qrw-historycitation

Quantum Random Walks applied in Qiskit to a Historical Citation Network

https://github.com/hernandezj1/qrw-historycitation

Science Score: 44.0%

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Quantum Random Walks applied in Qiskit to a Historical Citation Network

Basic Info
  • Host: GitHub
  • Owner: hernandezj1
  • Language: Jupyter Notebook
  • Default Branch: main
  • Size: 3.83 MB
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Created about 1 year ago · Last pushed 11 months ago
Metadata Files
Readme Citation

README.md

QRW-HistoryCitation

Quantum Random Walks applied in Qiskit and the QuantumRandomWalks Python package which can be installed here Pypi to a Historical Citation Network

Contents of repo: - Images- folder that contains the images where the citations occur in the three books that connect the work of node 9 to 7 and 8.

  • 8-node-intro:

    -8-node-trial.ipynb: 8 - node application for proof of concept and introductory case with all actual code

    • quantumresultsstartingonnode48_nodes.csv - simulated results of 8-node trial
    • quantumresultsstartingonnode48nodesIBM.csv - quantum device results of 8-node trial
  • citation-network: Note: This utilizes the QuantumRandomWalk package and a lot of the code has bee abstracted to keep ease of use

    • ApplicationofQRW.ipynb: First simulated application of a CTQW to the actual Historical network starting on node 9
    • complete-citation-network.csv: Input file extracted from our historical citatio network, originally hosted in Gephi
    • startatnode9_walk.csv:- results from citation network starting the walk at node 9
    • superposition_walk.csv:- results from citation network starting at a superposition of all nodes
    • node_mapping.csv:- keeps track of the renamed nodes from the citation network so we can make inferences from the results

Owner

  • Name: Jose Hernandez
  • Login: hernandezj1
  • Kind: user

Digital Humanities Technology Specialist at Florida State University

Citation (citation-network/Appplication_of_QRW.ipynb)

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Application of _QuantumRandomWalks_ Python package\n",
    "### Historical Quantum Link Prediction\n",
    "\n",
    "This code applies the __QuantumRandomWalks__ Pythonpackage to perform link prediction on one historical citation network which can be found here: [here](https://hernandezj1.github.io/ThesisWebsite1/pdf/fullfullfinal.pdf). A walk starting from a single node and a walk starting from the superposition of all nodes were performed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from QuantumRandomWalks.QRW import *\n",
    "from QuantumRandomWalks.post_processing import *\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Network import and pre-processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "# Loading the CSV of the network\n",
    "csv_path = \"complete-citation-network.csv\" \n",
    "df = pd.read_csv(csv_path)\n",
    "\n",
    "# We create the edges given the Gephi export structure of target and Source columns in the CSV\n",
    "edges = list(zip(df['Source'], df['Target']))\n",
    "\n",
    "# We assemble the graph from the created edges \n",
    "G = nx.Graph()  \n",
    "G.add_edges_from(edges)\n",
    "\n",
    "# plotting of original network\n",
    "plt.figure(figsize=(6, 6))\n",
    "nx.draw_networkx(G, with_labels=True, node_color='skyblue', node_size=500, font_size=15)\n",
    "plt.title(\"Complete Network\", fontsize=16)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# Remove nodes with degree 0 or 1\n",
    "# This step si crucila because our walker can become very skewed when dealing with chokepoints in our graph also this lets us minimze the network to a managable size\n",
    "nodes_to_remove = [node for node, degree in dict(G.degree()).items() if degree <= 1]\n",
    "G.remove_nodes_from(nodes_to_remove)\n",
    "\n",
    "# Plotting after connection removal\n",
    "plt.figure(figsize=(6, 6))\n",
    "nx.draw_networkx(G, with_labels=True, node_color='skyblue', node_size=500, font_size=15)\n",
    "plt.title(\"1 degree or more Network\", fontsize=16)\n",
    "plt.show()\n",
    "\n",
    "# It is necessary for the total amount of ndoes to be a power of 2\n",
    "# In our case the closest power of 2 is 64 so we will add unconnected nodes to fill our matrix\n",
    "current_num_nodes = G.number_of_nodes()\n",
    "additional_nodes_needed = 64 - current_num_nodes\n",
    "\n",
    "\n",
    "# The following code block adds those nodes\n",
    "if additional_nodes_needed > 0:\n",
    "    max_node_id = max(G.nodes) if len(G.nodes) > 0 else -1\n",
    "    new_nodes = range(max_node_id + 1, max_node_id + 1 + additional_nodes_needed)\n",
    "    G.add_nodes_from(new_nodes)\n",
    "\n",
    "# Relabel nodes to range from 0 to 63 for ease of undertsaidng in the results dataframe\n",
    "old_to_new_mapping = {old_id: new_id for new_id, old_id in enumerate(G.nodes())}\n",
    "G = nx.relabel_nodes(G, old_to_new_mapping)\n",
    "\n",
    "# Create a table mapping old IDs to new IDs so we can retrace what edges are actually being predicted when we compare to our old table\n",
    "mapping_table = pd.DataFrame(list(old_to_new_mapping.items()), columns=[\"Old ID\", \"New ID\"])\n",
    "mapping_table.to_csv(\"node_mapping_table.csv\", index=False)\n",
    "\n",
    "\n",
    "\n",
    "# Plot the final graph\n",
    "# This can and SHOULD be done at intermediate spots to see the actual graph connections\n",
    "plt.figure(figsize=(6, 6))\n",
    "nx.draw_networkx(G, with_labels=True, node_color='skyblue', node_size=500, font_size=15)\n",
    "plt.title(\"Relabeled Network Graph (0 to 63)\", fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we will convert our network graph to an adjacency matrix that represent each connection with a 1 in the approrpiiate row and column corresponding to each source and target node."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Adjacency Matrix:\n",
      "[[0 1 0 ... 0 0 0]\n",
      " [1 0 1 ... 0 0 0]\n",
      " [0 1 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]]\n"
     ]
    }
   ],
   "source": [
    "\n",
    "adj_matrix = nx.adjacency_matrix(G).toarray()\n",
    "print(\"Adjacency Matrix:\")\n",
    "print(adj_matrix)\n",
    "\n",
    "A = adj_matrix.astype(float)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quantum circuit creation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is where we will use our __QuantumRandomWalks__ library.  First we will do a walk starting at node 9, one of our nodes of interest and then we will do a walk starting at all nodes to observe all possible edge predictions.\n",
    "\n",
    "In this section we will create the qauntum circuits for a specific time stamp in its evolution so we can see what our networks look like. The next section will produce the walk results for multiple times in a single dataframe. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Single node walk circuit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zZo1uueUWs0sx7NJLL1XHjh1VXFyskJCQWu+3bds2Q2FCOt216rbbbpOPj4/TrSIAAPciUJigfLaS6n6RNm7cWKtXr9bUqVN1zTXXyGaz6fLLL9fTTz9teI53AHCltm3bVoxpcEbPnj01adIkvf/++06FCen07CPnMgMJAMB9CBQmOFOgkE7/sl6+fLknSwIAj0hISFCfPn2catkAANRt3PI2wdkCBQCczwgTAHB+oYXCBKtXrza7BAAmCQsL09SpU50azAwAQF1GoAAADwoJCdHEiRPNLgMAAJehyxMAeFBOTo5WrVqlnJwcs0sBAMAlCBQA4EEZGRl64IEHlJGRYXYpAAC4BIECAAAAgGEECgAAAACGESgAAAAAGEagAAAP8vX1Vfv27eXr62t2KQAAuATTxgKAB7Vp00bvvvuu2WUAAOAytFAAAAAAMIxAAQAetGfPHg0YMEB79uwxuxQAAFyCQAEAHuRwOFRSUiKHw2F2KQAAuARjKFCtAH+bctfdYHYZTgnw578z4CpWq1Xjxo1z2fHmv7JEp/LyFBQYqOm3Tajy2hWsVqtLjgMAcA6fwFAti8WiwABvs8sAYBKLxSKbzXW/IhyS7I7Tf9tstiqvAQD1F12eAAAAABjGbSEA8KDo6GgtXrxYkZGRZpcCAIBLECgAwIP8/PzUtm1bs8sAAMBl6PIEAB6UmZmpJ554QpmZmWaXAgCASxAoAMCDTp48qWXLlunkyZNmlwIAgEsQKAAAAAAYRqAAAAAAYBiBAgAAAIBhBAoA8CAvLy/16NFDXl78+AUAnB/4jQYAHmS327VlyxbZ7XazSwEAwCUIFAAAAAAMI1AAAAAAMIxAAQAAAMAwAgUAeFBQUJBGjhypoKAgs0sBAMAlbGYXAAANSWRkpB577DGzywAAwGVooQAADyoqKtKBAwdUVFRkdikAALgEgQIAPCglJUXjxo1TSkqK2aUAAOASBAoAAAAAhjGGAgCAajgcDpWVlZldhlOsVqssFovZZQBoYAgUAABUo6ysTEuXLjW7DKeMGzdONhu/2gF4Fl2eAAAAABjGbQwA8KD4+HitX7/e7DIAAHAZWigAAAAAGEagAAAPSktL0+TJk5WWlmZ2KQAAuASBAgA8qKCgQDt27FBBQYHZpQAA4BIECgAAAACGESgAAAAAGEagAAAAAGAYgQIAPCgiIkKzZ89WRESE2aUAAOASPIcCADyoSZMmSkhIMLsMAABchhYKAPCg48eP69///reOHz9udinwIIfDoWPHjmnnzp3aunWrfvnlFyUlJamoqKjWxzhx4oReeeUVFRYWurFSAHAeLRQA4EGHDh3S/Pnz1aVLFwUHB5tdDtyouLhYP/30k9atW6fk5GSdPHmyyjZeXl6KiopSXFycLr30UrVp06baY504cUKPPfaYMjIylJWVpZkzZ8rPz8/dlwAAtUILhQdkZ2drxowZio2NlZ+fn1q2bKmpU6cqLy9PN998sywWi55//nmzywQAuEBeXp4WLVqkO+64Qy+99JK2bNlSbZiQJLvdrv3792vVqlW6//779dBDD2nDhg2VtvltmJCkI0eOKDc31+3XAQC1RQuFm23dulUJCQnKyspSYGCgOnbsqIyMDD333HNKSkrSsWPHJEndu3c3t1C4RJc7xyqkS4xCusYoqPUFyj1wWB/2ucPssgB4yJYtW/Svf/2r4md7ucDAQMXExKhVq1by8/OT3W7X8ePHlZycrPT0dNntdknSvn379I9//EP9+vXT5MmTZbfbK4WJ0NBQPfLIIwoNDfX4tQFATQgUbpSdna0xY8YoKytL06ZN06xZsxQUFCRJmjdvnmbOnCmbzSaLxaKuXbuaXC1coecDE1V47JSObU+WT+MAs8sB4CF2u13vvvuuVqxYUbHMZrOpf//+Gj58uNq1ayeLxVLtvgUFBVq7dq2++uorpaWlSZLWrVunHTt2yM/PT9nZ2ZL+FyaaN2/u/gsCACcQKNzorrvuUnp6uqZMmaIFCxZUWjdjxgy9//772rZtm9q0aaPGjRubVCVc6cO+dyh3/2FJ0pXf/FPegfRxRmUBAQHq27evAgIInOcLu92ul19+Wd9//33Fsq5du+rWW2+tVUuCv7+/hg0bpksvvVQ//fST3nzzTZ06dUq5ubkVXZsIEwDqMsZQuMmuXbu0ZMkShYaGas6cOdVu07NnT0lSt27dKpaVB5A+ffrI19e3xjtaqJvKwwRQk1atWmnhwoVq1aqV2aXARRYtWlQRJry8vDR58mTdf//9TndLslgsuuiii/TQQw/J19e30vKbb76ZMAGgziJQuMnixYtlt9s1ceJENWrUqNpt/P39JVUOFPv27dPSpUsVHh6u3r17e6RWAJ5TVlam3NxclZWVmV0KXGDbtm367LPPJJ0OE3fffbdGjBhh+GbQiRMn9Oyzz1aaTtbhcGjx4sUqLS11Sc0A4GoECjdZvXq1JGno0KE1bpOeni6pcqAYPHiwMjMztWzZMg0bNsy9RQLwuMTERF1yySVKTEw0uxSco/z8fL366qsVr2+44Qb16dPH8PF+P5tTaGioWrRoIUnav3+/Pvroo3MrGADchDEUblI+sK5169bVri8tLdXatWslVQ4UXl6uz3i9evVSVlaWy4/b0Hg7vDRLxj8swLXi2sWpxGI3uwyNHz/eqe0PHz7dLW7FihXatGlTrfcbO3asU+epa8bedLcCGzVWZlamoqKiqryui3x8fGrssipJn376qY4ePSpJ6tSpk0aMGGH4XNWFiUceeUR5eXl66KGHVFZWpk8++USXXnqpQkJCajxOXFyciouLDdcBoOEKDw/Xxo0bDe1LoHCTvLw8Sadn76jOkiVLlJ2draCgoBofZOQqWVlZOnjwoFvP0RD4WKzSBWZXgXIZmRkqdpjfbaj8e722yn8mFBQUOLVvff8etv+3i5e9rEwHDx6s8rou+u04ht8rKSmpaIm2Wq267bbbDN8QqilMlI+ZGDVqlD799FOVlZVp9erVuuqqq2o8VkZGhlNP3wYAVyBQuEl4eLiOHz+uzZs3q3///pXWZWZmavr06ZJOzwTi7oHX4eHhbj1+Q+Ht8JLMvyGO/2oR0aJOtFAEBgY6tX15iPD393dq38jISKfOU9d4Wa0Vf0dGRlZ5XRf5+PjUuG79+vUVD6vr3bu34QHTZwsTkjRy5Eh99tlnstvt+vrrrzV27FjZbNX/+m7RogUtFAAMOZfPiwQKNxk2bJh27dqluXPnavjw4YqLi5MkbdiwQddff33FvOKeeKCd0eYrVFaSX6hFba8zuwz8197EvfIOMH9a3t8/1fhsdu/ercWLFyshIUHx8fG13u+ZZ55xsrK65ckXFiknN08R4RFKT0+v8rouKi0t1dKlS6tdt379+oqvhw8fbuj4tQkTkhQSEqJevXpp/fr1OnHihBITE9WhQ4dqj7l3794awwYAuAuDst1kxowZCgkJ0YEDB9SpUyd16dJF7dq1U58+fRQTE6NLLrlEUuXxEwDOf7GxsVq5cqViY2PNLgXnIDk5WdLpblE1fbg/k9qGiXK//V1Rfm4AqCu4jeEmUVFRWrNmjaZPn67vvvtOqamp6tixo1555RXdcsstatu2rSQCxfkmZvxgNYoKkyT5hTSWl7dNXe8eJ0nKTT+i5A+/P9PuaABsNpuCg4PNLgPn4NSpUzpy5IgkKTo62umxE86GCUmKiYmp+DolJcVA1QDgPgQKN+rQoYOWL19eZXlubq5SU1Pl5eWlzp07m1AZ3CXuT5cq/KJOlZZdOPNPkqSsH3cSKKD09HQ9/fTTuueee+rs7EY4s0OHDlV83bJlS6f2NRImfn8eZu0DUNcQKEywc+dOORwOxcXFKSAgoMr6Dz/8UJL066+/VnodHR2tXr16ea5QOO2LcbPMLgF1XG5urtasWaNbbrnF7FJgkK+vr7p27ari4mKnQmFxcbEef/xxp8OEdLplq0OHDvLy8qqzg9gBNFwEChNs375dUs3dnX4/JWD560mTJumtt95ya20AgDNr2bKlHnjgAaf38/Hx0fDhw/XWW285FSbKzZrFDQsAdROBwgRnCxQOh8OT5QAAPGTkyJHy9fVVp06dDE81CwB1DYHCBGcLFACA89fQoUPNLgEAXIpAYYLyp6sCaHjCwsI0depUhYWFmV0KAAAuQaAAAA8KCQnRxIkTzS4DAACX4cF2AOBBOTk5WrVqlXJycswuBQAAlyBQAIAHZWRk6IEHHqiYOhQAgPqOQAEAAADAMAIFAAAAAMMIFAAAAAAMI1AAgAf5+vqqffv28vX1NbsUAABcgmljAcCD2rRpo3fffdfsMgAAcBlaKAAAAAAYRqAAAA/as2ePBgwYoD179phdCgAALkGgAAAPcjgcKikpkcPhMLsUAABcgjEUAABUw2q1aty4cS473vxXluhUXp6CAgM1/bYJVV67gtVqdclxAMAZBAoAAKphsVhks7nu16RDkt1x+m+bzVblNQDUV3R5AgAAAGAYt0QAwIOio6O1ePFiRUZGml0KAAAuQaAAAA/y8/NT27ZtzS4DAACXocsTAHhQZmamnnjiCWVmZppdCgAALkGgAAAPOnnypJYtW6aTJ0+aXQoAAC5BoAAAAABgGIECAAAAgGEECgAAAACGESgAwIOaNWumSZMmqVmzZmaXAgCASxAoAMCDvLy85O3tLS8vfvwCAM4P/EYDAA/Kzs7Wa6+9puzsbLNLAQDAJQgUAAAAAAwjUAAAAAAwjEABAAAAwDACBQB4UFBQkEaOHKmgoCCzSwEAwCVsZhcAAA1JZGSkHnvsMbPLAADAZWihAAAPKioq0oEDB1RUVGR2KQAAuASBAgA8KCUlRePGjVNKSorZpQAA4BJ0eQIAAFU4HA6VlZWZXYZTrFarLBaL2WUADQ6BAgAAVFFWVqalS5eaXYZTxo0bJ5uNjzaAp9HlCQAAAIBhBAoAAAAAhtEuCAAeFB8fr/Xr15tdBgAALkMLBQAAAADDCBQA4EFpaWmaPHmy0tLSzC4FAACXIFAAgAcVFBRox44dKigoMLsUAABcgkABAAAAwDACBQAAAADDCBQAAAAADCNQAIAHRUREaPbs2YqIiDC7FAAAXIJAAQAe1KRJEyUkJKhJkyZmlwLUOykpKSosLDS7DAC/w4PtAMCDjh8/rlWrVmnYsGEKDg42uxzArRwOh/bt26e9e/cqKSlJ+/fvV35+vux2u3x8fBQREaGYmBjFxMSoa9eu8vX1rfFYe/bs0Zw5c9SmTRvNnDlTfn5+HrwSAGdCoAAADzp06JDmz5+vLl26EChw3srPz9f333+vVatWKT09vcbtDh8+rG3btkmSAgMDNXjwYA0fPlwtWrSotF15mCgsLNSuXbv0n//8R3/605/ceg0Aao8uTx6SnZ2tGTNmKDY2Vn5+fmrZsqWmTp2qvLw83XzzzbJYLHr++efNLhPnoHFMhLpPn6DRy5/UNTte18TEd3XFV/PVdeofZfOv+a4bAJxP1q9fr3vuuUdvvfVWlTBhs9nUrFkzhYSEyN/fv9K6vLw8rVixQtOmTdOiRYtUXFwsqXKYkKQuXbpo3LhxnrkYALVCC4UHbN26VQkJCcrKylJgYKA6duyojIwMPffcc0pKStKxY8ckSd27dze3UJyTdtdcovibRmr/lxuV9NEaOUrLFH5RJ11437WKHnORPrv8AZUVFptdJgC4RX5+vl577TX9+OOPlZbHx8dr4MCBio2NVVRUlGy20x89HA6HsrOzlZKSoo0bN+qnn35SSUmJHA6HPv30U23atElXXHGF3nrrrUphYvr06fLx8fH49QGoGYHCzbKzszVmzBhlZWVp2rRpmjVrloKCgiRJ8+bN08yZM2Wz2WSxWNS1a1eTq8W5SP1snX5Z+B+VnMqvWLbnnS+Vk5KpbnePV7s/XaLdb35hYoUA4B6nTp3SnDlzlJycXLHswgsv1IQJE9S6detq97FYLAoLC1NYWJj69Omj66+/XitXrtTHH3+s0tJSZWRk6OWXX67YnjAB1F10eXKzu+66S+np6ZoyZYoWLFhQESYkacaMGerWrZtKS0sVHR2txo0bm1gpztXRbUmVwkS5lE9O360Ljm/l6ZJQBwUEBKhv374KCAgwuxTAJQoKCvTUU09VhImAgADdcccdmj59eo1hojpBQUEaP3685syZU2UMRdu2bQkTQB1GoHCjXbt2acmSJQoNDdWcOXOq3aZnz56SpG7dulUs+/DDDzVu3Di1bt1aAQEBio+P14MPPqjc3FyP1A3XCmwRIkkqOHLC3EJQJ7Rq1UoLFy5Uq1YETJwf3njjDSUlJUmSmjZtqtmzZ2vw4MGyWCyGjpefn1/RFbjc0aNHK8ZUAKh7CBRutHjxYtntdk2cOFGNGjWqdpvyQWm/DRQLFiyQ1WrVk08+qRUrVugvf/mLXnrpJY0cOVJ2u90jtcM1LF5e6nb3eNlLSpX8nx/MLgd1QFlZmXJzc1VWVmZ2KcA527Rpk9asWSPpdMvEgw8+qJYtWxo+3u8HYAcGBkqSTpw4obfffvvcCwbgFgQKN1q9erUkaejQoTVuUz4Dxm8DxaeffqoPPvhAEydO1JAhQzR16lQ9//zzWrt2rX74gQ+l9Umfx25U897ttWX+EuUkZZhdDuqAxMREXXLJJUpMTDS7FOCcFBYW6rXXXqt4fcMNN7g0THTp0kV///vfK7oHrlmzpmKKWQB1C4Oy3SgtLU2SauxDWlpaqrVr10qqHCjCwsKqbNurVy9J0sGDB52uo1evXsrKynJ6P1Tm7fDSLPWp9fY9ZlyjDjeP0p53v9T2hf9xY2UNU1y7OJVYzG+xGz9+vFPbHz58WJK0YsUKbdq0qdb7jR071qnz1DVjb7pbgY0aKzMrU1FRUVVeNwT17T3w8fGpsbuuJK1du1bHjx+XdHqWwiFDhhg+V3VhonzMxA033FAxOHv58uWVfl/+XlxcHF2jAIPCw8O1ceNGQ/sSKNwoLy9P0ukBa9VZsmSJsrOzFRQUpDZt2pzxWN98840kqUOHDk7XkZWVZSiIoDIfi1W6oHbbdp92tbrdM16Ji1frpxmvurewBiojM0PFDvO7DZV/n9dW+c+DgoICp/at79/D9v928bKXlengwYNVXjcE9e09ONNTqx0Oh7766quK1xMmTDA8ZuJMYUKSBg8erP/85z86dOiQtm/froyMjCqDtstlZGSoqKjIUB0AjCNQuFF4eLiOHz+uzZs3q3///pXWZWZmavr06ZKkrl27nvEH8cGDB/Xwww9r5MiRhp5VER4e7vQ+qMrb4SXV4oZ492lXq/u9V2vfkm+0dtpL7i+sgWoR0aJOtFCU9/GurfIQ4e/v79S+kZGRTp2nrvGyWiv+joyMrPK6Iahv78GZZlRKTU1VamqqpNMzMJ3tplhNzhYmJMnLy0vDhg3TokWLJEnfffddjU/JbtGiBS0UgEHn8nmRQOFGw4YN065duzR37lwNHz5ccXFxkqQNGzbo+uuvV3Z2tqQzP9AuNzdXV155pXx8fPTGG28YqsNo8xUqK8kv1KK2151xm273jD8dJv79nX6450XJ4fBQdQ3P3sS98g7wM7sMbdiwwantd+/ercWLFyshIUHx8fG13u+ZZ55xsrK65ckXFiknN08R4RFKT0+v8rohqG/vQWlpqZYuXVrtur1791Z8PXDgQEPHr02Y+O05ygPFb89dXV3lD84D4Dl817nRjBkz9P777+vAgQPq1KmT4uPjVVhYqH379ikhIUHR0dFauXJljf1BCwoKNGbMGKWkpGjNmjWKiIjw8BXAGfE3jlSPGdcoN/2IMtf8opg/Vv4lW3DkpDK//8Wk6lBXxMbGauXKlZWeSQPUNykpKRVfx8bGOr2/M2FCkoKDg9WsWTMdO3ZMqampstvt8vJiXhmgriBQuFFUVJTWrFmj6dOn67vvvlNqaqo6duyoV155Rbfccovatm0rSdUGipKSEo0fP14bN27U119/rY4dO3q6fDgptPvpf89GUWEa9NydVdZn/biTQAHZbDYFBwebXQZwTvbv3y/p9NOunXl4neR8mCgXExOjY8eOqaCgQEeOHNEFF9RyUBsAtyNQuFmHDh20fPnyKstzc3OVmpoqLy8vde7cudK68mdXfP311/r888/Vp0/tZxaCeX64+wX9cPcLZpeBOi49PV1PP/207rnnnjo5sw9QG/n5+ZJOP3vCmadXGw0TktSkSZOKr8v3B1A3EChMsnPnTjkcDsXFxVXMsV3ur3/9q/7973/rvvvuU0BAgNatW1exrm3bttVOKwugfsjNzdWaNWt0yy23mF0KYNjs2bNVVFTk9AMa09LSDIUJ6fQUzWPGjJGPj48aN27sdM0A3IdAYZLt27dLqr6704oVKyRJTz31lJ566qlK6958803deOONbq8PAICa/La1wBkjRoyQ3W7X5s2bde+99zrVukFXQaDuIlCY5EyBonwqPgAAzjcjR47UiBEjGFQNnEf4bjbJmQIFAADnM8IEcH6hhcIkq1evNrsEACYICwvT1KlTGQsFADhvECgAwINCQkI0ceJEs8sAAMBlaHMEAA/KycnRqlWrlJOTY3YpAAC4BIECADwoIyNDDzzwgDIyMswuBQAAlyBQAAAAADCMQAEAAADAMAIFAAAAAMMIFADgQb6+vmrfvr18fX3NLgUAAJdg2lgA8KA2bdro3XffNbsMAABchhYKAAAAAIYRKADAg/bs2aMBAwZoz549ZpcCAIBLECgAwIMcDodKSkrkcDjMLgUAAJdgDAUAAKjCarVq3LhxLjve/FeW6FRenoICAzX9tglVXruC1Wp1yXEAOIdAAQAAqrBYLLLZXPcxwSHJ7jj9t81mq/IaQP1FlycA1Yq9+mLdmPmhwvt3MrsUAABQhxEoABOVf2iPvfriatc3igrTjZkfauAzf/VsYXCb6OhoLV68WNHR0WaXAgCAS9DGCKBaSR9+r5RP1qqsuNTsUs4rfn5+atu2rdllAADgMrRQAKiWw25XWVGJxGxELpWZmaknnnhCmZmZZpcCAIBLECiA81B5N6nwAZ016tO/67rkRbpq0yvq/Nc/SJJ8mgTqon/8RRO2v67rkhfp0nful/8FwZWOUd0YioplAzqr0+1X6I8/Pa/rUxdr7A/Pqe1VQyrtX95dq/u0q6vU133a1box80M1igqrWBbQIkQD/nmHxm94SdenLtaE7a9r1LK/VzlufXfy5EktW7ZMJ0+eNLsUAABcgi5PwHmqWec2unh4L+1d9JWS/v2doq+4SL0euk5lRcWKvfpi5R44oq0LPlDjNuHqcPMoDXruTn054bFaHbvn/dfK6uejve9+pbLiEsVPukyDnrtTp1KzdHiD8w9ss1i9dNmSRxQQ3ky731qpnOQMeTcOULMOrXVB3w5K+vd3Th8TAAB4BoECOE8Fd2ilzy5/UNlbEiVJiYtXa/yGl9Rn9o3a9cYXWv/wG5W273TbGDVu20I5SRlnPbaXj7eWJ9wne8np8RVpy9dp3LoXFH9TgqFA0TSupZrERmrj4+9qx4ufOL0/AAAwD12egPPU4Y17K8KEJNlLSpW9ZZ8sXl7a9frnlbY99PMuSVLjNhG1Ovbut1dWhAlJys86ppzkDDWOqd3+v1d8Kk+SFD6gs/xCGhs6BgAAMActFEA94DAwMDp3/6Eqy4pP5v533eHKy0+c/kDvG9yodsdOq3rsouO5CowKdbZMSVJeera2PfOhutw5Vldv+5eO7UxV5prtSv30Jx3dlmTomHWVl5eXevToIS8v7ucAAM4P/EYDTFRaWCxJsvr7VrveFnB6edl/t3OGo8xe8zp79essFss5Hfu3+ztUcwiy2Kr+6Nky9//00UV3av0jb+lU6iHFXXupxnwxVz0fvK5WNdUXdrtdW7Zskb2GfwMAAOobAgVgovKWgqbtIqtd36RdlCTp1O9aFOqDouOnW0N8mlZt9QhqdUG1++TuP6zdb6zQd7f9Ux/0uFVZP+1Ulyl/oBsUAAB1GIECMNHR7cnKPXhEbf4woMq0rV7eNnWYnCCH3a4DX240qULjSvMKlX/ouCIGdq60vFGr5mqV0KfSMu+gAFls1krLyopKdDLxoKTqQwkAAKgbGEMBmMhRZte6mf/S0Dem68rV/1Di+6t1Ki1LfmFN1eaKixQc30rbnl1aq5mX6qLdb67Qhfddq+HvP6j9X2yQ/wXBan/DCB3fvV9hPdpVbBcxoJP6z79daZ+tU05ShkryChXSNUbtrr1URzbtrbfXDwBAQ0CgAEyW/vVmfX7FQ+ry1z8o9uoh8g0OUml+kY7uSNG3t/5DqZ/+ZHaJhm1//mN5BwWo7fghCu/fSScS07X2by8qtGvbSoHi2M407f/8Z4Vf1Ekxfxwki9VLeQez9ctzH2nny5+aeAWuFxQUpJEjRyooKMjsUgAAcAkCBVAHHN2WpG9v/YfLjvdWxPhql/9w9wv64e4XqizP+mlnlX32ffCt9n3w7VmXlfti3Kwqyxxldm164j1teuK9SsvTv9qkrf/4oOJ17oHD+mnmq9Ue93wTGRmpxx6r3QMEAQCoDxhDAQAeVFRUpAMHDqioqMjsUgAAcAlaKIB6wjek8VmfXVCSV6jS/EIPVQQjUlJSdMMNN+idd95RfHy82eUAAHDOCBSolsPhUH5B6dk3rEMC/G21fo5CfTRmxVNq1LL5GbfZuuCDSl2JAADGORwOlZWVmV1GrVmt1vP69yDqLgIFqpVfUKpG/d4xuwyn5K67QYEB3maX4Tbf//VZWf18zrjNqWqeYA0AMKasrExLly41u4xaGzdunGw2PtrB8/hfB9QThzfsMbsEAACAKhiUDQAAAMAwWigAwIPi4+O1fv16s8sAAMBlaKEAAAAAYBiBAgA8KC0tTZMnT1ZaWprZpQAA4BIECgDwoIKCAu3YsUMFBQVmlwIAgEsQKAAAAAAYRqAAAAAAYBiBAgAAAIBhBAoA8KCIiAjNnj1bERERZpcCAIBL8BwKAPCgJk2aKCEhwewyANRTdrtdXl7cD0bdQqAAAA86fvy4Vq1apWHDhik4ONjscgB4QGlpqQ4cOKCUlBQdO3ZMJSUlstlsatKkiWJiYtSqVSv5+Pic9TgrV67UunXrNHPmTPn5+XmgcqB2CBQA4EGHDh3S/Pnz1aVLFwIFcB6z2+3asmWLvvrqK+3YsUOlpaU1bmu1WtW+fXsNHz5cvXv3ls1W9ePZypUr9eabb0qSnnrqKT344IPy9vZ2W/2AM2gz84Ds7GzNmDFDsbGx8vPzU8uWLTV16lTl5eXp5ptvlsVi0fPPP292mQAA4Bw5HA79+OOPmjp1qubPn6+tW7eeMUxIUllZmX799Vc9++yzmjJlir766ivZ7faK9b8NE5IUHx9fbegAzML/RjfbunWrEhISlJWVpcDAQHXs2FEZGRl67rnnlJSUpGPHjkmSunfvbm6hbvL3u3rqgT931+RHvtebHydWWf/N66PUv1tz9bzmE+3cd9yECl2ncdsW6va3qxTSpY0CLgiWl7dNeQezlf71Zu148RMVHD5hdokAADc6ceKEXn/9dW3YsKHS8mbNmqlDhw6KiYlRRESEfHx8VFJSokOHDik5OVm7d+/W4cOHKx1j3bp1uu2227Rly5ZKYeIPf/iDJkyYIIvF4tFrA86EQOFG2dnZGjNmjLKysjRt2jTNmjVLQUFBkqR58+Zp5syZstlsslgs6tq1q8nVusejL27RmCGt9M97++rLnw7q4KH8inV3X9dJF/eO0H3PbKj3YUKSAiNCFNC8qfavWK+8jKNylJUpOL6V4q4bpjZXDtCyYfeq8GiO2WUCANwgLS1Nc+bM0YkTJyqWdenSRSNHjlSPHj3OOJDa4XBo586dWrlyZUUY2blzp6ZNm6aSkpKK7QgTqKsIFG501113KT09XVOmTNGCBQsqrZsxY4bef/99bdu2TW3atFHjxo1NqtK9SkrtmvTQ9/r5vSv0+qODNPIvKyVJcdFN9Pc7e2ndL4c1/63tJlfpGpk/bFfmD1WvJWvdLg391zTFThiqHS9+YkJlqEsCAgLUt29fBQQEmF0KABfZv3+/HnvsMeXl5UmSGjdurMmTJ6tfv3612t9isahz587q3LmzfvnlF73yyis6evQoYQL1BmMo3GTXrl1asmSJQkNDNWfOnGq36dmzpySpW7duFcvWrFmjYcOGKSIiQr6+voqKitKECRO0a9cuj9TtDlt2HdWc17fpsgFRumVce3l5WfTO3wfLYpEmPfS97HaH2SW6VV76EUmST9NAkytBXdCqVSstXLhQrVq1MrsUAC5w8uRJPfnkkxVhIjY2VvPnz691mPi9rl27auTIkZWW2Ww2DRkyhDCBOotA4SaLFy+W3W7XxIkT1ahRo2q38ff3l1Q5UBw/flxdunTRc889py+//FJz587Vzp071b9/f6Wnp3ukdnd4/NUt2rr7qBZM66OF9/dX3y7N9eDCTdqbetLs0lzO6ust32ZBCohophZDuqn/vNskSelfbzG5MtQFZWVlys3NVVlZmdmlAHCBN954o6KbU9u2bfXggw+qSZMmho+3cuVKLVq0qNKy0tJSvfrqq5UGagN1CYHCTVavXi1JGjp0aI3blAeE3waKK664Qk8//bSuuuoqDRkyRBMnTtRHH32kkydPaunSpe4t2o1KSx2a9ND38vO16o4JHbRmc5aeeW+H2WW5RbtrL9Wfdr6pqze/qhH/97B8mgTo+78+q8M/199WJrhOYmKiLrnkEiUmVp2kAED9sm7dOv3888+SpKCgIE2fPr3iZqERv5/N6fLLL1doaKik0z0fVq5ceW4FA27CGAo3SUtLkyS1bt262vWlpaVau3atpMqBojohISGSZHiKuF69eikrK8upfezylpo9ZOh8NTmZW6yi4jL5eFv1+ZoDcri4p1O7uDh5qeTsGxrk7fDSLPU563b7v1ivk/sOyjvQT806t1HLEb3l2yzIbXU1VHHt4lRiMf9u3fjx453avnwmlxUrVmjTpk213m/s2LFOnaeuGXvT3Qps1FiZWZmKioqq8rohaOjvQX28fh8fnxq7Ldvtdv3f//1fxeubbrpJTZs2NXyu34eJ8jETPXr00OOPPy5J+uijj3TppZfW+BC8uLg4FRcXG64BDVt4eLg2btxoaF8ChZuU96UsKCiodv2SJUuUnZ2toKAgtWnTpsr6srIy2e12paWl6f7771d4eLiuvvpqQ7VkZWXp4MGDzu1k8ZGaGTpdjd58bJB8vK36Nem4Hrq1uz5YmaLk9FMuO35mRobkcN8PUh+LVbrg7NvlZx5Tfubp6YD3f7FBaZ/9rMtXPCWbv6+2L/yP2+praDIyM1TsML/bUPn3em2V/0woKChwal+nv4frGPt/u3jZy8p08ODBKq8bgob+HtTH6/f19a1x3Y4dOypu1nXo0EH9+/c3fJ6awoTFYlGnTp100UUX6ccff9SpU6e0bt06DR48uNrjZGRkqKioyHAdgFEECjcJDw/X8ePHtXnz5io/ZDIzMzV9+nRJpwdfVTfIasiQIRUtGLGxsVq9erXCwsIM1+Isu7yVaehs1bvz2o4a2qeFHnhuoz75Jk2bl/xBbzw2SBdP/txl54ho0cLtLRQycEP8+K40HduRovhJlxEoXKhFRIs60UIRGOjcYPvyEOHv7+/UvpGRkU6dp67xslor/o6MjKzyuiFo6O9Bfbz+mloCJOmrr76q+HrkyJGGB0yfKUyUu+yyy/Tjjz9WnLemQNGiRQtaKGCYkc+L5QgUbjJs2DDt2rVLc+fO1fDhwxUXFydJ2rBhg66//nplZ2dLqvmBdq+//rpOnDihlJQUzZ8/XyNGjNDatWsNzQxjpPkqL79Ejfq94/R+1Ylt1VhzpvbS+u1HNPeNX2S3O/ToS5s1Z2pv3XltRy18/1eXnCdx714FBni75FjVKckv1KK21xna1+rnI5/g6gfnw5i9iXvlHeBndhlVHmB1Nrt379bixYuVkJCg+Pj4Wu/3zDPPOFlZ3fLkC4uUk5uniPAIpaenV3ndEDT096A+Xn9paWm14xftdru2bz89TXiTJk3Uq1cvQ8evTZiQTndlatmypQ4cOKDExETl5+dXO/X03r17eYI2TMGgbDeZMWOGQkJCdODAAXXq1EldunRRu3bt1KdPH8XExOiSSy6RVPP4ifbt26tv37665ppr9PXXX+vUqVOaN2+eJy/BJSwW6a3HB8vqZdGkh76rmCJ23pvbtWHHEc2Z2ksxUefH+AL/sKbVLg+/qJOaxrfUkU0MwsXpFseVK1cqNjbW7FIAGJSZmanCwkJJp39fW//b2uKM2oYJ6fRzKjp06FDxOiUlxUDVgPsQKNwkKipKa9as0ejRo+Xn56fU1FQ1a9ZMr7zyij777DPt3btX0tkHZEtS06ZNFRsbq3379rm7bJebNqmLBvS4QI+8uFm7U/43Razd7tCND38vm9VLbzw2yMQKXaff3Fs0evmTuvD+axV3/XB1+PMoDXzuTg1f/JBKcwu1cfbbZpeIOsBmsyk4OJi7iEA99tsP9NWNgzwbZ8JEdedJTk52+pyAO/EbzY06dOig5cuXV1mem5ur1NRUeXl5qXPnzmc9zuHDh7Vnzx717dvXHWW6TXybJnr8rxfqp22H9Y+3q04R+2vSCbd0fTJLyn9+UNurLlbbcYPlF9JYDodDeQeztffdr7TjpWXKO5htdomoA9LT0/X000/rnnvuqbMz2wA4s+PHj1d8HRER4dS+RsLE789T/twLoK4gUJhg586dcjgciouLq9IH8rrrrlNsbKy6d++upk2bKjExUU8//bRsNpvuuecekyo2ZnfKSfn3PvNd+ade/0VPvf6Lhypyr9RPf1Lqpz+ZXQbquNzcXK1Zs0a33HKL2aUAMCguLk5XXXWViouLnboxsH//fkNhQpJCQ0N1xRVXyMfHR+3atTNUN+AuBAoTlA/kqq67U79+/fTOO+/o2WefVWFhoVq2bKmhQ4fqgQceqPGZFgAAwHPat2+v9u3bO71fq1atNGnSJL399ttOhQnpdKC49tprnT4n4AkEChOcKVBMmTJFU6ZM8XRJAADAAxISEhQTE6O4uDjDU80CdQ2BwgRnChQAAOD8ZqR1A6jLCBQmWL16tdklADBJWFiYpk6davhBlQAA1DUECgDwoJCQEE2cONHsMgAAcBmeQwEAHpSTk6NVq1YpJyfH7FIAAHAJAgUAeFBGRoYeeOABZWRkmF0KAAAuQaAAAAAAYBiBAgAAAIBhBAoAAAAAhhEoAMCDfH191b59e/n6+ppdCgAALsG0sQDgQW3atNG7775rdhkAALgMLRQAAAAADCNQAIAH7dmzRwMGDNCePXvMLgUAAJcgUACABzkcDpWUlMjhcJhdCgAALsEYClQrwN+m3HU3mF2GUwL8+e8MAHAdq9WqcePGueRY819ZolN5eQoKDNT02ybUuOxcWK3Wcz4GYASfwFAti8WiwABvs8sAAMA0FotFNptrPio5JNkdp/8uP2Z1y4D6iC5PAAAAAAwjDgOAB0VHR2vx4sWKjIw0uxQAAFyCQAEAHuTn56e2bduaXQYAAC5DlycA8KDMzEw98cQTyszMNLsUAABcgkABAB508uRJLVu2TCdPnjS7FAAAXIJAAQAAAMAwAgUAAAAAwwgUAAAAAAwjUACAB3l5ealHjx7y8uLHLwDg/MBvNADwILvdri1btshut5tdCgAALkGgAAAAAGAYgQIAAACAYQQKAAAAAIYRKADAg4KCgjRy5EgFBQWZXQoAAC5hM7sAAGhIIiMj9dhjj5ldBgAALkMLBQB4UFFRkQ4cOKCioiKzSwEAwCUIFADgQSkpKRo3bpxSUlLMLgUAAJcgUAAAAAAwjDEUAAAAqMLhcKisrMzsMpxitVplsVjMLqPBIVAAAACgirKyMi1dutTsMpwybtw42Wx8vPU0ujwBAAAAMIwIBwAeFB8fr/Xr15tdBgAALkMLBQAAAADDCBQA4EFpaWmaPHmy0tLSzC4FAACXIFAAgAcVFBRox44dKigoMLsUAABcgkABAAAAwDACBQAAAADDCBQAAAAADCNQAIAHRUREaPbs2YqIiDC7FAAAXILnUACABzVp0kQJCQlmlwEAgMvQQgEAHnT8+HH9+9//1vHjx80uBQA8yuFw6MSJE8rKytKhQ4eUk5Mjh8NR6/3tdrs++eQTFRYWurFKGEELBQB40KFDhzR//nx16dJFwcHBZpcDAG61f/9+rV27VklJSUpJSVFeXl6l9U2aNFFMTIxiY2M1aNAgNW/evNrj2O12vfjii/rhhx+0detWzZw5U35+fp64BNQCgQIAAAAu43A49PPPP+uLL77Q7t27z7jtyZMntWXLFm3ZskUffvihevToodGjR6tTp04V2/w2TEjS3r17lZSUVGkbmIsuTx6QnZ2tGTNmKDY2Vn5+fmrZsqWmTp2qvLw83XzzzbJYLHr++efNLhNuYPX30bh1L+jGzA/V9+83m10OAABudfToUc2dO1fPPPNMlTARHBys7t27a8CAAbrooovUuXNnBQYGVqx3OBzavHmzHn/8cb388svKy8urEiasVqvuuecewkQdQwuFm23dulUJCQnKyspSYGCgOnbsqIyMDD333HNKSkrSsWPHJEndu3c3t1C4RY/p18gvpLHZZQAA4Hbr16/Xyy+/rPz8/IplUVFRGjZsmPr06aNmzZpV2cfhcOjQoUP66aeftGrVKh09elSS9O2332rbtm1q2bKlfvnlF0n/CxO9evXyzAWh1ggUbpSdna0xY8YoKytL06ZN06xZsxQUFCRJmjdvnmbOnCmbzSaLxaKuXbuaXC1crVmXNup4y2htfOJd9Xn0RrPLQR0REBCgvn37KiAgwOxSAMBlvv/+e7300ksVg6yDg4N18803q2fPnrJYLDXuZ7FYFB4errFjx+qKK67Qt99+q/fee08FBQU6fvx4xQQWhIm6jS5PbnTXXXcpPT1dU6ZM0YIFCyrChCTNmDFD3bp1U2lpqaKjo9W4MXexzycWLy9dtOB2Hfxmq/Z/9rPZ5aAOadWqlRYuXKhWrVqZXQoAuMTGjRsrhYl+/fpp/vz56tWr1xnDxO9ZrVZdeumlmjt3bpXPRddccw1hog4jULjJrl27tGTJEoWGhmrOnDnVbtOzZ09JUrdu3Wo8TkJCgiwWix599FF3lAk36Xjr5WoSG6mfH3jN7FJQx5SVlSk3N1dlZWVmlwIA5+zYsWOVwsSIESN01113qVGjRoaOZ7fb9cEHHygnJ6fS8q+//lpFRUXnXC/cg0DhJosXL5bdbtfEiRNr/Kby9/eXVHOg+OCDD7R161Z3lQg3adSyubpPv1rb/vmhctOPmF0O6pjExERdcsklSkxMNLsUADgnDodDr732WsVUsH379tWNN94oLy9jHy+rG4AdHh4uScrKytIHH3zgmsLhcgQKN1m9erUkaejQoTVuk56eLqn6QJGTk6O7775bCxYscE+BcJv+825Vbtoh7XzlU7NLAQDAbTZt2qTNmzdLOv08iT//+c8uDRP33HOPpk+fLm9vb0nS559/rgMHDrimeLgUg7LdJC0tTZLUunXrateXlpZq7dq1kqoPFA8++KDi4uI0ceJEXXfddedUS69evZSVlXVOx4Dk7fDSLPU54zYx4wapxeCuWjH2ETlK6dLiTnHt4lRisZtdhsaPH+/U9ocPH5YkrVixQps2bar1fmPHjnXqPHXN2JvuVmCjxsrMylRUVFSV1w1BQ38PuP6q11vX3wMfH58au21L0sqVKyu+vummmyqNFXVGTWGifMzE+PHjtXjxYjkcDn355Ze6+eaap2GPi4tTcXGxoToauvDwcG3cuNHQvgQKNylv/isoKKh2/ZIlS5Sdna2goCC1adOm0rqNGzfqX//6l1MfNs4kKytLBw8edMmxGjIfi1W6oOb1Xj429X70RqV/vUUFh08oKPp0M21AxOlp8nwaBygoOlxFx3JUnJNf84FQKxmZGSp2mB/afv/U17Mp/5lQUFDg1L71/XvY/t8xI/ayMh08eLDK64agob8HXH/V663r74Gvr2+N6zIyMrR9+3ZJpz+I9ulz5htuNTlbmJCk4cOH66OPPlJRUZHWrFmjP/3pTzXOlJeRkcFYCxMQKNwkPDxcx48f1+bNm9W/f/9K6zIzMzV9+nRJUteuXSvNgFBWVqbbbrtNU6ZMcdlDW8r7H+LceDu8pDPcELf5+cg/tIlaDu+plsN7VlnfdvwQtR0/RBtmv6OdLy9zY6UNQ4uIFnWiheK3D2WqjfIQ4e/v79S+kZGRTp2nrvGyWiv+joyMrPK6IWjo7wHXX/V66/p74OPjU+O6H3/8seLr4cOHG+rqVJswIZ2ebnvQoEFatWqVCgsLtXnzZg0cOLDaY7Zo0YIWCoPO5fMigcJNhg0bpl27dmnu3LkaPny44uLiJEkbNmzQ9ddfr+zsbElVH2j3/PPP69ChQy6d1clo8xUqK8kv1KK2NXc/K8kv0jd/rjrmxS+ksfrPvVXpq7co8f2vdXxXmjvLbDD2Ju6Vd4Cf2WVow4YNTm1fWlqqG2+8UUFBQbLZav8j+JlnnnGysrrlyRcWKSc3TxHhEUpPT6/yuiFo6O8B11/1euv6e1BaWqqlS5dWuy4pKani6/JZK51R2zBRrlevXlq1apUkKTk5ucZAsXfvXqd+tsI1eMfdZMaMGXr//fd14MABderUSfHx8SosLNS+ffuUkJCg6OhorVy5stL4iezsbD388MNasGCBSktLdeLEiYp1hYWFOnHihBo3bmx4wBPcy1FaprTP1lVZ3igqTJJ0KjWr2vVoWGw2m4KDg80uAwDOSUpKiqTTrbQXXHCG/sDVcDZMSFJMTEyVc6Pu4JOpm0RFRWnNmjUaPXq0/Pz8lJqaqmbNmumVV17RZ599pr1790qqPCA7PT1dp06d0m233abg4OCKP5I0d+5cBQcHa//+/aZcDwDXSE9P17Rp0+rk3UgAqI38/PyKm56tWrVy6uF1RsKEJDVu3FjNmp0ek1gXx5s0dLRQuFGHDh20fPnyKstzc3OVmpoqLy8vde7cuWJ5bGysvvnmmyrbDx06VJMmTdKNN97IeIh6KDf9iN6KcG4mIJy/cnNztWbNGt1yyy1mlwIAhpSWluqCCy5QcXGxQkNDa72fw+EwFCbKhYWdbvE3OpsU3IdAYYKdO3fK4XAoLi6u0iwFjRo10sUXX1ztPtHR0TWuAwAA8JTGjRvr2WefdXo/i8Wi2NhY/fDDD06HCUmaPXu20+eEZxAoTFA+zVpNT8gGAAA4H40cOVKSFBoa6lSYQN1GoDCBs4HC4XC4sxwAAACPKQ8VOH8wKNsEtFAADVdYWJimTp1a0RcYAID6jhYKE6xevdrsEgCYJCQkRBMnTjS7DAAAXIYWCgDwoJycHK1atUo5OTlmlwIAgEsQKADAgzIyMvTAAw8oIyPD7FIAAHAJAgUAAAAAwwgUAAAAAAwjUAAAAAAwjEABAB7k6+ur9u3by9fX1+xSAABwCaaNBQAPatOmjd59912zywAAwGVooQAAAABgGIECADxoz549GjBggPbs2WN2KQAAuASBAgA8yOFwqKSkRA6Hw+xSAABwCQIFAAAAAMMYlA0AAIAqrFarxo0b57LjzX9liU7l5SkoMFDTb5tQ5bUrWK1WlxwHziFQAAAAoAqLxSKbzXUfFR2S7I7Tf9tstiqvUX/xrwcAHhQdHa3FixcrMjLS7FIAAHAJAgUAeJCfn5/atm1rdhkAALgMg7IBwIMyMzP1xBNPKDMz0+xSAABwCQIFAHjQyZMntWzZMp08edLsUgAAcAkCBQAAAADDCBQAAAAADCNQAAAAADCMQAEAHtSsWTNNmjRJzZo1M7sUAABcgkABAB7k5eUlb29veXnx4xcAcH7gNxoAeFB2drZee+01ZWdnm10KAAAuQaAAAAAAYBiBAgAAAIBhBAoAAAAAhhEoAMCDgoKCNHLkSAUFBZldCgAALmEzuwAAaEgiIyP12GOPmV0GAAAuQwsFAHhQUVGRDhw4oKKiIrNLAQDAJQgUAOBBKSkpGjdunFJSUswuBQAAl6DLEwAAAPA7DodDZWVlZpfhFKvVKovF4vHzEigAAACA3ykrK9PSpUvNLsMp48aNk83m+Y/3dHkCAAAAYBiBAgAAAIBhdHkCAA+Kj4/X+vXrzS4DAACXoYUCAAAAgGEECgDwoLS0NE2ePFlpaWlmlwIAgEsQKADAgwoKCrRjxw4VFBSYXQoAAC5BoAAAAABgGIECAAAAgGEECgAAAACGESgAwIMiIiI0e/ZsRUREmF0KAAAuwXMoAMCDmjRpooSEBLPLAADUQ6dOnZK3t7f8/PzMLqUSAgUAeNDx48e1atUqDRs2TMHBwWaXAwBws9zcXCUlJSk5OVkpKSnKzc1VWVmZfHx8FBYWppiYGMXExCg6OlpeXjV3HsrJydHf//53+fv767777qtToYJAAQAedOjQIc2fP19dunQhUADAecrhcGjfvn368ssvtW7dOpWUlNS47erVqyVJoaGhuvTSSzV06FA1bdq00jblYaL8GUYvv/yy7r77bneV7zQChQdkZ2dr3rx5+uijj5Senq6wsDD98Y9/1JNPPqm77rpLb7zxhhYuXKgpU6aYXSrO0Y2ZH1a7vCSvQItir/dwNQAAwNMOHz6sV199VTt27HBqv+zsbC1ZskRLly7V2LFjdeWVV8pms1UJE8HBwbr66qvdUbphBAo327p1qxISEpSVlaXAwEB17NhRGRkZeu6555SUlKRjx45Jkrp3725uoXCZrHW/au97X1VaZi8pM6kaAADgCQ6HQ6tWrdJ7772noqKiiuWNGjXSRRddpLi4OLVp00ahoaGyWq0qLCxUenq6kpOTtX37dm3dulUOh0OlpaX697//rQ0bNujGG2/Um2++WSlMPPzww2rRooVZl1ktAoUbZWdna8yYMcrKytK0adM0a9YsBQUFSZLmzZunmTNnymazyWKxqGvXriZXC1fJTTuk5KVrzC4DAAB4iN1u1zvvvKMvvviiYlloaKjGjx+viy66SD4+PlX2adSokeLj4xUfH69Ro0bp8OHDWrFihVauXCm73a7U1FTNnj1bDodDUt0NExLTxrrVXXfdpfT0dE2ZMkULFiyoCBOSNGPGDHXr1k2lpaWKjo5W48aNTawUrublbZMtoO4MlkLdERAQoL59+yogIMDsUgAALuBwOKqEiUsvvVTz5s3TxRdfXG2YqE7z5s01adIkPf744xVTi5eHiaCgoDobJiRaKNxm165dWrJkiUJDQzVnzpxqt+nZs6e2bdumbt26VSz79ttvNXTo0CrbduvWTVu3bnVXuXCh1pf3U8y4wfKyWVWQfVKpn6zV5rn/p5JT+WaXhjqgVatWWrhwodllAABc5Ouvv64IExaLRbfffruGDBli+HhhYWHy9vautMxut9fpG1EECjdZvHix7Ha7Jk6cqEaNGlW7jb+/vyRVChTlXnjhBV144YUVrwMDA91TKFzqyOZEpX76k06lZso7KEBRl1yoDjeP0gX9O+nzMQ+qNL/Q7BJhsrKyMhUUFMjf319Wq9XscgAA5+DIkSN67733Kl7fdttt5xQmygdg79+/X5Jks9lUWlqqvLw8vf766/rb3/4mi8VyznW7GoHCTcqnAKuutaFcenq6pOoDRceOHdWvXz/3FAe3+Wz0/ZVeJ/37Ox3blaae91+rjreM0i/PfmRSZagrEhMTdcMNN+idd95RfHy82eUAAM7Ba6+9psLC0zcLhw4dqosvvtjwsaqbzelvf/ub5s+fr5ycHG3YsEHr1q1T//79XVG6SxEo3KT8P0Pr1q2rXV9aWqq1a9dKqj5QuFKvXr2UlZXl1nM0BN4OL81SH6f32/HiJ+r+t6sUdWlPAoULxbWLU4nFbnYZGj9+vFPbHz58WJK0YsUKbdq0qdb7jR071qnz1DVjb7pbgY0aKzMrU1FRUVVeNwQN/T3g+qteb0N/D+r69fv4+NTYbV2SkpOTtW3bNklSs2bNdP31xqeHry5MlI+ZmDx5sp555hlJ0ieffKJ+/frV2EoRFxen4uJiQzWEh4dr48aNhvYlULhJXl6eJKmgoKDa9UuWLFF2draCgoLUpk2bKusnTJig7OxshYSE6IorrtBTTz2l0NBQQ7VkZWXp4MGDhvbF//hYrNIFzu/nKC1T/qFj8m0WdPaNUWsZmRkqdpg/HW/593ptlf9MKCgocGrf+v49bC8rq/j74MGDVV43BA39PeD6q15vQ38P6vr1+/r6nnH9V1/9b4r4P/7xj4bHOJwpTEhSv3791LZtWyUlJSk1NVWJiYmKi4ur9lgZGRmVpqz1FAKFm4SHh+v48ePavHlzlaapzMxMTZ8+XZLUtWvXSimzSZMmmj59ugYPHqxGjRrpp59+0pw5c7Ru3Tpt3LjR0GPWw8PDz+1iIOl0C4UM3BC3+norMCJERzYnur6oBqxFRIs60ULh7Pim8hDh7+/v1L6RkZFOnaeu8frveBEvq1WRkZFVXjcEDf094PqrXm9Dfw/q+vWfaXamwsLCip4m/v7+GjhwoKFznC1MlBsxYoReeuklSacHgdcUKFq0aHFOLRRGESjcZNiwYdq1a5fmzp2r4cOHV/zDb9iwQddff72ys7MlVX2gXY8ePdSjR4+K1xdffLE6d+6sK664QosXL9ZNN93kdC1Gm69QWUl+oRa1va7G9b7BjVR0PLfK8h4zrpGXt00HvuTfwZX2Ju6Vdx2YmnfDhg1Obb97924tXrxYCQkJTo2hKG/urq+efGGRcnLzFBEeofT09CqvG4KG/h5w/VWvt6G/B3X9+ktLS7V06dJq1yUnJ1d8cO/Xr5+hG761DROS1L9/f73++usqLi7W7t27azzm3r17ZbN5/uM9gcJNZsyYoffff18HDhxQp06dFB8fr8LCQu3bt08JCQmKjo7WypUrazV+4vLLL1dgYKA2btxoKFDAM7rePV5hF7ZT1o87lXcwW7YAP0Vd2kMRA7voyKa92vXGCrNLRB0QGxurlStXVnouDQCgfklJSan4ul27dk7v70yYkE63lrRu3VqJiYk6dOiQcnNza5xF1Aw82M5NoqKitGbNGo0ePVp+fn5KTU1Vs2bN9Morr+izzz7T3r17JTk3ILsuThOG/8n6cadKcgvU9qoh6jP7RnWffrV8mzbSpjnv64txs1RWaKwJEucXm82m4OBgU+4gAQBcIzU1teLr6sbCnomzYaJcTExMxdfl+9YV/EZzow4dOmj58uVVlufm5io1NVVeXl7q3LnzWY+zbNky5eXlqU8f52cYguccWLlBB1Y61/0FDU96erqefvpp3XPPPXVyVhMAwNnl5v6vi7Mzk+YYDROSFBISUvG1sxOCuBuBwgQ7d+6Uw+FQXFxclRkBrrvuOsXExOjCCy+sGJQ9b948de/eXddcc41JFQNwldzcXK1Zs0a33HKL2aUAAAy69tprNWrUKJWUlFQ8qLg2tm3bZihMSFKfPn3UqlUreXt7q2XLlobqdhcChQm2b98uqfruTp06ddL777+vZ555RgUFBYqKitItt9yiWbNmnXG2AQAAAHhGy5YtDX2oHzRokHJzc7Vs2TKnwoR0ehamujpzJ4HCBGcKFPfff7/uv//+KssBAABQ/yUkJGjIkCGGn1tRFzEo2wRnChQAAAA4v51PYUKihcIUq1evNrsEACYJCwvT1KlTFRYWZnYpAAC4BIECADwoJCREEydONLsMAABchi5PAOBBOTk5WrVqlXJycswuBQAAlyBQAIAHZWRk6IEHHlBGRobZpQAA4BIECgAAAACGESgAAAAAGEagAAAAAGAYgQIAPMjX11ft27eXr6+v2aUAAOASTBsLAB7Upk0bvfvuu2aXAQCAy9BCAQAAAMAwAgUAeNCePXs0YMAA7dmzx+xSAABwCQIFAHiQw+FQSUmJHA6H2aUAAOASjKEAasnm76uJSe+ZXQb+y+bPoGYAgPtYrVaNGzfOZceb/8oSncrLU1BgoKbfNqHKa1ewWq0uOY6zCBRALVksFnkH+JldBgAA8ACLxSKbzXUflR2S7I7Tf9tstiqv6zO6PAEAAAAwrH7HIQCoZ6Kjo7V48WJFRkaaXQoAAC5BoAAAD/Lz81Pbtm3NLgMAAJehyxMAeFBmZqaeeOIJZWZmml0KAAAuQaAAAA86efKkli1bppMnT5pdCgAALkGgAAAAAGAYgQIAAACAYQQKAAAAAIYxyxMAnIPevXs7tX1UVJRmzZqlYcOGKSIiwk1VAQDgOQQKAPCgiIgIPfroo2aXAQCAy9DlCQAAAIBhBAoAAAAAhhEoAAAAABhGoAAAAABgGIECAAAAgGEECgAAAACGESgAAAAAGEagAAAAAGAYgQIAAACAYQQKAAAAAIYRKAAAAAAYRqBAhezsbP3lL39RixYt5OvrqzZt2uhf//qX2WUBQI0+//xzde/eXb6+voqOjtY///lPs0vymO+//15XXnmlWrduLYvFoieeeMLskjxq/vz56t+/v4KDg9W0aVMNHDhQX3zxhdlledS7776rnj17Kjg4WP7+/urQoYP++c9/yuFwmF2aKVavXi2r1arY2FizS/GIRx99VBaLpcqfffv2ebwWm8fPiDopNzdXgwcPVmRkpBYvXqzWrVsrMzNTZWVlZpcGANXauHGjrrzySt17771avHixfv75Z91+++0KCAjQ7bffbnZ5bpebm6uOHTvq2muv1d133212OR63evVqTZ48Wb1791ZAQIBee+01XX755fruu+80YMAAs8vziObNm+vhhx9W+/bt5evrqzVr1uiOO+6Q1WrV1KlTzS7Po7KysjRp0iSNGDFCiYmJZpfjMdHR0frpp58qLQsLC/N4HQQKSDp9pyc/P1/Lly+Xr6+vpNP/SQGgrvrnP/+p3r17a86cOZKkDh06aOfOnXrqqacaRKAYNWqURo0aJUmaOXOmydV43ooVKyq9njdvnr744gt99NFHDSZQXHbZZZVex8TE6OOPP9a3337boAKF3W7Xddddp7/+9a8qLCxsUIHCarUqPDzc7DLo8oTTli5dqoEDB+qee+5RRESE4uPjNX36dOXn55tdGgBUa+3atRo5cmSlZSNHjlRaWprS09NNqgpmsdvtysnJUWBgoNmlmMLhcGj9+vVau3athg4danY5HvX444/LYrE0yGCdnp6uqKgoRUVFKSEhQT/++KMpddBCAUlSUlKS9u3bp/Hjx+vTTz9VRkaGpkyZooyMDC1atMjs8gDUIykHMlVSWrm7ZOl/u0+WlpVpb0p6lde/1SjATy0uCD3reTIzM6vcmSt/nZmZqaioKMPXcC6OHs/R0RM5VZY78x60bdVCVmv9vOdXUlqqlANZVZY7c/2hzZqoWZMgp8775JNP6sSJE7r11lsNVu466VlHlF9QVGlZdddb03vg621T66ja3XU+efKkIiMjVVxcLLvdrlmzZumuu+5yxWUYlpObr6wjx6osd+b/QKsWzeXn63PWc33zzTd6+eWXtWXLFlksFhdUf+4cDoeS0jJk/91YFmeuv2lQoJqHBp/xPH369NGbb76pjh07KicnR6+88ooGDRqkL774QsOHD3fhFZ2dxdFQR+6gEl9fX4WEhCgtLU3e3t6SpA8//FBXXXWVjh49qmbNmplcIYD6Yu3GHfr0a2N3ySySbvnT5Ypp1eKs2/r4+Oj555+v9AFy586d6ty5s9avX6/evXsbquFcncjJ1TNvfKjComJD+/fsHKerRl/s1D7R0dH685//rIceesjQOV3J4XDo/U9WafueFEP7Bwb46e7J4xUUGFDrfV588UXde++9WrZsmYYNG2bovK60O2m/3vrQ+ADx8QlD1Ktr+1pta7fblZycrPz8fP3444+6//77tWDBAt18882Gz3+uiopL9OybH+rYiVOG9m/TMkK3XDNaXl5nDtXZ2dnq1q2bXn/99YrWykcffVTvvfeeKQOTf+uL79br23VbDe1rtXrpzkl/VHiY85+9Lr74Yvn4+OjLL780dG6j6uftD7hcRESE4uLiKsKEJHXq1EmSlJaWZlZZAOqh/j07KbZ1pKF9B/buWqswIZ3+uZWVVflO+KFDhyrWmaVp40a6crixPvxNGzfSmGEXubgiz7JYLPrDZYMUFOhvaP8/jhzsVJhYsGCBpk+fXmfChCTFt22lvt07GNq3Y7vW6tklrtbbe3l5KTY2Vl27dtXtt9+uGTNm6MEHHzR0blfx9fHWhNFDDbUY+Pp466rRF581TEjSjh07lJGRocsvv1w2m002m02PPfaYkpKSZLPZ9P777xsp3yWGDeypiOYhhva9bHAfQ2FCkvr376/U1FRD+54LAgUkSYMGDdK+fftUWlpasWzPnj2SGJwNwDleFouuGjWkVt0VfuuC0GCNGNyr1tsPGDBAK1eurLTsiy++UOvWrU3r7lSue8dYdY2PcWofi6SrLx/q9PtWFwX6+2l8whCn9+vVpb06tYuu9faPPPKIZs+erc8//7zOhIlyo4b2U0jTxk7t0yjAX3+8bPA5dd2x2+0qLCw0vL+rtI4K18X9ujm935hhF9W6u1vv3r21fft2bd26teLP7bffrpYtW2rr1q0aPXq00+d3FZvVqgmXD3W662JMqwgN7N3F8Hk3b96sli1bGt7fKAIFJEn33nuvjhw5ojvuuEO7d+/WN998o3vvvVc33HCDgoPP3IcPAH6vSeNG+sOIgbXe3urlpQljLpG3rfZD++655x6tX79eDz74oHbv3q23335bCxcu1H333WekZJeyWCz6w4iBCmpU+zvtg/p0VUzL2res5ObmVnyIKi4uVlZWlrZu3Wp6V49y7Z28Sx/cJEiXX9q/1tvffffdmj9/vt599121b99eWVlZysrK0smTJ42U63K+Pt66+nLn7tL/MWGwGjnRsjNr1iytWrVKycnJ2rNnj/71r39p7ty5mjRpkpGSXe7SAT3V4oLa36XvFBetnp1r3zoTGBiozp07V/rTvHlz+fj4qHPnzmrSpImRsl0mPKyZRg7uU+vtfX28ddWoi+VVy/8zf/vb37R69WolJydr69at+utf/6qvvvrKlGmkCRSQJHXr1k2ff/65tmzZou7du+umm27S2LFj9dJLL5ldGoB6ypm79MMH9VILJ7sH9O7dWx9//LGWL1+ubt266ZFHHtHf//73OjNlbIC/n66q5V368LBmGjHIuTEfGzduVI8ePdSjRw9lZmbqhRdeUI8ePfTnP//ZSLluMXpoP4UEn/0uvUXS1aMvdqp15tlnn1VhYaHGjh2riIiIij91abrU1pEX6OJ+3Wu1be+u8eoY29qp4+fk5Oj2229Xp06d1K9fP7388suaM2dOnXnAo81q1YTRQ2WzWs+6baNAf429bFCdGVjtKgN6d1FMq9rdKLhi+AAFOzEZQWZmpm644QZ16NBBI0aM0J49e7Rq1SqNGTPGaLmGMSgbAOA2+QWFeuaND5WTW/MU1NFR4br1T5fXqs90ffTxlz9o3ZZfa1xvtXppyg1jDfe3ruv2HzyklxYtO+PTm4f07aaEi/t6sCrPKS0r00vvfqKDh7Jr3KZZkyBNvWmcfM+D7m7VWbPhF322et0Zt5k07jJ1cDJQ1RfHT57SM298qKLikhq36RQXrev+MLzeBqrz86c33Ca/oFDpmUfMLgNAPRHg76fxoy6ucb2PEwMw66tRF/dVaLOau16MGNTrvA0TktQq8gIN7d+jxvXhYc00fGDtx87UNzarVVdfXvNdeovFoqsvH3rehglJGtCryxknW+jTLf68DRPS6e58V5xhooZGgec+dsZs5+9PcLjFmg3b9fw7/znrnQYAKBfXJkr9L+xU7boxl/R3euBqfePz3xlvqusXHR0VrkG9u5pQlWddetGFigyv+mwRq9VL14y5RDbb2bvE1GcXhAZr5MXV96Uf0rebomv5zIn6ysti0dWjL5avj3eVdc2aBmn0JbUfO1NfXdipnTrHtal23fiEIQoM8PNwRa513gQKi8VSkew+/fRTDRo0SI0bN1ZoaKjGjx+vpKSkim2XL1+uIUOGqGnTpmrcuLGuvPLKMz6mvaioSM8++6wuuugiNW3aVH5+fmrfvr2mT5+u7OzqmzB//vlnzZw5U71791Z4eLh8fX0VGRmpq6++Whs2bKjxXJ9//rlGjRql5s2by9vbWyEhIerQoYMmT56stWvXGnx3XCOvoFA/btohSef9Dz8ArpVwcV+F/e4ufYfY1rWea7++a9miuYZeVPkuvY+Pt64+z1tnylmtXqf70v8uOFw2qLfh6THrm4t6dq4ynXJE8xANG9jTpIo8q2k1EzVYLBZNGD202qBxvrFYLBp72aAqg+77du+g+LatTKrKdc67n2IvvPCCrrjiCiUnJys2Nlb5+flaunSphgwZoiNHjuiZZ57RmDFjlJiYqJiYGJWWlmrZsmUaPHiwjhyp2pXn0KFD6t+/v+6++279/PPPatq0qeLi4pSWlqYFCxaoZ8+eSk5OrrLfxIkTNW/ePCUnJys0NFSdOnVSUVGR/v3vf+uiiy7S0qVLq+zz4osvavTo0VqxYoXsdru6du2qCy64QOnp6XrzzTf17rvvuuU9q60fNmxXUXGJIpqHqGO787dpEoDr+XjbdPXl/7tLHxjgp3Ej63cTv7Mu6X+hosLDKl5fcelFanaet878VvPQYCUM+d84iTYtz216zPrGy2LR+N9Mp2y1emnCGbpCnY+6d4xVl/b/u0t/cb9utX4i+PkgMKDydMohTRtr1NB+JlbkOuddoJgxY4befvttHTx4UJs3b1Z6erp69+6tgwcPavLkyXrggQf09ttvKyMjQ5s3b9aBAwfUs2dPZWVl6R//+EelYzkcDk2YMEFbtmzR6NGjlZSUpNTUVP3yyy/Kzs7W5MmTtX//fl133XVV6njkkUeUmJioo0ePaseOHdq8ebMOHz6sjz76SH5+fvrzn/+s3Nzciu1LS0srnnD64osv6tChQ9q0aZN+/fVX5eTk6LvvvtNll13m3jfvDH7bOjFsQM8G9SEAgGu0jGiuSy66UNLph5c5Mz3m+aD8A6S3zer0w8vOF+UPPXTm4WXnk98+9HDkOTy8rL6qeOhhowC1uCBElw5oGK0zv1X+0MOKsTPnSevMeTPLU/kH3DvvvFPPPfdcpXVffPGFEhISaly/YsUKjRo1Sl27dtW2bdsqln/++ecaPXq0OnfurA0bNsjPr3L/trKyMvXp00ebN2/WDz/8oAEDavdk1IcfflhPPPGEFi9erGuuuUaSlJWVpYiICAUHB+vYsWPOXfxZLHz7I53KLTinYxQVF6uouEReXl5qFNCwPgQAcB2Hw6GSklL5nCe/RI0oLimVzWqVl1fDvDFjt9tVVmaXt3ftnzlyPnE4HCouKZWPt63B3pwrLS2VxeLl9EPfzhcOh0MlpaXy8a5bPweDGvnrzkl/NLTveffdXN382xdeeGGt1v++61J5t6RJkyZVCROSZLVadcUVV2jz5s369ttvqwSKxMRE/d///Z+2bdumo0ePqqTk9HRhhw8fliRt3bq1IlCEhYXJz89PJ06c0FdffaXhw4fX+prP5lRugXJy81xyLLvd7rJjAWi4CouLzS4BJisoKjK7BFMV8T3Q4BUWnT//B867QNG2bdsqy8LCws64vnnz5pJUqQuSJP3yyy+SpDfffFMff/xxtec7dOiQJOngwYOVlv/jH//Qfffdp9LS0hprPXr0aMXXVqtVU6dO1dy5czVixAhdeOGFGjZsmAYOHKghQ4aocWPj/WyDGp1biwKtEwAAAOe3c/m8eN4FisDAwCrLftukeLb1v3XixAlJ0q+/1vxAonL5+f97aNPatWt17733ymq16oknntCVV16p6OhoBQYGymKx6I033tDNN99c0WJR7sknn1RUVJReeOEFbd68WZs3b9a8efPk6+ura6+9VgsWLFCzZs73tzTafCWdHjsx7+XFkqSJVw5Tp7how8cCAADA+ee8CxSu1KhRI0nSsmXLnHqMeflsTNOmTdODDz5YZf1vWyZ+y8vLS1OmTNGUKVOUnp6uNWvW6KuvvtIHH3ygN998UwcOHNBXX33l9HWcyxiK37ZOfPLVWn3ylblT1wIAAMD1GEPhJp06ddLWrVu1Y8cOpwJFSkqKJGngwIHVrl+37uwPhYuKitKf/vQn/elPf9K0adPUpUsXrVq1SikpKWrTpvoHo9TEFWMoGDsBAACA6hAozmD8+PFatGiRXn31Vd15550VLRZn4+9/ug9aVlZWlXWJiYlavny5U3V06tRJTZo00YkTJ5SRkeF0oDDaJ46xEwAAAA0DYyjc5Morr9SQIUP03XffacSIEXr11VfVuXPnivV2u10///yz3n77bc2YMUMxMTGSpEGDBumTTz7RnDlzdMkll1QMBN+5c6fGjRtX7bzbv/76q55++mndfPPN6tu3b8W4jrKyMi1cuFAnTpyQn5+fOnXq5PR1GGm+YuwEAAAAauO8ew5FTZdjdH12drauvPJK/fjjj5Kk1q1bKzw8XAUFBUpKSlJe3uluQLt27VJ8fLwk6dSpU7rwwgu1b98+eXt7q3379rLb7dq1a5ciIiJ0xx136KGHHtKkSZP01ltvSTo9hWyPHj0kSUFBQWrbtq2sVqtSU1Mrxly8+OKL+stf/mLo/XHWyu836JuftiiieYjuuvGPDXaubAAAAJxZw3yiiBNCQ0P13Xff6a233tLw4cOVl5enjRs3KiUlRbGxsZo6daq+++47xcX974mnQUFB+uGHHzR58mQFBwdrz549ys3N1W233abNmzcrMjKyynni4uL02muvacKECYqIiFBycrK2bdsmPz8/XXXVVVqzZo3HwgRPxQYAAEBtnTctFHCdoydy9PHKNcrNL6R1AgAAAGdEoECNCouK5efrY3YZAAAAqMMIFAAAAAAMYwwFAAAAAMMIFAAAAAAMI1AAAAAAMIxAAQAAAMAwAgUAAAAAwwgUAAAAAAwjUAAAAAAwjEABAAAAwDACBQAAAADDCBQAAAAADCNQAAAAADCMQAEAAADAMAIFAAAAAMMIFAAAAAAMI1AAAAAAMIxAAQAAAMAwAgUAAAAAwwgUAAAAAAwjUAAAAAAwjEABAAAAwDACBQAAAADDCBQAAAAADCNQAAAAADCMQAEAAADAMAIFAAAAAMMIFAAAAAAMI1AAAAAAMIxAAQAAAMAwAgUAAAAAwwgUAAAAAAwjUAAAAAAwjEABAAAAwDACBQAAAADDCBQAAAAADCNQAAAAADCMQAEAAADAMAIFAAAAAMMIFAAAAAAMI1AAAAAAMOz/AYg36p0yEcEXAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 998.442x618.722 with 1 Axes>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qrw = QuantumRandomWalk(A) # We create a walk from the matrix we produced\n",
    "qrw.start_node_n(9) # Specifying which start node to be used\n",
    "qrw.walk_out(1)   # This specificies a sepecifc time for the unitary operator\n",
    "qrw.complete_single_node() # Adds measurements and appropriate labels\n",
    "qrw._qc.draw(\"mpl\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Superpositioned walk circuit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1810.93x1204 with 1 Axes>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qrw2=QuantumRandomWalk(A) # creates our circuit based on the size of our adjacency matrix\n",
    "qrw2.superposition() # puts them in superposition, which means we add the H and CNOT gates\n",
    "qrw2.walk_out(1)  # specifies if the walk is in or our into the nodes\n",
    "qrw2.complete_superposition() # completes measurements and classical register divisions\n",
    "qrw2._qc.draw(\"mpl\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below we can see a results of the simulator for all of the possible edges with our superpositioned walk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'101000 101000': 14, '110010 110010': 16, '001110 001010': 5, '010100 010100': 5, '010111 001001': 1, '010001 001110': 1, '000100 000100': 5, '000000 000101': 2, '100011 100110': 1, '001101 011110': 4, '011111 011111': 18, '001111 101110': 1, '011100 011110': 1, '001010 000111': 2, '110000 001111': 1, '101110 101110': 13, '111100 111100': 20, '010110 010110': 10, '111001 111001': 19, '101111 101111': 10, '101001 100111': 1, '110101 110101': 13, '100110 100110': 14, '011010 010000': 1, '001011 001011': 7, '101001 011110': 1, '010000 000011': 1, '000110 000110': 4, '001101 000111': 1, '100011 100011': 18, '011011 011011': 8, '000000 000000': 4, '010101 110000': 1, '001111 001111': 14, '000100 010001': 2, '011111 010000': 1, '010000 010000': 11, '001101 001101': 4, '110001 110001': 13, '101100 101100': 17, '101010 101010': 14, '001010 001010': 1, '010011 010011': 19, '110011 110011': 18, '110000 110000': 9, '010001 011010': 1, '000010 000101': 1, '001010 001110': 8, '100001 100001': 8, '010100 011101': 3, '000101 010011': 1, '000000 011101': 1, '010000 001011': 3, '111111 111111': 17, '001100 011011': 2, '010010 000101': 1, '110100 110100': 8, '100111 100111': 16, '000011 100011': 1, '010001 010001': 3, '000111 000110': 2, '000100 000010': 1, '000001 000101': 2, '000000 000011': 2, '110111 110111': 8, '000111 001000': 10, '001010 001001': 8, '010101 010001': 1, '100000 100000': 17, '011010 100001': 1, '010001 000001': 1, '000001 110010': 1, '000111 011001': 2, '101101 010001': 1, '000011 000011': 6, '101101 001011': 1, '011000 010100': 2, '010010 010010': 15, '111000 111000': 12, '001011 001001': 1, '000101 000101': 5, '000001 000001': 10, '000101 011111': 1, '010111 010111': 9, '101101 101011': 1, '010101 001101': 2, '010101 010111': 2, '011101 011101': 10, '000000 000110': 1, '011011 011101': 2, '010100 011001': 1, '101101 001100': 1, '000001 010000': 1, '100101 101111': 1, '100010 100010': 15, '001110 011001': 2, '011110 011110': 8, '010111 001100': 1, '101011 101010': 1, '100100 010101': 1, '000110 000001': 1, '011100 011100': 7, '110001 010001': 1, '011001 001010': 2, '100100 100100': 6, '110110 110110': 18, '100001 011110': 1, '101111 101110': 1, '001110 001001': 7, '010001 010110': 1, '000001 000111': 1, '001110 010101': 2, '010110 011110': 1, '000010 010001': 1, '111101 111101': 15, '100011 000111': 1, '000101 010000': 1, '100101 100101': 13, '010001 010111': 1, '001110 010100': 1, '000100 000001': 1, '000001 000110': 1, '000010 011010': 1, '001100 001100': 19, '101111 001101': 1, '011000 011000': 11, '001111 011011': 1, '111011 111011': 8, '100011 100111': 1, '000000 000100': 2, '011010 011010': 8, '010101 010101': 7, '100100 100001': 1, '001011 010001': 1, '001100 001101': 1, '101001 101001': 8, '000100 000011': 1, '010001 010101': 2, '011111 000001': 1, '001000 001010': 5, '001000 001000': 2, '010011 011011': 1, '111010 111010': 12, '011101 010100': 1, '110010 100001': 1, '001011 010000': 3, '011001 011000': 1, '011100 011010': 1, '111110 111110': 13, '001010 001000': 5, '010010 100101': 1, '100000 100110': 1, '000111 000111': 3, '011110 010100': 1, '101011 101011': 11, '001001 011001': 4, '000001 000010': 1, '011110 101101': 1, '000101 000011': 3, '010110 000011': 1, '011010 010010': 2, '001101 010111': 2, '011011 010101': 1, '011001 011001': 5, '100110 001011': 1, '001011 100110': 1, '100111 100110': 1, '101101 110000': 4, '010111 001110': 1, '010001 001001': 1, '100110 101100': 1, '101111 001000': 1, '010111 101110': 1, '011001 001001': 4, '010111 011011': 1, '011110 011100': 1, '010010 010000': 1, '010011 001101': 1, '011101 101101': 1, '001011 101101': 2, '000101 000000': 3, '011000 000001': 1, '001001 001001': 1, '101101 101101': 12, '011110 001110': 1, '101011 110001': 1, '100100 010000': 1, '000011 001101': 1, '001110 001110': 2, '101001 011001': 1, '101111 101011': 1, '011010 000011': 2, '011001 001000': 1, '101100 001101': 1, '000011 000000': 2, '010101 011100': 1, '000110 000111': 1, '010001 000100': 1, '010001 011100': 1, '011010 010011': 1, '011011 010100': 1, '011101 010011': 1, '001111 100111': 1, '011100 010110': 1, '000101 000001': 1, '000010 101110': 1, '100011 010000': 1, '001101 000000': 1, '101101 011011': 2, '101011 110000': 1, '011110 001101': 2, '101011 101110': 1, '001101 110001': 1, '010111 011001': 1, '011110 100000': 1, '001101 000101': 1, '000110 000101': 2, '010100 101110': 1, '001010 011110': 1, '100100 010111': 2, '011110 001011': 1, '011100 000011': 1, '000001 011101': 1, '001101 100110': 2, '001000 001001': 2, '110000 110001': 1, '100110 101010': 1, '001000 000111': 4, '001110 000100': 2, '110001 001000': 1, '000101 000111': 1, '000010 000010': 4, '001001 001110': 3, '000001 001000': 1, '001010 011001': 3, '101100 100001': 1, '011101 011011': 1, '011100 010010': 1, '011001 011110': 1, '011001 101110': 1, '010110 011100': 1, '000010 010110': 1, '000110 011110': 1, '011011 001101': 1, '001100 010101': 1, '000110 000000': 2, '000111 000001': 1, '110010 100101': 1, '010010 001110': 1, '011010 001011': 1, '101000 101110': 1, '000110 000011': 1, '101000 011000': 1, '000011 000101': 1, '001110 000111': 1, '001000 000001': 1, '000011 011100': 1, '100011 101001': 1, '010110 100011': 1, '011001 001110': 1, '001011 011110': 3, '011100 010000': 1, '000111 000100': 2, '001011 000110': 1, '000010 101000': 1, '010010 000110': 2, '110001 011001': 1, '000011 010000': 1, '000110 001000': 1, '011000 000011': 1, '001011 100011': 1, '001000 101111': 1, '101110 001111': 1, '110010 010000': 1, '101011 010100': 1, '000000 010000': 1, '000011 000010': 2, '000000 011100': 1, '001010 101011': 1, '100010 001101': 1, '011101 110001': 1, '010011 000001': 1, '000011 000110': 1, '101001 101100': 1, '101110 001100': 1, '110010 001010': 1, '010010 010110': 1, '000010 000100': 1, '011100 000010': 1, '010110 010001': 2, '001110 001000': 1, '000001 011110': 1, '011000 010101': 1, '011000 011101': 1, '000111 001110': 1, '100011 011100': 1, '011011 000001': 1, '000001 011111': 1, '100010 011010': 1, '100010 011111': 1, '001101 010000': 1, '011000 011001': 1, '101111 100100': 1, '000111 001010': 1, '010111 000100': 1, '101011 001110': 1, '110001 011101': 1, '000101 000010': 1, '000111 000010': 1, '000110 000010': 1, '011010 010001': 1, '010110 010011': 1}\n"
     ]
    }
   ],
   "source": [
    "qrw2.simulator_measure('aer_simulator')\n",
    "print(qrw2._counts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run quantum walk\n",
    "\n",
    "All quantum walks are simulated given that our network is of 64 nodes. hardware limits wil be explained in the paper but as summary: \n",
    "\n",
    "- Current IBM circuit-based hardware can only handle about 5000 2-qubit gates. Our 64 node example produces about ~17,000-20,000 gates when transpiled due to its unitary initizialization. But this is cut down to ~8000-9000 when using the Rz fractional gates which are abilitated on some of the Heron QPU. Even then given the limit of 5000 2-qubit gates for decoherence our walks can only be performed for 1,2,4,8,16, and 32 node networks for now."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run single node quantum walk\n",
    "Now we can perform our single-node quantum walk at appropriate time stamps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    Time         0         1         2         3         4         5  \\\n",
      "0    0.0  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
      "1    0.5  0.000000  0.001953  0.000000  0.000977  0.000000  0.000000   \n",
      "2    1.0  0.000000  0.004883  0.000000  0.000000  0.002930  0.000000   \n",
      "3    1.5  0.004883  0.006836  0.001953  0.002930  0.015625  0.004883   \n",
      "4    2.0  0.004883  0.000000  0.003906  0.005859  0.024414  0.005859   \n",
      "5    2.5  0.003906  0.004883  0.002930  0.004883  0.001953  0.006836   \n",
      "6    3.0  0.001953  0.011719  0.000977  0.000000  0.001953  0.000000   \n",
      "7    3.5  0.000000  0.000977  0.001953  0.000977  0.005859  0.000000   \n",
      "8    4.0  0.000000  0.005859  0.000000  0.000000  0.000000  0.000000   \n",
      "9    4.5  0.005859  0.011719  0.003906  0.000000  0.002930  0.000977   \n",
      "10   5.0  0.007812  0.000977  0.013672  0.011719  0.032227  0.011719   \n",
      "11   5.5  0.007812  0.035156  0.002930  0.004883  0.012695  0.006836   \n",
      "12   6.0  0.000000  0.041016  0.000000  0.000977  0.000000  0.000000   \n",
      "13   6.5  0.003906  0.006836  0.007812  0.007812  0.024414  0.008789   \n",
      "14   7.0  0.005859  0.008789  0.006836  0.006836  0.023438  0.005859   \n",
      "15   7.5  0.002930  0.010742  0.001953  0.000000  0.011719  0.004883   \n",
      "16   8.0  0.001953  0.006836  0.000977  0.002930  0.002930  0.000977   \n",
      "17   8.5  0.000000  0.002930  0.003906  0.003906  0.000977  0.000977   \n",
      "18   9.0  0.001953  0.030273  0.000977  0.002930  0.001953  0.000000   \n",
      "19   9.5  0.001953  0.036133  0.000977  0.001953  0.009766  0.001953   \n",
      "\n",
      "           6         7         8  ...   54   55   56   57   58   59   60   61  \\\n",
      "0   0.000000  0.000000  0.000000  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "1   0.000000  0.000000  0.015625  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "2   0.000977  0.009766  0.083984  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "3   0.001953  0.042969  0.083984  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "4   0.000000  0.065430  0.020508  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "5   0.008789  0.067383  0.061523  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "6   0.013672  0.024414  0.175781  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "7   0.004883  0.019531  0.157227  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "8   0.000000  0.064453  0.065430  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "9   0.006836  0.062500  0.033203  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "10  0.005859  0.061523  0.006836  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "11  0.003906  0.041016  0.109375  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "12  0.002930  0.005859  0.278320  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "13  0.005859  0.042969  0.256836  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "14  0.004883  0.107422  0.039062  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "15  0.000000  0.152344  0.065430  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "16  0.007812  0.080078  0.197266  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "17  0.016602  0.025391  0.210938  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "18  0.002930  0.037109  0.202148  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "19  0.000000  0.036133  0.185547  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
      "\n",
      "     62   63  \n",
      "0   0.0  0.0  \n",
      "1   0.0  0.0  \n",
      "2   0.0  0.0  \n",
      "3   0.0  0.0  \n",
      "4   0.0  0.0  \n",
      "5   0.0  0.0  \n",
      "6   0.0  0.0  \n",
      "7   0.0  0.0  \n",
      "8   0.0  0.0  \n",
      "9   0.0  0.0  \n",
      "10  0.0  0.0  \n",
      "11  0.0  0.0  \n",
      "12  0.0  0.0  \n",
      "13  0.0  0.0  \n",
      "14  0.0  0.0  \n",
      "15  0.0  0.0  \n",
      "16  0.0  0.0  \n",
      "17  0.0  0.0  \n",
      "18  0.0  0.0  \n",
      "19  0.0  0.0  \n",
      "\n",
      "[20 rows x 65 columns]\n"
     ]
    }
   ],
   "source": [
    "# Quantum walk starting at node 9 for 10 time units with 0.5 time increments\n",
    "df_complete = perform_one_node_walk(A,9,'out',10,0.5) \n",
    "print(df_complete)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Post-processing and saving\n",
    "df_processed = ResultsDataframe(df_complete).postprocess_one_node()  \n",
    "df_complete.to_csv('start_at_node9_walk.csv', index= False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run superpositioned quantum walk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Superpositoned walk with 10 time units and 0.5 time increments\n",
    "df_complete = perform_superpositioned_walk(A,'out',10,0.5) \n",
    "df_processed = ResultsDataframe(df_complete)\n",
    "\n",
    "# Post-Processing and Saving\n",
    "df_processed = df_processed.postprocess_superposition(A)\n",
    "df_processed.df.to_csv('superposition_walk.csv', index=False)\n"
   ]
  }
 ],
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