{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1c622569",
   "metadata": {},
   "source": [
    "# San Francisco's soft-story retrofits, parcel by parcel\n",
    "\n",
    "A soft-story building has a weak ground floor (garages or shopfronts under flats) that can fold in an earthquake. San\n",
    "Francisco's Mandatory Soft Story Retrofit Program (2013) required owners of about 5,000 wood-frame buildings of three\n",
    "or more storeys and five or more units to strengthen them, in four tiers with deadlines from 2017 to 2020.\n",
    "\n",
    "The city publishes the program's list (tier and status, today) and every building permit, but not when each building\n",
    "was finished, and not which buildings stand on ground that can liquefy. Here each parcel's completion date comes from\n",
    "its soft story permits, and its ground from the state's mapped liquefaction zones. The shapes in `data/geometry/` were\n",
    "made in [Plotlay](https://www.getplotlay.com). This notebook reads only `../data`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "557cb5a7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4901 parcels on the list\n",
      "status\n",
      "Complete         4662\n",
      "Non-compliant     227\n",
      "Newly added        12\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd, geopandas as gpd, matplotlib.pyplot as plt\n",
    "DATA = '../data'\n",
    "plt.rcParams.update({'figure.dpi': 110, 'axes.spines.top': False, 'axes.spines.right': False, 'font.size': 10})\n",
    "p = pd.read_csv(f'{DATA}/tables/parcels.csv', dtype={'blklot': str, 'tier': str})\n",
    "print(len(p), 'parcels on the list'); print(p.status.value_counts().to_string())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "102d9cd7",
   "metadata": {},
   "source": [
    "## 1. Done today, in and out of liquefaction zones"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "10521c71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>parcels</th>\n",
       "      <th>complete</th>\n",
       "      <th>non_compliant</th>\n",
       "      <th>share_complete</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>liquefaction</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>no</th>\n",
       "      <td>4201</td>\n",
       "      <td>4003</td>\n",
       "      <td>190</td>\n",
       "      <td>0.9529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unknown</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yes</th>\n",
       "      <td>698</td>\n",
       "      <td>657</td>\n",
       "      <td>37</td>\n",
       "      <td>0.9413</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              parcels  complete  non_compliant  share_complete\n",
       "liquefaction                                                  \n",
       "no               4201      4003            190          0.9529\n",
       "unknown             2         2              0          1.0000\n",
       "yes               698       657             37          0.9413"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g = p.groupby('liquefaction').agg(parcels=('blklot', 'size'), complete=('status', lambda s: (s == 'Complete').sum()), non_compliant=('status', lambda s: (s == 'Non-compliant').sum()))\n",
    "g['share_complete'] = (g.complete / g.parcels).round(4)\n",
    "g"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07eec0d6",
   "metadata": {},
   "source": [
    "## 2. Year by year\n",
    "\n",
    "A parcel is done in a year once a soft story permit on it was completed by the end of that year. Parcels the program\n",
    "lists as complete with no completed permit found (the `complete_no_year` ones) are never counted as done here, so the\n",
    "curves end below the status figures above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3fb5c5dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Dh+L999/Hyy+/bLTnz+v7TUREROpg8CfVicouorU3baUW0SVGBLv8EK3rYiCvGCw7atQoue7y5cuyy03Tpk0N24mWdkdHR5w4cQLt27eX68RAUrFdzZo1DdsNHDgQH3zwAVq3bp2uu5C4YDh+/Hi2lWZy8vpE+U/RzUfMjZC2a4uoEJTSjUZU8HnWNxXiNQu///47Xn/9dXlfVMNZvXo13njjDeTX9evX0adPH3m8WV2Yqfn8eX2/iYjIdOl0eiRodYhPEjctEuRPnfyp1emRpNNDq9MhSatPs5xmfcqyNpv16R7PYr0u+Xky7V+Xxe9nsT7t9tps1icvrxnfEg3LlkRRxuBPqhMhUlRrEdV3xMRXFy9ehL+/P0qUKJGv/YrSj6LG/bhx47B79244Oztj/fr1KF++fLrtRD9zEbo//PBDWflH9L0X4wMylsoUFXdEdZlBgwbJCwQxXkC00ovqNcOHD5fVZvL6+sS+//zzT4wdOxZ79+6VYV9cpIiQKyreCKIS0Ndffy0nBhPfCmRVzrNSpUr48ssvMXHiROzbt0+2mq9ZswZVqlTJNH4gL0QlInHxIVrvRbnSjOU81Xz+vL7fRESUe2KcWaJWny5spwTu9OvSPy5viVolrCfqDD8zhnaxnHo/+3Xi983pIqeoY/Ang3fffdcwmZRo0Z4+fXq6FnJBBDYRCp9GtLiLrjAiIIrWYRH0ROD77bff0Lx586f+bsbJqzIuizAvwrYI0yLQi3r+33//faZBw9OmTUObNm1kzX83NzdMnjxZzpIr6vinJY5N9NffvHmz7M9eo0YN+brLlStn2EbU/U/7mnP6+kR5S1FuVOz78ePH6NSpkwz7KRYtWiQvXMQA2Li4uGxfs7ggEL8n6uiLEpqiH37aOvr5OVdiQG7ab0uyoubz5+T9JiIyZyI8hkTH4+GTOHl7FBGHhxHiZzxiEpLSh3H5M2OwV8K3uJkySwvAytISGksLWFlaQKNJ/imX06xPvllb6mFnqYW9RSJsLZJgb5Ekf9rJn4mwRRJsLZWfNhA/E2GdfF/e9ImwtkiEtfipT4SVeFyfACtxX5f8U94SoNGJWyI0+gRYivta5We8bhUANxRlFqK0T2EfRFEmwoloDRWtsqK/c0a3bt2SPzO2OlPBES3TIvgfOHCAb3sxxL8xIiou4hK1SqCXQV4J9g/ShvsncQiKjJfdRgqStcYCtlYa2FpZwsbKMs3PZ63TGB6ztbaEjUb81MBW/kzzOxoLOGgj4JAQKm+28SGwiQ+DlS4elsmhWd6S71toE2CRFAdoE4Ck+OSfccocRdr4rNfp0o/rKxRjtgHliva312zxJyIiIsoH0Yb6OCbR0EIvwnxKkDeE/Ig4hMfkrNJa2lbvUk628Ha2g5ezHRztrAzB2zZjGDcEb/FTkymMpzyWKcBrLGEpnigvEqKBqEdA5CPlZ1RQ8s+094OA6KCiEcxTWFoDVraAxgawslOKsmhslZ9iOeV+unU2yb8j1iXfDOuSt3GriKKOwZ9Mnuh20rBhw8I+DCIiKoZEN5pHacJ7avcb0R0n1tANR2yXG/bWGni7iEBvi9Iu9jLYezvbJq+zkz9LOdrCSlPAUy5pE4Ho4KcH+ZSfCVF5ew5bZ8DBHbC2TxOmbTKE6pyuSw7f6cJ5duvslJ8ZyoKbEwZ/KhbBn4iIKLet9BFxSYYuNymhPmNLfUhUQq7fWPcSNjK4y5b65J/yJu4nB3tnO6t0kx4alejVHfs4Q5DPJtDHhOa9Fd3RC3D0zPqnk7dyv4QnYOOg9iukHGLwJyIiomInLDoBd8JilFZ5GeTjM4X82MTclZkW3WK8XFK73qQN8ynrPJ1tZTeaApEQk7OWefFTl7tuRgaiZV4GeK8MgT5DuLcvKcrqqf0KSWUM/kRERGTSAf/Ko0hcFbegqOT7UQiNzl1LvYu9dWqQT9tS72IrA73ojlPSwbpgWulFC31MGPDkDhAeCITfAZ7cBSIfZOhqE5m3/ds4Zt8yn/Z+iVKAJv3M7WTaGPzzSZQ0TEjI/deARJQzYmI0Tu5FRI+TA/6VoCgZ8sX9a0FRz+yKI0o9ejnZGoJ8Sv/50il96ZPX2dsU4MzhOp0S3p8kh3oZ7MX9wNSfidG526elldKNJrsgn7arja2jsV4ZFXEM/vkkaslHRUXJmWHd3d3VOStEJIm/K3FhLSZrIyLzCvhXDQE/CleDIp8Z8EW/+sqejqjq5YSqXo6o4uWECh4l4OFoK8N/gdImARH3UkO8DPbJrfdinWi9F+UocxronX0Al7LKzyy72ngpXW3MeNAq5QyDfz6JCYri4+PlDKTh4eGGSY2IKP8t/SL0Ozk5PXMiMiIyPeExIuBHZeimI1rw45/6e24lbFAlOeBXEQHfUwn67o62BXbsSIxTwnvaMB+e5n7EfUCfw/EDotKMiy/g4ge4lgVc/ZSQ75q87FQasGS2IHUw+OeT6OtXpkwZOSOsmH1VhBUiyj/RvUe09IvQX2CVL4jIKAE/bd/7lNb84MinB3zRn1602otQL0O+pxL0RQu+0cVHpg/0GYO96KaTUzZOyWE+bbBPuV9W6UfPzzgqIAz+KhChpFSpUmrsioiIyCQ9iUnElaBIQ8AX3XNEC35uAn5KuBdB32gBP6W0ZcYwn7avvXg8p+zd0oT5cmnuJ4d7O1cGeyoyGPyJiIgoVwE/JdQrrfdK0A/KYcBP201H/BR981X/Vk9MQhV8CQi5kn7AbEqwz83EU47eWbTYp2m550BZMiEM/kRERJTJk9jETCUyxc9nBXxXB2tUTdNyL4K+CPwejkYI+EJSPBB0AXhwBrh/Wvn56DygffpxShYawLlM9l1xxGPWduofM1EhMcngr9PpcO/ePcTExKB8+fKwtc3+68Dbt2/L7SpXrgxra9aiJSIiSv9vqh43Q6NxJjAc5+5FJLfmR+JRRM4CfmUR8A2t+EYM+EJiLPBIhPxTqUE/6GL2k1NpbFK73aTtV5+yzskH0JhkFCLKE5P7v33btm0YP368DPMuLi7yAmDy5MmYMWNGuu1u3bqFwYMH4+bNm3K7J0+eYP78+ejXr1+hHTsREVFhC4qIw+nAcJy5G44zgU/kz8i4pKdObJVSHlMEfNldx8sRpRxtjTvwPiEaeHhOCfgPklvyRcjPrlqOrTNQul7yrT7gUx9wq8iKOESmGvxF5ZxBgwbhxRdfxLx582TpzI0bN8owX716dble0Ov1GDhwINzc3HD37l35jcDs2bPlhcC5c+dQpUqVwn4pRERERhcZl4iz954oAT857D94EpfltrZWlqjl44xq3s6plXQKIuCnVNF5eDa1q44I+qJ/vl6X9fZiwKwI9ikhX/wsWYF17ImewUIvUrKJ2LFjB7p164aTJ0+iQYMGhvUVK1ZEly5d8Ouvv8rlffv2oV27djh8+DCaN28u14kym35+fvLiQFwE5JS4cBC/FxgYCF9fXyO8KiIiovxLSNLh0sMInLmbHPIDw3EtOEoWsclIzGclgn09X1fU8xM3F7lsrSmACaDiniSH+zR98kOviWa7rLd3cE9twU8J+qK7DktgEhXvFn8vLy/589Gj1Pq5YoKfx48fw9vb27DuwIEDsgZ4kyZNDOvEtwMtWrSQjxEREZl6v/xbol9+cncd0XXnwoMIGf6zUsbVHvWTA74I+7XLuKCEbQFEgJiw1JCf0l0n7Eb225fwTA74ySFf3BcDbBnyicwv+NerVw+vvvoq3nzzTXzxxRcoWbIkfvrpJ9kSL9albaX39PTMNItu6dKlceTIkac+R0REhLylePDggRFeCRERUc4FRcal664jfkZk0y9fDLqVLfm+LrI1v66vK0o5FcCkV9EhSrhP211HlM/MjhhYm7G7jnNp4x8nkRkzqeAvjBgxAgcPHsRbb70FR0dH2fo/c+ZMuLu7p/sWIKsKPuJbgPj4p1cpmDNnTqaBwkRERAUlKj4JZ0V3neSAL273n9IvX7TeK112XGSrflk3B+P3yY98lNqCnxL0I+5mv72oe1+6bvrWfEdP4x4jEZl28D927Jjsu//dd99hwoQJcl1AQADatm0rLwA+/fRTuc7JyQlRUZkn54iMjJQVfp5m0qRJGDduXLoW/6ZNm6r+WoiIiETXnMsPI3E6OeQH3A2XdfOz6pcvsrwonym764huO76uqOZt5H754kAi7qfvqiOCftTD7H+nZPn0XXW86wElUhvniKjwmFTwX716NRwcHAyhX6hbty569+6NlStXGoK/qPATHByM8PBwuLq6Gra9evUqqlWr9tTncHZ2ljciIiI1iVoat0JjZMBPKad5/v7T++Wn9MkXQV+07Dsas1++CPliVltDK35y0I8Ozv533Cun76ojWvXtSxrvGInIfIK/h4eHrN+fMdDfv39fPpaiZ8+esn//unXrMGbMGLnu4cOHssrP999/XyjHTkRE5iU4Mt7QJ18E/YC7T+RsuNnVyhfhvn5B9cvXJgLBl5USmvIWoPyMC8/mFywAj6rp++R71wHs2FBGZEpMKvgPHz4c33zzDfr06YN3331X9vFfu3Yt9uzZg1WrVhm2E+U333nnHTmxl+jXL6oBTZ8+XX4TkHIhQEREpJZo0S9f1stPnRjrXnhsltvaiH75Ps5K0E/uslPO3Yj98kX5zEfn0wd8MRGWNiHr7S00QKnqqV11xE+v2oCto3GOj4gKjEnV8RfETL1z587FmTNnEBcXhwoVKmDs2LFo3bp1uu3Ey1qwYIG8IIiNjZWlPKdOnZrum4KcYB1/IiLKKujvvxqCvZeDcOqO6JcfCV02/fKreDoauuuIoC/q5Yvwb5z++Pcyt+I/vpX971g7AF61lNZ7cfMSt1qAjYP6x0dEhc7kgn9BY/AnIiLhwZNY7LoYhN0XH+HQ9dAs++b7uNglT4iltOTX8TVSv3zRVSfkavqAL26xYdn/TolSgHfd1JAvWvLdKgKW6UtfE1HxZVJdfYiIiAqKaBcTg293XniEXRcfyfsZW/Mb+LmiZSUP2ZJf188Fnk526h9IfKTSVedBQIauOtmVp7ZQBt2mBPyUsO+kTIJJROaLwZ+IiChZXKIWh6+HyqC/+2IQHkakr59vb61Bmyoe6FzTCx2re8LDUcUBuOIL+MgHmVvxnzbTrZVd+q46IuTLrjoleE6JKBMGfyIiMmshUfH491IQdl14JPvtxyZq0z3u5WyLzjW85K1FJXfYWavQNUabBIReSw73Z1JDfkxo9r/j4KGUy0zbiu9WCdDwn3Iiyhl+WhARkdl14RGTZIkuPKK//qnA8EwTZtUu44xO1b3QpaYXavk456/iTnxUclWdNK34QReApKxn45VEoE/bii8Cv6OX0r+IiCiPGPyJiKjYS9TqcOxmmOzCI26BYelLbdpoLNGysjs61fBCp+qe8HG1z/2TiKuHqEepXXVkn/yUrjrZ1NHQ2AJeNdMMuhVddWoCtk55fKVERNlj8CciomLpSUwi9l4Jki37/10JRmRcUrrH3UvYoEN1T9mFR/TbL5Hb6juJccCVbcD9k6kt+U+b5dbeLXNXHfcq7KpDRAWGwZ+IiIqNWyHRhlb947ceQ5uhuL6oqS8G5nau4Yn6fiWhscxD15mwm8CJBcCppdmXzyxZIblkZt00VXVKs6sOERUqBn8iIjJZItifuvMYO0XYv/AI14Oj0z0ugn2zCm6yC48I++Xc81jtRqcFru4Ajv8BXNuVpuuORZpwnxzwRVUdO+f8vzgiIpUx+BMRkUmJErPmXgmWk2ntuRyEsOiEdI872VmhQzVP2bLfrmopuNhb5+PJgoFTi4ETC4End1LXO7gDDUcCjUYDJcvn49UQERUcBn8iIiry7ofHygo8Oy8G4YiYNVebftbccu4OsgpP55qeaFLeDdYay7w/mRike+cIcOIP4Px6QJeY+phfM6DJOKBmP8BKxRr+REQFgMGfiIiKHJ1Oj3P3n8juO6Jl/8KDzLPmNixbMrm+vicqezrmr+Rmygy5AauU7jxB51PXW5cA6g4GmoxVuvIQEZkoBn8iIioys+YevBYig75o3Q+KjE/3uIONBm2rlEKnGp6yGo9qs+YGXVTC/pkVQEJk6nqPakrrfr0XADsXdZ6LiKgQMfgTEVGhCYqMw55LouRmEA5cC0ZcYvouPN7OdrL7jmjZb15RpVlzhaQE4NJGJfDfPpi63tIKqN5bCfzlW7MKDxEVKwz+RERUoLPmXn4UaejCczowPNM2dcq4yFZ9EfbzPWtuRk/uAv4LAf9FQHRQ6nonH6DxGGXArpO3es9HRFSEMPgTEVGBBP69V4Lx5dZLuPQwMv2suVaWaFXJXVbhEQN0vV3s1H1ynQ64sUdp3b+yFdCn+VahYgel737VHpxIi4iKPQZ/IiIyqosPIjBry0XsvxpiWOfhaIOO1T1lfX0xa66DjRH+OYoJA04vV6rzhN1IXS/669cfDjR+CfCorP7zEhEVUQz+RERkFEERcZi94wr+9g9EygS69fxc8V63arK/vmVeZs3NiXv+Suv+uTVAUlzq+tL1lb77tQcCNg7GeW4ioiKMwZ+IiFQVk5CE3/fdxK/7riMmQSvXlXG1x7vdq6FPXR/jBP6EGOD8WuD4fOD+qdT1VnZK0Bfdeco0Uv95iYhMCIM/ERGpVnt/7al7+Hr7JTyKUEpxOtla4fUOlTGmVXn1KvKkFXINOLEAOL0MiEszULhkBSXs1x8GOLip/7xERCaIwZ+IiPLt0PUQzNx8EefvKxNtaSwtMLRpWbzduQrc1aq3n0KbBFzZprTui0G7KSwslUG6IvCLQbuW+Zi9l4ioGGLwJyKiPLsWFIUvtl6UpTlTdKruiak9q6Oyp5O672zkQ+DkYqUcZ8S91PUlPJUynI1GA65+6j4nEVExwuBPRES5FhoVj+93X8Wyo3egTR65W7O0Mz7oVQOtKnuo947q9coEW6J1/+JGQJeU+li5VkrrfvU+gJUNzyIR0TMw+BMRUY7FJWqx8NAt/PTvNUTGKyHcy9kWk7tWw4CGvrKLjyriIoCAlUrgD76Uut7GEag3BGg8FvCqyTNHRJQLDP5ERJSjCbg2BjzAV9su4e7jWLnO3lqD19pVwsttK6hXh//hWaUUZ8AqIDE6db1nLaDJS0DdFwBblbsQERGZCQZ/IiJ6Kv/bYfhs00WcDlSq5lhYAIMb+eGdrlXh6azCLLtJ8cCFf5TW/cAjqestrYGa/ZTa+2WbK09MRER5xuBPRERZuh0ajS+3XcKWsw8N61pX9sC0njVQ08c5/+/a49uA/5/AySVATOqsvnDxAxqPARqMABw9eXaIiFTC4E9EROk8iUnED/9exaLDt5CoVQbuVvZ0xAc9a6B9tVKwyE/Lu04HXN+ttO5f2S46EaU+Vrmz0rpfpStgaYSa/0REZk614B8aGgqdTodSpUqptUsiIipACUk6LD1yG3P/vYrwmES5zr2EDf6vS1UMaeIHK00+6+I/Og+seRkIOp+6zr4k0GA40PglwK1iPl8BERE9Tb4+xcPDwzFlyhSULFkSHh4emDp1Kq5evYohQ4bkZ7dERFTAA3e3n3+Ibt/tw6ebLsjQb2tlidfbV8LeKe0xvHm5/IV+UZLz2O/Abx1SQ3+ZxkD/X4BJF4GunzP0ExEV5RZ/rVaLbt26IS4uDl9//TUuXbokLwSqVKmCkJAQ7Nu3D23btlX3aImISFUBd8Px+eaLOHYzzLCuf30fTOleHWVc7fP/BNGhwD8TgMtblGUnH+C5eUDF9vnfNxERFUzwF8E+ODgYZ8+eRYkSJTB//nwcOaJUY2jdujW2bt3K4E9EVETdD4/F19svY92p1Blwm5Z3kxNw1fNzVedJbvwHrHsViHygLFfrBfT7EXBwU2f/RERUMMH/zp07aNKkiQz9Gbm5ueHy5ct53TURERlJVHwS5u29hvn7byI+SSfXlXd3wPs9aqBbLa/8DdxNoU0E9swEDnynDN61sgO6zVQm3WJJTiIi0wv+ZcqUwYkTJxAfHw9bW9t0jwUEBKB69epqHB8REakgSavDyhOB+HbnFYREJch1LvbWmNipiuzDb2OVz4G7KcJuAGvGAff8lWXPmsDAPzjLLhGRKQf/Nm3aICEhAb1798ann34q74sBYlu2bMGaNWtw5swZdY+UiIhyTXwu770SjP9tuYgrj6LkOmuNBUa1KI83O1aBi4O1eu+qmG130yQgIVJZbvIy0PUzwFqFsQJERFR4wV+08ouA369fP7Rs2VKuE18RL1++HAsWLEDZsmXzf3RERJRnFx9EYNaWi9h/NXVyrB61vfF+j+oo5565m2aexUcCmycDAStSS3T2+wmo3ku95yAiosKt49+0aVNcv35dDuS9ffu2LOvZvXt3lC5dOv9HRkREeRIUEYfZO67gb/9A6JLnxxIDdj/sVQNNyqs8sFZ06Vk9Fnh8U1ku3wYY8Bvg7KPu8xARUeFP4OXg4ICBAwfm/0iIiChfYhKS8Pu+m/h133XEJGjlOlGS893u1dCnrg8sLVUYuJt2Bt5Dc4F/PwN0SYCFBuj4AdDqbc66S0RU3GfuJSKiwqHT6bH21D18vf0SHkXEy3VOtlZ4o2NljG5ZHnbWGnWfMPKhUqbzxl5l2bWcMoDXr4m6z0NEREUn+O/evRszZsyQpTtFdZ+0Ro4ciblz5+b3+IiI6CkOXQ/BzM0Xcf5+hFzWWFpgaNOyeLtzFbg7pq+4porL24ANrwMxocpynUFAr9mAnQvPExFRcQ3+9+/fR9++fdGzZ0/Z1SdjSc8aNWqocXxERJSFa0FR+GLrRey6GGRY16m6J6b2rI7Knk7qv2eJccDOj4FjvyrLNo5Az2+AekNYm5+IqLgH/8OHD6NBgwb4+++/1T0iIiLKVmhUPL7ffRXLjt6BNnnkbs3SznLgbsvKHsZ554IvA6tfAh6dU5Z9Gihde9wr8UwREZlLOU9fX191j4aIiLIUl6jFwkO38NO/1xAZnyTXeTnbYnLXahjQ0Fd28VGdXg/4LwS2TQWSYpV1rSYCHT4ErGx4poiIzCX4N2nSBG+//TYiIyPh5GSEr5WJiEhOwLUx4AG+2nYJdx8r4dveWoPX2lXCy20rwMHGSDUaYsKAjW8BFzcqy45ewHO/AJU68qwQEZmoPP+LERoaCh8fH1nLf+jQobKGf1q1atVChw4d1DhGIiKzlKjV4e2Vp7E54IFctrAABjfywztdq8LT2c54T3zrILD2ZSDinrJcpRvQ/2eghJG6EhERUdEO/v7+/ggICJD3Z8+enelxUdWHwZ+IKO+hf+KKU9hy9qFcbl3ZA9N61kBNH2fjvaXaJGDfV8C+rwG9DtDYAF0+A5q9ygG8RETFgIVefI9M2bp79y78/PwQGBjIMQ1EVCih/6VWFfBR7xqwEE3+xhJ+B1jzMhB4RFn2qKoM4C1d13jPSUREBUq1zqEJCQmwseFgLyKifHfvWXHaEPrHtCpv/NB/bi2w8W0g/omy3HAU0P1/gE0J4z0nEREVOMv8/LIY2PvOO++gTJkyssqPu7s7XnjhBdy+fVu9IyQiMhNJyaF/89kHhtD/ce+axgv9CdHAhgnA6jFK6BeTcA1aBPSdy9BPRFQM5avFv3fv3rhw4QLGjBmDihUrIjg4GMuXL0fz5s1x/vx5uLm5qXekRETFPPRPLMjQ/+AMsHosEHpVWS7bEhjwG+DqZ5znIyIi0w3+R44ckeH+zJkzssU/xXvvvYc2bdpg8eLFstwnERHlIPSvTA39o1saMfTrdMDRecCuTwBtAmBhCbR7H2jzDqAxUmlQIiIqEvL8KX/lyhVZtSdt6BdEP//Bgwfj6tXkViQiInp26A9IDf3T+xgp9EcFAevHA9d2KcsufsCA34FyLXiGiIjMQJ6Dv6urK27evJnlY9evX5ePExHRM/r0F1Tov7YbWPcaEB2kLNfsD/T5DrBPPwcLEREVX3ke3NuuXTtcu3YN48ePl6UuhcePH+Pbb7/Fb7/9hr59+6p5nERExTL0bzJ26E9KALZ/ACwdoIR+aweg7w/AoIUM/UREZibPLf4uLi5YuXIlRo8ejV9++QVWVlZISkqCvb29nNBLDPAlIqKsQ///rTpjCP2jWpQzTugPuQaseUkZyCt41wEGLgBKVeVpISIyQ/kaydWtWzfZ13/Pnj24desWvL290apVq0z9/omIKH3o33jmviH0f9K3lrqhX8zLeHo5sGUKkBitrGv+OtD5E8DKlqeCiMhM5buEg5OTU6F06/H398fx48fl3AHdu3eXx5HRo0ePsG3bNsTExMhvIBo0aFDgx0lElDb0T0oT+kcaI/THPQE2/R9wbo2y7OAB9J8HVO3KE0FEZObyNYFXYYiNjcVzzz2HXr164cSJE9iyZQtatGghv3lIa+fOnahcuTJWr14tLxLatm0rS40SERVm6P8nTeifoXboDzwG/NI6NfRX7ACMP8TQT0REuW/x//vvvzF16tQcbStKes6aNQtqe+2112Sp0EuXLhkqB92/fx8JCQnpLg5GjBghJxabO3euXDd06FB06tRJfjsgypASERVk6H/n79TQP6K5yqFfpwX2zwH2/g/QawFLa6DTx0CLCYClybXvEBFRUQj+VapUkYN5U2zevBmnT5/GgAEDUKFCBTlz77p162Brayv7+qtNlAldsmQJ1qxZk65cqI+PT7rtRPce0c3nzTffNKzr2LEjatSogUWLFjH4E1GBh/4Np5XQP7x5WXzaT8XQ/+QesPYV4PYBZdmtEvD8H4APuzYSEVE+gn/9+vXlTXjw4AHmzZuHU6dOoXr16oZtvvnmG7Rs2RLW1tZQm+i+k1JKdMOGDbh37x4qVaokQ33a5xNdexwdHeWFSloNGzaUjxERFQStTp8p9H/Wr7Z6of/iJuCfCUDsY2W5/jCgx1eAraM6+yciomIlz4N79+/fLwfMpg39ghhkO3LkSNnq3rWruoPJROUgUS60f//+clm04H/99dcy5G/fvt3Q8h8UFCQH/WYk1olvJZ4mIiJC3lKICxwiojyF/lWn07f091Up9CfGAtunAScWKMu2zkDvb4E6z/NEERGR+sFfq9XKvvVZEev1opycynQ6nazQI7oViS47ggjptWrVwpQpU7Bs2TLDtln94yrWPeu45syZgxkzZqh+7ERkfqF/fXLoH9ZMCf2WliqE/kfngdVjgeCLyrJvE2DgfKBk+fzvm4iIirU8j/pq37697N8vAndISIhhUO38+fPx888/o2fPnlCbh4eH/Cm+UUjh7OwsvwHYu3dvupb9sLCwTL8v1mX1TUBakyZNkjMRp9yOHTum6msgouIf+if/fSZd6Bfde/Id+kWjxbHfgd86JId+C6DNZGDMVoZ+IiIybot/6dKlsXz5crz66quyX7/obhMVFQU7OzvZYq52Nx8hpQ6/RqNJt14si28DUohxCOKbgDt37qBs2bKG9WfPnkW9evWe+hziQkLciIjyGvrXnbonl4eqFfqjQ5W+/Je3KMtOPsCA34AKbXiSiIioYCbwEvX0O3fujH///Re3b9+Gl5cXWrdubbSZe8W3DH5+frJykLgviDKeopa/GPCbokePHrLqz++//47PPvtMrhM1/8U3FCnLRERqh/4pGUL/52qE/jtHgb9HAZHJ442q9wb6/gA4uKlw1EREZE5Umbm3X79+KAiics/ChQvlTMFi0G3NmjXxzz//yNb+2bNnG7YTLfa//PILRo0ahYcPH8oLEnERILoI9e7du0COlYjML/SvTQ79LzZVKfQ/PAssex6IjwCs7IBuM4HGY8WAJXUOnIiIzIqF3hijcI1M9L0XM/I+fvwY1apVw8CBA2UXo4zEJF/i2wEx9kDM7iu+Ccitu3fvym8ZxHP6+vqq9AqIqFiF/tVnsPZkauif2V+F0B9+B5jfBYh6CDi4AyP/Abxrq3PQRERklkwy+BckBn8iynno98PM/nXyH/pjwoAF3YCQK4C1AzBqE+DbiCeCiIjyhXO5ExHlMfS/uzrAEPqHNFEp9Isa/X8NUUK/hQYYtIihn4iIVMHgT0SUx9C/5uRdQ+if9ZwKoV+bpNToDzyqLPedC1RVv0IaERGZJwZ/IqJchv731hgh9Itel1smA5c3K8sdPgQaDOe5ISKiohH8z58/j3Pnzsn7orLORx99hO7du2PVqlVqHR8RUZGh0+nx/poArPZXQv8LjVUK/cK+rwH/P5X7jV8C2k7O/z6JiIjUCP5xcXEYPHiwLOcpLF26FD/++KOsny/KZl68mDydPBFRMQn9oqX/7zSh/38DVAr9JxcDe2am1unv+Q1LdhIRUdEJ/ocPH4aPjw/KlSsnl0V5zZkzZ2LFihVyNt+1a9eqeZxEREUm9A9u7Kte6L+yHdj4tnLfrzkwcD5gmX52ciIiokIN/vfv34enp6ehm8+hQ4dkNx+hSpUqcuIsIqLiGPq/GFBXndB/9wSwahSg1wIe1YAX/wKs7fO/XyIiIjVn7hUt/SLsR0dHY9++fXBwcEDFihXlYzdv3kSFChXyumsioqLTp39taugf1EjF0B9yDVg2CEiKBZxKA8PXAA5u+d8vERGR2sG/VatWcHd3h7e3N+Lj4/Hpp5/K9YmJidi8eTO2b9+e110TERWZ0L/qRGro/3KgSqE/8hGw9DkgNgywdVZCv6tf/vdLRERkjOBvYWGBvXv3ypAvBvR269bNMNPtxx9/bOj7T0RkiqF/6tqzxgn9cRHAsueB8DuAxgYYshzwqpX//RIRET2DhV4vikdTdsSFjJ+fHwIDA+Hr68s3ishMQv/KE4Fy+flGvvhKrdCflAAsHwTc2Cs+foHnFwC1B+R/v0RERGq3+AcEBGDLli052rZevXro0aNHbnZPRFTooX/autTQP7Chii39Oh2w4Y3k0A+g+/8Y+omIqEBZ5XbCLlGrPyeGDh3K4E9EJhf6VxxPDf1fPV8XGjVCv7BrOnA2eXLDlm8Bzcers18iIqIcYlefZ2BXHyLzCP0frD+Lv44poX9AwzL4+vl66oX+I/OAbe8r9+sMBp77FbDM18TpREREuabavzyhoaEIDg5Wa3dERMUj9J9bC2ybqtyv2AHo9xNDPxERmV7wDw8Px5QpU1CyZEl4eHhg6tSpuHr1KoYMGaLeERIRGTX0n0sN/Q1UDv039wHrXgWgB7zrAi8sAaxs1Nk3ERFRQZXz1Gq1soRnXFwcvv76a1y6dEleCIhZe0NCQuSkXm3bts3r7omIjB76P9wgQv+d1NA/SMXQ//AcsGIYoE0AXMsBw1YDtk7q7JuIiKggW/xFsBdde8TsvePGjUP16tUNj7Vu3Rpbt27N666JiAok9C8/aqTQHx6o1OqPjwAc3IHhawEnL3X2TUREVNDB/86dO2jSpAlKlCiR6TE3NzdERETkdddEREYN/R+lCf3PqR36Y8KApQOByAeAtQMwdBXgUVmdfRMRERVG8C9TpgxOnDiB+Pj4LOv9V6hQIT/HRURktNC/LE3o/0bN0J8YC/w1BAi5DFhogEELAd/G6uybiIiosIJ/mzZtkJCQgN69e+Pw4cPyvpgEWEzwtWbNGgwePDi/x0ZEpGro//if1NDfv76PuqFfpwXWjAMCjyrLvb8FqnZTZ99ERESFObjX1tZWBvx+/fqhZcuWcp2FhQWWL1+OBQsWoGzZsmocHxFRvolGCRH6lx5JDf2zB9dXL/Tr9cCWycClTcpy+2lAo1Hq7JuIiKiwg7/QtGlTXL9+XQ7kvX37tizr2b17d5QuXVqt4yMiynfoF917UkJ/P7VDv7DvG+DEAuV+o9FAu3fV2zcREVFRCP7iH1Q7OzsMHDgw3TqdTgdLzkpJREUw9M9RO/SfXALs+Vy5X60n0HO2+PpTvf0TEREVhQm8evTogV27dqVbd+/ePdStWxeRkZH5PTYiovx179lw3hD6+9bzwWw1+/QLV7YDGycq932bAgP/ADT5ak8hIiIqesH/2LFjcsKurl27plvv6+uLTp06YfHixWocHxFRnkP/kiO3DaF/zuB6sNLkq60jvbv+wN+jAb0W8KgKDF0J2DjwbBERUZGV538Fr1y5gvLly2f5mFgvZvIlIiqM0D/9n9TQ38cYoT/kGrB8EJAYAzh6A8PXAA5u6u2fiIjICPL8L6GPjw+OHz+OxMTETI8dOHAA3t7e+T02IqJc+3bXVSw+nBr6v1U79Ec+ApYOAGJCAVtnYPhqwJVVzIiIqOjL87+GrVu3lrX7R4wYgRs3bshWtuDgYEyfPh0bN27EoEGD1D1SIqJnWH/qHubuvirv96zjrX7oj49UWvrDbwOW1sALSwHvOjwvRERkEvI8Cs3GxgZ///03+vbti0qVKkGj0UCr1cr6/vPnz0fVqlXVPVIioqc4fisM764OkPcblHWV1XtUDf1JCcDKEcCDM8ryc78AFdvxnBARUfEP/iEhIbJev2jtF7P1BgYGwt3dHd26dWMdfyIqUHdCY/DqEn8kaHUo42qP30Y0hp21Rr0n0OmAfyYAN/Yoy91mAXWeV2//RERERTn4i+48Bw8elK37gwcPVveoiIhy6ElsIsYsPIaw6AQ42VrhzzFNUMrJVt33b/cnQMBK5X6LCUCLN3h+iIjI5OT5e3AxePf+/fvqHg0RUS4kanV4Y9lJXA+OlvX5fxzWEFW9nNR9D4/8Ahz8XrlfZxDQ5TOeIyIiMq/g365dO9y8eRM7duxQ94iIiHJRq//AtRC5/EmfmmhXtZS67925tcC295X7FdoB/X4GOCs5ERGZW1efPXv2ID4+Xvbpr1KliuzXb5FmmvpevXphypQpah0nEVE6fxy4ib+OKbPyjm5ZHiNaZD2vSJ7d3A+se1VcYiiVe0QFHysbngUiIjK/4O/i4oKOHTtm+7inp2ded01E9FQ7LzzCzC0X5f2O1T3xUe+a6r5jj84DK4YB2gSlRv+w1YCdM88KERGZZ/AXdfzFjYioIJ279wQTV5yCXg9U93bC3BcbyP79qgkPBJYOBOKfAPZuwPC1gBMnJCQiItOnYpFrIiLjevgkDuMWnUBMghYejrb4Y3QTONrmuf0is5gwJfRHPgCs7IGhqwCPKurtn4iIqBDl61/M0NBQfP755zh69KictVcMtkshSnzOmjVLjWMkIkJMQhLGLT6OhxFxsLWyxPxRjWXNftUkxgJ/vQiEXAYsLIFBfwJ+TfjOExFRsZHn4K/T6dC1a1c5g6+YuCshIQHNmzfHunXr5Ay+rVq1UvdIichs6XR6vL3iNM7di5DL375QH/X9XFV8Ai2wZhwQeERZ7v0dUK2HevsnIiIy5a4+R44cQVhYGPbv34/+/fujfv36+PHHH3Hx4kU4OzvD2tpa3SMlIrP15fZL2HHhkbw/pVs19KxTWr2di28qt0wBLm1SlttPBRqNUm//REREph78b9y4gZYtW8LKykqG/JiYGLlehP4xY8Zg9+7dah4nEZmplcfv4Nf/bsj7Axv64vX2ldR9gv3fACf+UO43HAW0e0/d/RMREZl68I+Li4O9vb1hFl9xIZC2G1BsbKw6R0hEZuvQtRB8sO6cvN+0ghv+N6BOuvlC8u3UUuDfz5X71XoCveYAau6fiIiouFX1EX37z58/j08//RSLFy/G3Llz0ahRIzV2TURm6npwFF5b6o8knR7l3R3w6/BGsLFSsRDZlR3AP28p932bAgP/ADQqVggiIiIqYvL8r1zTpk1RpkwZw2Rev/32GyZOnIjw8HBZ0WfYsGFqHicRmZHH0Ql4aeFxRMQlwcXeWpbtLFlCxVlz7/oDf48C9FrAvQowdCVg46De/omIiIogC33aGpwqSEpKkv3+i4u7d+/Cz88PgYGB8PX1LezDISr24pO0GDH/GI7dCoOVpQUWj22KlpU81HuC0OvAH12AmFDA0QsYuxMoWU69/RMREZnLBF7FKfQTUcES7RBT156VoV+Y9VwddUN/VBCw5Dkl9Ns4AcNWM/QTEZHZyHdKP3DgAFatWoVbt27JQb6dO3fGoEGD1B2AR0Rm4ee917H25D15/9V2FTG4iZ96O4+PBJY9D4TfBiytgSHLgNJ11ds/ERFRcW7xnzx5Mtq0aYN///1XVvIJCAjA0KFD5cReiYmJ6h0lERV7mwMe4Ovtl+X97rW88V636urtPCkBWDUSeHBGWX7uF6BiO/X2T0REVJyDvwj5onrPxo0bce7cOWzatElO6iXuiwo/ixYtUvdIiajYOh0YjkmrTsv7dcq4yJl5LS1V+tZQDGP6503g+r/KcteZQJ3n1dk3ERGRuQR/0bLfu3fvdOurV6+O119/HadPK/+IExE9zd3HMRi36ATik3Qo7WKH+aMaw95Go96btusTIGCFcr/5G0DLCTwhRERklvIc/EWFG1HBJyuim4+ohENE9DSRcYky9IdExcPBRiNDv5eznXpv2tFfgYPfKfdrDwS6Jk/WRUREZIbyHPybNGmCa9euyS49aSuCHj58GPPnz0ffvn3VOkYiKoaStDq89dcpXHoYKSfLnTukAWr5uKj3BOfXAVvfU+6XbwP0nwdYql7IjIiIqPhX9dm7d68c0Dt69GhMnToV5cqVQ3BwMK5fvw53d3eMHz/esG2vXr0wZcoUtY6ZiIqBzzdfxJ7LwfL+Bz1roHNNL/V2fusAsPYV0cEf8KqtVPCxslVv/0REROYU/MVsvR07dsy0vn379pnWeXp65vVpiKgYWnz4FhYeuiXvD21WFmNbV1Bv5/dPA38NBbQJgEtZpVa/nYrfJBAREZlb8G/durW8FaY//vhDVhUaOHAgRowYkenx7du3Y/Xq1YiJiUGLFi3wyiuvwMbGplCOlYgUey8H4ZN/zsv7bap4YEbfWurN+3HnCLBsEBAfAdiXBIavAZxL860nIiIyxsy9BUWUDRXzCGzZskWWD81ozpw5GDBgACpXrowuXbrg559/Rrdu3aDVagvleIkIuPwwEhOWn4JOD1T2dMSPQxvCWqPSx9D1PcqsvDL0uwEj1gGlqvJtJyIiMuXgL6oGjRw5EtOmTYODg0Omx4OCgvDBBx9g1qxZeO+99+Q4BPHNwL59+/DXX38VyjETmbvgyHi8tPA4ouKT4FbCBgtGNYGLvbU6O7+0GVg+GEiMARy9gTFbAJ8G6uybiIiomDDJ4D9jxgxoNBpMmjQpy8fFtwBxcXF48cUXDesqVaqEZs2aya4/RFSw4hK1eGXJCdwLj4WNxhK/jWiEsu6ZL9rz5OxqYOWI1D79L20FPGuos28iIqJiJM99/AvL0aNHZTceMUuwCP/ZdQNyc3PLNKhYTC524MCBAjpSIhJ0Oj0m/30Gp+6Ey+Wvnq+LxuXd1Hlz/BcCG99Wqve4VwFGbgBcyvCNJyIiym/wP3jwIG7evInhw4fj0aNHiIyMlH3oC4oYpCu6+IjSoHXr1s12u/DwcFl1KCOx7vHjx099joiICHlL8eDBg3weNZF5+27XFWwKUP6O3upUBf0bqBTMD/0I7PhAue9VR+nT71hKnX0TERGZe1efy5cvY8+ePfK+6DP/xRdfoCCJ/vrW1tay//7TWFlZZTmIV6wTv/804tsEMetwyq1p06b5Pm4ic7Xu1F3M/feavN+3ng/+r3OV/O9UTBi498vU0F+mMTB6I0M/ERGRmi3+pUuXxqlTpxASEiIn7xIz9iYlJWW5raWlpbypSVxsODs7Y/DgwYZ10dHRWLt2LS5duoSFCxfC1dVVHqcY4CuOL22ZQPEthbe391OfQ4wbGDduXLoWf4Z/otw7fisM760+K+83LOsqu/jku2ynCP07PwIO/ZA6I++LfwG2TjxFREREagb/Dh06yEGzpUqlfp2+YMGCLLcdO3Ys5s+fDzX99ttvsrtPWjt37kSdOnVkHX97e3u5rnnz5vI4AwICUK9ePcO2x44dQ48ePZ76HOLCQtyIKO9uh0bj1SX+SNDq4FvSHr+NbAw766zH5OSYTgdsngT4/6ksV+kKDF4MWCt/90RERKRi8Lezs8PJkyflwNqVK1fi6tWreO2117LctkIFFWfiTNa1a9dM60TXnSpVqqB///6GdZ06dZJjD2bOnCmPU7QyLl26FLdv38bLL7+s+nERUaonsYmybGdYdAKcbK2wYHQTeDja5u8t0iYB68cDZ1cpyzX7AwN+B6w4IR8REZHRqvqI8N++fXvZjef69et4/vnnUdSIPv6ibGffvn1Ru3Zt+Q2FaO0Xk3g1aMDa3kTGkqjV4fVl/rgeHA2NpQV+HNYQVb3y2Q0nKR5Y/RJwaZOyXH840HcuYJnPbxCIiIjMjIVedITPh4SEBPj7++PWrVuy/3zDhg2zrKhjLJs3b5bfLtSsWTPLib7EtxOxsbHyuDw8PHK9/7t378pBvoGBgfD19VXpqImKH/FRMm3dOfx17I5c/qx/bYxoXi5/O02IAVYOA67/qyw3fRXo/oUYRKTCERMREZmXfNXxP3z4MEaNGiW7/KQoWbIkvv/+e9nnviD06tUr28dEN6A2bdoUyHEQmbs/Dtw0hP4xrcrnP/THPQGWvwDcOawst3kH6PgRkN8BwkRERGYqz81moppOv379UKtWLTmpVnBwMC5cuCAr4owZMwZnzpxR90iJqMjacf4hZm65KO93rO6JD3tl/gYuV2LCgEV9U0N/p4+VG0M/ERFRwbf47927V86MK/rSp8ygK7rSfPXVV7KU5po1a9JV1CGi4uncvSeYuOK0rLRZ3dsJc19sIPv351nkQ2BxfyBYuZBAj6+BZq+odrxERETmKs8t/qGhobK1PyX0pyVm1RW1/omoeHv4JA7jFp1AbKIWpZxsZQUfR9t89CAMvwMs6K6EfgtLoN/PDP1ERESFHfzFgNoDBw7g8ePH6daLib02bdpklHKeRFR0xCQkYdzi43gYEQc7a0vMH9kYPq75qKkfck0J/Y9vApbWwPN/Ag2GqXnIREREZi3PTXOtWrWCl5cXmjVrhvHjx8ugL/r5L168GOfOncPy5cvVPVIiKjJ0Oj3eXnEa5+5FyOU5g+ujnp9r3nf48Byw5DkgOgiwsgMGLwGqZp63g4iIiAoh+Is6/tu2bcOUKVMwbdo0OVOu6PbTtm1b7N+/X5b2JKLi6cttl7DjwiN5/93u1dCzTum87+yuP7B0ABAXDtg4Ai+uACqwGhcREVGRq+Of0r3n4cOHcnCvjU3xmkmTdfyJ0ltx7A7eX3tW3h/UyBdfPV9Xzo6dJ7cOKCU7E6IAOxdg+FrAtzHfciIioqJWxz9t67+Pj48auyKiIuzQtRB8uP6cvN+sghtmPlcn76H/6k5g5XAgKQ4oUQoYsR7wrq3uARMREZG6wZ+Iir/rwVF4bak/knR6VPAogV+GN4KNVR7rA1zYAKweC+gSAecywMgNgEcVtQ+ZiIiI0mDwJ6JnCotOwEsLjyMiLgku9tb4Y1RjlCyRx259p5cDG94A9DqgZAUl9JfM5yy/RERE9EwM/kT0VPFJWry2xB+3Q2NgZWkhW/orlnLM27t27Hdgy2TlfqnqSuh3YiEAIiKiIl3Hn4iKPzH2f+raszh2K0wuzxpQBy0quedtZwe+TQ39pesBo7cw9BMREZlai78IB7t27cLVq1dlbf+ePXvC3j4fE/kQUZHw897rWHvynrz/WrtKGNzYL/c7EYXD/v0M2D9bWfZrDgxbpVTxISIiItMJ/klJSejevTvOnj2LmjVrIjAwEJMnT8bhw4dZy5/IhG0KuI+vt1+W97vX8sa73arlfic6HbB9KnD0F2W5YgdgyDLApoTKR0tERESqdvVJSEjItG737t0ICwvDnTt3sGfPHly7dg0dO3bEr7/+mptdE1ERcurOY7yz6oy8X9fXBd++UB+Wlrks26nTAhvfTA391XsDQ1cy9BMREZlC8F+6dCnGjh2L0NBQw7r4+Hg4OTnB1tbWsM7d3T3LiwQiKvruPo7By4v9EZ+kQ2kXO8wf2Rj2Nprc7SQpAVgzFji1VFmuMxgYtBCwSv2cICIioiIc/AcPHgwXFxfUrl0bixYtkus6deqEoKAgNGnSBK+88ors9iNa+0eMGGGsYyYiI4mMS8S4RScQEhUPBxsN/hjVBJ7OdrnbSWKsMjHX+XXKcqPRwHO/AhproxwzERERGSH4Ozo6Ys6cOdiyZQt++ukndOjQAXfv3sXx48cxZswYlChRAu3bt8f58+dRvXr13OyaiApZklaHN/86hUsPIyEm4507pAFq+jjnbifxUcCyQcDV7cpyiwlA7+/E9N5GOWYiIiIy8uDeBg0a4MiRI/j555/Rpk0bjB8/HtOmTUvX3YeITMvnmy9i7+Vgef/DXjXRuaZX7nYQ+1gJ/XePK8vtpwLt3oO8iiAiIqJCl+dmOEtLS0yYMAFnzpzBxYsXUadOHTnQl4hMz6JDt7Dw0C15f1izsnipVfnc7SAqGFjUJzX0d50JtH+foZ+IiMiUg//+/fvRrVs3VKxYES1atJD1+1etWoXvvvsOL7/8suzbL/r8E1HRp9PpMXvHZUz/57xcblPFA5/0rQWL3LTSP7kHLOwJPDwLwELp2tNygvEOmoiIiIwf/EXJzj59+qBly5b44YcfMHLkSLz77rvYvHmznLTr3LlzKFOmjGz9X79+fd6OiIgKbCDvK0v88cO/1+RyPV8X/Di0Iaw1ufhYCLsJ/NkdCLkCWGiAAb8DjccY76CJiIioYPr4i0m5OnfujOnTpxvWRUdHyy4+vXr1goODA7744gsMHz4chw4dyvtREZFR3QyJxsuLT+BaUJRcHtCgDGYNqAM761yU7Qy6BCzuB0Q9BDQ2SrnO6r2Md9BERERUcMG/atWqOHDgAPbu3YuGDRvKbwBENx9R2z8tUe5T3Iio6PnvSjDeXH4SEXFJEHNyTetZA2NbV8hd9577p4GlA4CYUMDaQZmNt1JHYx42ERERFWTwF9V83nvvPdndJyoqChqNBqNHj8a4cePyexxEZGR6vR6/77+BL7Zegk4PuNhb48ehDdCmSqnc7ejOUaV6T/wTwNYZGLoKKNfCWIdNREREKrHQizSQS1qtFg8fPoSHh0exL+Ep5inw8/NDYGAgfH19C/twiPIkLlGL99cEYP3p+3K5iqcjfh/ZGOU9SuRuR9f3ACuGAokxgL0bMGIt4NOAZ4WIiKi41vEXLf1iEC8RFX0PnsTilcX+OHvviVzuWtMLc16oD0fbXP75X9oC/D0K0CYAjt7AyPWAZw3jHDQREREVjeBPRKbhxK0wvLb0JEKi4uXyxE5V5M1SdO7PjbOrgbWvAHot4FIWGLUBcKtonIMmIiIio2DwJyqm/jp2Bx9vOIdErR4ONhrMGVwP3WuXzv2O/BcBGyeKUQKAe2Vg5AbAhd3eiIiITA2DP1Exk6jV4bNNF7D48G257OdmL/vzV/d2zv3ODv8MbJ+q3PeqDYxYBzh6qnzEREREVBAY/ImKkdCoeLy+7CSO3gyTy60qu+PHFxuiZAmb3O1IjPnf9zWwZ6ayXKYxMOxvwMHNCEdNREREBYHBn6iYOH//iRzEey88Vi6/1KoCpvWsDqvczMSbEvp3fgwcmqssl28DvPgXYOtkhKMmIiKigsLgT1QMbDxzH1NWn0Fcog42GkvMfK42BjX2y/2OdDpgyzvAiQXKcpWuwODFgLW96sdMREREBYvBn8iEaXV6zN5xGT/vvS6XPZ1s8euIRmhQtmQedpYEbHgDCFihLNfsDwz4HbDKZTchIiIiKpIY/IlMVERcIt5ecRr/XgqSy/X9XGXo93K2y/3OkuKBNWOBixuV5frDgD5zAQ0/IoiIiIoL/qtOZIKuB0fh5cUncCM4Wi4/38gXn/evDTtrTe539uQesP414OY+ZbnpK0D3LwHLXI4NICIioiKNwZ/IxOy5HIS3/jqFyLgkaCwt8GGvGhjdsjwsLCxyP4j31BJg+wdAfISyrvUkoNPHQG73RUREREUegz+RidDr9fh13w18ue2SzOyuDtb4eWhDtKzskfudPb4NbHwLuLFXWbZ1BrrNAhqOUP24iYiIqGhg8CcyAbEJWry3JgD/nLkvl6t7O+G3EY1R1t0h91V7TvwB7JwOJCrdhFClG9DnO8DZxwhHTkREREUFgz9RESfq8r+y+ATO31e64/So7Y1vBtVDCdtc/vmGXgf+eRO4fVBZti8J9PgKqDOIXXuIiIjMAIM/URF27GYYxi/1R2h0glye1KUqJnSoDEvLXPTB12mBo78Auz8DkpTJvVCjD9BzNuDkZaQjJyIioqKGwZ+oiFp65DY++ec8knR6lLDR4NsX6qNrLe/c7ST4slKb/+5xZdnBA+j1DVDrOaMcMxERERVdDP5ERUxCkg6fbDyP5UfvyOVy7g74fWRjVPVyyt1kXIe+B/Z+AWiVbwtQ+3mla08JdyMdORERERVlDP5ERUhwZDxeX+aP47cey+U2VTzww4sN4OqQi9lzH55TWvkfnFaWHb2B3nOA6r2MdNRERERkChj8iYqIc/eeyEG895/EyeWX21TAe92rw0qTw4m0khKAA3OAfd8AukRlXf3hQLfPlYG8REREZNYY/ImKgA2n7+Hd1QGIT9LBxsoSXw6sg+ca+OZ8B/dPARsmAI/OKcvOvkCf74EqnY12zERERGRaGPyJCpFWp8dX2y/h1/9uyGVvZzv8OqIR6vm55mwHiXHAf18CB78H9FplXeOXgM4zADtnIx45ERERmRoGf6JC8iQ2EW/9dQr/XQmWy43KlcS84Q3h6WSXsx0EHlf68odcVpZdywF9fwAqtjPiURMREZGpYvAnKgTXgiLx8mJ/3AxRZs99obEfPu1fC7ZWmmf/ckIMsGcmcPgnAHoAFkCzV4FOHwM2JYx/8ERERGSSGPyJCtjui48wccVpRMUnwcrSAh/3qYkRzcvBwiIHk3LdOgj8MwEIU7oGwb0y0PdHoFwLox83ERERmTYGf6ICotfr8fPe6/hmx2Xo9YBbCRv8NLQhWlTKQV39+Chg1yfA8d+VZQtLoOWbQPupgLW90Y+diIiITB+DP1EBiElIwpTVAdgc8EAu1yjtjN9GNIKfm8Ozf/n6HuCft4AnyoReKFUD6PcT4NvIyEdNRERExQmDP5GRBYbF4JUl/rj4IEIu96pTGl8PqgsHm2f8+cU9AXZ8CJxcrCxbaIA2k4C2UwArW543IiIiyhUGfyIjOnw9FG8sP4mw6ASILvyTu1bD6+0rPbs//5XtwMa3gcj7yrJ3HaWVv3Q9ni8iIiLKEwZ/IiP1519y5DZmbLwga/U72lrh+yH10amG19N/MSYM2DYVCFihLFtaA+3fA1q9DWisea6IiIgozyxhQrRaLVauXIlevXqhQoUKaNSoEaZNm4YnT55k2jYhIQEff/wxatSogXLlymHIkCG4fft2oRw3mZf4JC2mrj2Ljzecl6G/gkcJrH+j5bND/8WNwE/NUkO/T0Pgtf1K1x6GfiIiIjKn4P/TTz9h7Nix6NKlC/bs2YPZs2dj/fr16NChAxITE9Nt+8orr2Dx4sWYP38+du/ejfj4eLRt2xYREUo/ayJjCIqMw9Dfj2LF8UC53K5qKax/oxUqezpl/0vRIcDfo4GVw4HoIMDKDujyGTB2J+BZgyeKiIiIzK+rj6urK/bt24eGDRvK5fLly2PevHlo37499u7dKy8IhCtXrmDRokVYvXo1WrVqJdctXLgQPj4++O233zB58uRCfR1UPJ0JDMerS/zxMCJOLr/ariLe7VYdGsts+vOLmp7n1gBb3wViQpV1fs2VvvwelQvwyImIiMgcmFTwHzlyZKZ1Hh4e8md0tDIDqrB9+3Y5eLJ79+6GdS4uLvIiYNu2bQz+pLq1J+/i/bVnkZCkg62VJb56vi761S+T/S9EPgQ2TQIub1aWrR2ATtOBpq8Alib1RRwRERGZCJMK/lkRLfkajQZNmjQxrLt69Sq8vLxQokSJdNuKcQHiouBpRFegtN2BHjxQ6q4TZSVJq8OX2y7h9/035bKPix1+HdEYdXxdsm/lP/MXsO19pVynUL4N0PcHwK0C32QiIiIyGpMO/jt37sS3336LSZMmoUyZ1NZV0frv4JB5YiRxIRAVFfXUfc6ZMwczZswwyvFS8fIkJhET/jqJ/VdD5HKT8iUxb3gjeDhmU2P/yV2lROe1ncqyjRPQ9VOg4Wi28hMREZHRmWzw9/f3x8CBA2WFn1mzZqV7zM7ODnFxSj/rtMQ6e3v7p+5XXESMGzcuXYt/06ZNVTxyKg4uP4zEq0tO4FZojFwe2qwsPulTCzZWllm38vsvBHZ8BCREKusqdQL6fA+4+hXwkRMREZG5Msngf+HCBdl/v3nz5li1ahWsrNK/DDHoNygoSJb0tLGxMay/e/euLO35NM7OzvJGlF19/oWHbuF/Wy/J/vxWlhb4pG8tDG+ezf9Xj28B/7wJ3NynLNu5AN3+B9QfCjmjFxEREVEBMbngf+PGDVm9p1atWtiwYQNsbTN3qxDlPZOSkrB//3506tRJrhMXAQcPHsTrr79eCEdNxUFQRBwmrw7AvivBctnL2RY/vNgQTSu4Zd5YpwOO/w7s+gRIVL4VQLWeQK85gHPpAj5yIiIiIsBCL5owTcT9+/fRunVreHt7Y8eOHXB0dMx2W3FxEBYWhq1bt8LNzQ1TpkzBggULcOnSJZQunfPgJb4l8PPzQ2BgIHx9fVV6JWRqdpx/KKv2hEUnyOUetb0x67k6KFki9Rslg9DrwIY3gDuHlWV7N6Dn10DtgWzlJyIiokJjUi3+omb/zZs3ERISIrvzpDVz5ky8+uqrhuUVK1bgtddeQ9myZWVpz6pVq8pSnrkJ/UQxCUn4bNMF/HVMmZCrhI0G0/vWwqBGvvL/q3R0WuDIz8C/nwNJyWNMavYHen4DOJbim0lERESFyqRa/GNiYuQtK6L1XwzqzUjM6CtuWVX5yQm2+Jv3hFxvrzyNmyHKHBENyrriuxfqo5x7+jKxUtAlYMPrwD1/ZbmEJ9DrG6BmvwI+aiIiIqJi0OIvwntuA7y1tbW8EeWUVqfHvL3X8N2uq0jS6SEm3n2zYxW82bEyrDQZqvZoE4GD3wP/fQlolW5AqDsE6P4/wCGLvv9EREREhcSkgj+RsQWGxWDSqtM4fuuxXC7r5oBvX6iPRuVKZt74QYDSl/9hgLLsVBro/R1QLXXGaCIiIqKigsGfKLlM5/rT9/Dx+vOIjE+S78nzjXxlqU5H2wx/JrHhwP7ZSn9+nbItGowAun4O2Lvy/SQiIqIiicGfzN6T2ER8uP4cNp65L98LF3tr/G9AHfSsk2EgeFICcGIB8N8XQKzyjQBcygJ9vwcqdTT795GIiIiKNgZ/MmtHboRi0srTuP9EqcLTspI7Zg+uh9IuaWZ4FuPfL24Edk0Hwm4o6zS2QIvXgTbvALZOhXT0RERERDnH4E9mScy6O2fnFfy677rM9TYaS0zpVg1jW1eApRjNm+LuCWD7B0DgkdR1YvBuxw8BV79COXYiIiKivGDwJ7NzLSgKb688hXP3IuRyFU9HfD+kAWr6OKduFHYT2P0pcH5t6rrybYCunwE+DQrhqImIiIjyh8GfzGoA79KjdzBz8wXEJerkutEty+P9HtVhZ61RNooJUwbuHv0V0CUq6zyqAl0+Bap258y7REREZLIY/MkshETF473VAdh9KUguezja4utBddGhmqeyQVI8cHw+8N9XQFy4ss7BA+gwDWg4CtDwT4WIiIhMG9MMFXt7LgVhyuozCIlSJtjqXMMLXw6sA3dHW2Xg7oX1wK5PgMe3lF+wsgNaTABaTQTs0nT/ISIiIjJhDP5UbMUmaDFry0UsOXJbLttba/BR75p4sakfLCwsgDtHgR0fAHePJ/+GBVDvRWXgrkuZQj12IiIiIrUx+FOxdO7eE7y98rQcyCvU9XXBdy/UR8VSjkDodaWF/+I/qb9QoZ0yAVfpuoV30ERERERGxOBPxYpOp8dv+29g9o7LSNTqIRr2X29fCW93rgrr+HBg6/tKX/6UgbulqiuBv3JnDtwlIiKiYo3Bn4qN++GxmLTqNI7cCJPLZVzt8e0L9dHU1wE48iOw7xsg/omycQlPoOMHQP3hHLhLREREZoHBn4qFjWfu44N1ZxERlySX+9f3waf9asH52j/ATzOA8DvKhlb2QKu3gJZvcsZdIiIiMisM/mTSIuMSMX3Deaw9dU8uO9lZ4fP+tdGv5G1gaXfgnn/ylhZAg2FAhw8AZ59CPWYiIiKiwsDgTybrxK0w/N+q0wgMi5XLTSu4YW4XR3gfexe4tCl1w0odgS6fAd61C+9giYiIiAoZgz+ZnEStDj/svoof91yDTg9YWVpgWvtSGJ24EpZL/wR0SncfeNYCun6qDNwlIiIiMnMM/mRSboVEY+LK0zgTqMyuW93DCn/WOInS/j8D8RHKRo7eSi3++kMBS03hHjARERFREcHgTyZBr9dj1YlAzNh4ATEJWlhAhy+rXsHz4QtgefyuspF1CWW23ZYTAJsShX3IREREREUKgz8VeY+jE/D+2gBsP/9ILnd1uIJvXP6G853zygYWlkCDEUCHaYCTd+EeLBEREVERxeBPRdr+q8F4Z9UZBEXGo5LFPXzjugYNYo8Aj5M3qNwF6PIp4FWzkI+UiIiIqGhj8KciKS5Ri6+2XcaCgzfhjieYZbMWQzT/wjJWq2zgVUcZuCsq9hARERHRMzH4U5Fz6WEE3l5xGrcehuB1zVZMsN4IB8QCelGo3wfo9BFQ9wUO3CUiIiLKBQZ/KjJ0Oj3+PHQLX227gF66fVhguwo+FmHKgzaOQOu3geZvADYOhX2oRERERCaHwZ+KhEcRcZj89xlor+/FWqtlqGV1W3nAQgM0GgW0nwo4ehb2YRIRERGZLAZ/KnTbzj3A72u24I2kxehoczr1gardgc4zAM/qhXl4RERERMUCgz8Vmuj4JMxeuw+Vz/+AVZo90GhEJ35A710XFl0/Byq249khIiIiUgmDPxWKM9fv4cSKz/BOwlqUsIqX65IcfWDVZTos6gwGLC15ZoiIiIhUxOBPBSopMRF7V32P2ld+xFiLx4AFkKApAU27d2DV4nXA2p5nhIiIiMgIGPypYOj1CD69BTGbp6Fz0i0Z+JNgicc1hqNUr48Bx1I8E0RERERGxOBPxhUbjpCDi6A78Sc8424aVp93ao0KL36DUj41eAaIiIiICgCDP6lPr4cu8AQe7fkZbrc2w0Ov9OEXzqMSotpNR7MO/fjOExERERUgBn9ST1wEYv3/Qszh+XCPuoLSyavj9Vb417IFImoNR8eu/VHL2Y7vOhEREVEBY/Cn/Lt/Go/3/QqHK+tgr4tFyvDcmzov7HPuDc82L6FTo5qwsWKlHiIiIqLCwuBPeZMQjaSA1Yg68Btcw8+hZPLqRL0GO/VNEFjhBbTs/BxG+aU8QkRERESFicGfcufRecQeng/Lsythq42Ga/LqQF0pbLbpBrsmI9G3dQP0LGHDd5aIiIioCGHwp2dLjIX+/DpEH5oPxyB/Q1eeJL0ldusa4rRXfzRoPxAv1ywNjaUF31EiIiKiIojBn7IXfAVJx/+A7tRy2CRGwDF59X29G9bqOyG2zjA8164xunk68V0kIiIiKuIY/Cm9pHjg4kbEH5kP23uHDf+D6PQW2Kurh90leqFqq+cwqkl5ONlZ890jIiIiMhEM/qQIvQ69/0Ik+S+FdXwYbJNXB+ldsVLbHoHlB6NPu6b4rJIHLNmdh4iIiMjkMPibM20icGkztMcXQHPrP4je+Slt+Pu0dbBe0w1eTfpjaMtK8HNzKOSDJSIiIqL8YPA3R49vAycXIenEYljFBkOTvDpE74y/te1w3K0vurVpjpn1ysDeJuVRIiIiIjJlDP7mQpsEXN0O/Yk/gWu7YAG94eQf1tbEX/rOsKzeC8NbV8Vr5UrCwoLVeYiIiIiKEwb/4u7JPeDkYuj8F8Ey6oHsziM81jtijbYNttl1R6tWLfFBs7LwcrYr5IMlIiIiImNh8C+OdFrg+r/AiQXQX9kGC70OlskPHddVxbKkznjo2w0vtqyC5bVLw8Yq5VEiIiIiKq4Y/IuTyIfAqSXQ+y+CxZNAuUq08EfoHWTr/hp0Rs36zTCuRXnULuNS2EdLRERERAWIwd/U6XTAzf+U1v3LW2ChSzJ05zmtq4Rl2k7wd+yIwS2rYkljP5QsYVPIB0xEREREhYHB31RFhwCnlsra+xaPb8pVIvBH6e2wQdsKy7WdULJSY4xsUQ5f1PCChrX3iYiIiMwag78p0euB2weV1v2LG2GhTTC07p/TlZet+7s0bdCzSRV836IcKns6FfIBExEREVFRweBvCmLCgDMrAP8/gZArcpUI/LF6G/yjbSkDf5R7HYxqWQHTGpaBk13KNFxERERERAoG/6Lcuh94TGndv7AeFklxhocu6fywXNsR63Wt0bR6RUxpWQ6tK3uw9j4RERERZYvBv6i6cxj4s4ehdT9eb41NumayFOd125oY0rwsNjcvBz83h8I+UiIiIiIyAQz+RdQpVIO73guJekss03aW5TjLlPbB6Jbl0aeeD+xtNIV9iERERERkQhj8i6gaPq7oY/kpbsY7oUcdHyxoWQ4Ny5Zkdx4iIiIiypNiH/wfPXqEmJgYlCtXDpaWpjNDrZ21Bh8P7YRqXk7wdLYr7MMhIiIiIhNnOkk4l+7evYu2bduiWrVq8qefnx+2bt0KU9KmSimGfiIiIiJSRbEM/nq9HgMHDpQt/Pfv30dgYCDeeOMNDBgwADdu3CjswyMiIiIiKnDFMvgfPHgQx44dw8yZM+HgoFS9ee+99+Di4oJ58+YV9uERERERERW4Yhn89+/fD2trazRr1sywTqPRoEWLFvIxIiIiIiJzUywH94quPV5eXrCySv/yfHx85DcBTxMRESFvafclPHjwwEhHS0RERESUd97e3plyr9kE//j4eNnin5GNjY187GnmzJmDGTNmZFrftGlTVY+RiIiIiEgNoqHa19fXPIO/s7MzoqOjM62PioqSjz3NpEmTMG7cOMNyXFycfDMrVKiQoyspNYlvGcQFh/iWonTp0gX63PR0PDdFG89P0cVzU3Tx3BRtPD9F14MikNdEi39OFMvgL0p4BgcH48mTJ3JAb4rr16+jatWqT/1dcWGQ8eKgcuXKKEzif6KcXMVRweO5Kdp4foounpuii+emaOP5KbpKm0BeK5aDe7t37y5LeW7YsMGwLigoCIcOHUKfPn0K9diIiIiIiApDsWzxL1++PN58801MnjwZJUqUkAN9P/zwQ1SqVAkvvfRSYR8eEREREVGBK5bBX5g9e7bsojN37lzExsbKUp4fffQR7O3tYSpEl6Pp06c/c1wCFTyem6KN56fo4rkpunhuijaen6LL2YTymoVeTHNLRERERETFWrHs409EREREROkx+BMRERERmQEGfyIiIiIiM8DgT0RERERkBoptVZ/CdvDgQWzZsgV3796V5UVHjRqFihUrZtouMTERf/zxBw4fPgwHBwc8//zz6NSpU6btxAzC69atw8aNG+XsbHPmzHnq84sx22+99ZacTe5///sfqlSpourrM2X379/H8uXLcf78eZQsWRKdO3dGz549s9z2v//+w8qVK+Wsz82aNcPLL78MGxubTNsdPXoUS5YswcOHD/Htt9/Cz88vy/2JClOLFi2S27u6umLkyJFo0KCB6q/RVCUkJODvv/+Wfw/ifr169WQJ3qyqcYm/rV9//RU3btyQf2OvvPIKypUrl2m7e/fuYfHixTh58iQGDRqEwYMHZ/ncZ86cwV9//SW3F5OwvPDCC2jUqJFRXqepUvtzTe39mTO1P9dyur/cPK+5UvtzLTf7SyH2995778HNzU3unwr/cy1lYlmRCW7duoUaNWpg/PjxMhsYE1v8jUCc5K5duyI+Ph4dO3bEzZs35QldvXp1uu20Wi169Oghg2KbNm3kbG9igrHvv/8+3XYnTpxAhQoV8M8//8g/3h07djzzGMQ+xf9Ma9asQWhoqOqv0VSJSd3Ee7l37160bdtW/kM1dOhQDBs2LNO24sOxW7du8kKrXbt2+Pnnn9GlSxckJSWl265JkybyIis6Olq+32LG6KyIfyBFyBf/SIrysjVr1sTrr7+O/fv3G+31mpLIyEj5D9wnn3wiS/GK0D1//nz5Pon3Lq2rV6/Kf+wuXrwo/4bE34VYvnDhQrrtZs2aJd9rcU7Euc/4eAoRgho2bCi3E+c4JiZGTr8u/obIOJ9rau/PnKn9uZbT/eXmec2V2p9rudlfCp1OJ//etm/fjs2bNxv9NZuSUYX0uSasXbtWnt/g4GD5Nymeo3379kZ/zaJlmFQ2ZMgQfUBAQLp1gwYN0pcpUybduqVLl+otLS31V69eNaybPXu23t7eXh8cHGxYFxISon/8+LG8P2zYMH2tWrWe+vwXLlzQOzk56b///ntRqlV/+PBhlV6Z6fv111/l+5LWmjVr5Pu0f/9+wzrxfjs6OupnzZplWHfr1i29lZWV/o8//kj3+ynnb+PGjXI/Z8+ezfK5O3furO/YsaM+KSnJsE7cDw0NVe31mTLx/3zPnj31kZGRhnXh4eH6kiVL6idOnJhu2/79++sbNWqk1+l0hnUtW7bU9+jRI912N27cMLzftra2+unTp2f53OJvql+/funWDR06VF++fHlVXltxoPbnmtr7M2dqf67ldH853c6cqf25lpv9pfjyyy/19evX17/66quZ/r7M3ZBC+ly7ffu2vkSJEvp58+alWx8UFKQ3NgZ/I4iIiMi07quvvpIfhnFxcen+yFu0aJFuu4cPH8rtFi1alOW+nxX8ExMT5QfHxx9/rN+zZw+Dfw7OzZ07dzK95ytWrJDrxB9nWu3bt88ULlM8LfiLDwLx2Pbt27M9d+YuISEh3d9HiqZNm+r79OljWI6JidHb2NjID920fvzxR71Go9E/efIky/0/Lfh7eHjoJ0+enG6d2FZ8qJNxPteM+TlpbtT+XMvp/nK6nTlT+3Mtp/tLIf49EgHT399f/8YbbzD4F5HPtWnTpulLlSqVriGwoLCrjxE4OTllWrdz5075tZytra1h3blz5+RXQGl5eXnJr0vFY3nx2WefyfEAH3zwQZ5+31zPjVCrVi3DOvH+iz58ZcuWTbetOF95OTcp3XnEWAtxbkTffvFV7e3bt/PwKoona2vrdH8fQlBQEAICAtKdmytXrsh+rRn/dsSy+Kr00qVLuX7u7t27Y+vWrbKLjyD+hsR4GvHVLhnnc60wPyeLG7U/13K6v5xuZ87U/lzL6f5S+qSPGDECb775puzKSJkV1ueayARifI0Y7/faa6/JcTbz5s2T/w8YG4N/ARADC8WJf/fdd9Otf/z4MVxcXDJtL9aJx3JLjAX48ssv5eCTrAagUmZi8M37778v++KlHcip9rkRg36trKzk84gBvh06dJCDSUW/zCNHjvDUZEF8Iyk+DMU/dOKDMe25STkXGc9N2sdz45dffpF9+sWFWa9eveRPcW4WLlzIc1NAn2sF9TlpDtT+XMtuf3ndzpyp/bmW3f4E0bgk/r2ZPn26EV5J8bS4gD7XRCYQGUCMiREXFPXr18c333yD5s2by/EBxsSqPka2Z88eOSp/9OjR8o8z3ZtvZSWv5DMS68RjuSFaKMWV/RtvvCGvIunZwsPDZchzdHTE0qVLjXZuBEtLSzl4bsiQIbLKkjBmzBg58HTKlCkc4JuFd955Rw5EE4Oi0la1SHn/M56flOW8nJ8VK1Zg/fr18m+0du3aqFu3rhwEKSo1iQHYZNzPtYL6nDQHan+uPW1/ednO3Kn9uZbd/kRL8tdff41///0XdnZ2Rno1xcueAvxcE5kgMDAQp0+flgN8BTHAt3r16nKwtshyxsJPTSM6duwY+vbti969e8sTmZEoGfjo0aNMV+9ihLd4LDfE14DiJiosiBJTgtiPMG3aNHkVKSqckEJU4BEl50JCQmTozvh+i+WwsDAZ1tP+UYvzldtzI/j4+MifGUt/iZYxVifJusvad999J6vq9O/fP9O5STkXaaUs5/b8iL8TEe4///xzeRGWQlQ9mThxIvr164cyZcrkap/FmdqfawX5OVncqf259qz95XY7c6f259rT9ie6KoqLMPG4uAkiZIrzLzKCqD4jqtJQ4XyuiUwg/l5SQr8gugOJi7dTp07BmBj8jeTs2bOy37AozSRqg2s0mkzbiJb5jKU5RT890Xqf21Z7EfhFXd+0RF3lffv2yVJtIviTQnyNJsKcKJUm6llnVV9XvP/iH0dR+110AUn7x5yX91K07AuibnZaYjmrrw/NmbgQEl9NixZ38S1WVv+vlypVSp6LlItcQSyL+sdVq1bN1fOJuS6y6lsruvqI/wdEXX8Gf+N8rhX052RxpvbnWk72l5vtzJ3an2vP2t+LL74ou49kvEAT3VLEN8/VqlVT9fWZsrOF8LkmMoHo5itKrYrW/wLNBAU+nNgMXLlyRe/l5aXv2rVrlqPvU5w4cUJvYWGh/+uvv+SyKOElSkFVqlRJjtzPSk7KeaZgVZ+sqx6Jso3u7u7Zlt0UxEj7GjVq6J977jlDabW1a9fKkfkHDx7M8neeVc6zdevWsqRnfHy8XL5//77e09NT//rrr+fofJoDUVJQ/E3MnTv3qdtNnTpVVuIR72FKCTRvb2/9pEmTsv2d7Kr6iL9RV1dX/YsvvmiosKDVavUjRoyQZXHTls0zZ2p/rhnzc9LcqP25ltP95XQ7c6f251pO95cRq/pkVlifa9evX5dVnH766SfDumXLlsnn+O+///TGZCH+Y9xLC/OTciUnvvrMOJOeGLUtrupT/Pjjj3LQR8uWLeXIfPE1nPiKLu1srqLSiKgCIxw/flz2pRSt+ILoniD6hGVFTKoiBpGKWebY4p/aSvL222+jTp06mVpQhg8fnu7rUnHVLr6mE6P0xddy4ivsmTNnYtKkSel+T6wTX82JwTpixj5xbpydnWVFmLFjxxq2u3PnjuwDK67oRWuLaMlp3bo1li1blmUlAHMj3h/RWihaO8T/t2lVqlRJDlxP28ooZuE9dOiQ/H9bvJeiaoWY3Trt39zu3bvl35wgHhPvu2jJF5UYfv/9d8N2YmIbMfOl6AsrWv5FtznROia2Ef8PkPqfa2rvz5yp/bmW0/3l5nnNldqfa7nZX0YTJkyQY5nEIGwq/M+1VatWYdy4cXJcmeh65+/vL/8Wxd+UMTH4G4EYwZ3d7K3ifwZRTi0t8T+QqMgj/icR/0NlLNUlSnKJGRKzIv7w3d3ds3xM9D0TX72KfuRimm5SxkJkVwJQ/OOV8etP0QVEXDiJsC6qVIh+3xkdOHBAhv6MRH+9jF+1iq/1xMWbmE1ZVI4RN0qdkVIE8KyI/3/F/8cZiXMpZkYU/SLFgNyMxDTo4m8rIxHwMwZ68Y+uCEXiXIoybeL/Bw6KM97nmtr7M2dqf67ldH+5fV5zpPbnWl72l0L08Rez+4q/Lyoan2sRERHyQkFUZRLnOrs8pyYGfyIiIiIiM8A6/kREREREZoDBn4iIiIjIDDD4ExERERGZAQZ/IiIiIiIzwOBPRERERGQGGPyJiIiIiMwAgz8RERERkRlg8CciIiIiMgMM/kREREREZoDBn4iIiIjIDDD4ExERERGZAQZ/IiIiIiIzwOBPRERERITi7/8B0tPRteLBa9cAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 880x440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Outside</th>\n",
       "      <th>In a liquefaction zone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>2.1</td>\n",
       "      <td>2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>8.5</td>\n",
       "      <td>8.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>19.3</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>31.7</td>\n",
       "      <td>27.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>49.7</td>\n",
       "      <td>41.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>64.9</td>\n",
       "      <td>58.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>73.5</td>\n",
       "      <td>69.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>78.1</td>\n",
       "      <td>75.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022</th>\n",
       "      <td>81.3</td>\n",
       "      <td>78.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>83.8</td>\n",
       "      <td>81.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024</th>\n",
       "      <td>85.5</td>\n",
       "      <td>83.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025</th>\n",
       "      <td>85.9</td>\n",
       "      <td>85.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026</th>\n",
       "      <td>86.1</td>\n",
       "      <td>85.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Outside  In a liquefaction zone\n",
       "2014      2.1                     2.4\n",
       "2015      8.5                     8.6\n",
       "2016     19.3                    17.0\n",
       "2017     31.7                    27.1\n",
       "2018     49.7                    41.5\n",
       "2019     64.9                    58.6\n",
       "2020     73.5                    69.6\n",
       "2021     78.1                    75.9\n",
       "2022     81.3                    78.8\n",
       "2023     83.8                    81.8\n",
       "2024     85.5                    83.7\n",
       "2025     85.9                    85.1\n",
       "2026     86.1                    85.5"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pp = p[p.liquefaction != 'unknown'].copy()\n",
    "years = range(2014, 2027)\n",
    "cur = pd.DataFrame({grp: [((df.year_done <= y) & df.year_done.notna()).mean() * 100 for y in years] for grp, df in pp.groupby('liquefaction')}, index=years)\n",
    "cur.columns = ['Outside' if c == 'no' else 'In a liquefaction zone' for c in cur.columns]\n",
    "ax = cur.plot(figsize=(8, 4), ylabel='% of parcels done'); ax.set_ylim(0, 100); plt.show()\n",
    "cur.round(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed319adb",
   "metadata": {},
   "source": [
    "## 3. Why the zones lagged: the tiers\n",
    "\n",
    "The ordinance put buildings in mapped liquefaction zones in Tier IV, the last deadline (15 September 2020), unless they\n",
    "were Tier I. Most zone parcels are Tier IV, so they finished later by design."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1a15a2c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tier</th>\n",
       "      <th>deadline</th>\n",
       "      <th>parcels</th>\n",
       "      <th>in_liquefaction_zone</th>\n",
       "      <th>done_by_deadline_pct</th>\n",
       "      <th>complete_now_pct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2017-09-15</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>37.5</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2018-09-15</td>\n",
       "      <td>506</td>\n",
       "      <td>44</td>\n",
       "      <td>62.6</td>\n",
       "      <td>96.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2019-09-15</td>\n",
       "      <td>3373</td>\n",
       "      <td>248</td>\n",
       "      <td>62.6</td>\n",
       "      <td>95.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2020-09-15</td>\n",
       "      <td>1014</td>\n",
       "      <td>405</td>\n",
       "      <td>57.8</td>\n",
       "      <td>92.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  tier    deadline  parcels  in_liquefaction_zone  done_by_deadline_pct  \\\n",
       "0    1  2017-09-15        8                     1                  37.5   \n",
       "1    2  2018-09-15      506                    44                  62.6   \n",
       "2    3  2019-09-15     3373                   248                  62.6   \n",
       "3    4  2020-09-15     1014                   405                  57.8   \n",
       "\n",
       "   complete_now_pct  \n",
       "0              87.5  \n",
       "1              96.6  \n",
       "2              95.8  \n",
       "3              92.3  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DEADLINE = {'1': '2017-09-15', '2': '2018-09-15', '3': '2019-09-15', '4': '2020-09-15'}\n",
    "p['completed'] = pd.to_datetime(p.completed, errors='coerce')\n",
    "rows = []\n",
    "for t, d in DEADLINE.items():\n",
    "    df = p[p.tier == t]\n",
    "    rows.append({'tier': t, 'deadline': d, 'parcels': len(df), 'in_liquefaction_zone': int((df.liquefaction == 'yes').sum()),\n",
    "                 'done_by_deadline_pct': round(100 * (df.completed <= pd.Timestamp(d)).mean(), 1), 'complete_now_pct': round(100 * (df.status == 'Complete').mean(), 1)})\n",
    "pd.DataFrame(rows)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0157779",
   "metadata": {},
   "source": [
    "## 4. On the map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "91bb8f19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 880x880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4899 parcel shapes; 43 zone pieces\n"
     ]
    }
   ],
   "source": [
    "sh = gpd.read_file(f'{DATA}/geometry/soft_story_parcels.geojson'); z = gpd.read_file(f'{DATA}/geometry/liquefaction_zones.geojson')\n",
    "sh = sh.merge(p[['blklot', 'status']], left_on='key', right_on='blklot', how='left')\n",
    "ax = z.to_crs(32610).plot(color='#9ecae1', figsize=(8, 8))\n",
    "col = {'Complete': '#009E73', 'Non-compliant': '#F0E442', 'Newly added': '#0072B2'}  # as in the app\n",
    "for s, c in col.items(): sh[sh.status == s].to_crs(32610).plot(ax=ax, color=c, markersize=2, label=s)\n",
    "ax.set_axis_off(); plt.show()\n",
    "print(len(sh), 'parcel shapes;', len(z), 'zone pieces')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "926b690c",
   "metadata": {},
   "source": [
    "## Read it carefully\n",
    "\n",
    "- **Completion dates come from permits.** The earliest completed soft story permit on the parcel; a revision or a\n",
    "  later voluntary permit is ignored. The program's own status is the authority on whether a building complies.\n",
    "- **The zones are today's.** The California Geological Survey revised part of San Francisco's map in 2021; the\n",
    "  program assigned tiers from the maps of its time, so a few zone parcels sit in Tiers II and III.\n",
    "- **A parcel is in a zone when a point inside it is.** `liq_share` in `parcels.csv` gives the share of its area."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
