Blog posts

2020

Recipe_network

10 minute read

Published:

{ “cells”: [ { “cell_type”: “markdown”, “metadata”: {}, “source”: [ “# Cocktail Recipe Network Analysis\n”, “## Introduction\n”, “One of my friends recently acquired a poster of 100 cocktails and the immediate question is where to start and how to proceed. Well, clearly it’s easiest to move between recipes that share many ingredients. One way to visualize all of these interactions is using a network. A network in this conext is a collection of nodes (cocktails) connected by edges. Not all pairs of nodes need have edges. In this case, edges exist between two cocktails if they share any ingredients. Furthermore, we can weight these edges according to how many ingredients they share.” ] }, { “cell_type”: “code”, “execution_count”: 2, “metadata”: {}, “outputs”: [], “source”: [ “import numpy as np\n”, “import pandas as pd\n”, “import networkx as nx\n”, “from fa2 import ForceAtlas2\n”, “\n”, “import graspy\n”, “from graspy import embed\n”, “from graspy import plot\n”, “\n”, “import matplotlib.pyplot as plt\n”, “import seaborn as sns\n”, “%matplotlib inline\n”, “\n”, “import warnings\n”, “warnings.simplefilter(‘ignore’)” ] }, { “cell_type”: “markdown”, “metadata”: {}, “source”: [ “### Load Data\n”, “\n”, “In a csv file, all 100 of the drinks were entered along with their alcholic and non-alcoholic ingredients.” ] }, { “cell_type”: “code”, “execution_count”: 3, “metadata”: {}, “outputs”: [], “source”: [ “path = ‘./recipes.csv’\n”, “with open(‘./.plotly_key.cred’) as f:\n”, “ plotly_user,plotly_key = [l.strip().split(‘=’)[1] for l in f.readlines()]\n”, “data = pd.read_csv(path, sep=’,’, encoding = "utf-8")” ] }, { “cell_type”: “code”, “execution_count”: 4, “metadata”: {}, “outputs”: [], “source”: [ “nodes = data.Name.values\n”, “alcohols = [[w.lower() for w in v.split(‘; ‘)] if type(v) == str else [v] for v in data.Alcohol.values]\n”, “ingredients = [[w.lower() for w in v.split(‘; ‘)] if type(v) == str else [’’] for v in data.Ingredients.values]\n”, “ingredients_total = [i + j if not j == [’’] else i for i,j in zip(alcohols, ingredients)]” ] }, { “cell_type”: “markdown”, “metadata”: {}, “source”: [ “### Initial Ingredient Network and Plots\n”, “\n”, “Once we load all of the data, we can easily make a network composed of nodes (cocktails) connected by edges with weight proportional to the number of shared ingredients. An easy network to construct is a simple undirected graph whre each edge weight is the number of shared ingredients. One issue is that such edges are symmetric and thus the ease of going from cocktail $A \rightarrow B$ is the same as the ease of $B \rightarrow A$. This is not necessarily true, as in the case where cocktail A has many more ingredients total. So, we use instead a directed graph with the edge weight of $A \rightarrow B$ being the fraction\n”, “\n”, “$\frac{\text{Shared Ingredients} + \text{A Ingredients}}{\text{A Ingredients + B Ingredients}}$ \n”, “\n”, “Because the alcoholic ingredients are more pricey and harder to come by, this fraction was calculated separately for each set and the alcoholic fraction was weighted an order of magnitude greater before the two were summed.” ] }, { “cell_type”: “code”, “execution_count”: 39, “metadata”: {}, “outputs”: [], “source”: [ “G = nx.DiGraph()\n”, “G.add_nodes_from(nodes)\n”, “for n,a,i in zip(nodes,alcohols,ingredients):\n”, “ G.nodes[n][‘Alcohols’] = a\n”, “ G.nodes[n][‘Ingredients’] = i\n”, “ \n”, “for n1,a1,i1 in zip(nodes,alcohols,ingredients):\n”, “ for n2,a2,i2 in zip(nodes,alcohols,ingredients):\n”, “ if n1 == n2:\n”, “ continue\n”, “ mutual_alc = (len(a1) + len(set(a1) & set(a2))) / (len(a2) + len(a1))\n”, “ mutual_ing = (len(i1) + len(set(i1) & set(i2))) / (len(i2) + len(i1))\n”, “ if 10len(set(a1) & set(a2)) + len(set(i1) & set(i2)) == 0:\n”, “ continue\n”, “ G.add_edge(n1,n2,weight=10mutual_alc + 1mutual_ing,major=(len(set(a1) & set(a2)) > 0))” ] }, { “cell_type”: “markdown”, “metadata”: {}, “source”: [ “Now we draw our network…” ] }, { “cell_type”: “code”, “execution_count”: 21, “metadata”: {}, “outputs”: [ { “data”: { “image/png”: 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\n”, “text/plain”: [ “<Figure size 432x288 with 1 Axes>” ] }, “metadata”: {}, “output_type”: “display_data” } ], “source”: [ “nx.draw_kamada_kawai(G,node_size=20)” ] }, { “cell_type”: “markdown”, “metadata”: {}, “source”: [ “…but this makes no discernable sense to us and provides little meaningful information as it is too cluttered. To imporve our visualization, we use the ForceAtlas2 package and its simulated forces based on edge weights to create a more meaningful visualization.” ] }, { “cell_type”: “code”, “execution_count”: 22, “metadata”: {}, “outputs”: [ { “name”: “stderr”, “output_type”: “stream”, “text”: [ “100%|█████████████████████████████████████████████████████████████████████████████| 2000/2000 [00:03<00:00, 542.57it/s]\n” ] }, { “name”: “stdout”, “output_type”: “stream”, “text”: [ “BarnesHut Approximation took 0.63 seconds\n”, “Repulsion forces took 2.41 seconds\n”, “Gravitational forces took 0.05 seconds\n”, “Attraction forces took 0.11 seconds\n”, “AdjustSpeedAndApplyForces step took 0.24 seconds\n” ] } ], “source”: [ “forceatlas2 = ForceAtlas2(scalingRatio=1,\n”, “ strongGravityMode=False,\n”, “ gravity=30)\n”, “\n”, “pos = forceatlas2.forceatlas2_networkx_layout(G, pos=None, iterations=2000)” ] }, { “cell_type”: “code”, “execution_count”: 23, “metadata”: {}, “outputs”: [ { “data”: { “image/png”: 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\n”, “text/plain”: [ “<Figure size 576x432 with 1 Axes>” ] }, “metadata”: {}, “output_type”: “display_data” } ], “source”: [ “## Plot the new graph\n”, “plt.figure(figsize=(8,6))\n”, “nx.draw(G ,pos,node_size=40,width=0.1, linewidths=0.8, zoom=1.5, arrows=False)\n”, “plt.show()” ] }, { “cell_type”: “markdown”, “metadata”: {}, “source”: [ “### Community Detection\n”, “\n”, “The ForceAtlas2 visualization looks nice, but what we want to know is what communities exist within the graph, and thus what cocktails are easy to transition between. A community is a set of nodes which are more strongly connected with each other than nodes among other communities, and hence have more ingredients in common.\n”, “\n”, “A graph is just as nicely represented by an adjacency matrix. For a graph of $n$ nodes, in our case 100, the adjacency matrix is an $n \times n$ matrix where the index $i,j$ is the strength of the connection from node $i$ to node $j$. We can visualize this matrix using teh graph statistics package GrasPY.” ] }, { “cell_type”: “code”, “execution_count”: 24, “metadata”: {}, “outputs”: [ { “data”: { “image/png”: 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\n”, “text/plain”: [ “<Figure size 720x720 with 2 Axes>” ] }, “metadata”: { “needs_background”: “light” }, “output_type”: “display_data” } ], “source”: [ “A = nx.to_numpy_matrix(G)\n”, “graspy.plot.heatmap(A)\n”, “plt.show()” ] }, { “cell_type”: “markdown”, “metadata”: {}, “source”: [ “But how do we translate these to community assignments? The answer lies in spectral embedding. We shall reduce the dimensionality of our data, projecting it to a lower dimensional subspace where it bext maximizes the variance.” ] }, { “cell_type”: “code”, “execution_count”: 25, “metadata”: {}, “outputs”: [], “source”: [ “from sklearn.cluster import KMeans” ] }, { “cell_type”: “code”, “execution_count”: 26, “metadata”: {}, “outputs”: [], “source”: [ “A = nx.to_numpy_matrix(G)\n”, “ase = embed.AdjacencySpectralEmbed()\n”, “Xhat = ase.fit_transform(A)[0]” ] }, { “cell_type”: “markdown”, “metadata”: {}, “source”: [ “Now, we can us a K-means clustering algorithm to detect communities among nodes. In the below plot, the data has been projected form $n$ dimensions to 4. In this 4-dimensional subspace, K-means has determined and labeled 8 different communities among our data. Once can fairly easily eyeball some of these communities in some of the subspace planes.” ] }, { “cell_type”: “code”, “execution_count”: 27, “metadata”: {}, “outputs”: [ { “data”: { “text/plain”: [ “<seaborn.axisgrid.PairGrid at 0x16bf44e3d30>” ] }, “execution_count”: 27, “metadata”: {}, “output_type”: “execute_result” }, { “data”: { “image/png”: 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\n”, “text/plain”: [ “<Figure size 1136.45x1008 with 20 Axes>” ] }, “metadata”: { “needs_background”: “light” }, “output_type”: “display_data” } ], “source”: [ “labels_kmeans = KMeans().fit_predict(Xhat)\n”, “plot.pairplot(Xhat,\n”, “ labels=labels_kmeans,\n”, “ title=’KMeans on embedded adjacency matrix’,\n”, “ legend_name=’Predicted label’,\n”, “ height=3.5,\n”, “ palette=’muted’)” ] }, { “cell_type”: “code”, “execution_count”: 28, “metadata”: {}, “outputs”: [], “source”: [ “idxs = np.argsort(labels_kmeans)\n”, “A = A[idxs,:][:,idxs]” ] }, { “cell_type”: “markdown”, “metadata”: {}, “source”: [ “We can sort the data according to labels and re-visualize it as a labeled heatmap. As well as plot our graph again, this time with colors.” ] }, { “cell_type”: “code”, “execution_count”: 29, “metadata”: {}, “outputs”: [ { “data”: { “image/png”: 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\n”, “text/plain”: [ “<Figure size 720x720 with 4 Axes>” ] }, “metadata”: { “needs_background”: “light” }, “output_type”: “display_data” } ], “source”: [ “title = ‘Sorted Graph by Labels’\n”, “fig = plot.heatmap(A, title=title, inner_hier_labels=labels_kmeans[idxs])” ] }, { “cell_type”: “code”, “execution_count”: 30, “metadata”: {}, “outputs”: [ { “data”: { “image/png”: 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