip() ) for tuple in tuples ]\n", "directors = [ tuple[3].strip() for tuple in tuples ]\n", "countries = [ tuple[4].strip() for tuple in tuples ]\n", "\n", "figsize(6,6)\n", "\n", "title(\"Best 30 Movies of All Time\")\n", "xlabel(\"Year of Release\")\n", "ylabel(\"Ranking (lower is better)\")\n", "scatter(years, ranks, c=\"blue\", s=100, marker=\"o\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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a2tK/f38OHTpkpmTieU2Y8AVJSeOATplsVaPT/cKOHX9w9OhRU0cTQhiJ2XseLVq0oFOn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\npahTpxGnT88AOuXTSo+raw1+/TWKWrVqWTOesHPS5yFEHsz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"text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Plot the data by country" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# pick the country names without duplicates\n", "unique_countries = sorted(list(set(countries)))\n", "\n", "# match ranking position to dot size\n", "min_dot_size = 100\n", "max_dot_size = 500\n", "dot_size_range = max_dot_size - min_dot_size\n", "min_rank = 1\n", "max_rank = max(ranks)\n", "\n", "# define plot properties\n", "title(\"Best 30 Movies of All Time by Country\")\n", "xlabel(\"Year of Release\")\n", "ylabel(\"Ranking (lower is better)\")\n", "grid(True, which=\"both\")\n", "xlim((1920, 2040))\n", "\n", "figsize(10,6)\n", "\n", "color_map = matplotlib.cm.get_cmap(\"Paired\")\n", "\n", "figsize(10,6)\n", "\n", "# plot dots for every country separately\n", "for country_to_plot_index in range( len( unique_countries ) ):\n", " \n", " years_to_plot = [ years[i] for i in range(len(tuples)) if countries[i]==unique_countries[country_to_plot_index] ]\n", " ranks_to_plot = [ ranks[i] for i in range(len(tuples)) if countries[i]==unique_countries[country_to_plot_index] ] \n", " \n", " scatter(years_to_plot,\n", " ranks_to_plot,\n", " c = color_map( float( country_to_plot_index ) / len( unique_countries ) ),\n", " s = 100,\n", " marker = \"o\",\n", " label = unique_countries[ country_to_plot_index ] );\n", "\n", "legend(loc=\"lower right\", ncol=1);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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3eenSJebMmsG/mzfz4mU0Bezy0qlrD3p835M8efJkUORZQ9eu3bCwyIZP9yHk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\n6NOnD926dQOgWbNmXLx4kcaNG3Px4kWaN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