sequential_monte_carlo_all_graphs_with_IC.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "compatible-fence",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.7.9 (default, Aug 31 2020, 12:42:55) \n",
      "[GCC 7.3.0]\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "os.environ[\"PATH\"] += os.pathsep + 'C:/Users/anura/anaconda3/Library/bin/graphviz'\n",
    "import sys\n",
    "import networkx as nx\n",
    "import numpy as np\n",
    "import random\n",
    "import pickle\n",
    "import sys\n",
    "from numba import jit\n",
    "import elfi\n",
    "import sklearn as sk\n",
    "import scipy\n",
    "from scipy.spatial import distance\n",
    "import pandas as pd\n",
    "import sys\n",
    "import pickle\n",
    "import statistics\n",
    "import importlib\n",
    "print(sys.version)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ranging-forge",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " /home/gary/.conda/envs/elfi/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3156: DtypeWarning:Columns (238,242,244,245,246,247,248,249,382) have mixed types.Specify dtype option on import or set low_memory=False.\n"
     ]
    }
   ],
   "source": [
    "#for i in range(len(sglist)):\n",
    "#    print('# of nodes in {i}th component is  - ', str(np.mean(gmat[i])))\n",
    "seeds = pd.read_csv(\"../data/icpsr/DS0001/paluck-seed.csv\")\n",
    "seeds['ID'] = ((seeds['SCHIDW2'] * 1000) + pd.to_numeric(seeds['ID'], errors='coerce'))\n",
    "es = pd.read_csv(\"../data/icpsr/DS0001/paluck-endstate.csv\")\n",
    "es['ID'] = ((es['SCHIDW2'] * 1000) + pd.to_numeric(es['ID'], errors='coerce'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bored-classic",
   "metadata": {},
   "outputs": [],
   "source": [
    "global final_activation\n",
    "global generated_graph\n",
    "global all_i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "different-analysis",
   "metadata": {},
   "outputs": [],
   "source": [
    "def genNet(n, k=4, pRewire=.1, type='grid'):\n",
    "    # create net\n",
    "    if type == 'grid': #wrap the grid\n",
    "        net = nx.grid_2d_graph(int(n**.5), int(n**.5), periodic=True)\n",
    "        #net = nx.grid_2d_graph(3, 3, periodic=True)\n",
    "        #net = nx.grid_2d_graph(2, 2, periodic=False)\n",
    "        #plotNet(net)\n",
    "        #print(len(net.edges()))\n",
    "        #assert(0)\n",
    "        # rewire\n",
    "        numRewired = 0\n",
    "        #while numRewired < (pRewire * nx.number_of_nodes(net)):\n",
    "        while numRewired < 1:\n",
    "            tries = 0\n",
    "            while tries < 100:\n",
    "                tries = tries + 1\n",
    "                #print([numRewired, pRewire * nx.number_of_nodes(net), tries])\n",
    "                v1 = random.choice(net.nodes())\n",
    "                v2 = random.choice(net.nodes())\n",
    "                if not( net.has_edge(v1,v2) or v1==v2 or len(net.neighbors(v1)) <= 1): #net.neighbors is sometimes (often?) a blank set, changed so v1 needs 2 nb\n",
    "                    #print net.neighbors(v1)\n",
    "                    break\n",
    "            v1Neighbors = net.neighbors(v1)\n",
    "            #print v1Neighbors\n",
    "            #print v1\n",
    "            #print v2\n",
    "            #print(len(net.edges()))\n",
    "            tobeDeleted = random.choice(v1Neighbors)\n",
    "            net.remove_edge(v1, tobeDeleted)\n",
    "            #print(len(net.edges()))\n",
    "            #print([v1, tobeDeleted, v2])\n",
    "            net.add_edge(v1, v2)\n",
    "            numRewired = numRewired + 1\n",
    "            #plotNet(net)\n",
    "            #assert(0)\n",
    "        return net, nx.to_numpy_matrix(net, dtype=np.float)\n",
    "\n",
    "    elif type == 'smallworld':\n",
    "        #net = nx.connected_watts_strogatz_graph(n, k, .15)\n",
    "        net = nx.connected_watts_strogatz_graph(n, k, pRewire)\n",
    "        return net, nx.to_numpy_matrix(net, dtype=np.float)  \n",
    "    elif type == 'pref':\n",
    "        net = nx.barabasi_albert_graph(n, 2)\n",
    "        return net, nx.to_numpy_matrix(net, dtype=np.float)\n",
    "    elif type == 'ER':\n",
    "        #net = nx.erdos_renyi_graph(n, .006)\n",
    "        targetDegree = 4.\n",
    "        nEdgesPossible = ((n*n)-n)/2.\n",
    "        pEdge = (n * targetDegree) / (2. * nEdgesPossible)\n",
    "        assert(pEdge <= 1)\n",
    "\n",
    "        # spare networks will likely be disconnected, so try a bunch\n",
    "        tries = 100\n",
    "        while tries > 0:\n",
    "            net = nx.erdos_renyi_graph(n, pEdge)\n",
    "            if nx.number_connected_components(net) > 1:\n",
    "                tries = tries - 1\n",
    "            else:\n",
    "                break\n",
    "        return net, nx.to_numpy_matrix(net, dtype=np.float)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "comic-chrome",
   "metadata": {},
   "outputs": [],
   "source": [
    "def testThresh(agents, agents_ini, mn, mx):\n",
    "    \n",
    "    if np.mean(agents) == 0:\n",
    "        print(\"stopping because no nodes are activated in the initial state\")\n",
    "        return agents, False\n",
    "    \n",
    "    if np.mean(agents) >= mx:\n",
    "        print(\"Bad data discarding the dataset because activation reached \", np.mean(agents))\n",
    "        agents = agents_ini\n",
    "        return agents, False\n",
    "    \n",
    "    if np.mean(agents) <= mn:\n",
    "        return agents, False\n",
    "    \n",
    "    \n",
    "    if np.mean(agents) > mn and np.mean(agents) < mx:\n",
    "        return agents, True\n",
    "        \n",
    "\n",
    "    return False\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "interpreted-citation",
   "metadata": {},
   "outputs": [],
   "source": [
    "def ltProp(agents, adjMatrix, nAgents, avgDegree=0, haltMin=.49, haltMax=.51, rs = None):\n",
    "    # init some stuff for numba\n",
    "    thresholds = np.zeros_like(nAgents)\n",
    "    inp = np.zeros_like(nAgents)\n",
    "    step = 0\n",
    "    numNeighbors = np.zeros_like(nAgents)\n",
    "    prevMean = 0.\n",
    "    liveEdges = np.zeros_like(adjMatrix)\n",
    "    pInfect = np.zeros_like(adjMatrix)\n",
    "    flips = np.zeros_like(adjMatrix)\n",
    "    \n",
    "\n",
    "    if rs is None:\n",
    "        thresholds = globalThreshold * np.random.random((1, nAgents))\n",
    "    else:\n",
    "        thresholds = globalThreshold * rs.random((1, nAgents))\n",
    "    \n",
    "    numNeighbors = np.sum(adjMatrix, axis=0)\n",
    "    prevMean = -1\n",
    "    step = 1\n",
    "#     print(\"stopping conditions: \", haltMin, haltMax)\n",
    "    \n",
    "    agents_ini = agents\n",
    "    \n",
    "    loop_manager = False\n",
    "    \n",
    "    while not loop_manager  and (np.mean(agents) > prevMean):\n",
    "        \n",
    "        agents, loop_manager = testThresh(agents, agents_ini, haltMin, haltMax)\n",
    "#         print(\"state activation: \", prevMean)\n",
    "\n",
    "        #while np.mean(agents) > prevMean:\n",
    "        prevMean = np.mean(agents)\n",
    "        inp = np.true_divide(np.dot(agents, adjMatrix), numNeighbors)\n",
    "        agents = np.logical_or(agents, (inp >= thresholds)).astype(int)\n",
    "\n",
    "        step = step + 1\n",
    "\n",
    "#     print(\"state activation: \", prevMean)\n",
    "    generated_graph.append(agents)\n",
    "    final_activation.append(prevMean)\n",
    "    #print('LT-proportional stopped at step ' + str(step) + ' '+ str(np.mean(agents)))\n",
    "    return agents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "arbitrary-blend",
   "metadata": {},
   "outputs": [],
   "source": [
    "def ltAbs(agents, adjMatrix, nAgents, avgDegree=0, haltMin=.49, haltMax=.51, rs = None):\n",
    "    # init some stuff for numba\n",
    "    thresholds = np.zeros_like(nAgents)\n",
    "    inp = np.zeros_like(nAgents)\n",
    "    step = 0\n",
    "    numNeighbors = np.zeros_like(nAgents)\n",
    "    prevMean = 0\n",
    "    liveEdges = np.zeros_like(adjMatrix)\n",
    "    pInfect = np.zeros_like(adjMatrix)\n",
    "    flips = np.zeros_like(adjMatrix)\n",
    "\n",
    "    # this controls the thresholds/pInfects for all contagion types\n",
    "    \n",
    "    if rs is None:\n",
    "        thresholds = np.random.randint(low=1, high=round(avgDegree*globalThreshold), size=(1, nAgents))\n",
    "    else:\n",
    "        thresholds = rs.randint(low=1, high=round(avgDegree*globalThreshold), size=(1, nAgents))\n",
    "        \n",
    "    numNeighbors = np.sum(adjMatrix, axis=0)\n",
    "    prevMean = -1\n",
    "    step = 1\n",
    "    \n",
    "    agents_ini = agents\n",
    "    loop_manager = False\n",
    "    while not loop_manager and (np.mean(agents) > prevMean):\n",
    "        \n",
    "        agents, loop_manager = testThresh(agents, agents_ini, haltMin, haltMax)\n",
    "#         print(\"state activation: \", prevMean)\n",
    "\n",
    "        prevMean = np.mean(agents)\n",
    "        inp = np.dot(agents, adjMatrix)\n",
    "        agents = np.logical_or(agents, (inp >= thresholds)).astype(int)\n",
    "        step = step + 1\n",
    "\n",
    "#     print(\"state activation: \", prevMean)\n",
    "\n",
    "    # print('LT-absolute stopped at step ' + str(step) + ' '+ str(np.mean(agents)))\n",
    "    final_activation.append(prevMean)\n",
    "    generated_graph.append(agents)\n",
    "    return agents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "angry-gravity",
   "metadata": {},
   "outputs": [],
   "source": [
    "def IC(agents, adjMatrix, nAgents, avgDegree=0, haltMin=.49, haltMax=.51, rs = None):\n",
    "    # init some stuff for numba\n",
    "    thresholds = np.zeros_like(nAgents)\n",
    "    inp = np.zeros_like(nAgents)\n",
    "    step = 0\n",
    "    numNeighbors = np.zeros_like(nAgents)\n",
    "    prevMean = -1\n",
    "    liveEdges = np.zeros_like(adjMatrix)\n",
    "    pInfect = np.zeros_like(adjMatrix)\n",
    "    flips = np.zeros_like(adjMatrix)\n",
    "\n",
    "        \n",
    "    numNeighbors = np.sum(adjMatrix, axis=0)\n",
    "    #prevMean = -1\n",
    "    step = 1\n",
    "    \n",
    "    # calculate each edges probability of allowing infection\n",
    "    \n",
    "    # determine 'live' and 'blocked' edges\n",
    "    \n",
    "    if rs is None:\n",
    "        pInfect = np.multiply(adjMatrix, np.random.random(adjMatrix.shape))\n",
    "        flips = np.random.random(pInfect.shape)\n",
    "    else:\n",
    "        pInfect = np.multiply(adjMatrix, rs.random(adjMatrix.shape))\n",
    "        flips = rs.random(pInfect.shape)\n",
    "        \n",
    "    pInfect = np.multiply(cascadeParameter, pInfect)\n",
    "    liveEdges = flips < pInfect\n",
    "    \n",
    "    agents_ini = agents\n",
    "        \n",
    "    loop_manager = False\n",
    "\n",
    "    count = 40\n",
    "    while not loop_manager and (np.mean(agents) > prevMean):\n",
    "        agents, loop_manager = testThresh(agents, agents_ini, haltMin, haltMax)\n",
    "\n",
    "        prevMean = np.mean(agents)\n",
    "        inp = np.dot(agents, liveEdges)\n",
    "        agents = np.logical_or(agents, inp).astype(int)\n",
    "        step = step + 1\n",
    "        \n",
    "        if count >= 40:\n",
    "            loop_manager = True\n",
    "        count += 1\n",
    "        \n",
    "    final_activation.append(prevMean)\n",
    "    # print('LT-absolute stopped at step ' + str(step) + ' '+ str(np.mean(agents)))\n",
    "    generated_graph.append(agents)\n",
    "    \n",
    "    return agents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "outer-latest",
   "metadata": {},
   "outputs": [],
   "source": [
    "def generateGraph(net, adjMatrix, pp, batch_size = 1, random_state=None):\n",
    "    gg = []\n",
    "\n",
    "    while True:\n",
    "        nAgents = nx.number_of_nodes(net)\n",
    "        agents = np.zeros((1, nAgents))\n",
    "        nodes = nx.nodes(net)\n",
    "        seed_nodes = []\n",
    "        inx = []\n",
    "        count = 0\n",
    "        for n in nodes:\n",
    "            if n in seeds['ID'].tolist():\n",
    "                seed_nodes.append(n)\n",
    "                inx.append(count)\n",
    "            count += 1\n",
    "        \n",
    "        agents[:,inx] = 1\n",
    "\n",
    "        es_nodes = []\n",
    "        es_inx = []\n",
    "        count_es = 0\n",
    "        num_es = 0\n",
    "        for n in nodes:\n",
    "            if n in es['ID'].tolist():\n",
    "                es_nodes.append(n)\n",
    "                es_inx.append(count_es)\n",
    "                num_es += 1\n",
    "            count_es += 1\n",
    "    \n",
    "        p_activation = num_es/count_es\n",
    "#         print(\"final_activation: \", p_activation)\n",
    "#         print(\"Adjaecency Matrix: \", adjMatrix.shape)\n",
    "        # seed neighbors of seeds\n",
    "#         print(\"zero initialized agents: \", agents[agents == 1].shape)\n",
    "#         for i in range(1):\n",
    "#             agents = np.logical_or(agents, np.dot(agents, adjMatrix)).astype(float) #all neighbors\n",
    "\n",
    "        avgDegree = 2*net.number_of_edges() / float(net.number_of_nodes())\n",
    "#         print(\"initially activated agents: \", agents[agents == 1].shape)\n",
    "        t = 1/3\n",
    "    \n",
    "        if pp <= t:\n",
    "            agents_type = IC(agents, adjMatrix, nAgents, avgDegree=avgDegree, \n",
    "                                 haltMin = max(0,p_activation-activation_ci), \n",
    "                                 haltMax = min(p_activation+activation_ci,1), \n",
    "                                 rs = random_state)\n",
    "\n",
    "        elif pp > t and pp <= 2*t:\n",
    "            agents_type = ltProp(agents, adjMatrix, nAgents, avgDegree=avgDegree, \n",
    "                                 haltMin = max(0,p_activation-activation_ci), \n",
    "                                 haltMax = min(p_activation+activation_ci,1), \n",
    "                                 rs = random_state)\n",
    "\n",
    "        else:\n",
    "            agents_type = ltAbs(agents, adjMatrix, nAgents, avgDegree=avgDegree, \n",
    "                                haltMin = max(0,p_activation-activation_ci), \n",
    "                                haltMax = min(p_activation+activation_ci,1), \n",
    "                                rs = random_state)\n",
    "\n",
    "\n",
    "        #if not testThresh(agents_type, haltMin, haltMax):\n",
    "         #   print('bad data, LTabs1:\\t'+str(np.mean(agents_type)))\n",
    "       #     continue\n",
    "        gparam = {}\n",
    "        gparam['init'] = net\n",
    "        gparam['graph'] = agents_type\n",
    "        \n",
    "        gg.append(gparam['graph'])\n",
    "        if len(gg) >= batch_size:\n",
    "            break\n",
    "    \n",
    "#     print(\"final graph: \", gg[0])\n",
    "    return gg[0]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "unusual-picture",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compileG(ll, batch_size = 1, random_state=None):\n",
    "    return generateGraph(net_s, adjMat_s, ll[0], batch_size, random_state)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "quick-stuff",
   "metadata": {},
   "outputs": [],
   "source": [
    "def yMetric(x, i = 0):\n",
    "    try:\n",
    "        ttmp = x[0,i]\n",
    "        all_i.append(i)\n",
    "    except:\n",
    "        print(i)\n",
    "        print(all_i)\n",
    "        sys.exit()\n",
    "    return x[0,i]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "suited-volunteer",
   "metadata": {},
   "outputs": [],
   "source": [
    "def eucMultiArgs(X, Y):\n",
    "    dist = np.linalg.norm(X - Y) \n",
    "    return np.array([dist])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "blessed-genesis",
   "metadata": {},
   "outputs": [],
   "source": [
    "# seed = 20170530  # this will be separately given by ELFI\n",
    "# np.random.seed(seed)\n",
    "N = 10 # samples for rejection sampling\n",
    "# schedule = [70, 50]\n",
    "# schedule_per = [90, 60, 30, 10]\n",
    "schedule_per = [70, 50] # percentile of rejection sampling to be used as schedule thresholds\n",
    "ng = 4\n",
    "networktype = 'pref' #pref, smallworld, grid, ER, korea1, korea2, ckm\n",
    "# nAgents = 4**2\n",
    "# nAgents = 10**2\n",
    "# sidelength = int(nAgents**.5) #10^2 = 100, 32^2 = 1024\n",
    "#haltMin = .6 # minimum % of nodes active\n",
    "#haltMax = .7 # maximum % of nodes active\n",
    "\n",
    "# pRewire = .1 # proportion of edges to rewire\n",
    "# numDatasets = 100 # number of data sets to generate\n",
    "# saveData = True #save the output to file?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "respective-arizona",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.5\n",
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 23882\n",
      "Number of edges: 132054\n",
      "Average degree:  11.0589\n",
      "23882\n",
      "connected?\tFalse\n",
      "# of connected components:\t57\n"
     ]
    }
   ],
   "source": [
    "print(nx.__version__)\n",
    "#parameters of the script\n",
    "path = '../data/icpsr/DS0001/paluck-edgelist.csv'\n",
    "globalThreshold = 1.5\n",
    "activation_ci = 0.075\n",
    "cascadeParameter = 0.5\n",
    "\n",
    "edgelist = pd.read_csv(path)\n",
    "G = nx.from_pandas_edgelist(edgelist, source='ID', target='PEERID')\n",
    "print(nx.info(G))\n",
    "print(nx.number_of_nodes(G))\n",
    "print(f'connected?\\t{nx.is_connected(G)}')\n",
    "print(f'# of connected components:\\t{nx.number_connected_components(G)}')\n",
    "\n",
    "components = nx.connected_components(G)\n",
    "sglist = [G.subgraph(c) for c in nx.connected_components(G)]\n",
    "\n",
    "gmat = []\n",
    "for g in sglist:\n",
    "    gmat.append(nx.to_numpy_matrix(g, dtype=np.float))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "regular-canal",
   "metadata": {},
   "outputs": [],
   "source": [
    "graph_size_list = [nx.number_of_nodes(g) for g in sglist]\n",
    "graph_size_series = pd.Series(graph_size_list)\n",
    "ordered_graph_series = graph_size_series.sort_values()    \n",
    "ordered_graph_list = ordered_graph_series.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "separate-printing",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Importance Sampling for graph:  5\n",
      "number of seed nodes:  24\n",
      "number of total nodes:  459\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n",
      "Automatic name inspection failed, using a random name instead. This may be caused by using an interactive Python shell. You can provide a name parameter e.g. elfi.Prior('uniform', name='nodename') to suppress this warning.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress [==================================================] 100.0% Complete\n",
      "CPU times: user 1min 25s, sys: 2.43 s, total: 1min 28s\n",
      "Wall time: 45.4 s\n",
      "Schedule thresholds:  [15.4693174  15.34600061]\n",
      "***********************************\n",
      "***********************************\n",
      "ABC-SMC Round 1 / 2\n",
      "Progress [==================================================] 100.0% Complete\n",
      "\n",
      "ABC-SMC Round 2 / 2\n",
      "Progress [==================================================] 100.0% Complete\n",
      "Method: SMC\n",
      "Number of samples: 10\n",
      "Number of simulations: 42\n",
      "Threshold: 15.3\n",
      "Sample means: prop_prob: 0.179\n",
      "\n",
      "Population 0:\n",
      "Method: Rejection within SMC-ABC\n",
      "Number of samples: 10\n",
      "Number of simulations: 16\n",
      "Threshold: 15.5\n",
      "Sample means: prop_prob: 0.486\n",
      "\n",
      "Population 1:\n",
      "Method: Rejection within SMC-ABC\n",
      "Number of samples: 10\n",
      "Number of simulations: 26\n",
      "Threshold: 15.3\n",
      "Sample means: prop_prob: 0.179\n",
      "None\n",
      "459 0 458\n",
      "******************************************************************\n",
      "final activations check:  [0.20043572984749455, 0.25272331154684097, 0.1503267973856209, 0.16775599128540306, 0.05228758169934641, 0.15904139433551198, 0.13507625272331156, 0.18082788671023964, 0.14161220043572983, 0.05228758169934641, 0.05228758169934641, 0.09803921568627451, 0.05228758169934641, 0.3137254901960784, 0.11328976034858387, 0.05228758169934641, 0.15250544662309368, 0.05228758169934641, 0.05228758169934641, 0.05228758169934641, 0.09586056644880174, 0.05228758169934641, 0.09803921568627451, 0.05228758169934641, 0.05228758169934641, 0.05228758169934641, 0.13725490196078433, 0.05228758169934641, 0.1721132897603486, 0.10239651416122005, 0.05228758169934641, 0.13507625272331156, 0.05228758169934641, 0.05228758169934641, 0.1437908496732026, 0.05228758169934641, 0.12636165577342048, 0.21350762527233116, 0.05228758169934641, 0.11982570806100218, 0.05228758169934641, 0.05228758169934641]\n"
     ]
    }
   ],
   "source": [
    "reslist = []\n",
    "\n",
    "# for ng in range(nx.number_connected_components(G)):\n",
    "\n",
    "# for ng in ordered_graph_list:\n",
    "    #n,a = getGraphFromEdgelist(path)\n",
    "\n",
    "print(\"Importance Sampling for graph: \", ng+1)\n",
    "net_s = sglist[ng]\n",
    "adjMat_s = gmat[ng]\n",
    "nAgobs = nx.number_of_nodes(net_s)\n",
    "agobs = np.zeros((1, nAgobs))\n",
    "nodeobs = nx.nodes(net_s)\n",
    "es_nodeobs = []\n",
    "es_inxobs = []\n",
    "count_esobs = 0\n",
    "num_esobs = 0\n",
    "\n",
    "seed_node_count = 0\n",
    "\n",
    "final_activation = []\n",
    "generated_graph = []\n",
    "all_i = []\n",
    "\n",
    "for s in nodeobs:\n",
    "    if s in seeds['ID'].tolist():\n",
    "        seed_node_count += 1\n",
    "\n",
    "print(\"number of seed nodes: \", seed_node_count)\n",
    "\n",
    "if seed_node_count > 0:\n",
    "    for n in nodeobs:\n",
    "        if n in es['ID'].tolist():\n",
    "            es_nodeobs.append(n)\n",
    "            es_inxobs.append(count_esobs)\n",
    "            num_esobs += 1\n",
    "        count_esobs += 1\n",
    "\n",
    "    print(\"number of total nodes: \", count_esobs)\n",
    "\n",
    "    agobs[:,es_inxobs] = 1\n",
    "\n",
    "    gr_obs = np.matrix(agobs).astype(int)\n",
    "    dcom = \"d = elfi.Distance('euclidean'\"\n",
    "\n",
    "\n",
    "    prop_prob = elfi.Prior('uniform', 0, 1)\n",
    "    Y = elfi.Simulator(compileG, prop_prob, observed = gr_obs)\n",
    "    ret = []\n",
    "\n",
    "    for i in range(gr_obs.shape[1]):\n",
    "        st = str(i)\n",
    "        var_s = ''.join(['s',st])\n",
    "        ret.append(var_s)\n",
    "        com = var_s + ' = ' + 'elfi.Summary(yMetric, Y, ' + st + ')'\n",
    "        exec(com)\n",
    "        if i == 0:\n",
    "            dcom = dcom + ',s' + str(i)\n",
    "        else:\n",
    "            dcom = dcom + ',s' + str(i)\n",
    "    dcom = dcom + ')'\n",
    "\n",
    "    exec(dcom)\n",
    "\n",
    "\n",
    "    # d = elfi.Distance('euclidean',s7)\n",
    "    # d = elfi.Distance('euclidean',s0, s1, s2, s3, s4, s5, s6)\n",
    "\n",
    "    # running rejection sampling\n",
    "    rej = elfi.Rejection(d, batch_size=1)\n",
    "    %time rej_result = rej.sample(N, quantile=0.1)\n",
    "\n",
    "    distl = []\n",
    "    for ggr in generated_graph:\n",
    "        distl.append(eucMultiArgs(ggr, gr_obs)[0])\n",
    "\n",
    "    print(\"Schedule thresholds: \", np.percentile(np.array(distl), schedule_per))\n",
    "    print(\"***********************************\")\n",
    "    print(\"***********************************\")\n",
    "\n",
    "    final_activation = []\n",
    "    generated_graph = []\n",
    "    schedule = list(np.percentile(np.array(distl), schedule_per))\n",
    "\n",
    "#         print(\"observation matrix shape after transformation: \", gr_obs.shape[1])\n",
    "\n",
    "    smc = elfi.SMC(d, batch_size=1)\n",
    "\n",
    "    result = smc.sample(N, schedule)\n",
    "    print(result.summary(all = True))\n",
    "\n",
    "    print(count_esobs, min(all_i), max(all_i))\n",
    "    print(\"******************************************************************\")\n",
    "\n",
    "\n",
    "    print(\"final activations check: \", final_activation)\n",
    "    reslist.append([ng+1, \n",
    "                    result.samples['prop_prob'].mean(), \n",
    "                    np.median(result.samples['prop_prob']),\n",
    "                    statistics.stdev(result.samples['prop_prob']),\n",
    "                    seed_node_count/count_esobs, \n",
    "                    num_esobs/count_esobs, np.max(final_activation), \n",
    "                    schedule,\n",
    "                    result.samples['prop_prob']])\n",
    "    resdf = pd.DataFrame(reslist, \n",
    "                         columns = [\"graph_index\", \n",
    "                                    \"probability_parameter_mean\", \n",
    "                                    \"probability_parameter_median\",\n",
    "                                    \"probability_parameter_stdev\",\n",
    "                                    \"seed_activation\",\n",
    "                                    \"actual_end_activation\", \n",
    "                                    \"observed_max_end_activation_10_samples\",\n",
    "                                    \"distribution_thresholds\",\n",
    "                                    \"probability_parameter_samples\"])\n",
    "    fname = \"../results/sequential_monte_carlo/LT_IC/N_\" + str(N) + \".csv\" \n",
    "    resdf.to_csv(fname, index = False)\n",
    "\n",
    "    dirname = \"N_\" + str(N)\n",
    "    dirpath = \"../results/sequential_monte_carlo/LT_IC/result_objects/\" + dirname\n",
    "    if not os.path.exists(dirpath):\n",
    "        os.makedirs(dirpath)\n",
    "    filename = os.path.join(dirpath, \"graph_\" + str(ng+1) +\".pkl\")\n",
    "    filehandler = open(filename, 'wb')\n",
    "    pickle.dump(result, filehandler)\n",
    "    filehandler.close()\n",
    "\n",
    "else:\n",
    "    print(\"Number of seed nodes is zero. Hence not running\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "returning-apollo",
   "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": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}