{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Google vs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this blog post >> https://medium.com/applied-data-science/the-google-vs-trick-618c8fd5359f\n", "\n", "See another implementation here > https://github.com/ekerstein/egograph" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import requests\n", "import re\n", "import time\n", "\n", "\n", "def get_top(seed, orig=None):\n", " \"\"\"\n", " Get the top suggestions for a given seed word.\n", " \"\"\"\n", " if orig is None:\n", " orig = seed\n", "\n", " params = {\n", " 'output': 'toolbar',\n", " 'hl': 'en',\n", " 'q': f\"{seed} vs \",\n", " }\n", "\n", " # Rate limit a bit.\n", " time.sleep(0.5)\n", " URL = \"http://suggestqueries.google.com/complete/search\"\n", " r = requests.get(URL, params)\n", " \n", " # Get the suggs from the API query.\n", " suggs = []\n", " for s in re.findall(r'suggestion data=\"(.+?)\"', r.text):\n", " try:\n", " sugg = s.split(' vs ')[1]\n", " except IndexError:\n", " sugg = None\n", " suggs.append(sugg)\n", "\n", " # Clean them up.\n", " top = []\n", " for sugg in suggs:\n", " if sugg is None:\n", " continue\n", " if (orig in sugg) or (seed in sugg):\n", " continue\n", " sugg = sugg.replace(' 2020', '')\n", " sugg = sugg.replace(' ', '-')\n", " try:\n", " # Get rid of things that are just numbers.\n", " s = float(sugg)\n", " continue\n", " except:\n", " pass\n", " \n", " # Add it.\n", " if sugg not in top:\n", " top.append(sugg)\n", " \n", " # Stop when we have 5 (or before).\n", " if len(top) == 5:\n", " break\n", "\n", " return top" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['geology', 'physics']" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "seed = 'geophysics'\n", "\n", "get_top(seed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Do the recursive lookup\n", "\n", "...and count everything." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from collections import Counter\n", "\n", "\n", "def get_nodes(seed):\n", " \"\"\"\n", " Use recursion, they said. \n", " \n", " No, I said.\n", " \n", " But I agree that this is gross.\n", " \n", " Going to go to 3 levels.\n", " \"\"\"\n", " done = []\n", " c = Counter({seed: 5}) # Why 5?\n", " d = Counter()\n", " top = get_top(seed)\n", " c.update(top)\n", " for w1, word1 in enumerate(top):\n", " if word1 in done: continue\n", " d.update({(seed, word1): 5 - w1})\n", " top = get_top(word1, seed)\n", " done.append(word1)\n", " c.update(top)\n", " for w2, word2 in enumerate(top):\n", " if word2 in done: continue\n", " d.update({(word1, word2): 5 - w2})\n", " top = get_top(word2, seed)\n", " done.append(word2)\n", " c.update(top)\n", " for w3, word3 in enumerate(top):\n", " if word3 in done: continue\n", " done.append(word3)\n", " d.update({(word2, word3): 5 - w3})\n", " return c, d\n", " \n", "c, d = get_nodes(seed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make the graph\n", "\n", "This is right outta the blog post." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "nodes = [(k, {'count': v}) for k, v in c.items()]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "edges = [(k[0], k[1], {'weight': v, 'distance': 11 - v}) for k, v in d.items()]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import networkx as nx\n", "\n", "G = nx.Graph()\n", "G.add_nodes_from(nodes)\n", "G.add_edges_from(edges)\n", "\n", "E = nx.ego_graph(G, seed, distance='distance', radius=22)\n", "\n", "subgraphs = nx.algorithms.connectivity.edge_kcomponents.k_edge_subgraphs(E, k=3)\n", "\n", "for sub in subgraphs:\n", " if seed in sub:\n", " break\n", "pruned_E = E.subgraph(sub)\n", "\n", "ego_nodes = pruned_E.nodes()\n", "ego_edges = pruned_E.edges()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "edges = E.edges()\n", "weights = [E[u][v]['weight'] for u,v in edges]\n", "\n", "counts = [200 * nx.get_node_attributes(E, 'count')[u] for u in E.nodes()]\n", "\n", "params = {\n", " 'node_size': counts,\n", " 'with_labels': True,\n", " 'width': weights,\n", "}\n", "\n", "pos = nx.spring_layout(E)\n", "\n", "fig = plt.figure(figsize=(8, 8))\n", "nx.draw(E, pos, **params)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "py37", "language": "python", "name": "py37" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }