{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using VIP's Network Extractor on ETF Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, we demonstrate how you can use VIP's Network Extractor to create a network dataset from a tabular spreadsheet of Exchange Traded Fund (ETF) data. This dataset has a mixture of numerical and categorical features, which works well when extracting a network. We can then use the network to understand which ETFs are similar to each other, which could help find patterns for stronger or weaker investments." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from virtualitics import api\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TickerURLVolatility_1yrExpense RatioAUMTrading VolumeDivYieldRegionIssuerFocusWeighting SchemeReturnReturn_1yrReturn_3yr
0FCGhttp://finance.yahoo.com/q?s=FCG57.951.7781512.2153476.2330850.755112North AmericaOtherEnergyEqualBelow median-65.54-37.70
1EWZShttp://finance.yahoo.com/q?s=EWZS33.391.7923921.3471354.6947890.627366Latin AmericaBlackRockSmall CapMarket CapBelow median-42.87-36.89
2BRFhttp://finance.yahoo.com/q?s=BRF32.021.7781511.8280804.7595470.575188Latin AmericaOtherSmall CapMarket CapBelow median-38.79-34.92
\n", "
" ], "text/plain": [ " Ticker URL Volatility_1yr Expense Ratio \\\n", "0 FCG http://finance.yahoo.com/q?s=FCG 57.95 1.778151 \n", "1 EWZS http://finance.yahoo.com/q?s=EWZS 33.39 1.792392 \n", "2 BRF http://finance.yahoo.com/q?s=BRF 32.02 1.778151 \n", "\n", " AUM Trading Volume DivYield Region Issuer Focus \\\n", "0 2.215347 6.233085 0.755112 North America Other Energy \n", "1 1.347135 4.694789 0.627366 Latin America BlackRock Small Cap \n", "2 1.828080 4.759547 0.575188 Latin America Other Small Cap \n", "\n", " Weighting Scheme Return Return_1yr Return_3yr \n", "0 Equal Below median -65.54 -37.70 \n", "1 Market Cap Below median -42.87 -36.89 \n", "2 Market Cap Below median -38.79 -34.92 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pd.read_csv(\"../../../Virtualitics/SampleData/Exchange Traded Funds.csv\")\n", "data.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Establishing API connection to VIP. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting up WebSocket connection to: ws://localhost:12345/api\n", "Connection Successful! Initializing session.\n", "Data set loaded with name: 'ETF (3)'\n" ] }, { "data": { "text/plain": [ "'ETF (3)'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vip = api.VIP()\n", "vip.load_data(data, 'ETF')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, we will use VIP's Network Extractor to generate a network. However, you can also use https://api.virtualitics.com/api-documentation.html?highlight=load_network#virtualitics.api.VIP.load_network to load in edge lists, JSON format, or NetworkX objects. To get an overview of the Network Extractor and supported network formats, see the documentation: https://docs.virtualitics.com/network-graphs/network-graphs-overview" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The Network Extractor requires categorical columns to be specified as associative columns\n", "# in order to create the edges in the network.\n", "associative_cols = [\"Focus\", \"Region\", \"Issuer\", \"Return\"]\n", "\n", "# We specify \"Ticker\" as the node column so that each node in the network represents a single ETF\n", "vip.network_extractor(\"Ticker\", associative_columns=associative_cols)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
Category Description
Community 2 The strongest connections in Community 2 include:\n", "1. <i>Focus</i> = <b>Small Cap</b> for 49% of nodes.\n", "2. <i>Region</i> = <b>Asia-Pacific</b> for 42.2% of nodes.
Community 1 The strongest connections in Community 1 include:\n", "1. <i>Focus</i> = <b>Other</b> for 71.9% of nodes.\n", "2. <i>Region</i> = <b>Emerging Markets</b> for 29.2% of nodes.\n", "3. <i>Region</i> = <b>Other</b> for 42.7% of nodes.\n", "4. <i>Return</i> = <b>Below median</b> for 76% of nodes.
Community 6 The strongest connections in Community 6 include:\n", "1. <i>Focus</i> = <b>Large Cap</b> for 100% of nodes.\n", "2. <i>Return</i> = <b>Above median</b> for 81% of nodes.
Community 9 The strongest connections in Community 9 include:\n", "1. <i>Region</i> = <b>Europe</b> for 100% of nodes.\n", "2. <i>Focus</i> = <b>Total Market</b> for 74.4% of nodes.\n", "3. <i>Issuer</i> = <b>BlackRock</b> for 53.5% of nodes.
Community 12The strongest connections in Community 12 include:\n", "1. <i>Focus</i> = <b>Mid Cap</b> for 84.6% of nodes.
Community 10The strongest connections in Community 10 include:\n", "1. <i>Focus</i> = <b>Consumer Cyclicals</b> for 44.4% of nodes.\n", "2. <i>Focus</i> = <b>Consumer Non-cyclicals</b> for 27.8% of nodes.\n", "3. <i>Focus</i> = <b>Utilities</b> for 27.8% of nodes.
Community 0 The strongest connections in Community 0 include:\n", "1. <i>Focus</i> = <b>Energy</b> for 96.7% of nodes.
Community 4 The strongest connections in Community 4 include:\n", "1. <i>Focus</i> = <b>Technology</b> for 100% of nodes.
Community 7 The strongest connections in Community 7 include:\n", "1. <i>Focus</i> = <b>Financials</b> for 100% of nodes.
Community 8 The strongest connections in Community 8 include:\n", "1. <i>Focus</i> = <b>Health Care</b> for 100% of nodes.
Community 3 The features found in Community 3 were too infrequent to describe Community 3 using Relative Edge Density.
Community 11The strongest connections in Community 11 include:\n", "1. <i>Focus</i> = <b>Real Estate</b> for 100% of nodes.
Community 5 The strongest connections in Community 5 include:\n", "1. <i>Focus</i> = <b>Industrials</b> for 100% of nodes.
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# Now we can investigate this network by using Explainable AI to understand what characterizes each of the communities\n", "vip.explainable_ai(\"RelativeEdgeDensity\", \"Louvain Community\", associative_cols)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
Topic Insight
Community LeadersThere are 13 community leaders. These nodes are leaders because they have maximum connection coverage within their communities. Leaders include: PSCE, HAO, PXR, SPHQ, IEUS, IVOV, REMX, PSJ, PKB, PBS, PBE, PSCF, and TAO
Largest CommunityThe largest community in the visible network is Community 2, with 102 member nodes.
Most Influential The most influential community in the visible network is Community 1.
Most Tightly-KnitThe most tightly-knit community in the visible network is Community 0.
Most Central The most central community in the visible network is Community 1.
Most Isolated The most isolated community in the visible network is Community 3.
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# We can also open Network Insights to learn more about the significance of some communities\n", "# We will first compute additional graph metrics to generate a full list of insights\n", "vip.clustering_coefficient(apply=False)\n", "vip.graph_distance(apply=False)\n", "vip.insights()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 2 }