TeamingAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['abanks19', 'ahende39', 'ahughe51', 'amalviya', 'astjohn1', 'asuther8', 'avo5', 'azou', 'bgreenb3', 'bmingled', 'bperosa', 'ciadonis', 'cukaegbu', 'dlomax', 'dmaioran', 'dschult9', 'dtroutm1', 'fxie6', 'fxu11', 'gbrown39', 'hkitts2', 'jcarmac3', 'jhamil53', 'jhammer2', 'jhills', 'jlemon3', 'jmatloc1', 'jmoczadl', 'jmuncy2', 'jnotowic', 'kcavitt', 'kleland', 'klim7', 'kpatel87', 'lgonzal6', 'mdixson2', 'mjahansh', 'mmohandi', 'mmuszik1', 'moliaee2', 'mrm634', 'mxw557', 'plin5', 'ppatel91', 'psherri1', 'pvelas', 'rbarklow', 'rbhupati', 'rbray2', 'reehsemm', 'rrusitan', 'rstewa35', 'rwill148', 'showel17', 'shwang6', 'spatel91', 'sxue3', 'tainley', 'tflorey', 'tnguye85', 'vaiely', 'wcoar', 'wjohns53', 'wsquires', 'xcao14', 'yli53']\n"
     ]
    }
   ],
   "source": [
    "import IPython\n",
    "import os\n",
    "os.system(\"ls [a-z]*.md | grep -v 'ports\\.md' |grep -v audris | sed 's/\\.md$//'| sort -u >ids.txt\")\n",
    "with open('ids.txt') as f:\n",
    "    files = [ x.strip('\\n') for x in f.readlines() ]\n",
    "print (files)\n",
    "\n",
    "# Create labels for the graph\n",
    "flab = files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from collections import Counter\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "documents = []\n",
    "\n",
    "text = \"\"\n",
    "for f in files:\n",
    "  a = open (f+\".md\")\n",
    "  line = a.read()\n",
    "  documents .append(line)\n",
    "  text = text + \" \" + line\n",
    "      \n",
    "#Do tf.idf magic \n",
    "tfidf = TfidfVectorizer().fit_transform(documents)\n",
    "# no need to normalize, since Vectorizer will return normalized tf-idf\n",
    "# we may want to see these, e.g., analyze in R\n",
    "pd .DataFrame.from_records(tfidf.A).to_csv('tfidf.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>abanks19</th>\n",
       "      <th>ahende39</th>\n",
       "      <th>ahughe51</th>\n",
       "      <th>amalviya</th>\n",
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       "      <td>0.063</td>\n",
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       "      <td>0.115</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0.061</td>\n",
       "      <td>0.057</td>\n",
       "      <td>0.124</td>\n",
       "      <td>0.155</td>\n",
       "      <td>0.069</td>\n",
       "      <td>0.090</td>\n",
       "      <td>0.082</td>\n",
       "      <td>0.116</td>\n",
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       "    <tr>\n",
       "      <th>amalviya</th>\n",
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       "      <td>1.000</td>\n",
       "      <td>0.069</td>\n",
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       "      <td>0.062</td>\n",
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       "      <td>0.158</td>\n",
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       "      <th>astjohn1</th>\n",
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       "      <td>0.069</td>\n",
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       "      <td>0.078</td>\n",
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       "      <td>0.098</td>\n",
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       "      <th>wjohns53</th>\n",
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       "      <td>0.157</td>\n",
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       "      <td>0.116</td>\n",
       "      <td>0.075</td>\n",
       "      <td>0.099</td>\n",
       "      <td>0.153</td>\n",
       "      <td>0.116</td>\n",
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       "      <td>0.134</td>\n",
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       "    <tr>\n",
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       "      <td>1.000</td>\n",
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       "      <td>0.041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>xcao14</th>\n",
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       "      <td>0.133</td>\n",
       "      <td>0.082</td>\n",
       "      <td>0.158</td>\n",
       "      <td>0.178</td>\n",
       "      <td>0.131</td>\n",
       "      <td>0.174</td>\n",
       "      <td>0.197</td>\n",
       "      <td>0.181</td>\n",
       "      <td>0.129</td>\n",
       "      <td>...</td>\n",
       "      <td>0.150</td>\n",
       "      <td>0.122</td>\n",
       "      <td>0.229</td>\n",
       "      <td>0.058</td>\n",
       "      <td>0.106</td>\n",
       "      <td>0.090</td>\n",
       "      <td>0.124</td>\n",
       "      <td>0.075</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yli53</th>\n",
       "      <td>0.085</td>\n",
       "      <td>0.114</td>\n",
       "      <td>0.116</td>\n",
       "      <td>0.098</td>\n",
       "      <td>0.185</td>\n",
       "      <td>0.096</td>\n",
       "      <td>0.036</td>\n",
       "      <td>0.139</td>\n",
       "      <td>0.128</td>\n",
       "      <td>0.088</td>\n",
       "      <td>...</td>\n",
       "      <td>0.104</td>\n",
       "      <td>0.099</td>\n",
       "      <td>0.135</td>\n",
       "      <td>0.090</td>\n",
       "      <td>0.130</td>\n",
       "      <td>0.115</td>\n",
       "      <td>0.157</td>\n",
       "      <td>0.041</td>\n",
       "      <td>0.169</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>66 rows × 66 columns</p>\n",
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      ],
      "text/plain": [
       "                     abanks19             ahende39             ahughe51  \\\n",
       "abanks19                1.000                0.098                0.083   \n",
       "ahende39                0.098                1.000                0.134   \n",
       "ahughe51                0.083                0.134                1.000   \n",
       "amalviya                0.080                0.078                0.048   \n",
       "astjohn1                0.055                0.075                0.063   \n",
       "...                       ...                  ...                  ...   \n",
       "wcoar                   0.092                0.158                0.155   \n",
       "wjohns53                0.125                0.157                0.069   \n",
       "wsquires                0.060                0.042                0.090   \n",
       "xcao14                  0.088                0.133                0.082   \n",
       "yli53                   0.085                0.114                0.116   \n",
       "\n",
       "                     amalviya             astjohn1             asuther8  \\\n",
       "abanks19                0.080                0.055                0.074   \n",
       "ahende39                0.078                0.075                0.085   \n",
       "ahughe51                0.048                0.063                0.150   \n",
       "amalviya                1.000                0.069                0.103   \n",
       "astjohn1                0.069                1.000                0.066   \n",
       "...                       ...                  ...                  ...   \n",
       "wcoar                   0.083                0.120                0.116   \n",
       "wjohns53                0.116                0.075                0.099   \n",
       "wsquires                0.083                0.051                0.110   \n",
       "xcao14                  0.158                0.178                0.131   \n",
       "yli53                   0.098                0.185                0.096   \n",
       "\n",
       "                         avo5                 azou             bgreenb3  \\\n",
       "abanks19                0.087                0.124                0.067   \n",
       "ahende39                0.085                0.198                0.113   \n",
       "ahughe51                0.083                0.143                0.086   \n",
       "amalviya                0.216                0.062                0.148   \n",
       "astjohn1                0.063                0.078                0.105   \n",
       "...                       ...                  ...                  ...   \n",
       "wcoar                   0.066                0.128                0.099   \n",
       "wjohns53                0.153                0.116                0.138   \n",
       "wsquires                0.067                0.052                0.069   \n",
       "xcao14                  0.174                0.197                0.181   \n",
       "yli53                   0.036                0.139                0.128   \n",
       "\n",
       "                     bmingled  ...                sxue3              tainley  \\\n",
       "abanks19                0.102  ...                0.165                0.130   \n",
       "ahende39                0.103  ...                0.154                0.133   \n",
       "ahughe51                0.137  ...                0.115                0.050   \n",
       "amalviya                0.165  ...                0.156                0.036   \n",
       "astjohn1                0.047  ...                0.125                0.095   \n",
       "...                       ...  ...                  ...                  ...   \n",
       "wcoar                   0.098  ...                0.100                0.086   \n",
       "wjohns53                0.134  ...                0.189                0.139   \n",
       "wsquires                0.093  ...                0.126                0.060   \n",
       "xcao14                  0.129  ...                0.150                0.122   \n",
       "yli53                   0.088  ...                0.104                0.099   \n",
       "\n",
       "                      tflorey             tnguye85               vaiely  \\\n",
       "abanks19                0.130                0.086                0.137   \n",
       "ahende39                0.110                0.089                0.152   \n",
       "ahughe51                0.061                0.057                0.124   \n",
       "amalviya                0.075                0.084                0.094   \n",
       "astjohn1                0.082                0.068                0.066   \n",
       "...                       ...                  ...                  ...   \n",
       "wcoar                   0.088                0.065                0.123   \n",
       "wjohns53                0.123                0.191                0.141   \n",
       "wsquires                0.030                0.034                0.055   \n",
       "xcao14                  0.229                0.058                0.106   \n",
       "yli53                   0.135                0.090                0.130   \n",
       "\n",
       "                        wcoar             wjohns53             wsquires  \\\n",
       "abanks19                0.092                0.125                0.060   \n",
       "ahende39                0.158                0.157                0.042   \n",
       "ahughe51                0.155                0.069                0.090   \n",
       "amalviya                0.083                0.116                0.083   \n",
       "astjohn1                0.120                0.075                0.051   \n",
       "...                       ...                  ...                  ...   \n",
       "wcoar                   1.000                0.075                0.068   \n",
       "wjohns53                0.075                1.000                0.065   \n",
       "wsquires                0.068                0.065                1.000   \n",
       "xcao14                  0.090                0.124                0.075   \n",
       "yli53                   0.115                0.157                0.041   \n",
       "\n",
       "                       xcao14                yli53  \n",
       "abanks19                0.088                0.085  \n",
       "ahende39                0.133                0.114  \n",
       "ahughe51                0.082                0.116  \n",
       "amalviya                0.158                0.098  \n",
       "astjohn1                0.178                0.185  \n",
       "...                       ...                  ...  \n",
       "wcoar                   0.090                0.115  \n",
       "wjohns53                0.124                0.157  \n",
       "wsquires                0.075                0.041  \n",
       "xcao14                  1.000                0.169  \n",
       "yli53                   0.169                1.000  \n",
       "\n",
       "[66 rows x 66 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Lets see the similarity matrix\n",
    "# first create labels\n",
    "idx = {}\n",
    "for i in range(len(files)):\n",
    "    idx[i] = files [i]\n",
    "\n",
    "# Multiply the tfidf matrix to get all pairwise distances    \n",
    "df = pd. DataFrame.from_records((tfidf * tfidf.T).A,columns=files)\n",
    "\n",
    "#do pretty printing\n",
    "pd.options.display.float_format = '{:20,.3f}'.format\n",
    "df = df.rename(index=idx)\n",
    "#Output to a file in case we want to look at it separately\n",
    "df.to_csv(\"dist.csv\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6506966172114266\n",
      "dlomax jhammer2 wsquires kleland asuther8 hkitts2 \n",
      "spatel91 dschult9 mjahansh tainley rbhupati vaiely \n",
      "rbarklow shwang6 azou fxie6 abanks19 gbrown39 \n",
      "kcavitt psherri1 pvelas ahughe51 jmuncy2 amalviya \n",
      "jlemon3 mmohandi showel17 avo5 mxw557 jnotowic \n",
      "tnguye85 wcoar ahende39 rbray2 jhills mdixson2 \n",
      "wjohns53 bmingled dtroutm1 bperosa jhamil53 mmuszik1 \n",
      "jmatloc1 rwill148 cukaegbu yli53 mrm634 dmaioran \n",
      "jmoczadl tflorey xcao14 rrusitan sxue3 ppatel91 \n",
      "kpatel87 rstewa35 bgreenb3 reehsemm lgonzal6 plin5 \n",
      "ciadonis jcarmac3 astjohn1 moliaee2 fxu11 klim7 \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x2200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.cluster.hierarchy import linkage, ward, dendrogram\n",
    "from scipy.spatial.distance import pdist\n",
    "import math, sys\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import re\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "# Calculate cosine distance (clustering needs distance, not similarity)   \n",
    "#dist ij = dist2 [i*(n-1)+j] and i < j\n",
    "dist1 = pdist(tfidf.A, 'cosine')\n",
    "minVal = min(dist1)\n",
    "print(minVal)\n",
    "d1 = len(files)-1\n",
    "ij = np.where(dist1==minVal)[0][0]\n",
    "for i in range(0,d1):\n",
    "    for j in range (i+1,d1):\n",
    "        ij -= 1\n",
    "        if ij == 0: \n",
    "            break\n",
    "    else:        \n",
    "        continue  \n",
    "    break\n",
    "\n",
    "\n",
    "\n",
    "# Do clustering\n",
    "linkage_matrix = linkage (dist1, method='complete')\n",
    "#print(linkage_matrix)\n",
    "\n",
    "# Plot results\n",
    "fig = plt.figure(1, figsize=(8, 11),dpi=200)\n",
    "plt.clf()\n",
    "ddata = dendrogram(linkage_matrix,\n",
    "               color_threshold=1,\n",
    "               p=97,\n",
    "               labels=flab,\n",
    "               truncate_mode='none',\n",
    "               orientation='left',\n",
    "                show_leaf_counts=True,leaf_font_size =12\n",
    "               )\n",
    "for j in range (10):\n",
    "  for i in range (6):\n",
    "     sys.stdout.write(flab[ddata['leaves'][j*6+i]]+' ')\n",
    "  sys.stdout.write('\\n')\n",
    "for i in range (10*6, d1+1):\n",
    "  sys.stdout.write(flab[ddata['leaves'][i]]+' ')\n",
    "sys.stdout.write('\\n')        \n",
    "\n",
    "plt.title(\"Clustering of Descriptions\")\n",
    "fig.savefig(\"teaming.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Investigate interactive graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65]\n"
     ]
    }
   ],
   "source": [
    "\n",
    "import networkx as nx\n",
    "import json\n",
    "\n",
    "# use these distances to create a graph by cutting links below .2 \n",
    "nxg = nx.Graph()\n",
    "for i in range(len(files)-1):\n",
    "    nxg.add_node(i, label=flab[i], tooltip=flab[i])\n",
    "for i in range(len(files)-1):    \n",
    "    nLinks = 0\n",
    "    maxVal = 0\n",
    "    jMax = 0\n",
    "    for j in range(i+1,len(files)):        \n",
    "        if df.iloc[i,j] > maxVal: \n",
    "            maxVal = df.iloc[i,j]\n",
    "            if i != j: jMax = j\n",
    "        if (df.iloc[i,j] > .2):\n",
    "            nLinks += 1\n",
    "            nxg.add_edge(i, j, weight=math.sqrt(df.iloc[i,j]*150+1),color='yellow')\n",
    "    if nLinks == 0:\n",
    "        nxg.add_edge(i, jMax, weight=10,color='red')\n",
    "        \n",
    "print (nxg.nodes())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "30f21c7d2f1c4d1c8766ec9896e26437",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "CytoscapeWidget(cytoscape_layout={'name': 'cola', 'nodespacing': 2, 'animate': True}, cytoscape_style=[{'selec…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import ipycytoscape\n",
    "import json\n",
    "\n",
    "undir = ipycytoscape.CytoscapeWidget()\n",
    "undir.graph.add_graph_from_networkx(nxg)\n",
    "undir.set_style([ \n",
    "                    {\n",
    "                        'selector': 'node',\n",
    "                        'css': {\n",
    "                            'content': 'data(label)',\n",
    "                            'text-valign': 'center',\n",
    "                            'color': 'black',\n",
    "                            'text-size': 40,\n",
    "                            'text-outline-width': 0,\n",
    "                            'text-outline-color': 'green',\n",
    "                            'background-color': 'yellow'\n",
    "                        }\n",
    "                    },\n",
    "    \n",
    "                    {   'selector': 'node',\n",
    "                        'style': {\n",
    "                          'font-size':'40px',\n",
    "                          'label': 'data(label)'\n",
    "                        }\n",
    "                    }, \n",
    "                   { 'selector': 'edge',\n",
    "                        'style': {\n",
    "                            'width': 'data(weight)'\n",
    "                        }\n",
    "                   }\n",
    "\n",
    "])\n",
    "undir.set_layout(name='cola',nodespacing=2,animate=True)\n",
    "undir.set_tooltip_source('tooltip')\n",
    "display(undir)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "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": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}