{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Hands-on\n", "\n", "This Jupyter Notebook demonstrate a few examples of reading and preparing data for network analysis. \n", "\n", "Python code is provided below to help you get started but you may need to make revisions to make it work for the particular dataset you work with. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read data and preparing data for NetworkX\n", "\n", "In NetworkX, you can read network data from different formats, such as `adjascency list`, `adjascency matrix`, `edge list`, etc. \n", "\n", "In order to read data into NetworkX, you need to first transform your data into a proper format that is acceptable for NetworkX. This process applies to any other SNA software packages. \n", "\n", "See [this NetworkX reference page](https://networkx.org/documentation/stable/reference/readwrite/index.html) for details. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 1: Reading Well-formatted Network Data from CSV\n", "\n", "\n", "In this example, we read an open dataset named [Vickers 7th Graders (1981)](https://networks.skewed.de/net/7th_graders). Check out the dataset page for more information. \n", "\n", "The network data can be downloaded as a ZIP file that contains nodes and edges. \n", "\n", "Below, we read the ZIP file directly from the website and then extract these CSV files for network construction. " ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " source target weight layer\n", "0 0 5 1 1\n", "1 0 7 1 1\n", "2 0 10 1 1\n", "3 0 11 1 1\n", "4 0 13 1 1\n", ".. ... ... ... ...\n", "735 28 12 1 3\n", "736 28 22 1 3\n", "737 28 23 1 3\n", "738 28 26 1 3\n", "739 28 27 1 3\n", "\n", "[740 rows x 4 columns]" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edges = pd.read_csv(edges_file, sep=',')\n", "edges = edges.set_axis(['source', 'target', 'weight', 'layer'], axis='columns') # rename the columns\n", "edges" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "edges_layer1 = edges[edges['layer'] == 1] " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note in this network is *directed* and *multiplex* -- meaning there are different types of edges. \n", "\n", "According to the page, \"Students nominated classmates for three different activities (who do you get on with in the class, who are your best friends, and who would you prefer to work with).\" Each type of edges is distinguished by the `layer` column in the edge list. " ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import networkx as nx\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DG = nx.DiGraph()\n", "\n", "# Add nodes -- let's add each node on by one and store 'position' as a node attribute\n", "for _, row in nodes.iterrows():\n", " DG.add_node(row['ID'], position = row['position'])\n", "\n", "# Add edges with attributes from the DataFrame to the graph\n", "for _, row in edges_layer1.iterrows():\n", " DG.add_edge(row['source'], row['target'], weight = row['weight'], layer=row['layer'])\n", "\n", "# Generate a quick network visualization\n", "nx.draw_networkx(DG)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Congratulations, you have successfully imported the dataset to networkx!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 2: Analyzing Learner Interactions in MOOC Discussion Forums\n", "\n", "In this example, we've taken the data from the forums of a previous iteration of the MOOC *Big Data\n", "and Education*, from week 1.\n", "\n", "The data set has four columns: \n", "\n", "- the post ID, \n", "- the poster’s ID, \n", "- the thread the post was in, and \n", "- which post this post was a response to" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's first load the MOOC dataset and take a look\n", "\n", "Let's read it in to a pandas dataframe and inspect its content. " ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " ID poster thread toID\n", "0 1 69497 1 \n", "1 2 44591 2 \n", "2 3 24601 2 2\n", "3 4 74570 3 \n", "4 5 29022 3 4\n", "5 6 12345 3 5\n", "6 7 24601 3 5\n", "7 8 29022 3 7\n", "8 9 24601 3 8\n", "9 10 74577 4 " ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"https://learninganalytics.upenn.edu/ryanbaker/EDM2014/ba5-data.txt\", delimiter='\\t')\n", "\n", "df = df.rename(columns={\"response-to\": \"toID\"})\n", "\n", "df['toID'] = df['toID'].astype('Int64')\n", "\n", "df.head(10)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " ID poster\n", "2 3 24601\n", "4 5 29022\n", "5 6 12345\n", "6 7 24601\n", "7 8 29022\n", ".. ... ...\n", "192 193 24601\n", "193 194 73263\n", "194 195 68491\n", "195 196 26362\n", "196 197 4582\n", "\n", "[150 rows x 2 columns]" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[pd.notnull(df.toID)][['ID', 'poster']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The MOOC dataset is 'tidy' but it is not quite in an edgelist format, because the `toID` column refers to the ID of a post instead of a student. \n", "\n", "For example, row 3 of the dataframe is a response by student 24601 to post 2, which was created by student 44591. \n", "\n", "To analyze student-to-student interactions, for each interaction, we need to trace the student who created the post replied by the current post. \n", "\n", "For row 3, we need to add another column, named something like `receiver`, and fill it with 44591 to indicate the student who received the reply. \n", "\n", "Besides this major data prep need, we also need to deal with these `NaN` values in the `toID` column. These rows simply represent posts that were not replies. They are therefore not relevant to student-to-student interactions. \n", "\n", "Finally, the last column seems to be treated as a `numeric` data type.\n", "\n", "### Data prep\n", "\n", "We first need to convert `toID` to `Int64` to make sure its data type is consistent with the `ID` column. " ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ID int64\n", "poster int64\n", "thread int64\n", "toID Int64\n", "dtype: object\n" ] } ], "source": [ "df['toID'] = df['toID'].astype('Int64')\n", "print(df.dtypes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Prepare nodes" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "103\n" ] } ], "source": [ "# Retrieve unique student IDs\n", "node_list = pd.unique(df['poster'])\n", "\n", "# Print the total number of nodes in the graph\n", "print(len(node_list))" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "24601 24\n", "12345 21\n", "85455 4\n", "31345 4\n", "3903 4\n", " ..\n", "84726 1\n", "46544 1\n", "1008 1\n", "2739 1\n", "4582 1\n", "Name: poster, Length: 103, dtype: int64" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['poster'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Prepare edges" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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108 rows × 5 columns

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" ], "text/plain": [ " ID poster thread toID receiver\n", "0 6 12345 3 5 29022\n", "1 7 24601 3 5 29022\n", "2 8 29022 3 7 24601\n", "3 9 24601 3 8 29022\n", "4 12 12345 4 11 24601\n", ".. ... ... ... ... ...\n", "103 193 24601 47 192 62306\n", "104 194 73263 47 193 24601\n", "105 195 68491 47 193 24601\n", "106 196 26362 47 195 68491\n", "107 197 4582 47 195 68491\n", "\n", "[108 rows x 5 columns]" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Remove rows that do not have a receiver\n", "edge_list = df.dropna()\n", "\n", "# Create a new column receiver, by looking up values in the ID column\n", "# This can be achieved using pd.merge\n", "tmp = pd.merge(edge_list, edge_list[['ID', 'poster']], left_on='toID', right_on='ID', suffixes=('', '_receiver'))\n", "edge_list = tmp.rename(columns={'poster_receiver': 'receiver'}).drop('ID_receiver', axis=1)\n", "\n", "# Check the edgelist\n", "edge_list" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "edge_list.to_csv('edgelist.csv', index=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create a directed network from data\n", "\n", "With the cleaned edge list, we can create a directed graph, and add the edge list in. \n", "\n", "There is a function named `add_edges_from` that can be used to quickly add the edges all at once.\n", "\n", "However, we may want to keep two columns -- `ID` and `thread` -- as edge attributes. So we go through the edge list row by row and add one edge at a time with its attributes. " ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G = nx.DiGraph()\n", "\n", "# Add nodes -- this is important because not all nodes are in edgelist\n", "G.add_nodes_from(node_list)\n", "\n", "# Add edges with attributes from the DataFrame to the graph\n", "for _, row in edge_list.iterrows():\n", " G.add_edge(row['poster'], row['receiver'], id = row['ID'], thread=row['thread'])\n", "\n", "# Generate a quick network visualization\n", "nx.draw_networkx(G)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "103\n", "98\n" ] } ], "source": [ "print(G.number_of_nodes())\n", "print(G.number_of_edges())" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(13534, 13534)]" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(nx.selfloop_edges(G))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is odd, because `edge_list` has 108 rows. \n", "\n", "Let's check attributes of the edge from `8639` to `12345`:" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'id': 131, 'thread': 30}" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "G.get_edge_data(8639, 12345)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's always a good idea to check the original dataset for any \"bugs\".\n", "\n", "So let's check whether edges between these two nodes. " ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IDposterthreadtoIDreceiver
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" ], "text/plain": [ " ID poster thread toID receiver\n", "71 129 8639 30 128 12345\n", "73 131 8639 30 130 12345" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edge_list[(edge_list['poster'] == 8639) & (edge_list['receiver'] == 12345)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interesting!! \n", "\n", "Only the edge with ID of 153 is reflected in the NetworkX graph object.\n", "\n", "This warrants additional investigation.\n", "\n", "Aha! -- On the [DiGraph reference page](https://networkx.org/documentation/stable/reference/classes/digraph.html), there is one important sentence:\n", "\n", "> DiGraphs hold directed edges. Self loops are allowed but multiple (parallel) edges are not.\n", "\n", "It seems DiGraph only allows one edge between any pair of nodes, so some data were thrown away when multiple edges are observed between two nodes. \n", "\n", "We need to find a solution to deal with this issue." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Weighted directed network\n", "\n", "There could be multiple solutions, depending on your goal. \n", "\n", "One possible solution is to create a [`MultiDiGraph`](https://networkx.org/documentation/stable/reference/classes/multidigraph.html) -- A directed graph that can store multiedges. However, it's probably unnecessary since we are only dealing with one type of edges. \n", "\n", "Another possible solution is to merge multiple edges into one weighted edge. \n", "\n", "This preserves the number of occurrences but throws away the original edge attributes such as ID and thread. \n", "\n", "Whether this is a good solution, again, depends on your goal. \n", "\n", "### Created a new edge list data frame with a `weight` column" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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posterreceiverweight
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" ], "text/plain": [ " poster receiver weight\n", "9 8639 12345 2\n", "10 9061 3903 2\n", "20 12345 24601 2\n", "22 12345 47634 2\n", "30 21588 50718 2\n", ".. ... ... ...\n", "93 87525 21731 1\n", "94 89206 86620 1\n", "95 97784 73263 1\n", "96 98582 10827 1\n", "97 98582 80045 1\n", "\n", "[98 rows x 3 columns]" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "el_weighted = edge_list.groupby(['poster', 'receiver']).size().reset_index(name='weight')\n", "el_weighted.sort_values(by=['weight', 'poster'], ascending=[False, True]) # Inspect the weighted edge list, sorted by weight and poster" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Created a weighted directed network\n", "\n", "Now, with the weighted edge list, we can follow the same process and generate a new network. " ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "WG = nx.DiGraph()\n", "\n", "# Add nodes\n", "WG.add_nodes_from(node_list)\n", "\n", "# Add edges with attributes from the DataFrame to the graph\n", "for _, row in el_weighted.iterrows():\n", " WG.add_edge(row['poster'], row['receiver'], weight = row['weight'])\n", "\n", "# Generate a quick network visualization\n", "nx.draw_networkx(WG)" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "103\n", "98\n" ] } ], "source": [ "print(WG.number_of_nodes())\n", "print(WG.number_of_edges())" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(13534, 13534, {'weight': 1})]" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(nx.selfloop_edges(WG, data=True))" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "WG.remove_edges_from(nx.selfloop_edges(WG))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check the edge from `8639` to `12345` just to be safe:" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'weight': 2}" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "WG.get_edge_data(8639, 12345)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By this point, you have created a directed, weighted network about student interactions in the MOOC discussion forum. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 3: Importing Twitter Conversations at #LAK11\n", "\n", "This public dataset contains tweets from the first LAK conference. \n", "\n", "The dataset is stored on Google Sheet, with each row representing a tweet. The columns represent various metadata about a tweet provided by the Twitter API. " ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "tweets = pd.read_csv('https://docs.google.com/spreadsheets/d/e/2PACX-1vSHfM5O09_Pw4Rg0nOyvbk-CE1rWHBDFtEygIyretbvhnrewQDiqpQ2XI5g2vcU_fDtPYRJkhUzet3v/pub?gid=56&single=true&output=csv')" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 1362 entries, 0 to 1361\n", "Data columns (total 14 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 from_user 1362 non-null object \n", " 1 text 1362 non-null object \n", " 2 created_at 1362 non-null object \n", " 3 from_user_id 1362 non-null int64 \n", " 4 geo_coordinates 3 non-null object \n", " 5 iso_language_code 1359 non-null object \n", " 6 to_user_id 219 non-null float64\n", " 7 id 1362 non-null float64\n", " 8 to_user_id_str 219 non-null float64\n", " 9 source 1362 non-null object \n", " 10 from_user_id_str 1362 non-null int64 \n", " 11 id_str 1362 non-null float64\n", " 12 profile_image_url 1362 non-null object \n", " 13 status_url 1362 non-null object \n", "dtypes: float64(4), int64(2), object(8)\n", "memory usage: 149.1+ KB\n" ] } ], "source": [ "tweets.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data imported from Google Sheet is almost in an edge list format. \n", "\n", "Now we just need to remove those rows that are not replies. This can be done by removing rows with empty values in `to_user_id`." ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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36Anna_De_Liddo@houshuang Hi Stian! we are still in Banf, but...Thu, 03 Mar 2011 05:31:57 +00009526430NaNen172290.04.318180e+16172290.0&lt;a href=&quot;http://www.tweetdeck.com&quot...95264304.318180e+16http://a3.twimg.com/profile_images/20659452/IM...http://twitter.com/Anna_De_Liddo/statuses/4318...
48psychemedia@andymcg what edu related activity data projec...Wed, 02 Mar 2011 21:03:37 +000069223NaNen2316588.04.305387e+162316588.0&lt;a href=&quot;http://www.tweetdeck.com&quot...692234.305387e+16http://a1.twimg.com/profile_images/1195013164/...http://twitter.com/psychemedia/statuses/430538...
67NicolaAvery@Anna_De_Liddo thank you, no idea how difficul...Wed, 02 Mar 2011 17:11:29 +000013181495NaNen9526430.04.299545e+169526430.0&lt;a href=&quot;http://twitter.com/&quot;&gt;...131814954.299545e+16http://a3.twimg.com/profile_images/797991041/n...http://twitter.com/NicolaAvery/statuses/429954...
70Anna_De_Liddo@NicolaAvery and btw this is a nice idea/featu...Wed, 02 Mar 2011 16:51:48 +00009526430NaNen13181495.04.299050e+1613181495.0&lt;a href=&quot;http://www.tweetdeck.com&quot...95264304.299050e+16http://a3.twimg.com/profile_images/20659452/IM...http://twitter.com/Anna_De_Liddo/statuses/4299...
71Anna_De_Liddo@NicolaAvery you can see, edit/manage your tag...Wed, 02 Mar 2011 16:50:53 +00009526430NaNen13181495.04.299027e+1613181495.0&lt;a href=&quot;http://www.tweetdeck.com&quot...95264304.299027e+16http://a3.twimg.com/profile_images/20659452/IM...http://twitter.com/Anna_De_Liddo/statuses/4299...
.............................................
1327houshuang@sbskmi @psychemedia Looking forward to seeing...Sat, 26 Feb 2011 01:55:04 +0000172290NaNen19130020.04.131530e+1619130020.0&lt;a href=&quot;http://www.tweetdeck.com&quot...1722904.131530e+16http://a3.twimg.com/profile_images/52634283/51...http://twitter.com/houshuang/statuses/41315277...
1328houshuang@sebpaquet in banff for #LAK11 back wednesday...Sat, 26 Feb 2011 01:50:49 +0000172290NaNen386316.04.131421e+16386316.0&lt;a href=&quot;http://www.tweetdeck.com&quot...1722904.131421e+16http://a3.twimg.com/profile_images/52634283/51...http://twitter.com/houshuang/statuses/41314208...
1338houshuang@dougclow I'm here now, it's actually not that...Fri, 25 Feb 2011 21:47:36 +0000172290NaNen308967.04.125300e+16308967.0&lt;a href=&quot;http://www.nambu.com/&quot; r...1722904.125300e+16http://a3.twimg.com/profile_images/52634283/51...http://twitter.com/houshuang/statuses/41253000...
1358gsiemens@JonElmSherrill :). Aparrently, it's supposed ...Thu, 24 Feb 2011 20:30:42 +00005748NaNen237016721.04.087126e+16237016721.0&lt;a href=&quot;http://www.tweetdeck.com&quot...57484.087126e+16http://a3.twimg.com/profile_images/1238005253/...http://twitter.com/gsiemens/statuses/408712594...
1361weisblatt@davecormier your blog and videos make partici...Thu, 24 Feb 2011 16:15:23 +00002290211NaNen153639.04.080701e+16153639.0&lt;a href=&quot;http://twitter.com/&quot;&gt;...22902114.080701e+16http://a0.twimg.com/profile_images/907710761/s...http://twitter.com/weisblatt/statuses/40807007...
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219 rows × 14 columns

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" ], "text/plain": [ " from_user text \\\n", "36 Anna_De_Liddo @houshuang Hi Stian! we are still in Banf, but... \n", "48 psychemedia @andymcg what edu related activity data projec... \n", "67 NicolaAvery @Anna_De_Liddo thank you, no idea how difficul... \n", "70 Anna_De_Liddo @NicolaAvery and btw this is a nice idea/featu... \n", "71 Anna_De_Liddo @NicolaAvery you can see, edit/manage your tag... \n", "... ... ... \n", "1327 houshuang @sbskmi @psychemedia Looking forward to seeing... \n", "1328 houshuang @sebpaquet in banff for #LAK11 back wednesday... \n", "1338 houshuang @dougclow I'm here now, it's actually not that... \n", "1358 gsiemens @JonElmSherrill :). Aparrently, it's supposed ... \n", "1361 weisblatt @davecormier your blog and videos make partici... \n", "\n", " created_at from_user_id geo_coordinates \\\n", "36 Thu, 03 Mar 2011 05:31:57 +0000 9526430 NaN \n", "48 Wed, 02 Mar 2011 21:03:37 +0000 69223 NaN \n", "67 Wed, 02 Mar 2011 17:11:29 +0000 13181495 NaN \n", "70 Wed, 02 Mar 2011 16:51:48 +0000 9526430 NaN \n", "71 Wed, 02 Mar 2011 16:50:53 +0000 9526430 NaN \n", "... ... ... ... \n", "1327 Sat, 26 Feb 2011 01:55:04 +0000 172290 NaN \n", "1328 Sat, 26 Feb 2011 01:50:49 +0000 172290 NaN \n", "1338 Fri, 25 Feb 2011 21:47:36 +0000 172290 NaN \n", "1358 Thu, 24 Feb 2011 20:30:42 +0000 5748 NaN \n", "1361 Thu, 24 Feb 2011 16:15:23 +0000 2290211 NaN \n", "\n", " iso_language_code to_user_id id to_user_id_str \\\n", "36 en 172290.0 4.318180e+16 172290.0 \n", "48 en 2316588.0 4.305387e+16 2316588.0 \n", "67 en 9526430.0 4.299545e+16 9526430.0 \n", "70 en 13181495.0 4.299050e+16 13181495.0 \n", "71 en 13181495.0 4.299027e+16 13181495.0 \n", "... ... ... ... ... \n", "1327 en 19130020.0 4.131530e+16 19130020.0 \n", "1328 en 386316.0 4.131421e+16 386316.0 \n", "1338 en 308967.0 4.125300e+16 308967.0 \n", "1358 en 237016721.0 4.087126e+16 237016721.0 \n", "1361 en 153639.0 4.080701e+16 153639.0 \n", "\n", " source from_user_id_str \\\n", "36 <a href="http://www.tweetdeck.com"... 9526430 \n", "48 <a href="http://www.tweetdeck.com"... 69223 \n", "67 <a href="http://twitter.com/">... 13181495 \n", "70 <a href="http://www.tweetdeck.com"... 9526430 \n", "71 <a href="http://www.tweetdeck.com"... 9526430 \n", "... ... ... \n", "1327 <a href="http://www.tweetdeck.com"... 172290 \n", "1328 <a href="http://www.tweetdeck.com"... 172290 \n", "1338 <a href="http://www.nambu.com/" r... 172290 \n", "1358 <a href="http://www.tweetdeck.com"... 5748 \n", "1361 <a href="http://twitter.com/">... 2290211 \n", "\n", " id_str profile_image_url \\\n", "36 4.318180e+16 http://a3.twimg.com/profile_images/20659452/IM... \n", "48 4.305387e+16 http://a1.twimg.com/profile_images/1195013164/... \n", "67 4.299545e+16 http://a3.twimg.com/profile_images/797991041/n... \n", "70 4.299050e+16 http://a3.twimg.com/profile_images/20659452/IM... \n", "71 4.299027e+16 http://a3.twimg.com/profile_images/20659452/IM... \n", "... ... ... \n", "1327 4.131530e+16 http://a3.twimg.com/profile_images/52634283/51... \n", "1328 4.131421e+16 http://a3.twimg.com/profile_images/52634283/51... \n", "1338 4.125300e+16 http://a3.twimg.com/profile_images/52634283/51... \n", "1358 4.087126e+16 http://a3.twimg.com/profile_images/1238005253/... \n", "1361 4.080701e+16 http://a0.twimg.com/profile_images/907710761/s... \n", "\n", " status_url \n", "36 http://twitter.com/Anna_De_Liddo/statuses/4318... \n", "48 http://twitter.com/psychemedia/statuses/430538... \n", "67 http://twitter.com/NicolaAvery/statuses/429954... \n", "70 http://twitter.com/Anna_De_Liddo/statuses/4299... \n", "71 http://twitter.com/Anna_De_Liddo/statuses/4299... \n", "... ... \n", "1327 http://twitter.com/houshuang/statuses/41315277... \n", "1328 http://twitter.com/houshuang/statuses/41314208... \n", "1338 http://twitter.com/houshuang/statuses/41253000... \n", "1358 http://twitter.com/gsiemens/statuses/408712594... \n", "1361 http://twitter.com/weisblatt/statuses/40807007... \n", "\n", "[219 rows x 14 columns]" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "replies = tweets[~tweets['to_user_id'].isnull()]\n", "replies" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the edge list created, we can use `from_pandas_edgelist` to create a directed graph. \n", "\n", "Note here we do not need a separate node list because all nodes are included in the edge list. In other cases, there are nodes not present in the edge and you will need to create a separate node list (like the first example). " ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "replyG = nx.from_pandas_edgelist(\n", " replies,\n", " source = \"from_user_id\",\n", " target=\"to_user_id\",\n", " edge_attr=[\"created_at\", \"text\"],\n", " create_using=nx.DiGraph(),\n", ")\n", "\n", "nx.draw_networkx(replyG)" ] }, { "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": "3.11.1" } }, "nbformat": 4, "nbformat_minor": 2 }