{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Static Mapping: TNIC Data\n", "\n", "This notebook provides more details on using `evomap` for deriving static market maps, especially for large input matrices. \n", "\n", "## Sections\n", "\n", "1. [Loading the Data](#section_1)\n", "\n", "2. [Mapping the Data](#section_2)\n", "\n", "3. [Exploring the Map](#section_3)\n", "\n", "4. [Evaluating the Map](#section_4)\n", "\n", "## References\n", "\n", "Parts of this example are based on\n", "\n", "\n", "\n", "```\n", "[1] Matthe, M., Ringel, D. M., Skiera, B. (2022), Mapping Market Structure Evolution. Forthcoming in Marketing Science. https://doi.org/10.1287/mksc.2022.1385\n", "\n", "[2] Hoberg, G & Phillips, G. (2016), \"Text-Based Network Industries and Endogenous Product Differentiation.\", Journal of Political Economy 124 (5), 1423-1465.\n", "```\n", "\n", "**Last updated:** September 2023\n", "\n", "\n", "Read the **full EvoMap paper** here (open access): https://doi.org/10.1287/mksc.2022.1385\n", "\n", "**Contact:** For questions or feedback, please get in touch." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Loading the Data\n", "First, load all required imports for this demonstration and set the seed to ensure reproducibility. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2022-05-05T12:23:20.621604Z", "start_time": "2022-05-05T12:23:20.205025Z" } }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import os\n", "np.random.seed(123) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this demonstration, we use a larger sample of the TNIC data also used in [[1]](#ref_1). The original data is provided at ***https://hobergphillips.tuck.dartmouth.edu/***. \n", "\n", "For more background on TNIC data, see [[2]](#ref_2). *If you intend to use these data, make sure to cite these authors' original work!*\n", "\n", "In the TNIC data, each row corresponds to a single firm-firm pair at a specific point in time. Thus, each firm variable appears twice in each row (once for each firm). We provide these data merged with additional firm information as part of this package. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2022-05-05T12:23:20.652765Z", "start_time": "2022-05-05T12:23:20.623926Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['matrix', 'label', 'cluster', 'size'])\n" ] } ], "source": [ "from evomap.datasets import load_tnic_snapshot\n", "tnic_snapshot = load_tnic_snapshot()\n", "print(tnic_snapshot.keys())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data consist of four parts: \n", "\n", "- a symmetric similarity **matrix**, containing the pairwise relationships among all firms \n", "- a **label** array, containing the name for each firm\n", "- **cluster** assignments, based on pre-clustering of the similarity matrix (obtained via a Community Detection algorithm)\n", "- a **size** array, containing each firm's market capitalization (*)\n", "\n", "(*) Note, that we cannot provide the original market capitalization for licencing reasons, and therefore report a synthetic derivative which is correlated to the firms' original market capitalization. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Load each element of the input data\n", "sim_mat = tnic_snapshot['matrix']\n", "labels = tnic_snapshot['label']\n", "clusters = tnic_snapshot['cluster']\n", "market_caps = tnic_snapshot['size']" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Total number of firms: 1092, such as ..'" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "' .. AMERICAN AIRLINES GROUP INC'" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "' .. AARONS HOLDINGS COMPANY INC'" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "' .. ABBOTT LABORATORIES'" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "' .. AETNA INC'" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "' .. AIR T INC'" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(\"Total number of firms: {0}, such as ..\".format(len(labels)))\n", "for label in labels[:5]:\n", " display(\" .. \" + label)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For each (firm, firm) pair these data include a measure of (non-negative) pairwise similarity, ranging between 0 and 1:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2022-05-05T12:23:20.667725Z", "start_time": "2022-05-05T12:23:20.654770Z" } }, "outputs": [ { "data": { "text/plain": [ "'Smallest similarity: 0.0'" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "'Highest similarity: 0.8652'" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(\"Smallest similarity: {0}\".format(np.min(sim_mat)))\n", "display(\"Highest similarity: {0}\".format(np.max(sim_mat)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Mapping the Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To project these relationships onto the 2D plane, `evomap` implements a range of popular (static) mapping methods.\n", "\n", "Here, we will be using and comparing\n", "\n", "- Classic Multidimensional Scaling (CMDS), \n", "- Sammong Mapping, and\n", "- t-SNE \n", "\n", "and see how they perform on mapping the TNIC data. \n", "\n", "Running these methods follows the typical `scikit-learn` conventions (fit / transform / fit_transform), for instance\n", "\n", "```\n", "output = CMDS().fit_transform(D)\n", "```\n", "\n", "where `D` is supposed to be a data matrix (here: a matrix of pairwise distances). \n", "\n", "As a result, `evomap` is fully compatible with other methods implemented in the scikit-learn library.\n", "For instance, you could easily integrate Isomap into the workflow below, and use `evomap` for preprocessing, plotting, or evaluation. Alternatively, you could use the scikit-learn implementation of t-SNE, which implements a few additional features (such as the Barnes-Hut approximation). For details, see the sklearn.manifold documentation. Further static mapping methods relying on gradient-based optimization routines can easily be integrated into evomap.\n", "\n", "Irrespectively of which method you choose, you might need to transform your data according to the method's specific requirements. Here, we transform the TNIC data (which represent pariwise similarities) into pairwise distances. A straight-forward way to do so is 'mirroring' them. Note that the choice of such transformations will have an impact on the resultant maps. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2022-05-05T12:23:20.793309Z", "start_time": "2022-05-05T12:23:20.672716Z" } }, "outputs": [], "source": [ "from evomap.preprocessing import sim2diss\n", "D = sim2diss(sim_mat, transformation= 'inverse') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a start, we use Sammon Mapping (a non-linear variant of Multidimensional Scaling) to project this matrix onto the two-dimensional plane." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2022-05-05T12:24:49.497891Z", "start_time": "2022-05-05T12:23:20.796340Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[SAMMON] Initialization 1/1\n", "[SAMMON] Running Gradient Descent with Backtracking via Halving\n", "[SAMMON] Iteration 50 -- Cost: 0.48 -- Gradient Norm: 840.6893\n", "[SAMMON] Iteration 100 -- Cost: 0.47 -- Gradient Norm: 520.6687\n", "[SAMMON] Iteration 150 -- Cost: 0.46 -- Gradient Norm: 266.8555\n", "[SAMMON] Iteration 200 -- Cost: 0.46 -- Gradient Norm: 118.5507\n", "[SAMMON] Iteration 250 -- Cost: 0.46 -- Gradient Norm: 53.7951\n", "[SAMMON] Iteration 300 -- Cost: 0.46 -- Gradient Norm: 24.8079\n", "[SAMMON] Iteration 350 -- Cost: 0.46 -- Gradient Norm: 11.9917\n", "[SAMMON] Iteration 400 -- Cost: 0.46 -- Gradient Norm: 6.1029\n", "[SAMMON] Iteration 450 -- Cost: 0.46 -- Gradient Norm: 3.2740\n", "[SAMMON] Iteration 500 -- Cost: 0.46 -- Gradient Norm: 1.7979\n", "[SAMMON] Maximum number of iterations reached. Final cost: 0.46\n" ] } ], "source": [ "from evomap.mapping import Sammon\n", "method = Sammon(\n", " input_type = 'distance', n_iter= 500, verbose = 2)\n", " \n", "Y_sammon = method.fit_transform(D)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output `Y` always consists of an array containing the map coordinates. Y is shaped as (n_samples, n_dims), where 'n_dims' usually equals two." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-4909.17814324, 1470.93232368],\n", " [ 4426.1732782 , -1138.39395038],\n", " [ -642.53598261, 5421.13215712],\n", " ...,\n", " [ -77.73716351, -1548.73175579],\n", " [-2260.6731036 , -207.976633 ],\n", " [ -74.57919906, -1523.64017762]])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Y_sammon" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Exploring the Map\n", "\n", "While one could simply visualize these coordinates in a 2D scatterplot, `evomap` provides a lot of functionality to create \n", "much richer market maps. All required functions to do so are located within the `evomap.printer` module. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The baseline function is `draw_map`:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2022-05-05T12:24:50.115236Z", "start_time": "2022-05-05T12:24:49.510854Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from evomap.printer import draw_map\n", "draw_map(Y_sammon)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can change the map's aesthetics and bind additional data to it via `draw_map`'s keyword arguments. For instance, if class labels are available (e.g., obtained via clustering or additional metadata), they can be added as colors. Here, we can use SIC codes for coloring:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2022-05-05T12:24:50.266831Z", "start_time": "2022-05-05T12:24:50.118250Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "draw_map(Y_sammon, color = clusters)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Likewise, one can use additional data to control each point's size. Here, we are using market capitalization:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2022-05-05T12:24:50.422419Z", "start_time": "2022-05-05T12:24:50.268826Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "draw_map(Y_sammon, color = clusters, size = market_caps)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One can further annotate the map, using labels (e.g., to identify and highlight the positions of specific firms)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2022-05-05T12:24:50.611908Z", "start_time": "2022-05-05T12:24:50.424410Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "draw_map(\n", " Y_sammon, \n", " color = clusters, \n", " label = labels, \n", " size = market_caps,\n", " highlighted_labels= ['MICROSOFT CORP', 'WALMART INC', 'PFIZER INC'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that one can also use additional keyword arguments to adjust the plot and its labels further" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2022-05-05T12:24:50.934048Z", "start_time": "2022-05-05T12:24:50.616896Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "draw_map(\n", " Y_sammon, \n", " color = clusters, \n", " size = market_caps,\n", " label = labels, \n", " fontdict= {'family': 'Arial', 'size': 8},\n", " highlighted_labels= ['MICROSOFT CORP', 'WALMART INC', 'PFIZER INC'],\n", " fig_size= (7,7))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Evaluating the Map\n", "\n", "Finally, one should always carefully check how good the resultant map represents the input data. To do so, multiple `metrics` are available from the corresponding module.\n", "\n", "A popular choice, especially for larger markets, is the hitrate of nearest-neighbor recovery." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2022-05-05T12:24:51.130522Z", "start_time": "2022-05-05T12:24:50.938039Z" } }, "outputs": [ { "data": { "text/plain": [ "0.24532967032967032" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from evomap.metrics import hitrate_score\n", "hitrate_score(\n", " D = sim_mat, \n", " X = Y_sammon, \n", " n_neighbors = 10, \n", " input_format = 'similarity')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's compare the result to two other methods to generate the map.\n", "\n", "Classic Multidimensional Scaling (CMDS):" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2022-05-05T12:24:51.145482Z", "start_time": "2022-05-05T12:24:51.134513Z" } }, "outputs": [], "source": [ "D_norm = D / np.max(D)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2022-05-05T12:24:56.792502Z", "start_time": "2022-05-05T12:24:51.149472Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[MDS] Running Gradient Descent with Backtracking via Halving\n", "[MDS] Iteration 50 -- Cost: 0.48 -- Gradient Norm: 0.2657\n", "[MDS] Iteration 100 -- Cost: 0.45 -- Gradient Norm: 0.2905\n", "[MDS] Iteration 150 -- Cost: 0.44 -- Gradient Norm: 0.1755\n", "[MDS] Iteration 200 -- Cost: 0.43 -- Gradient Norm: 0.0893\n", "[MDS] Iteration 250 -- Cost: 0.43 -- Gradient Norm: 0.0518\n", "[MDS] Iteration 300 -- Cost: 0.43 -- Gradient Norm: 0.0402\n", "[MDS] Iteration 350 -- Cost: 0.43 -- Gradient Norm: 0.0339\n", "[MDS] Iteration 400 -- Cost: 0.43 -- Gradient Norm: 0.0317\n", "[MDS] Iteration 450 -- Cost: 0.43 -- Gradient Norm: 0.0295\n", "[MDS] Iteration 500 -- Cost: 0.43 -- Gradient Norm: 0.0350\n", "[MDS] Maximum number of iterations reached. Final cost: 0.43\n" ] } ], "source": [ "from evomap.mapping import MDS\n", "Y_MDS = MDS(\n", " input_type = 'distance', \n", " verbose = 2, \n", " n_iter = 500).fit_transform(D_norm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "t-distributed Stochastic Neighbor Embedding (t-SNE):" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2022-05-05T12:28:19.763454Z", "start_time": "2022-05-05T12:27:21.223678Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[TSNE] Calculating P matrix ...\n", "[TSNE] Gradient descent with Momentum: 0.5\n", "[TSNE] Iteration 50 -- Cost: 15.51 -- Gradient Norm: 0.0230\n", "[TSNE] Iteration 100 -- Cost: 15.13 -- Gradient Norm: 0.0129\n", "[TSNE] Iteration 150 -- Cost: 15.02 -- Gradient Norm: 0.0084\n", "[TSNE] Iteration 200 -- Cost: 14.97 -- Gradient Norm: 0.0081\n", "[TSNE] Iteration 250 -- Cost: 14.95 -- Gradient Norm: 0.0077\n", "[TSNE] Maximum number of iterations reached. Final cost: 14.95\n", "[TSNE] Gradient descent with Momentum: 0.8\n", "[TSNE] Iteration 288: gradient norm vanished.\n" ] } ], "source": [ "from evomap.mapping import TSNE\n", "Y_tsne = TSNE(input_type= 'distance', verbose = 2).fit_transform(D)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare how well they perform:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'MDS Hitrate: 0.23'" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "'Sammon Hitrate: 0.24'" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "'t-SNE Hitrate: 0.50'" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(\"MDS Hitrate: {0:.2f}\".format(hitrate_score(D = D, X = Y_MDS, n_neighbors=10, input_format = 'dissimilarity')))\n", "display(\"Sammon Hitrate: {0:.2f}\".format(hitrate_score(D = D, X = Y_sammon, n_neighbors=10, input_format = 'dissimilarity')))\n", "display(\"t-SNE Hitrate: {0:.2f}\".format(hitrate_score(D = D, X = Y_tsne, n_neighbors=10, input_format = 'dissimilarity')))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These differences in solution quality also become apparent when looking at the map output:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from matplotlib import pyplot as plt\n", "fig, ax = plt.subplots(1,3, figsize = (15, 5))\n", "\n", "draw_map(\n", " Y_MDS, \n", " color = clusters,\n", " label = labels,\n", " highlighted_labels=['APPLE INC', 'WALMART INC', 'PFIZER INC'], \n", " size = market_caps, \n", " ax = ax[0])\n", "ax[0].set_title('MDS Solution')\n", "\n", "draw_map(\n", " Y_sammon, \n", " label = labels, \n", " highlighted_labels= ['APPLE INC', 'WALMART INC', 'PFIZER INC'],\n", " color = clusters, \n", " size = market_caps, \n", " ax = ax[1])\n", "ax[1].set_title('Sammon Solution')\n", "\n", "draw_map(\n", " Y_tsne, \n", " label = labels,\n", " highlighted_labels=['APPLE INC', 'WALMART INC', 'PFIZER INC'],\n", " color = clusters, \n", " size = market_caps, \n", " ax = ax[2])\n", "ax[2].set_title('t-SNEE Solution')\n", "\n", "fig" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "execution": { "timeout": -1 }, "interpreter": { "hash": "87ffa25eb3bb30b413c256579b892ccdc10cf1c52e8cd490d95c13bdebb280f2" }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.17" }, "mystnb": { "execution_timeout": -1 }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "261px" }, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "oldHeight": 576.713, "position": { "height": "31px", "left": "440.398px", "right": "20px", "top": "73.9659px", "width": "800px" }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "varInspector_section_display": "none", "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }