{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2017-07-11T16:59:44.013471Z", "start_time": "2017-07-11T16:59:41.355671Z" }, "collapsed": true, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ericmjl/anaconda/envs/nams/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", " return f(*args, **kwds)\n" ] } ], "source": [ "import pandas as pd\n", "import networkx as nx\n", "import os\n", "import numpy as np\n", "import warnings\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from nxviz import CircosPlot\n", "warnings.filterwarnings('ignore')\n", "\n", "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Tables to Networks, Networks to Tables\n", "\n", "Networks can be represented in a tabular form in two ways: As an adjacency list with edge attributes stored as columnar values, and as a node list with node attributes stored as columnar values.\n", "\n", "Storing the network data as a single massive adjacency table, with node attributes repeated on each row, can get unwieldy, especially if the graph is large, or grows to be so. One way to get around this is to store two files: one with node data and node attributes, and one with edge data and edge attributes. \n", "\n", "The Divvy bike sharing dataset is one such example of a network data set that has been stored as such." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Loading Node Lists and Adjacency Lists\n", "\n", "Let's use the Divvy bike sharing data set as a starting point. The Divvy data set is comprised of the following data:\n", "\n", "- Stations and metadata (like a node list with attributes saved)\n", "- Trips and metadata (like an edge list with attributes saved)\n", "\n", "The `README.txt` file in the Divvy directory should help orient you around the data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2017-07-11T16:59:44.040382Z", "start_time": "2017-07-11T16:59:44.016536Z" }, "collapsed": true, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "import zipfile\n", "# This block of code checks to make sure that a particular directory is present.\n", "if \"divvy_2013\" not in os.listdir('datasets/'):\n", " print('Unzipping the divvy_2013.zip file in the datasets folder.')\n", " with zipfile.ZipFile(\"datasets/divvy_2013.zip\",\"r\") as zip_ref:\n", " zip_ref.extractall('datasets')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-07-11T16:59:44.419027Z", "start_time": "2017-07-11T16:59:44.065461Z" }, "scrolled": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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idnamelatitudelongitudedpcapacitylandmarkonline date
05State St & Harrison St41.873958-87.62773919302013-06-28
113Wilton Ave & Diversey Pkwy41.932500-87.65268119662013-06-28
214Morgan St & 18th St41.858086-87.651073151632013-06-28
315Racine Ave & 18th St41.858181-87.656487151642013-06-28
416Wood St & North Ave41.910329-87.672516152232013-08-12
517Wood St & Division St41.903320-87.672730152462013-06-28
619Loomis St & Taylor St41.869417-87.660996151392013-06-28
720Sheffield Ave & Kingsbury St41.909592-87.653497151542013-06-28
821Aberdeen St & Jackson Blvd41.877726-87.654787151572013-06-28
922May St & Taylor St41.869482-87.655486151602013-06-28
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" ], "text/plain": [ " id name latitude longitude dpcapacity \\\n", "0 5 State St & Harrison St 41.873958 -87.627739 19 \n", "1 13 Wilton Ave & Diversey Pkwy 41.932500 -87.652681 19 \n", "2 14 Morgan St & 18th St 41.858086 -87.651073 15 \n", "3 15 Racine Ave & 18th St 41.858181 -87.656487 15 \n", "4 16 Wood St & North Ave 41.910329 -87.672516 15 \n", "5 17 Wood St & Division St 41.903320 -87.672730 15 \n", "6 19 Loomis St & Taylor St 41.869417 -87.660996 15 \n", "7 20 Sheffield Ave & Kingsbury St 41.909592 -87.653497 15 \n", "8 21 Aberdeen St & Jackson Blvd 41.877726 -87.654787 15 \n", "9 22 May St & Taylor St 41.869482 -87.655486 15 \n", "\n", " landmark online date \n", "0 30 2013-06-28 \n", "1 66 2013-06-28 \n", "2 163 2013-06-28 \n", "3 164 2013-06-28 \n", "4 223 2013-08-12 \n", "5 246 2013-06-28 \n", "6 139 2013-06-28 \n", "7 154 2013-06-28 \n", "8 157 2013-06-28 \n", "9 160 2013-06-28 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stations = pd.read_csv('datasets/divvy_2013/Divvy_Stations_2013.csv', parse_dates=['online date'], encoding='utf-8')\n", "stations.head(10)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2017-07-11T16:59:51.751822Z", "start_time": "2017-07-11T16:59:44.421851Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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trip_idstarttimestoptimebikeidtripdurationfrom_station_idfrom_station_nameto_station_idto_station_nameusertypegenderbirthday
041182013-06-27 12:11:002013-06-27 12:16:0048031685Michigan Ave & Oak St28Larrabee St & Menomonee StCustomerNaNNaN
142752013-06-27 14:44:002013-06-27 14:45:00776432Racine Ave & Congress Pkwy32Racine Ave & Congress PkwyCustomerNaNNaN
242912013-06-27 14:58:002013-06-27 15:05:007743332Racine Ave & Congress Pkwy19Loomis St & Taylor StCustomerNaNNaN
343162013-06-27 15:06:002013-06-27 15:09:007712319Loomis St & Taylor St19Loomis St & Taylor StCustomerNaNNaN
443422013-06-27 15:13:002013-06-27 15:27:007785219Loomis St & Taylor St55Halsted St & James M Rochford StCustomerNaNNaN
544802013-06-27 19:40:002013-06-27 22:28:002710105340Clark St & Wrightwood Ave46Wells St & Walton StCustomerNaNNaN
644902013-06-27 18:45:002013-06-27 19:03:00418109437Dearborn St & Adams St76Lake Shore Dr & Monroe StCustomerNaNNaN
745922013-06-27 19:34:002013-06-27 19:51:00170102090Millennium Park75Canal St & Jackson BlvdCustomerNaNNaN
846022013-06-27 19:45:002013-06-27 20:42:00353341937Dearborn St & Adams St37Dearborn St & Adams StCustomerNaNNaN
946072013-06-27 19:46:002013-06-27 19:57:0036965351Clark St & Randolph St340Clark St & Wrightwood AveCustomerNaNNaN
\n", "
" ], "text/plain": [ " trip_id starttime stoptime bikeid tripduration \\\n", "0 4118 2013-06-27 12:11:00 2013-06-27 12:16:00 480 316 \n", "1 4275 2013-06-27 14:44:00 2013-06-27 14:45:00 77 64 \n", "2 4291 2013-06-27 14:58:00 2013-06-27 15:05:00 77 433 \n", "3 4316 2013-06-27 15:06:00 2013-06-27 15:09:00 77 123 \n", "4 4342 2013-06-27 15:13:00 2013-06-27 15:27:00 77 852 \n", "5 4480 2013-06-27 19:40:00 2013-06-27 22:28:00 27 10105 \n", "6 4490 2013-06-27 18:45:00 2013-06-27 19:03:00 418 1094 \n", "7 4592 2013-06-27 19:34:00 2013-06-27 19:51:00 170 1020 \n", "8 4602 2013-06-27 19:45:00 2013-06-27 20:42:00 353 3419 \n", "9 4607 2013-06-27 19:46:00 2013-06-27 19:57:00 369 653 \n", "\n", " from_station_id from_station_name to_station_id \\\n", "0 85 Michigan Ave & Oak St 28 \n", "1 32 Racine Ave & Congress Pkwy 32 \n", "2 32 Racine Ave & Congress Pkwy 19 \n", "3 19 Loomis St & Taylor St 19 \n", "4 19 Loomis St & Taylor St 55 \n", "5 340 Clark St & Wrightwood Ave 46 \n", "6 37 Dearborn St & Adams St 76 \n", "7 90 Millennium Park 75 \n", "8 37 Dearborn St & Adams St 37 \n", "9 51 Clark St & Randolph St 340 \n", "\n", " to_station_name usertype gender birthday \n", "0 Larrabee St & Menomonee St Customer NaN NaN \n", "1 Racine Ave & Congress Pkwy Customer NaN NaN \n", "2 Loomis St & Taylor St Customer NaN NaN \n", "3 Loomis St & Taylor St Customer NaN NaN \n", "4 Halsted St & James M Rochford St Customer NaN NaN \n", "5 Wells St & Walton St Customer NaN NaN \n", "6 Lake Shore Dr & Monroe St Customer NaN NaN \n", "7 Canal St & Jackson Blvd Customer NaN NaN \n", "8 Dearborn St & Adams St Customer NaN NaN \n", "9 Clark St & Wrightwood Ave Customer NaN NaN " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trips = pd.read_csv('datasets/divvy_2013/Divvy_Trips_2013.csv', \n", " parse_dates=['starttime', 'stoptime'])\n", "trips.head(10)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "At this point, we have our `stations` and `trips` data loaded into memory. \n", "\n", "How we construct the graph depends on the kind of questions we want to answer, which makes the definition of the \"unit of consideration\" (or the entities for which we are trying to model their relationships) is extremely important. \n", "\n", "Let's try to answer the question: \"What are the most popular trip paths?\" In this case, the bike station is a reasonable \"unit of consideration\", so we will use the bike stations as the nodes. \n", "\n", "To start, let's initialize an directed graph `G`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2017-07-11T16:59:51.768282Z", "start_time": "2017-07-11T16:59:51.755518Z" }, "collapsed": true, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "G = nx.DiGraph()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Then, let's iterate over the `stations` DataFrame, and add in the node attributes." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2017-07-11T16:59:51.872963Z", "start_time": "2017-07-11T16:59:51.779154Z" }, "collapsed": true, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "for d in stations.to_dict('records'): # each row is a dictionary\n", " node_id = d.pop('id')\n", " G.add_node(node_id, **d) " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "In order to answer the question of \"which stations are important\", we need to specify things a bit more. Perhaps a measure such as **betweenness centrality** or **degree centrality** may be appropriate here.\n", "\n", "The naive way would be to iterate over all the rows. Go ahead and try it at your own risk - it may take a long time :-). Alternatively, I would suggest doing a `pandas` `groupby`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2017-07-11T16:59:51.909250Z", "start_time": "2017-07-11T16:59:51.876240Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# # Run the following code at your own risk :)\n", "# for r, d in trips.iterrows():\n", "# start = d['from_station_id']\n", "# end = d['to_station_id']\n", "# if (start, end) not in G.edges():\n", "# G.add_edge(start, end, count=1)\n", "# else:\n", "# G.edge[start][end]['count'] += 1" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "counts = trips.groupby(['from_station_id', 'to_station_id'])['trip_id'].count().reset_index()\n", "for d in counts.to_dict('records'):\n", " G.add_edge(d['from_station_id'], d['to_station_id'], count=d['trip_id'])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Exercise\n", "\n", "Flex your memory muscles: can you make a scatter plot of the distribution of the number edges that have a certain number of trips? (3 min.)\n", "\n", "The x-value is the number of trips taken between two stations, and the y-vale is be the number of edges that have that number of trips." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2017-07-11T17:00:16.173822Z", "start_time": "2017-07-11T17:00:14.910780Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'num. of edges')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 263, "width": 389 } }, "output_type": "display_data" } ], "source": [ "from collections import Counter\n", "# Count the number of edges that have x trips recorded on them.\n", "trip_count_distr = Counter([d['count'] for _, _, d in G.edges(data=True)])\n", "\n", "# Then plot the distribution of these\n", "plt.scatter(list(trip_count_distr.keys()), list(trip_count_distr.values()), alpha=0.1)\n", "plt.yscale('log')\n", "plt.xlabel('num. of trips')\n", "plt.ylabel('num. of edges')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Exercise\n", "\n", "Create a new graph, and filter out the edges such that only those with more than 100 trips taken (i.e. `count >= 100`) are left. (3 min.)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2017-07-11T17:00:17.294420Z", "start_time": "2017-07-11T17:00:16.176023Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "1324" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Filter the edges to just those with more than 100 trips.\n", "G_filtered = G.copy()\n", "for u, v, d in G.edges(data=True):\n", " if d['count'] < 100:\n", " G_filtered.remove_edge(u,v)\n", " \n", "len(G_filtered.edges())" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Let's now try drawing the graph." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Exercise\n", "\n", "Use `nx.draw_kamada_kawai(my_graph)` to draw the filtered graph to screen. This uses a force-directed layout. (1 min.)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2017-07-11T17:00:18.214766Z", "start_time": "2017-07-11T17:00:17.297362Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 320, "width": 485 } }, "output_type": "display_data" } ], "source": [ "nx.draw_kamada_kawai(G_filtered)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's visualize this as a GIS person might see it, taking advantage of the latitude and longitude data." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 250, "width": 395 } }, "output_type": "display_data" } ], "source": [ "locs = {n: np.array([d['latitude'], d['longitude']]) for n, d in G_filtered.nodes(data=True)}\n", "# for n, d in G_filtered.nodes(data=True):\n", "# print(n, d.keys())\n", "nx.draw_networkx_nodes(G_filtered, pos=locs, node_size=3)\n", "nx.draw_networkx_edges(G_filtered, pos=locs)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Exercise\n", "\n", "Try visualizing the graph using a CircosPlot. Order the nodes by their connectivity in the **original** graph, but plot only the **filtered** graph edges. (3 min.)\n", "\n", "You may have to first annotate the connectivity of each node, as given by the number of neighbors that any node is connected to." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2017-07-11T17:00:26.613505Z", "start_time": "2017-07-11T17:00:18.217698Z" }, "scrolled": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 344, "width": 344 } }, "output_type": "display_data" } ], "source": [ "for n in G_filtered.nodes():\n", " G_filtered.node[n]['connectivity'] = len(list(G.neighbors(n)))\n", "\n", "c = CircosPlot(G_filtered, node_order='connectivity')\n", "c.draw()\n", "plt.savefig('images/divvy.png', dpi=300)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "In this visual, nodes are sorted from highest connectivity to lowest connectivity in the **unfiltered** graph.\n", "\n", "Edges represent only trips that were taken >100 times between those two nodes.\n", "\n", "Some things should be quite evident here. There are lots of trips between the highly connected nodes and other nodes, but there are local \"high traffic\" connections between stations of low connectivity as well (nodes in the top-right quadrant)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Saving NetworkX Graph Files\n", "\n", "NetworkX's API offers many formats for storing graphs to disk. If you intend to work exclusively with NetworkX, then pickling the file to disk is probably the easiest way.\n", "\n", "To write to disk: \n", "\n", " nx.write_gpickle(G, handle)\n", "\n", "To load from disk:\n", " \n", " G = nx.read_gpickle(handle)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2017-07-11T17:00:27.781599Z", "start_time": "2017-07-11T17:00:26.622407Z" }, "collapsed": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "nx.write_gpickle(G, 'datasets/divvy_2013/divvy_graph.pkl')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2017-07-11T17:00:28.091774Z", "start_time": "2017-07-11T17:00:27.789632Z" }, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "[(5,\n", " {'dpcapacity': 19,\n", " 'landmark': 30,\n", " 'latitude': 41.87395806,\n", " 'longitude': -87.62773949,\n", " 'name': 'State St & Harrison St',\n", " 'online date': Timestamp('2013-06-28 00:00:00')}),\n", " (13,\n", " {'dpcapacity': 19,\n", " 'landmark': 66,\n", " 'latitude': 41.93250008,\n", " 'longitude': -87.65268082,\n", " 'name': 'Wilton Ave & Diversey Pkwy',\n", " 'online date': Timestamp('2013-06-28 00:00:00')})]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "G = nx.read_gpickle('datasets/divvy_2013/divvy_graph.pkl')\n", "list(G.nodes(data=True))[0:2]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "celltoolbar": "Slideshow", "kernelspec": { "display_name": "nams", "language": "python", "name": "nams" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" }, "toc": { "colors": { "hover_highlight": "#DAA520", "navigate_num": "#000000", "navigate_text": "#333333", "running_highlight": "#FF0000", "selected_highlight": "#FFD700", "sidebar_border": "#EEEEEE", "wrapper_background": "#FFFFFF" }, "moveMenuLeft": true, "nav_menu": { "height": "153px", "width": "252px" }, "navigate_menu": true, "number_sections": true, "sideBar": true, "threshold": 4, "toc_cell": false, "toc_section_display": "block", "toc_window_display": true, "widenNotebook": false }, "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()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }