Evaluation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from apted import APTED\n",
    "from apted.helpers import Tree\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import glob, os\n",
    "from tqdm import tqdm\n",
    "import itertools\n",
    "from bs4 import BeautifulSoup\n",
    "import bs4\n",
    "#from collections import defaultdict\n",
    "\n",
    "from collections import OrderedDict, Callable\n",
    "\n",
    "class DefaultOrderedDict(OrderedDict):\n",
    "    # Source: http://stackoverflow.com/a/6190500/562769\n",
    "    def __init__(self, default_factory=None, *a, **kw):\n",
    "        if (default_factory is not None and\n",
    "           not isinstance(default_factory, Callable)):\n",
    "            raise TypeError('first argument must be callable')\n",
    "        OrderedDict.__init__(self, *a, **kw)\n",
    "        self.default_factory = default_factory\n",
    "\n",
    "    def __getitem__(self, key):\n",
    "        try:\n",
    "            return OrderedDict.__getitem__(self, key)\n",
    "        except KeyError:\n",
    "            return self.__missing__(key)\n",
    "\n",
    "    def __missing__(self, key):\n",
    "        if self.default_factory is None:\n",
    "            raise KeyError(key)\n",
    "        self[key] = value = self.default_factory()\n",
    "        return value\n",
    "\n",
    "    def __reduce__(self):\n",
    "        if self.default_factory is None:\n",
    "            args = tuple()\n",
    "        else:\n",
    "            args = self.default_factory,\n",
    "        return type(self), args, None, None, self.items()\n",
    "\n",
    "    def copy(self):\n",
    "        return self.__copy__()\n",
    "\n",
    "    def __copy__(self):\n",
    "        return type(self)(self.default_factory, self)\n",
    "\n",
    "    def __deepcopy__(self, memo):\n",
    "        import copy\n",
    "        return type(self)(self.default_factory,\n",
    "                          copy.deepcopy(self.items()))\n",
    "\n",
    "    def __repr__(self):\n",
    "        return 'OrderedDefaultDict(%s, %s)' % (self.default_factory,\n",
    "                                               OrderedDict.__repr__(self))\n",
    "\n",
    "\n",
    "\n",
    "def defaultVal():\n",
    "    return [[],0]\n",
    "\n",
    "def makeTree(file):\n",
    "    with open(file,\"r\") as f:\n",
    "        S = f.read()\n",
    "    S = S.strip()\n",
    "    S = S.replace(\"\\n\",\"\")\n",
    "    #S = S.replace(\" \",\"\")\n",
    "    S = S.replace(\"\\t\",\"\")\n",
    "    S = S.replace(\"\\r\",\"\")\n",
    "    soup = BeautifulSoup(S, \"html.parser\")\n",
    "    return soup\n",
    "\n",
    "def recursiveChildBfs(bs):\n",
    "    root = bs\n",
    "    stack = [root]\n",
    "    count=0\n",
    "    parrent = [None]\n",
    "    while len(stack) != 0:\n",
    "        node = stack.pop(0)\n",
    "        pnode = parrent.pop(0)\n",
    "        if node is not bs:\n",
    "            if node.name!=None:\n",
    "                yield node.name+\"~\"+str(count),pnode\n",
    "            else:\n",
    "                yield node.name,pnode\n",
    "        if hasattr(node, 'children'):\n",
    "            for child in node.children:\n",
    "                stack.append(child)\n",
    "                parrent.append(node.name+\"~\"+str(count))\n",
    "        count+=1\n",
    "\n",
    "def visit(tagdict,c,tree):\n",
    "    tree+=\"{\"\n",
    "    tree+=c.split(\"~\")[0]\n",
    "    for i in tagdict[c][0]:\n",
    "        tree = visit(tagdict,i,tree)\n",
    "        tree+=\"}\"\n",
    "    return tree        \n",
    "\n",
    "def generateTree(file):\n",
    "    html = makeTree(file)\n",
    "    tagdict = DefaultOrderedDict(defaultVal)\n",
    "    for c,p in recursiveChildBfs(html):\n",
    "        if c!=None:\n",
    "            tagdict[p][0].append(c)\n",
    "            tagdict[p][1]+=1\n",
    "\n",
    "\n",
    "    tree = \"{\"\n",
    "    for x,y in zip(list(tagdict.keys())[1::],list(tagdict.values())[1::]):\n",
    "        tree+=x.split(\"~\")[0]\n",
    "        for c in y[0]:\n",
    "            #tree+=\"{\"\n",
    "            #tree+=c\n",
    "            tree = visit(tagdict,c,tree)\n",
    "            tree+=\"}\"\n",
    "        tree+=\"}\"\n",
    "        break\n",
    "    nNodes = 0\n",
    "    for x in tagdict.keys():\n",
    "        nNodes+=tagdict[x][1]\n",
    "    return tree,nNodes\n",
    "\n",
    "\n",
    "    \n",
    "from collections import defaultdict\n",
    "import pickle\n",
    "import json\n",
    "\n",
    "def load_stateMap(name):\n",
    "    with open(name) as json_file:\n",
    "        data = defaultdict(factory)\n",
    "        data2 = json.load(json_file)\n",
    "        data.update(data2)\n",
    "    return data\n",
    "\n",
    "def factory():\n",
    "    return {\"src\":\"\",\"edges\":[],\"url\":\"\",\"start\":0}\n",
    "\n",
    "\n",
    "import networkx as nx\n",
    "\n",
    "def makeGraph_Qexplore(statedict):\n",
    "    DG = nx.DiGraph()\n",
    "    SFG = load_stateMap(statedict)\n",
    "    count=1\n",
    "    stateNamesBig = {}\n",
    "    stateNamesSmall = {}\n",
    "    edgemap = {}\n",
    "    indexstate = \"\"\n",
    "    indexlist = [x for x in SFG.keys() if SFG[x][\"start\"]==1]\n",
    "    statesfile = [file.split(\"/\")[-1].split(\".html\")[0] for file in glob.glob(\"./Q_Result/*.html\")]\n",
    "    for x in SFG.keys():\n",
    "        if x in indexlist:\n",
    "            stateNamesSmall[\"index\"+str(count)] = x\n",
    "            stateNamesBig[x] = \"index\"+str(count)\n",
    "        else:\n",
    "            stateNamesSmall[\"S\"+str(count)] = x\n",
    "            stateNamesBig[x] = \"S\"+str(count)\n",
    "        count+=1\n",
    "    sss = [x for x in set(statesfile).difference(set(SFG.keys())) if x not in [\"index\",\"temp\"]]\n",
    "    for x in sss:\n",
    "        stateNamesSmall[\"S\"+str(count)] = x\n",
    "        stateNamesBig[x] = \"S\"+str(count)\n",
    "        count+=1\n",
    "\n",
    "    DG.add_nodes_from(stateNamesSmall.keys())\n",
    "    count = 0\n",
    "    for state in stateNamesSmall.keys():\n",
    "        for edge in SFG[stateNamesSmall[state]]['edges']:\n",
    "            if edge[\"state\"] in statesfile:\n",
    "                edgemap[edge[\"action\"]] = count\n",
    "                count+=1\n",
    "        \n",
    "    for state in stateNamesSmall.keys():\n",
    "        edges = [(state,stateNamesBig[edge[\"state\"]]) for edge in SFG[stateNamesSmall[state]]['edges'] if edge[\"state\"] in statesfile]\n",
    "        #DG.add_edges_from()\n",
    "        #print(edges)\n",
    "        DG.add_edges_from(edges)\n",
    "    return DG,stateNamesBig,stateNamesSmall,indexlist,SFG,edgemap\n",
    "\n",
    "def makeGraph_crawljax(resultfile,baseurl):\n",
    "    with open(resultfile) as json_file: \n",
    "        data = json.load(json_file)\n",
    "    DG = nx.DiGraph()\n",
    "    keys = [k for k in data[\"states\"].keys() if baseurl in data[\"states\"][k][\"url\"]]\n",
    "    \n",
    "    aa = os.listdir(\"./doms/\")\n",
    "    keys = [k for k in keys if k+\".html\" in aa]\n",
    "    DG.add_nodes_from(keys)\n",
    "    edges = [(edge[\"from\"],edge[\"to\"]) for edge in data[\"edges\"] if edge[\"from\"] in keys and edge[\"to\"] in keys]\n",
    "    DG.add_edges_from(edges)\n",
    "    return DG,data\n",
    "\n",
    "def generateSimplePaths_QExplore(statedict):\n",
    "    DG,stateNamesBig,stateNamesSmall,indexlist,SFG,edgemap = makeGraph_Qexplore(statedict)\n",
    "    pathdict = {}\n",
    "    for node in tqdm(DG.nodes):\n",
    "        for index in indexlist:\n",
    "            paths = nx.all_simple_paths(DG, source=stateNamesBig[index], target=node)\n",
    "            pathlist = []\n",
    "            for path in paths:\n",
    "                i=0\n",
    "                #temp = []\n",
    "                s = \"\"\n",
    "                while(i<len(path)-1):\n",
    "                    edar = []\n",
    "                    for edge in SFG[stateNamesSmall[path[i]]][\"edges\"]:\n",
    "                        if edge[\"state\"]==stateNamesSmall[path[i+1]]:\n",
    "                            #temp.append(path[i]+edge[\"action\"])\n",
    "                            #print(\"hello\")\n",
    "                            edar.append(path[i])\n",
    "                    s+=\"|\".join(set(edar))\n",
    "                    s+=\"->\"\n",
    "                    i+=1\n",
    "                temp = splitstring(s)\n",
    "                pathlist.extend(temp)\n",
    "        pathdict[node] = pathlist\n",
    "    return pathdict\n",
    "        \n",
    "def generateSimplePaths_crawljax(resultfile,baseurl):\n",
    "    DG,data = makeGraph_crawljax(resultfile,baseurl)\n",
    "    pathdict = {}\n",
    "    for node in tqdm(DG.nodes):\n",
    "        paths = nx.all_simple_paths(DG, source=\"index\", target=node)\n",
    "        pathlist = []\n",
    "        for path in paths:\n",
    "            i=0\n",
    "            temp = []\n",
    "            while(i<len(path)-1):    \n",
    "                for edge in data[\"edges\"]:\n",
    "                    if edge[\"from\"]==path[i] and edge[\"to\"]==path[i+1]:\n",
    "                        temp.append(edge[\"id\"])\n",
    "                i+=1\n",
    "            pathlist.append(temp)\n",
    "        if len(pathlist)>100:\n",
    "            if node in pathdict:\n",
    "                pathdict[node].extend(pathlist[0:100])\n",
    "            else:\n",
    "                pathdict[node] = pathlist[0:100]\n",
    "        else:\n",
    "            if node in pathdict:\n",
    "                pathdict[node].extend(pathlist)\n",
    "            else:\n",
    "                pathdict[node] = pathlist\n",
    "        #pathdict[node] = pathlist\n",
    "    return pathdict\n",
    "\n",
    "from itertools import product\n",
    "def splitstring(S):\n",
    "    s = S.split(\"->\")\n",
    "    i=1\n",
    "    result = s[0].split(\"|\")\n",
    "    while(i<len(s)-1):\n",
    "        result= [x[0]+\"->\"+x[1] for x in product(result,s[i].split(\"|\"))]\n",
    "        i+=1\n",
    "    #temp = [x.split(\"->\") for x in result]\n",
    "    return [x.split(\"->\") for x in result]\n",
    "\n",
    "def generateLocalSimplePaths_QExplore(statedict):\n",
    "    DG,stateNamesBig,stateNamesSmall,indexlist,SFG,edgemap = makeGraph_Qexplore(statedict)\n",
    "    pathdict = {}\n",
    "    for node in tqdm(DG.nodes):\n",
    "        for index in indexlist:\n",
    "            if node!=stateNamesBig[index]:\n",
    "                paths = nx.all_simple_paths(DG, source=stateNamesBig[index], target=node)\n",
    "                pathlist = []\n",
    "                for path in paths:\n",
    "                    i=0\n",
    "                    #temp = []\n",
    "                    s = \"\"\n",
    "                    while(i<len(path)-1):\n",
    "                        edar = []\n",
    "                        for edge in SFG[stateNamesSmall[path[i]]][\"edges\"]:\n",
    "                            if edge[\"state\"]==stateNamesSmall[path[i+1]]:\n",
    "                                #temp.append(path[i]+edge[\"action\"])\n",
    "                                #print(\"hello\")\n",
    "                                edar.append(path[i]+str(edgemap[edge[\"action\"]]))\n",
    "                        s+=\"|\".join(set(edar))\n",
    "                        s+=\"->\"\n",
    "                        i+=1\n",
    "                    temp = splitstring(s)\n",
    "                    pathlist.extend(temp)\n",
    "                if len(pathlist)>100:\n",
    "                    if node in pathdict:\n",
    "                        pathdict[node].extend(pathlist[0:100])\n",
    "                    else:\n",
    "                        pathdict[node] = pathlist[0:100]\n",
    "                else:\n",
    "                    if node in pathdict:\n",
    "                        pathdict[node].extend(pathlist)\n",
    "                    else:\n",
    "                        pathdict[node] = pathlist\n",
    "                #try:\n",
    "                #    print(stateNamesBig[index],node,pathdict[\"index2\"])\n",
    "                #except:\n",
    "                #    pass\n",
    "                \n",
    "    return pathdict\n",
    "\n",
    "\n",
    "def getpathSimilarity(path1,path2):\n",
    "    A = set(path1)\n",
    "    B = set(path2)\n",
    "    shared = len(A.intersection(B))\n",
    "    pathsim = (2*shared)/(len(A)+len(B))\n",
    "    return pathsim\n",
    "\n",
    "def calculate_Average_NavigationalDiversity(data):\n",
    "    keys = [key for key in data.keys() if data[key]!=[]]\n",
    "    diversity = []\n",
    "    for key in tqdm(keys):\n",
    "        paths = data[key]\n",
    "        sim = []\n",
    "        for path1,path2 in product(paths,paths):\n",
    "            sim.append(getpathSimilarity(path1,path2))\n",
    "        sim = np.array(sim)\n",
    "        if np.sum(sim==1)==sim.shape[0]:\n",
    "            diversity.append(1)\n",
    "        else:\n",
    "            diversity.append(1-np.min(sim))\n",
    "    return np.mean(diversity)\n",
    "\n",
    "def calculate_TestSuitSize(data):\n",
    "    keys = [key for key in data.keys() if data[key]!=[]]\n",
    "    Total = 0\n",
    "    for key in tqdm(keys):\n",
    "        paths = data[key]\n",
    "        sim = []\n",
    "        for path1,path2 in product(paths,paths):\n",
    "            sim.append(getpathSimilarity(path1,path2))\n",
    "        sim = np.array(sim)\n",
    "        Total+=np.sum(sim==0)+1\n",
    "    return Total\n",
    "\n",
    "def calculateTestModelSize(data):\n",
    "    edge = []\n",
    "    for k in data.keys():\n",
    "        for path in data[k]:\n",
    "            edge.extend(path)\n",
    "    return edge\n",
    "\n",
    "def generateSimpleStatePaths_QExplore(statedict):\n",
    "    DG,stateNamesBig,stateNamesSmall,indexlist,SFG,edgemap = makeGraph_Qexplore(statedict)\n",
    "    pathdict = {}\n",
    "    for node in tqdm(DG.nodes):\n",
    "        pathlist = []\n",
    "        for index in indexlist:\n",
    "            paths = nx.all_simple_paths(DG, source=stateNamesBig[index], target=node)\n",
    "            pathlist.extend([path for path in paths])\n",
    "        if len(pathlist)>100:\n",
    "            pathlist = pathlist[0:100]\n",
    "        pathdict[node] = pathlist\n",
    "    return pathdict\n",
    "        \n",
    "def generateSimpleStatePaths_crawljax(resultfile,baseurl):\n",
    "    DG,data = makeGraph_crawljax(resultfile,baseurl)\n",
    "    pathdict = {}\n",
    "    for node in tqdm(DG.nodes):\n",
    "        paths = nx.all_simple_paths(DG, source=\"index\", target=node)\n",
    "        AA = [path for path in paths]\n",
    "        if len(AA)>100:\n",
    "            pathdict[node] = AA[0:100]\n",
    "        else:\n",
    "            pathdict[node] = AA\n",
    "    return pathdict\n",
    "\n",
    "def calculateDomDiveristy(x,y,path):\n",
    "    tree1,n1 = generateTree(x)\n",
    "    tree2,n2 = generateTree(y)\n",
    "    t1 = Tree.from_text(tree1)\n",
    "    t2 = Tree.from_text(tree2)\n",
    "    apted = APTED(t1, t2)\n",
    "    ted = apted.compute_edit_distance()\n",
    "    DD = ted/max(n1,n2)\n",
    "    with open(path,\"w\") as file:\n",
    "        file.write(str(DD))\n",
    "        \n",
    "def makeUniqueDom(backup,path):\n",
    "    from shutil import copyfile,rmtree\n",
    "    import time\n",
    "    if os.path.exists(backup):\n",
    "        #shutil.rmtree(backup)\n",
    "        #os.mkdir(backup)\n",
    "        pass\n",
    "    else:\n",
    "        os.mkdir(backup)\n",
    "\n",
    "    doms = os.listdir(path)\n",
    "    for dom in doms:\n",
    "        copyfile(os.path.join(path,dom), os.path.join(backup,dom))\n",
    "    \n",
    "    for dom1 in tqdm(doms):\n",
    "        domlist = []\n",
    "        if dom1 in os.listdir(path) and dom1.split(\".\")[-1]==\"html\":\n",
    "            tree1,n1 = generateTree(os.path.join(path,dom1))\n",
    "            t1 = Tree.from_text(tree1)\n",
    "            for dom2 in os.listdir(path):\n",
    "                if dom2.split(\".\")[-1]==\"html\":\n",
    "                    if dom1!=dom2:\n",
    "                        tree2,n2 = generateTree(os.path.join(path,dom2))\n",
    "                        t2 = Tree.from_text(tree2)\n",
    "                        apted = APTED(t1, t2)\n",
    "                        ted = apted.compute_edit_distance()\n",
    "                        if ted<1:\n",
    "                            domlist.append(dom2)\n",
    "            for d in domlist:\n",
    "                os.remove(os.path.join(path,d))\n",
    "        time.sleep(0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# make Unique STATES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 63/63 [19:37<00:00, 18.69s/it] \n"
     ]
    }
   ],
   "source": [
    "makeUniqueDom(\"./dombackup\",\"./doms\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 39/39 [01:43<00:00,  2.65s/it]\n"
     ]
    }
   ],
   "source": [
    "makeUniqueDom(\"./Qbackup\",\"./Q_Result\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DOM DIVERSITY\n",
    "Run process.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Navigational Functionality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 16/16 [00:00<00:00, 1865.90it/s]\n"
     ]
    }
   ],
   "source": [
    "Qpaths = generateLocalSimplePaths_QExplore(\"./Q.map\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "with open(\"qpaths.json\", \"w\") as outfile:  \n",
    "    json.dump(Qpaths, outfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import json\n",
    "#with open(\"paths.json\") as json_file:\n",
    "#    Qpaths = json.load(json_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 38/38 [00:00<00:00, 893.52it/s]\n"
     ]
    }
   ],
   "source": [
    "cpaths = generateSimplePaths_crawljax(\"./result.json\",\"http://192.168.1.68/timeclock\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "with open(\"cpaths.json\", \"w\") as outfile:  \n",
    "    json.dump(cpaths, outfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Qdiversity = calculate_Average_NavigationalDiversity(Qpaths)\n",
    "#Qdiversity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# run processpathfile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test model size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "42"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Qpaths = generateLocalSimplePaths_QExplore(\"./Q.map\")\n",
    "len(set(calculateTestModelSize(Qpaths)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "29"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(calculateTestModelSize(cpaths)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test Suit Size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 16/16 [00:00<00:00, 853.60it/s]\n"
     ]
    }
   ],
   "source": [
    "A = generateSimpleStatePaths_QExplore(\"./Q.map\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 38/38 [00:00<00:00, 4090.22it/s]\n"
     ]
    }
   ],
   "source": [
    "B = generateSimpleStatePaths_crawljax(\"./result.json\",\"http://192.168.1.68/timeclock\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 15/15 [00:00<00:00, 4185.93it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "15"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calculate_TestSuitSize(A)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 26/26 [00:00<00:00, 4280.07it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "26"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calculate_TestSuitSize(B)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test Model Size Unique\n",
    "run process.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# HTML Coverage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import cryptohash as chash\n",
    "def traverseTree(tree,unique=set()):\n",
    "    unique.add(tree.name)\n",
    "    for x in tree.children:\n",
    "        traverseTree(x,unique)\n",
    "    return unique"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 16/16 [00:00<00:00, 35.14it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "962"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = \"./Q_Result/\"\n",
    "exclude = [path+\"index.html\",path+\"temp.html\"]\n",
    "states = [file for file in glob.glob(path+\"*.html\") if file not in exclude]\n",
    "totaldomq = set()\n",
    "for state in tqdm(states):\n",
    "    tree,nodes = generateTree(state)\n",
    "    tree = Tree.from_text(tree)\n",
    "    taglist = traverseTree(tree)\n",
    "    soup = makeTree(state)\n",
    "    for tags in taglist:\n",
    "        for tag in soup.find_all(tags):\n",
    "            totaldomq.add(tag)\n",
    "len(totaldomq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 38/38 [00:01<00:00, 29.67it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "2652"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = \"./doms/\"\n",
    "exclude = [path+\"temp.html\"]\n",
    "states = [file for file in glob.glob(path+\"*.html\") if file not in exclude]\n",
    "totaldomc = set()\n",
    "for state in tqdm(states):\n",
    "    tree,nodes = generateTree(state)\n",
    "    tree = Tree.from_text(tree)\n",
    "    taglist = traverseTree(tree)\n",
    "    soup = makeTree(state)\n",
    "    for tags in taglist:\n",
    "        for tag in soup.find_all(tags):\n",
    "            totaldomc.add(tag)\n",
    "len(totaldomc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "642"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count = 0\n",
    "with open(\"qpaths.json\") as json_file:\n",
    "    data = json.load(json_file)\n",
    "\n",
    "for k in data.keys():\n",
    "    count+=len(data[k])\n",
    "count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "125"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count = 0\n",
    "with open(\"cpaths.json\") as json_file:\n",
    "    data = json.load(json_file)\n",
    "\n",
    "for k in data.keys():\n",
    "    count+=len(data[k])\n",
    "count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<networkx.classes.digraph.DiGraph at 0x7f1bde3d0910>,\n",
       " {'2a37943c3d7117b3f16609f866c1e35f': 'index1',\n",
       "  '847671af6b9932afb5ca6a6be6665014': 'S2',\n",
       "  '7f95da930eded8d67c2a66a139d54c52': 'S3',\n",
       "  'ce711189b143057672386a81f2e24a33': 'S4',\n",
       "  'fd4e47ef419b2d155085d61bc76feb71': 'S5',\n",
       "  '39fc5ed66ef73c54991033109151e215': 'S6',\n",
       "  '6775b8bf1e3ad860c196e0b671d740b0': 'S7',\n",
       "  '9018ed66f9f0621005aac3def19c20c5': 'S8',\n",
       "  '41aec5b7218b977368184c1830f6473e': 'S9',\n",
       "  'fe6a1f9b49cd7e42af514a485b2005eb': 'S10',\n",
       "  '253601522ecc33e9a99e07c292899dae': 'S11',\n",
       "  '993c7c4884292b9f74568547a1397045': 'S12',\n",
       "  '518c835e8f0e491a3e1e760d98c68e97': 'S13',\n",
       "  '0e0e7781089d08f8a7699b6443370798': 'S14',\n",
       "  '62577da006d53d02c81f1a8fbbb17c9d': 'S15',\n",
       "  '1641ed534e2f6c6254c2147ad44f190d': 'S16'},\n",
       " {'index1': '2a37943c3d7117b3f16609f866c1e35f',\n",
       "  'S2': '847671af6b9932afb5ca6a6be6665014',\n",
       "  'S3': '7f95da930eded8d67c2a66a139d54c52',\n",
       "  'S4': 'ce711189b143057672386a81f2e24a33',\n",
       "  'S5': 'fd4e47ef419b2d155085d61bc76feb71',\n",
       "  'S6': '39fc5ed66ef73c54991033109151e215',\n",
       "  'S7': '6775b8bf1e3ad860c196e0b671d740b0',\n",
       "  'S8': '9018ed66f9f0621005aac3def19c20c5',\n",
       "  'S9': '41aec5b7218b977368184c1830f6473e',\n",
       "  'S10': 'fe6a1f9b49cd7e42af514a485b2005eb',\n",
       "  'S11': '253601522ecc33e9a99e07c292899dae',\n",
       "  'S12': '993c7c4884292b9f74568547a1397045',\n",
       "  'S13': '518c835e8f0e491a3e1e760d98c68e97',\n",
       "  'S14': '0e0e7781089d08f8a7699b6443370798',\n",
       "  'S15': '62577da006d53d02c81f1a8fbbb17c9d',\n",
       "  'S16': '1641ed534e2f6c6254c2147ad44f190d'},\n",
       " ['2a37943c3d7117b3f16609f866c1e35f'],\n",
       " defaultdict(<function __main__.factory()>,\n",
       "             {'2a37943c3d7117b3f16609f866c1e35f': {'src': '2a37943c3d7117b3f16609f866c1e35f',\n",
       "               'edges': [{'action': 'input!@!employee_passwd!@!nan!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'input!@!left_notes!@!nan!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'input!@!remember_me!@!1!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'input!@!submit_button!@!Submit!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/index.php',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://www.historychannel.com/tdih',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/login.php',\n",
       "                 'state': '847671af6b9932afb5ca6a6be6665014'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/index.php',\n",
       "                 'state': '39fc5ed66ef73c54991033109151e215'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/punchclock/menu.php',\n",
       "                 'state': '39fc5ed66ef73c54991033109151e215'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://httpd.apache.org/',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://mysql.org/',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://php.net/',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://timeclock.sourceforge.net/',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'select!@!left_fullname!@!nan!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'select!@!left_inout!@!nan!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/login.php',\n",
       "                 'state': '847671af6b9932afb5ca6a6be6665014'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/login.php',\n",
       "                 'state': '847671af6b9932afb5ca6a6be6665014'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/punchclock/menu.php',\n",
       "                 'state': '39fc5ed66ef73c54991033109151e215'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/index.php',\n",
       "                 'state': '39fc5ed66ef73c54991033109151e215'},\n",
       "                {'action': 'input!@!employee_passwd!@!nan!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'input!@!left_notes!@!nan!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'input!@!remember_me!@!1!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'input!@!submit_button!@!Submit!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/index.php',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'select!@!left_fullname!@!nan!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'select!@!left_inout!@!nan!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/login.php',\n",
       "                 'state': '847671af6b9932afb5ca6a6be6665014'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/punchclock/menu.php',\n",
       "                 'state': '39fc5ed66ef73c54991033109151e215'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/login.php',\n",
       "                 'state': '847671af6b9932afb5ca6a6be6665014'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/index.php',\n",
       "                 'state': '39fc5ed66ef73c54991033109151e215'},\n",
       "                {'action': 'select!@!left_fullname!@!nan!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'select!@!left_inout!@!nan!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'input!@!employee_passwd!@!nan!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'input!@!left_notes!@!nan!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'input!@!remember_me!@!1!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'input!@!submit_button!@!Submit!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/index.php',\n",
       "                 'state': '518c835e8f0e491a3e1e760d98c68e97'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/index.php',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/index.php',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/index.php',\n",
       "                 'state': '39fc5ed66ef73c54991033109151e215'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/punchclock/menu.php',\n",
       "                 'state': '39fc5ed66ef73c54991033109151e215'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/login.php',\n",
       "                 'state': '847671af6b9932afb5ca6a6be6665014'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/index.php',\n",
       "                 'state': '39fc5ed66ef73c54991033109151e215'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/punchclock/menu.php',\n",
       "                 'state': '39fc5ed66ef73c54991033109151e215'},\n",
       "                {'action': 'select!@!left_fullname!@!nan!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'select!@!left_inout!@!nan!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'input!@!employee_passwd!@!nan!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'input!@!left_notes!@!nan!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'input!@!remember_me!@!1!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'input!@!submit_button!@!Submit!@!nan',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/index.php',\n",
       "                 'state': '518c835e8f0e491a3e1e760d98c68e97'}],\n",
       "               'url': 'http://192.168.1.68/timeclock/timeclock.php',\n",
       "               'start': 1},\n",
       "              '847671af6b9932afb5ca6a6be6665014': {'src': '847671af6b9932afb5ca6a6be6665014',\n",
       "               'edges': [{'action': 'input!@!login_userid!@!nan!@!nan',\n",
       "                 'state': '847671af6b9932afb5ca6a6be6665014'},\n",
       "                {'action': 'input!@!login_password!@!nan!@!nan',\n",
       "                 'state': '847671af6b9932afb5ca6a6be6665014'},\n",
       "                {'action': 'input!@!nan!@!Log In!@!nan',\n",
       "                 'state': '7f95da930eded8d67c2a66a139d54c52'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/index.php',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://www.historychannel.com/tdih',\n",
       "                 'state': '847671af6b9932afb5ca6a6be6665014'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/login.php',\n",
       "                 'state': '847671af6b9932afb5ca6a6be6665014'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/index.php',\n",
       "                 'state': '39fc5ed66ef73c54991033109151e215'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/punchclock/menu.php',\n",
       "                 'state': '39fc5ed66ef73c54991033109151e215'},\n",
       "                {'action': 'input!@!login_userid!@!nan!@!nan',\n",
       "                 'state': '847671af6b9932afb5ca6a6be6665014'},\n",
       "                {'action': 'input!@!login_password!@!nan!@!nan',\n",
       "                 'state': '847671af6b9932afb5ca6a6be6665014'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/login.php',\n",
       "                 'state': '847671af6b9932afb5ca6a6be6665014'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/index.php',\n",
       "                 'state': '39fc5ed66ef73c54991033109151e215'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/index.php',\n",
       "                 'state': '39fc5ed66ef73c54991033109151e215'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/index.php',\n",
       "                 'state': '39fc5ed66ef73c54991033109151e215'},\n",
       "                {'action': 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/index.php',\n",
       "                 'state': '2a37943c3d7117b3f16609f866c1e35f'},\n",
       "                {'action': 'input!@!login_userid!@!nan!@!nan',\n",
       "                 'state': '847671af6b9932afb5ca6a6be6665014'},\n",
       "                {'action': 'input!@!login_password!@!nan!@!nan',\n",
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       "  'input!@!reset_cookie!@!1!@!nan': 380})"
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     },
     "execution_count": 3,
     "metadata": {},
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    }
   ],
   "source": [
    "makeGraph_Qexplore(\"./Q.map\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
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{\"action\": \"input!@!tmp_display_ip!@!1!@!nan\", \"state\": \"253601522ecc33e9a99e07c292899dae\"}, {\"action\": \"input!@!tmp_display_ip!@!0!@!nan\", \"state\": \"253601522ecc33e9a99e07c292899dae\"}, {\"action\": \"input!@!submit!@!Edit Time!@!nan\", \"state\": \"62577da006d53d02c81f1a8fbbb17c9d\"}, {\"action\": \"a!@!nan!@!nan!@!http://192.168.1.68/timeclock/index.php\", \"state\": \"39fc5ed66ef73c54991033109151e215\"}, {\"action\": \"a!@!nan!@!nan!@!http://www.historychannel.com/tdih\", \"state\": \"253601522ecc33e9a99e07c292899dae\"}, {\"action\": \"a!@!nan!@!nan!@!http://192.168.1.68/timeclock/login.php\", \"state\": \"847671af6b9932afb5ca6a6be6665014\"}, {\"action\": \"a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/index.php\", \"state\": \"39fc5ed66ef73c54991033109151e215\"}], \"url\": \"http://192.168.1.68/timeclock/reports/timerpt.php\", \"start\": 0}, {\"src\": \"993c7c4884292b9f74568547a1397045\", \"edges\": [{\"action\": \"input!@!date_format!@!M/d/yyyy!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!from_date!@!nan!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!to_date!@!nan!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!csv!@!1!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!csv!@!0!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!tmp_paginate!@!1!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!tmp_paginate!@!0!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!tmp_show_details!@!1!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!tmp_show_details!@!0!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!tmp_display_ip!@!1!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!tmp_display_ip!@!0!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!tmp_round_time!@!1!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!tmp_round_time!@!2!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!tmp_round_time!@!3!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!tmp_round_time!@!4!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!tmp_round_time!@!5!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!tmp_round_time!@!0!@!nan\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"input!@!submit!@!Edit Time!@!nan\", \"state\": \"1641ed534e2f6c6254c2147ad44f190d\"}, {\"action\": \"a!@!nan!@!nan!@!http://192.168.1.68/timeclock/index.php\", \"state\": \"39fc5ed66ef73c54991033109151e215\"}, {\"action\": \"a!@!nan!@!nan!@!http://www.historychannel.com/tdih\", \"state\": \"993c7c4884292b9f74568547a1397045\"}, {\"action\": \"a!@!nan!@!nan!@!http://192.168.1.68/timeclock/login.php\", \"state\": \"847671af6b9932afb5ca6a6be6665014\"}], \"url\": \"http://192.168.1.68/timeclock/reports/total_hours.php\", \"start\": 0}, {\"src\": \"518c835e8f0e491a3e1e760d98c68e97\", \"edges\": [{\"action\": \"input!@!employee_passwd!@!nan!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"input!@!left_notes!@!nan!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"input!@!reset_cookie!@!1!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"input!@!submit_button!@!Submit!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"a!@!nan!@!nan!@!http://192.168.1.68/timeclock/index.php\", \"state\": \"2a37943c3d7117b3f16609f866c1e35f\"}, {\"action\": \"a!@!nan!@!nan!@!http://www.historychannel.com/tdih\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"a!@!nan!@!nan!@!http://192.168.1.68/timeclock/login.php\", \"state\": \"847671af6b9932afb5ca6a6be6665014\"}, {\"action\": \"a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/index.php\", \"state\": \"39fc5ed66ef73c54991033109151e215\"}, {\"action\": \"a!@!nan!@!nan!@!http://192.168.1.68/timeclock/punchclock/menu.php\", \"state\": \"39fc5ed66ef73c54991033109151e215\"}, {\"action\": \"a!@!nan!@!nan!@!http://httpd.apache.org/\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"a!@!nan!@!nan!@!http://mysql.org/\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"a!@!nan!@!nan!@!http://php.net/\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"a!@!nan!@!nan!@!http://timeclock.sourceforge.net/\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"select!@!left_fullname!@!nan!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"select!@!left_inout!@!nan!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"input!@!reset_cookie!@!1!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"input!@!employee_passwd!@!nan!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"input!@!left_notes!@!nan!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"input!@!submit_button!@!Submit!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"select!@!left_fullname!@!nan!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"select!@!left_inout!@!nan!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"input!@!reset_cookie!@!1!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"select!@!left_fullname!@!nan!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"select!@!left_inout!@!nan!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"input!@!employee_passwd!@!nan!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"input!@!left_notes!@!nan!@!nan\", \"state\": \"518c835e8f0e491a3e1e760d98c68e97\"}, {\"action\": \"input!@!submit_button!@!Submit!@!nan\", \"state\": \"2a37943c3d7117b3f16609f866c1e35f\"}], \"url\": \"http://192.168.1.68/timeclock/timeclock.php\", \"start\": 0}]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/index.php',\n",
       " 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/login.php',\n",
       " 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/logout.php',\n",
       " 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/punchclock/menu.php',\n",
       " 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/audit.php',\n",
       " 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/audit.php#',\n",
       " 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/index.php',\n",
       " 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/timerpt.php',\n",
       " 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/timerpt.php#',\n",
       " 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/total_hours.php',\n",
       " 'a!@!nan!@!nan!@!http://192.168.1.68/timeclock/reports/total_hours.php#',\n",
       " 'a!@!nan!@!nan!@!http://httpd.apache.org/',\n",
       " 'a!@!nan!@!nan!@!http://mysql.org/',\n",
       " 'a!@!nan!@!nan!@!http://php.net/',\n",
       " 'a!@!nan!@!nan!@!http://timeclock.sourceforge.net/',\n",
       " 'a!@!nan!@!nan!@!http://www.historychannel.com/tdih',\n",
       " 'input!@!csv!@!0!@!nan',\n",
       " 'input!@!csv!@!1!@!nan',\n",
       " 'input!@!date_format!@!M/d/yyyy!@!nan',\n",
       " 'input!@!employee_passwd!@!nan!@!nan',\n",
       " 'input!@!from_date!@!nan!@!nan',\n",
       " 'input!@!left_notes!@!nan!@!nan',\n",
       " 'input!@!login_password!@!nan!@!nan',\n",
       " 'input!@!login_userid!@!nan!@!nan',\n",
       " 'input!@!nan!@!Log In!@!nan',\n",
       " 'input!@!remember_me!@!1!@!nan',\n",
       " 'input!@!reset_cookie!@!1!@!nan',\n",
       " 'input!@!submit!@!Edit Time!@!nan',\n",
       " 'input!@!submit_button!@!Submit!@!nan',\n",
       " 'input!@!tmp_display_ip!@!0!@!nan',\n",
       " 'input!@!tmp_display_ip!@!1!@!nan',\n",
       " 'input!@!tmp_paginate!@!0!@!nan',\n",
       " 'input!@!tmp_paginate!@!1!@!nan',\n",
       " 'input!@!tmp_round_time!@!0!@!nan',\n",
       " 'input!@!tmp_round_time!@!1!@!nan',\n",
       " 'input!@!tmp_round_time!@!2!@!nan',\n",
       " 'input!@!tmp_round_time!@!3!@!nan',\n",
       " 'input!@!tmp_round_time!@!4!@!nan',\n",
       " 'input!@!tmp_round_time!@!5!@!nan',\n",
       " 'input!@!tmp_show_details!@!0!@!nan',\n",
       " 'input!@!tmp_show_details!@!1!@!nan',\n",
       " 'input!@!to_date!@!nan!@!nan',\n",
       " 'select!@!group_name!@!nan!@!nan',\n",
       " 'select!@!left_fullname!@!nan!@!nan',\n",
       " 'select!@!left_inout!@!nan!@!nan',\n",
       " 'select!@!office_name!@!nan!@!nan',\n",
       " 'select!@!user_name!@!nan!@!nan'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bb = set()\n",
    "for a in A:\n",
    "    for e in a['edges']:\n",
    "        bb.add(e[\"action\"])\n",
    "bb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "47"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(bb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
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 "nbformat": 4,
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