Added population proportions master
authorNeil Smith <neil.git@njae.me.uk>
Sun, 22 Apr 2018 08:53:07 +0000 (09:53 +0100)
committerNeil Smith <neil.git@njae.me.uk>
Sun, 22 Apr 2018 08:53:07 +0000 (09:53 +0100)
20180416/20180416.ipynb

index 1222e74e4781e6331782065edd6876eea57e26e0..f38d4036035c0c9181d40228e5172f18619172f2 100644 (file)
     {
      "data": {
       "text/plain": [
-       "Mazabuka       400\n",
+       "Monze          400\n",
        "Kalomo         400\n",
        "Kazungula      400\n",
+       "Mazabuka       400\n",
        "Choma          400\n",
-       "Monze          400\n",
-       "Zimba          200\n",
+       "Pemba          200\n",
        "Chikankata     200\n",
-       "Sinazongwe     200\n",
-       "Namwala        200\n",
-       "Siavonga       200\n",
        "Gwembe         200\n",
-       "Pemba          200\n",
+       "Siavonga       200\n",
+       "Namwala        200\n",
+       "Zimba          200\n",
+       "Sinazongwe     200\n",
        "Livingstone    186\n",
        "Name: district, dtype: int64"
       ]
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f6b22dff4e0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff983268588>"
       ]
      },
      "execution_count": 9,
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f6b20d66550>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff981157438>"
       ]
      },
      "execution_count": 10,
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f6b20c93dd8>"
+       "<matplotlib.legend.Legend at 0x7ff9810d8128>"
       ]
      },
      "execution_count": 11,
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f6b20c07c50>"
+       "<matplotlib.legend.Legend at 0x7ff981089d68>"
       ]
      },
      "execution_count": 13,
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f6b22e78080>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff981149978>"
       ]
      },
      "execution_count": 23,
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f6b22e629e8>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff9831ff940>"
       ]
      },
      "execution_count": 24,
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
        "2018    3146       731    4325        9569"
       ]
      },
-     "execution_count": 49,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f6b1acca2b0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff97afccb00>"
       ]
      },
-     "execution_count": 50,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     },
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f6b22fc58d0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff97af404a8>"
       ]
      },
-     "execution_count": 51,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f6b230446d8>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff983347ef0>"
       ]
      },
      "execution_count": 43,
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
        "12        0.040577  "
       ]
      },
-     "execution_count": 46,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
     "and a very clear seasonal pattern emerges."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Proportions\n",
+    "What can we see if we look at the proportions of reports by different categories?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Rural, urban, and health centre type\n",
+    "First, let's look at the rural/urban split, and the health reporter split (whether a health worker or a health facility)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "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 tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th>ruralurban</th>\n",
+       "      <th colspan=\"2\" halign=\"left\">Rural</th>\n",
+       "      <th colspan=\"2\" halign=\"left\">Urban</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>report</th>\n",
+       "      <th>Community Health Worker</th>\n",
+       "      <th>Health Facility</th>\n",
+       "      <th>Community Health Worker</th>\n",
+       "      <th>Health Facility</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2014-01-01</th>\n",
+       "      <td>3899</td>\n",
+       "      <td>10595</td>\n",
+       "      <td>163</td>\n",
+       "      <td>489</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-02-01</th>\n",
+       "      <td>6711</td>\n",
+       "      <td>12303</td>\n",
+       "      <td>163</td>\n",
+       "      <td>428</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-03-01</th>\n",
+       "      <td>9669</td>\n",
+       "      <td>28824</td>\n",
+       "      <td>312</td>\n",
+       "      <td>808</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-04-01</th>\n",
+       "      <td>9646</td>\n",
+       "      <td>25533</td>\n",
+       "      <td>415</td>\n",
+       "      <td>910</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-01</th>\n",
+       "      <td>5913</td>\n",
+       "      <td>18763</td>\n",
+       "      <td>193</td>\n",
+       "      <td>904</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "ruralurban                   Rural                                   Urban  \\\n",
+       "report     Community Health Worker Health Facility Community Health Worker   \n",
+       "date                                                                         \n",
+       "2014-01-01                    3899           10595                     163   \n",
+       "2014-02-01                    6711           12303                     163   \n",
+       "2014-03-01                    9669           28824                     312   \n",
+       "2014-04-01                    9646           25533                     415   \n",
+       "2014-05-01                    5913           18763                     193   \n",
+       "\n",
+       "ruralurban                  \n",
+       "report     Health Facility  \n",
+       "date                        \n",
+       "2014-01-01             489  \n",
+       "2014-02-01             428  \n",
+       "2014-03-01             808  \n",
+       "2014-04-01             910  \n",
+       "2014-05-01             904  "
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "report_month = malaria_raw.pivot_table(index='date', columns=['ruralurban', 'report'], values='cases', aggfunc=sum)\n",
+    "report_month.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7ff97af8d0b8>"
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = report_month.divide(report_month.sum(axis=1), axis=0).plot.area()\n",
+    "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## District\n",
+    "Another look at districts. Which districts have the largest proportion of cases each month?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7ff980312940>"
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
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ZNLLoZKROEhcmGi5MVGGDpuCoOVsrbMZwSQsFiSMUTKmSkRomGikM0tJFAhcJ3KTR0EUGQ+Rk3CWyGCKLQZYiZYSJcpj7y89jx6QmsMG9Z5jq6l726tWkE25E1kZIkLqCdKuIlI1ImBSrQ5wQfJUP+ZZTrA4D5KwVChmkhGGKSONhNq8TkwHuML9Cl6sOUhb6rihKT5IqBqgXPQSVFMPSzyanDgudNAb7GhoqNm6yuDBJY5A8pFKRFBHFwGKYABmM/Uc0LDRsLFSswzo3DEwaRQdTRSvFSoy4dLHdqGVDQTOjoTBOyEAG9AONiKyNK56k1OqhwdjDLPcaphsb0ccs8ZR00yWr6LCqacvW0WnV0GHVkfF5kV4NLAe1N4XRFWN8pAMBjEo/EXyHxK2WXiyh0iVLOEt5lY/77kNoCSZns1TYNlngZa+Hv/m8POf1kDhI+DQp8TgSj3QotB0mmCb1WZN602SCaVJtHrhSXAi2uAx2GgYJVaXUzBJ0JKZQKLYtJmVNQgdZ/jEh6NM0+jSVPlVlWFU5M5GkxrJY5zL4iz/ARbEoTVkTU6rcby/mdusCeihirtjOedqr3G+dwiZZf8j9dJPFJUxcmBiY6NJEFzYaB7YEbgbVMIOuAkZdIUy3gT8SxUik+ap+P59Wn2ZUVfhhUSF/83re1hivx3G4MBbn8kiMcbbNHl3nbz4vHinx2TZeKSmwbUpthxLbIugcffgGYFAIWg2dUVVlVNWIqgpeyyYkHcZZFlWmRZHjvKWm9HanmtutC3jCmY9EoYRRJolOxiu9hESSjNToUooY0sIITeBoKraqYgmNhOmiczTEucpKvmbcxzjivOhxc2thmOZMlq8Pj+JxBLeZF/KEmEpwvI9VlbNwdPVA2T8SUkLGQaQsRNpmjtB57BPzjjfbgbzAHi9XXXVV1YoVK4KZTEYsXrw4+tvf/rZTeYd7uN62wL5bvF2BBbjo56+wpn1/tzxSgF3pxa7yIV0qaAK0I2Rg2kYkLZSUhUjmvotoNvcd0LHwksZHGkOYJKWbFC6SuLDHRiGlW8WcEsYpdqMMpnGNJLh+wo+YJHYA0E8pbYynjXraqGfQLmKWWMtJygpq6MBCZTMz2E4zZbKHAjFEMUMUMoiXXPe+jaCd8dTRykrnJO7KfpakJ4iImygjWUTMRImaiLhJ2I4yRbQRIoGJRlroxFwBYp4AcZcXYUtCqQgF2SghM4aBhQsLv5LGdsR+ayglDaJ4SeFCRaJiox7UraXgsIdKOgMV2KUenBI3MjgmzpaTi0/MJMwoC0Mv8yH/ckrUIQAyGLRRTyv1ZPBSRD8qNmFGqKCLMBEAknh5hAt4KrIUx1KxwwZoCiJhoXYlULuTiMwbu6/BYZpoY5esRABf1h7k0+pf2OXWGFVUGrNZysfEdlhV8UiJx3EOalocwAI6NY0WQ6dH00gqKm7bps7MMiVrUnSE7nOAESHYY+gMqyoJVUOXDoGx7vcy26bYttmt69wfDLA0HmduJuekt8aZyDXmF+iQZcwQu7lIe4mHzIWs8TfjFLrAlgjLAXPs03IQltzfeJNuFdwq0qXu/1+61QM9KfsfEolvXR/egShTlRZ+4PkJ9XaK5V4PNxUXMvwWrdkC2+bSaIxLonHCjsNal4un/D4WJRIsSmf+rv5qW5xabrcu4K/OfHyk+Jj2PP2hYtZ7JtPjKSPtcSO9Wq4Bd3j+HIQaSTNt7XrasiVcoT3Jv2gPExyzPl+XE/hG9ioW62v489QL6S+pQOlNopkmBeooxcYgFXo3tUYHITXCbquBlkw9vVYFo3YY29CQbpWKiMW6S098W+nMC+w/Hh9IgZWqwK72YdX6wa0iolmUmAlOzqEBZ8ymUwVSBUdRkC4l94C5DqpQMjbKaDa3jWQR0WxusNGlHFJpSbeGXekFAdruKHaJm38q/DWLeY6HuYhS+vGQpIIuyuk9JM67mcg6OYfgSIry/hiJoRJsW0fXM+h6CsNIo+tpdCNNYUEXBYU9DFOAhU4xA9xtXsELqSWYXvch3dAiaSESNtLIxRWXcnSLxJGQsREZB2FLpCZyeaMpBxoltpMTsayTs8QzDmRtMFTsEje41dx1R7OowxkQIPwwp2A9S7RnmcomHAQbmUWnXYuRsglGUwQSGeyEm1QqhNsdIxjqJxgcQA0mGDCKiBEkTJQJ7GKIIu7nE7xoLkJEbdAVZMgAR6IMplG7kigDacRhRTdAglrRz2Y5nouUF/iRcSeQ68bd7DIYVTWSY45tlsg5DdkiN/ptAy7HpsiyqLdsakzziAJ8vDjAiKLQpyqYisL0THa/CCWlizMy/wkCrlIf51GxkNfKZ2NXenPpPR6yNiI9tmUdhOXkelEEOJqCLDCQPh33+n4K+4ZwENzh+1fm2r3EVIVvFRex0nv0sVkhJR+Nxbl6eJSAlDzn8bDK42FZIs70zFv36JcSVsvJ3GudTo8s5Kvag5ykbjm+tB5EShpslPX82vowTztzCZDkk+rTtIWreGTKMhzPWIe+IxFpG5IWatokKKKkLC8mGlIRuU0T4FJzQxqqoGRtOw2jHbTKMq7U/kKnLOclOYnPG89w44yvkAl5mTv4EpcW/jclSv9+B8YMBt1UESFEHa2EyfVGmmi0M549zgSSgWX87IRz3laa8wL7j8cHSmDP/eUrrFVs7Bof6ArKUAZ1IIUoVQkVJChghDAjFDBMmBE0bFYzn5005vyMTQeSNsK0UWyZe7h8OtI31iG4b/rM4V0+tkQZzaL1p8g2BPmw9jiXcTcvxT6EtiNIwD2KxxvB5YmT8BrEfS5iWoh4tJCK3giZwQIsy4Wm2FSrbgzFIeruJ62ksCwXpukmm/XgOBrV1ZuordsAQtLGeKrpIIvBemcWryXnszU5hazjxtGVnNWesREZG2FJlLH425oCusjFW4IUAqkKpK6AAsKSOUF1cmlDStAEUlVyomsoY+OkSi6MwTRqzMQxFJxiN2XeAT7EU5zMCwSIMUgxL3EK7gFBuAXMzAHHPlXN4vON4nbHSKUDxGNFSJlr5Hg8EYKhfsrK9pAMqdhoVLGXduq4j8vZLGZA3ERN29gBPdc4ytioXUm0lhjCPrQMlzJCPwX8Qr+Vs9TX31YZey/4gXkpv7LP4cqCv/GLqo/hlHlBFYiYidqbxDCyqF6JKnOOMepYF6lAgp3zEDeFhqXpZA0PptuFcIGXFF6SeEngI4GXJN1U0JMeh/RoGBsHqejpJYKXn7v+k0n6Lioti9+FAtxWEMY6rIE2MZvlXweHmZHJssrt4lmfj49Ho4w3j+n3cghx6eZh+yTutc9gu6zBT5IASXoo5sPKa3xbv5dKMXTMMPplmM1OHdtkLVudGrbJWtpkOQ4KQRJ8Sv0bccXLXQ0XkqkJIxIWWmcc26fjcqeZ4d/CHNdqZop1eElio7CXalpooIUG9tDAXmqwpYpI20iPirYzyvi2PRQpMaaLPSRcHu6beTHSp3Ha8F/4bNHv2MR0OqkliwsfMYoYpJoOihkgjYtOaokQxkangCFqaWWlcSnfX/Sdt1Ns8gL7D8gHRmB/3zXIDds7kQKU/jTaSAZznJfxgQ6+wb/hI3nI7000QKBj0k8pL3MKL7GYXjHu0IAdCTETJW3nrN+Mg3AkQoCtjll6LhU8uS6mGXIN1/FDNpsziaxsxu9KI4VNMuPdLxwAimLhOBqqcKhSPUxMTaTaLiEjshhSR0MlTpoWtY92o5OI0Y9QHVLJAsLhHhqbXkTXM0QI0Ml4qmgnTAQHhZ1MZh1z2O404SNBkTJEEQMUMUQRgxQyRJwA3VQesvVTji3VMdfoY3TqjVm8ZB2E6SCDOkIXTGcdS3mSGazDQmUdc9lFIxPT23Hv8jM6Mg6/f5BwQS9CQDZrkE75ceJlhLOlpEWWuKsfl38YTbWwLINYrBApVWbOfBKvf5QOavERp5gh1jOLn/MV4iKYs0QiWYQEp8BAJCz09cMoiUMr+xAxBPA31/WUishxl7N3m81OLR/Jfp9JoR7WnXgCmE6uqzFlU1g2wmXB+5jNmuMK00EcdRqYicatXM+G9AzwaGibR6jp7qBfhnnAuBGPq4tJpskWw+D60iI6dB234/DPo1E+HYkSVxR+URDitHiCE45hsVpSIYaXmPQSxUNE+nnKmceD9iLieGkU7XxEfYUOp4THnQWMF73slLlV7b6gPcpV6uO4xZgzkBSskxN51p7Fs84stssDU/uqxABNop0a0Y9XZBlw/DwQ/BDxqeVIn4baHserJJhbtYG5rGIKm9CxiBJkHXOIUEAJ/QQZpZZW/CQASOPiUS7kUS6ApIP06ah7E2hbR1E8gvScUqSh8OHRB7ms6L95krOpo4Umtr3l+zRCmKLQfJbMeXuL3uUF9h+PD4zAvjoa55MrtpPpjmNV+ZE+Db+M8gO+DsAKTsNLEoMUbtL4iRFilCghXGRpYCcKkt1M5CVO4SVOJSWOOIXqqFTKTv6NbzIgS2h/fQH+rIsLk6dgoOEgiYoEg9oII9oIKZGhKlNNjV1CWmRpUwZICZMyO0SR9DMiEqhCodQJoaIQEUnWaa10eneRzXoxjDRNzS8QCOwbz9RppYE4AUrop5a2Q+JmozBKAYMUM0oBQaKU0UMhB8asLVT6KaOLarqo2v/ZzThM4Tpimj0ywSk8x5k8STm9jBLmeU5DACfJ58l0l9LWOhOAmppNRKPFpIYaqHDCVDgFlDsFFEjf/vBy+ZRkWMQZUmIMaUP0qsNoeoaZs55A17M4CFqop5YOBinmZr7DgCg/EKm0nXMjVQT6llHU3oOnqEl0LBYpW/it/p//UGs12FJwfvbf6aaIwUXjMRNAxsFd7nCB+gBn8iQmOs9y+v751bDPhc1BGRsj32fP5shNBbHGXNVAyVm9ZHGRoZFtFDLErVzP+vTMnMhuGyXcMUCNGOBR49v0aYKAdNAk/C4U5Lx4gmrL4lGfj25d44pIBNdRqotfWx/mVusiEryxm9nAZJmyiqlKG3+zZrOKRmSBC8ejofYkCcoE45U+Njr1VIt+Pq0+xSannhec6YwSQMVmttjFfGU7Dgq9MsxuWcVOWUUGAynAaghij/cj0jbanhil9RGu89xMKf30U8pa5pKwg1RGeyiNRpCmRnXNZgwjTQwfXdQQJUiAGE1sZQ8T+AVfojs1DrwaYiSTG1oScH70T3y06AGe4Fzq2UUj24+7DBQVLmbmzN8e93mQF9h/RD4wAgtw7ppdvB7NtTiFtLmeH9DEFn7HP/M5fo7CkR1RIOeE1E0VRQxQTScx/DzOBTzNWWTEkV34D8YvY9zEDbhJs3bbmRiDOuenF9IvIoixWlwg0KUyZqEq9CtRssKkzA5TYvvoTuyiPb6Vcu94GkO5GU1x0owoCXzSRVj6eFJfS7/Rh6I4WJZBQ8MqyisOnYIlgb1U00kNcQK4SeEnRhFDFDOIlwQCSOCjlzIiFJDGg0TBS5xS+iinB/WgRTIyuMmi7/NRHdsMxrEXD2l2M5HXWEgde5jPq2QTPnbtXEAsVkI43E1hUQ8jLSeyJD2LQhkAwMSiVxllSMRBQNDx4AiJS+qEHC/BsUq5RenjOddGwuFepkx9FjE2yJrEAwhMdG7hW7SIhgOZ4EhEyt5vtWg7IvvHZj2kSeHmh9qv+IT23Jve2/8NUsJTzlx+Zl3AEmU912h/Rjl8kHiM31hn8e/W5ZxZup5HZ52Na/sIiyav4mL+iJ8YL7GYPso5m0f2O74BWJbO6Gg50WgJbnecUKgfr3f0LTcehigixCg/5TrWpWfnuovXDaD0Z7lR+z1Xan8lDfToGuNNi3ZN47fhIJdHokw4RnfwamcSH8veyHyxjclqFyo2AolEIePkZn4+48ylnzBOoQtrQgBZmGvIiZiJvmUEJWJSQx8I6JBlFBDjFGUDE5VuupwCXpbT6ZBlSAHSoyEDGo5fRwZ0nJABbhV1bwJh2jTV7eEr/BhT6jw3dA4VQ8OoUZ1UKrQ/zgLwemJMm5lrzB1ML+X4SOAmxYN8nMcy5yB1HZG1+XjqHs4teJzH+AiT2cYkdr61zD+Md11gbx4/g9TwO7eQkKfQ4obWY76urrOzU/vCF75QvW7dOn8oFLJ0XZfXXntt7zs9JeZwrr322nF+v9++6aZGsgsiAAAgAElEQVSb+t7N6xyLowns+/51dRfyP0xnA/fyGS7hnmOKK0Ap/ZTSjwTaqcFG5xPcwzIe4xF5Ec9yBpbQj3iuKi2+yv+lgGGe7rmY4IDGCUoZLlRsJFPsyjec4+BQbAUZSu+lNf4qryV2YEkTIVz0pdtwK17qAlPx48bv5AQ+TZbTzGk8pCRJijRuT5xduxYQjZYwvn4tup5buUsA1XRSfchKlW/ER4IJtLxhv4lGN+MYppgkXuyxtaZyHsQ2Kha5EVGL11hANzXM5xUu426kFHR2TKWjYxqqajFhwioGBmrp2b2Ac7Nz0aXKOrUVgLDjo9wJM04W0J3cRdgIEdALALCwGSRKRrGodUqYZtaycUShvW0GdePXA7kxxdyEKYPvcCO3ya+xXszJJUIRSJ+GiJvYtX6coI6xYRiRcUjhJkyMf7c+xUJlC7VK/zHz6e2yzpnA/zEv43XZSBERbrcvoFWWc4v+i/3dnfvokkX8yPoYJysbeGryElzRON9r+Ddq6GQHjazkFJbxCKfwPFIKotESRkYqGB2tIBotJmeyO+x7T4empQmF+gmF+gmG+vB6oyiKdUTRLWKIIYr4Krdwu/saVqfmkZ1ZTNGzLdxifZRl6ioqxDDjTYuNhk67rvOvg8PHfCNIVHq42vwC48QgM5RW7rTe6LgjAadoTFgLXJC20XZGcIIGToFB9oQS1PY47bsFwnZYJDbhJsPTzlwecdxIl4Jd7sUu9+SmgqljiZMSkbRRIlnUlgxWtY8P+ZdzOb+hx6mkbcMJFMUUUAopEB6arArKnAIKpZd+EWU5m9my6QymTn8KTTvQgCinlywa3VTxcf7AXNdr/Nz8EkvtxzijYDmPcCFT2EgDx7XmwHvLOymubyE8x3E499xzGy699NKhxx57rBVg586dxv333//urqjxD8772oKdJVdzHT/kRRZTQdcbCryUMDBQRzRaQkXFLny+IzekuhlHFhd1tDJIMQ9zEb2Mo4hBihkcG9ccpJweyujjkfjHKVxrUO2Ps3TwI7ys7WCBNRHlsKooZcXZE1tPW3wzCSuCKgx0YzKOMQVFCZJNPIG0eji1/OOUeg4shiWR2DgMKjH+oq9FConHEyGVCqCqNpVVW6is3HZIpfBekkr52bHjJGLRUoqK2/H7RunsnIJiG5ydnUOB9PGyvoNFZiPqWJ4MpPeyevCvRM0hBII6/1SmhE/Cpx+wKrJYGGg84VpFt4jR1Pw8xcUHGg8OgmGKKGSI33IVz4kzD4uYtd8hy1gzhBLNiZubDM1KB/fr30M9ilV5NCLSh4vsG4QSoNMp4WbrEh53FlBMhH/SHme9PYGNsp4uSpkjdvBr40cUiDiQK4+fM6/jFWcKS8vW88eZF3Jh7D6W+p/iz1zCPFYyhS1k0l727m2mr28Ctm0AEr9vhEJfnJBVQCBWTUxaRF0DJLUEsbSbdObQl5cIYaMoB7ZgcICJk1aiqjZDFBFmhJ9wHWuZj7Y7hqdlmCXKen5p3Hpc+XNN9l941FnID/Xf8A3zcziHPQN2kQurIYgMG4i0hdqewPFpOONy3vhIcou0BA1E0kLbMoI6nM3NECjz4Izz5KYrCYGIZFEiWRTLQQqB7VIhkHNOVITDJ7mLpTzBJnsGkbWN6CkXSzOzKZUhRkWcLmWUjJIlaHsY5xQyoERZbmwiGOpjytTlqKr9hvT1UE6AOH5y9/AhLmI665nAnuPKp8N51y3Y74Xm/K8ieCS+FzmqU8AjjzwS+P73vz/u9ddf33H4sVNPPbXh5ptv7jrhhBNSTU1NzWefffbILbfc0nP11VePq66uzn7ta18b/O53v1v20EMPFWazWXH22WeP3nrrrd07duwwzjrrrImzZ89OrFmzxj99+vTElVdeOXjTTTdVDg0NaXfddVfLkiVLktdee+24lpYWV1tbm2tkZET7yle+0vu1r31tEOBI4b7j+cIH0IItkb38C7fRTh0ZXIeIq5QwMjKOttZZJBKFgENP92RKS1uorduA2504JKxx5PK8kyokCp/jzkOORwkySDHt1PGieRoVGyUe7yiLhpfSJ0aps0sOEddIdoAdkddpj2/FwabQVYPuPoGUNhkp09jp1Ui9Fs17Omb8EV7sf5Azx32KgF4IHFiGsNwJM9+awGv6blKpELqewO1O0dE+k57uRqprNlFRsRNFObbV/k4hJfT1TaBlzzxAMqHhNfr76mkfrEVIwWnmVIpkgJe0bZxoTkRFIWOn2DjyAi2xDXjUIGWBpSSzrbTHt9IW30J9YDrN4QV4tSAGGimyLM3M5c+eF9ix/SQ8s57E58s5KSlIihhkgDI+x50UywEe4WKy+8aNPVrOQxwwp4QxVg4gyM0rXutM5Bf2uXxRe/Qtp/eP1ql8y8qJRgkjVIpBqsQglWKAFG7+aC9BweHz6qNk0PiR9TGyY+s8lTDCJlnPBdmbuEu/mTqljyed+Sx3ZvM19X+4ue7zaKkMH/E9zBOcx2XchZn0srNzAf399QCMc1tU2QEqUnUUDhWjDB1mS8bH7guSQWWELqOHqLeHuL8NW7FBChyp4NgqAwN1WJZB85TnKVJyluzV3MJX5S8YqQ6htAzyN2cey+1ZfEhd95by5xF7IQ85J/NF9WFuNS86RFyloWA2hnAqvIiUhbZjFNuvY00MUiCGuYLbqWc3PxPXsD04Jdc4EmDOK8EayeTmWKsCkbRQW+MojkQvcdCqIYuLLAZSjHmhyyRf4sfMZB3LrTNxrylAz7hZlplFhzpAv4xQ7hTQbFehHLQYs+aonJqdwnMRybati2me8vwbnqWKMWt2F5NYwzxOYCXjj9Ab9P87mzZt8kyfPj15pGMLFy6MP/vss/6Ghoasqqry1Vdf9QOsXLnSf8UVV7Q/+OCDwd27d7s3bty4TUrJ6aef3vDkk0/66+vrs52dne4//elPLXPmzGmbPn160x/+8Iei1atXb7/vvvvCP/jBDyqWLFmyB2Dbtm2eNWvWbIvFYuqsWbOaL7roosjatWs9Rwp32bJl8fcqX96XAqvKDFdzCxJ4jjP4NL/afywaLaatdRaRSDkuV5z6+tcZGS3HtlwMDNQxMFBHxbid1NRs2t/Vuo9qcm9XamU8O2nCIIWPBIWMUMQANU47+uZCUjLIXKUMr+Njvb6Dk8xGpJT0pdvZEVlFb6oVVWhU+aeSUhuIiWokWaz0KoQIonkWI0SuMtJ9y8jGH+L53vs5c9yncKk5hysNlRRZptm19ClR2tR+TNOHafpwuaJoukXLnnl07W2iumYTweAgbnccVX13rFrTdLFr54kMDdUQDPZRXNJJa8tsHEcHCQutSdQ4Jbym7WS2VY8hNdoTW1k3tJysk6IhMIcBpZGIUgbaFDRXBJF5hZbYRlpjm5gQnElzeAEe1UeSDOekFvBnz4ts3XIqs2Y/gablLEgBlNJHH6Wcz4Ms5QlWyxN4mZPZwvTcijpSIg0Vp8yN2pfGxCBMjJ9YF7NY2chUpe1N0/uYfSLftD7HicpWasQAMelhWAbYJMfzV2ceNgoXKi9Rr/TyS+vDRDjUghyggAAJhmWA87M3cav+X3zP/DTNoo0Xg7Owwh7mDr2I4nYQCZXd7QsZHKxBUWzqfFnmDp1MMBUgJtKMiDi96l5MYaNLFa/jwo1OVlhYwsYBDKlSmaliZnoK2WGLbepeNmudpERufFHT0oyMVLJt62Kaml8YE9liPi7u5Rfur5IK+QlFRvmueQULlK14xbFfINLpFPMd80pmiV3sccrpIbdGuwTscV6sxhCoAm1PFMdQsCaGQMCpLOcy7kbFIkqIb/Jv3COv5Bn30tw615EsGCpKVwItbWMWulDqDM4TD3IeD6NxoHxbMufCJXAwyPI/5qVUr7FRsm6WmtPZqrUxPV1LgVpwxDS40KlwCjjJbOLlEcH27Ytoanpx/9j/PgwsJrKTBnbmX/z0FvnUpz5Vs2rVKr+u6/LHP/5xx09/+tOy+vr67Jlnnhl5/vnng7FYTNm7d69rxowZmTvuuKNkxYoVwebm5maAZDKpbN++3V1fX5+trKzM7FsbeNKkSanTTjstqigKs2fPTn7/+9/fPxVk2bJlo36/X/r9fmvBggXRF1980ffiiy/6jxRuXmCPgZSS01I/o4Y2fsPnuZzfIADHUdix/SQGB+vQ9TR1dWtJJIO0tMzh4PEqjzdKd9dk+nobqKrawrjK7fsr732Mp5XxtB6yLxEPs631VOKxYppqtjFh5xfYqfQwzaplNNvPawN/YTTbj0v1MjG0kBEq6RPjAImd2QCYaO75CKGDlFR3PEM8UMVweDK672yS8Yd4se9BllRcgipyt8WDQYosi80mRkSciJJrIGYyQTIZ8HhGQQh271qwP566nsLtieFxx3G7YwSCg4RCfUfs/nrzvIZkMkxktIyOzqlYpoua2vXEokW07DnQQzXdrqXJrmKT2s4EuwLDEazo/x96U20UGOVMDZzMlowblDLM5HMo2gQQFrgWorsWYqdfZVd0LXuTe1hW+Rm8ioskGU5Pz+Gvci07ti+iecpzh4wrltFPF5UMUspsVnMyLxAhxKvyJF7iZFqsBqyGIEpfOrfMIgH8JLks+y1+ot/BEvXo/hrP2TO5xvwCs8UuJrGXu+2z9h/zkqaWXsaJIV6TjTxgnXLUcGL4MMhSQJwrzBtQcLhGe4Cv1V4Pps0nQ/eyJ91IeI2HEbWCuuJeZvZ/iOLBCtqVAbZpfTRYZVQ6hWhHep+RPPxfSYQkKSXXMJtiV7Nd7Waj1k7SypWN4eEqtm8/mcbGFRQpg8zhdRRp44zzEotkieHjp9aFfFP/76Omy5IK15hfxEFwvvYK/2p+GgDHq2I1h3GK3IiRDHpPiuyEALhUSmQfn+PnTGUT22hmNSdyAX9igFKu4FfU0cJd/BNWyADTQY7zktUUJsutfI6fM45uVrKQKGE0bETuPUtjDlUOHdl6GtYmIOPlTLuJLWoHSscu/pZ6CpfiJWSUEDKKCRslue96MZpi4MVF3di0udWDsHOHxaTJrxxxDDsvrkdn2rRpqUceeWR/S+aee+7p6Onp0ebOndt0yimnJD/72c96V6xYkVm6dGl0cHBQ+8lPflI8derUJOTq9Kuvvrrn61//+iFe0Dt27DAOfgWdoii43W4JoKoqtn2gO0IcdsOEEEcN973k3XnlyLtId/cfmWI+zaNcwHk8iItcC72rq5HBwTqqqjZTXNxKe/sMBvobODiJluUmFi1F11N4vBHa22ey6rWL2LN7HqlU4IjXSyaDbNt2MmvXnkssWkzd+DWMb70YC4e4kiYoPWwZeZmEFaUpvASvdxkdYh4xUYGd2YKdeQ3VmHSIuDbseZCJLQ8xdcuvcWUjKFoFmncpQ5kuVg08wcHj4h4MJHC6OR1NHlrJplJhUskgfv8AJSWtlJa1EAr1I4QkEimjo2M6WzZ/iJWvfJxNG09nb2cziUSYow27O45CNFpMZ2czWzYv4dWVH2PtmnPZs2c+upahYeLr9HRPZmTkwHjxBLuM+VYDe5Q+Chw/RY6f1weeoC/VzvSCxbhVPxtSFugTMFMvo7qmoxo1qHo9QgkgZRLFmITuO4eUFWHV4NMAeHFRKP3MtuoZHq5ioH/8G+JbSRczWIfAZjNT2UsNS3iaf+ebzFJXI/06zrgD00ZSGARFkivNr/NT6wKcI7wn7TWnkc+bVzNJ7OVEZRt3O2cdcjyJmz1U8aKcwV5ZeuSMPIgsBn2EmSQ6+ar6AD/WP4pT6qZ6uIUSdZBYexUB3whLRDWn7/0kLjPMS9o2PNLgRHMixTL4BnE1nQxH8p0QCEJ4KXfCJMkwoERptiv5eGYhJ5qTcLI+dD3F0GANO3echJQCDYsJ7MIq8+QW4CfBb+xl7HCqjpqmn9vnsVpO5nrtT/yn+TEA7DI32YVlOEEDbXsELEm2OYwwYKl8nP/gGiawmz9wOSY6n+K3+ElQQQ89lLOE5XybGwnLEdAVvGqKK+UvuJHvomPyG/nPBLokUzrbmNq3i1nDm5kXX8OJ2ZXMS61h8pqcuJ4uG9iu9lA5aNOXaqXWN4USdxWmk6EltoHXB//KM9338HDH7exN5DyA3eg0W9VMscfR3z+B7u7GN72vb4aUuV4f53jfFfk+5dxzz41lMhlx8803l+zbF4/HFQC32y0rKirMxx57rOC0006Ln3zyybE77rijfNGiRTGAZcuWRe+5557iSCSiALS2tupdXV3HZfw9+eST4WQyKXp7e9VXX301sGjRosQ7Ee7/lvedBRsITKVDnUqd3UIZOa9s03TR2TGNgoIuRkcriMeLjhnGvq5WtzuKy5Wkp2ci3d2NFBTupXLcdsIFPaTTATrap9HfPx5Fsamq2gwIZMuHGGeW87q6hxlWLba06E214nM30cJ0UCV2ZgsQQzVmIhTfIdeua3+Cmr3P0lcyh5LBDTTuvI+NU/8FRa9Fcy+iI/ESQb2YKQUL95+jIghLLyebjTynbzmsKS2Ix0uIx0sOuY6qZvF6RzCMNKpqk0wFaG2dQ2vrHAwjiccTxbY1bFvHsgxsW8dxDhQHjydKUVEnLncSy9SJxwvYtfMEDr54mRPiFLOZXjGChcUEWcaO6Cr2JncyteAUdkXXYOrT0dwzsNJr8FsFzF33I0zdx2iogdFwA6OhBrKuCqS0UF3z2JtYRXtsPLWBKfsrvha1j5aWORQWdR7RsctLmqlsBmCEEDE0Lue3rDPn5qzYnhRCgo1GpyyhQXRxq/VR1jsN/ET/L0IiNya/yRnPZ7PXUSkGOVddyc3WJccsR28dhZ2ymr12CZHaMpBwYeABhp1CEn2lnGxNotqqZoPahiY1FlqNKEewl4YzvWyPvEpnYgdu1UeFZwKV3gbKPLVoyqFLK+7zSk+SIaIkmWpXU+UU8qzcTMzVz8DAeIRwaJi8kiXiaXa5GpEFBrGR3PSmb5j/xM36L9HHvMh1YaNjsUtW8hPrIs5WVvKgtYgEHqQuMJvDiLiJ3psi2xDIrSEtbb7OD5nBOjYyg83M5EL+hIc0oyPljI6WU1W9mQqtl2EKqaWd7/N1/iLP42weIUSEv3I2iukwb0s7I9GGg2ZzH4ohVZaIGloYYVasiqeH76bMXUvKitOfaQfAowYIaAXoqpuoOcQr/Y+woPRcqn2NqAjmm5PpU0Zpb5tBSUkbhvHmrwPch+MoxGNFRKIlRCOlRKOlWFbON0DTMmhaZmxZ1AyanmFiw5Hnm79jeAqtd3yazjFQFIXHHntszxe/+MXq2267rbywsNDyer329773vb0ACxYsiK1YsSLo9/vlGWecEb/qqqv0JUuWxAEuvPDC6JYtW9zz5s1rBPB6vc4f/vCHVk3T3rJHYlNTU3LhwoWTR0ZGtOuuu66nrq7OrKurM48UbmVl5XvmHfq+9CJeveZjRA5yaNu9ex493ZOY0LCGPbuP/w0Vup7E54uQSBT8P/beO8qO8zzz/H0Vbuyccw7oRiYyQJAASDFToiiJIiUtFT2yZcthZo9n1p61NHP2zK7HXnlsybJJWbZISQxiDpBEMQAgkQECaITO3eicbve9t/vmSt/+cRsNNBsEQIrmMb18zsE5OH2rvvqq7q1663vf530eTNODxxMhmfSjKA4lJd2oqs3YWDPScvMZIy3QPUmYJlnGeLyfNyefwpVxD44d5d0CK0Dl8Bs09j3DePEGnt7Yx61vz9I0ZtO+7EEmSjbh2FGsxB6k2c+dlf8Bv5a1sG8KEzc6x7U+TmkD7/kcwcHnC+PxxJBSxbI1NNVEVc0001R1UISNppsYKZ1otIBYLA8pL5/kEFLwGWMTCgo96jjrrDoCyRH2jD9Gqa8e0zYIUoDu24GVOosqvWw88ySeVIhIRiVZkQE0O13ni3uLCGc30F+5i4i9F+HMcHv5V8nQc7CxmRFRXnQfp6Kindq6a1c3+i/8NcOiFq09jDa8mNhWySTj5FMmZvgH/X/hxuQ+4y/wYPBNfTffMR/kvSQFpQCnxItd5kPMGmkJx3dwz6SukLqxGP90kIeLvsnbge2YHbV82lzLGWWKtWYNPhY/eNO1/QE6w0eYTA6iCRc1GcuJWmGmk6NY0kARKsWeasp8DVT4m/GoS4VTYiRRUHChcUzrpcvbhWn6qG84Ql7ZEN/gp6gjifS1wlripnQpypjmHvUAP7Q/BYDZko1d6cfVEcZovVjvvEc+xed4gl/wACs5taB2NDbWNH+fKng8cyxr2U9m5sy8NIyXXEIMUsNr3MZt8V8xdnYtRjKT7eYyshUNxxFYgCklCWGQxKTAYzJh2qxLNfHG2GNErBAt2Zs5Hdq7ZP5CLUIoBbidEZJ2hM2Fd1OV0UIKk4QweMZ9iMLifpqbD171ew9MVTM21kwkUrCg4ObxzJGVPYWuG1iWC+ko2LaGZetYpgvT8lBTE+YLD/zoKqNfHh8LTfzbw787FvEFxONZTIw3UVzSx8hwy/sawzR9hMM+wCYraxKJQm7uKLqeYmxsWfpNVMIGq45s6WO/1sk2qxmAsXgfoOFRfCSVfBQ1+7LHKB07QGPfM0wVrOZgwwRvrZjjWIPkob/30tj7FMHcZgx3DppnE4bZz+nQm2wpvNhT6EYnTor1Vj1RkaRXnbjscd4dCvF4HvH4PFNZOEh5qRLQe0OrXUGO9C9ci6Qd49DUC/i0bLJdhXTH59D9O7CNHoTw0DJwmMzYKGeXfZ5l3c/gKB6C2dWYbj+6maAwcJKC6VO8uek/YkSf4cDUi3yi7EuoQiVH+qm3i+kfdSgu6cHnm7vq/Cw07uJF/sH8NlZ9JupoHOFcfJkcppgcIsSkh3uN/0YmcRQk39af58/NrwECx6dhrs5FRCzUQAJlOrVE91jqStpwotKfNkJI2lDgwSn1obWHUWcukoXsSh+oCru019MEnf5iGqwy+pRptphNi1atUkqGY510zh4hZEziUf0sz7melJNgMBHBchJoKBR5qtAUF7NGgPGZftrDB9lRcj9ZrsVZHD8eHBxmRZzNVhPlsXze9B1lcGANpaXdlDPMSFEFanv62tUyyla1k7QVgkybOgBIKFem+Uvz8wA4mTp2pR91OIZRe7HM0ig7uZdfcIitrOUYjfQipaC/b306W5Q7iq4nCYXKaDt1G9U1J6moaMctkhxnIxYqnw6+QGfHDWiOmztT6+h2nacstQwFhZQwSUkLl9DwYiPiChtlAWfD+wka46zLv4VTwTcW5iOUXFTXMhRXM4qavgesVB+e1B4OBV5CIqnOaEVIQaNdSvekoLS0m6ysd49Zs7NFdHZej9cboaSkB5fLIJVyEY0VEJiqA0dFvoMwJYSDpqWQzvtz0vkYHy185APswPm1KIqN2xUn9Y5ewPcOlbm5YkASndfGBfBInRvMVqqcAnqVcZrsUgTpIvpovBdFryZlDqF4Lu8zXzT1Nsu6H2cmt4XpTMGLG8eonYChQsFzW1Lc/6ZYSBULtRDVvYah6Nu0ZG8ix3Ux9evDTYwUN5gtxEkxpr5bwuzqeLeV6bXAI3Wus2oZVYI0WiVIKTk89RIpJ8m6gls4HjyJK/Pz2OYQUqaoCEUpGz9Id+1W/vLOZ/DdLFnTH2dtXw+rBiS+FJiqG90yaBw8TFflTsLxVzgb2s+qvLQE5WaziUF1kr7eTaxY+epV1YskkvUcQdd+F1O4sav8aAOLyYNpGT6LajFFSGby5/pj/B/m1+fFCMFqyUb6NaRHwyn3pd18gimUqSRKxExbJJamBfqV6STqQBQrz4V09HTLyfoC7PE4eucsmA5WVQbqTII7c39JT7IVK+Wl2S5jRJ1eElyPTO9mMHqODC2XVXk7mEsF6AgfQriWoWfchQpImSJkjuBYQzh2mGxXEXFrljcmHmNnyQNkuwoWna+CQq7MICxilDo57IptZrf7BEnLx1b9LX7h/hJOngs1aHCecs5fRjgFAPvCNU6vXjHT7j14048Tn4zx+/wvghQQoJgtHMSydDo7thMKlVNa1kl+aBlFkys4pnVjZ0wxcH4d4VAZTc0HWO8+ythoM+f6dpGlKtye2EKHNsxqown/vLexV7ouTmIeM6kx2sMHqfK30B9pw0ZFda9JB1atCKRD9mwvJZO/BgRdTZ/HFjre5G84HHgZRzrUZC5ni9nMeW2M3p5NrL3ul0tYxQCG4aGzYzseT5SCgmGGh5dz4WU138lku9VAqZPLpAgzpE4zqASYUxJIqWCaXqT8V04Rf4x/E/jIkZwuxWy4iJmZKsrKOxgdfX+r18tDLATXUjuHT6c2Uu7kcUTrwSfdFMn0KjVsBEjYcyh6Hda7pNrzZ87S2vETZrPriHkLePm609gq7DwNmg0vbBYEMwQFM+comTyKEALVtQZwcSq4VN7Pj5sUFjebq8h1lqahPwyss+rQURlUAxSTw7nwfiaTaVJT28xedN/NIGNIe4JsM5fm7icIZTfw5KZ2BJK6CcmRZsH37lX5+h+pfPcLKrs3GMTcOlUjr+O3C1Bdy+mYPcRUYggAFYXrzHrC4RJmZiqvMkPQsfGQYjMH08GtNjNtR/YO2Gj0yzKqmeC/ml+ZN4cAp9CDU+BB64+k5RhnUqjTSaRPw2rNwdhUiF3qRRmLoXeFkW4Vc1k2ssgLvrTnp5hN4RR7SV1fjLkyF9wqy1NtZIoosyOV5ODG0eLU2BfJUlJKjk//msHoOVqyN5OlF3A6uJeB2DmkkoXm24VtjmAlz+FYIwg1H923E3fOgyS99+JozUjpsGf8McLG5ZWrcqQfGwf3fM+uEcnjE/wKHIksvXZdbqfUi8x1o/VFsKozL5wAX+Mh8pjhWT7HXbxAMumn7dRthMOl1NYdxz3dyobQTuqcYj5jbKVmbjke9xxzc4WcePtuOjq209e3kWKPzT2xGxlQp6i1S8iS7z43yzE4PPUyXjUDn5ZNyJjE5bsV3XcDmckEjb1PsxkUAYcAACAASURBVOXw/0nF8KskfEV4EwGWn/tnVK0M23sHXjWLo9O7OR85i0Cw3KwlFstjYrxhybGkTLf0WJaLyqpzC8E10/Gww1jOp42N5DsZdCtjuNHYZDVyn7GVz6Y2s9FsoNjJXsIA/xj/PvGRDbBSQn9/mrBjGu55xZulqLOLuSu1jhLnvSl2CSm4zqzjDvM6LOFwQO9ilVVNmcxb2GYsnha30LUqFHUpsSojMsSKsz8i6i8nlF3HSNZ+jjcpfPqgw5PbIeUS6Db84+0OpuajsfcpXKlZFC0bzbuRycT5hQBzKTzoSCS3GmvwyQ/CtfTakedk0GyX06mOstqsZjzeR3v4EDX+5QxF27H1VhStECt5BJe6ghXnfoyleTnaUsSZ2iifPOTQXiWQQOuAw7peiHjhsZ0q/9cDFrais6LjEVTPFoSSw8HAS6TsBC40Wu1K/Gj0963Htq9uEJ7CxQ5eT/vnuhTsmnfPcJyikeR8/VMqYC3LTssv+rW0oXm+G7vIm/bcDRuoozG0oShOsRezOSct4XcphEBmu9Nm9Ek7LbgQMflUwQsEnCLM8TyazSoGZYRcmZ6XlJITwdfoj55mWdZGJhMDjCV65gdU0f13grRwrD40z3JUvR6hZOJYk9hGL9IJoftvxlKr0z3i448TTF2+lOBGJ1f68Us30ZlKfCTJZQaryMNlyNVLIFWB2ZyNmDWw890L8oU3sIctHOAFPsPneJzoXB6nTt5ByvDR2HiYucENXD93PRGR4LQ2yJxIsNVaxk1zO8iQLjTNYDpQQ232LHeGb2VYmSbXySDHdnNg8nnennmVsXgflrO4ta4tuJeoFWJ57vV0zR5BKNkoeh01A79iWefPMTQ/gYK15ERGaeh7jrxwF/nBDlacfRhNycfx3o1HzebY9C9JmHOss+pxKzYDA2sxzcX32ODgKmbDpdTUnOB8/3V4pIvNZhOfNbZQ7RTSpg5wMnmSwPgRpsLtjFpjDCoBEhgstyu521hP+eRvm237GB8FfGQDbCBQQzRaQEXFOSYnGy+7TY1dxA5zOYUyi7uMdWwxm9CuITXql27uNK7jOruWXmWCISXAdnMZ3ndYcI8lelG1EoScRdEWtzUotklrxyNYup+p4nXkB17lX25RqJ2QDBYJYt70A8kWcLpeobckjmobLOt+DKRE0ZeDyOBkcM+SlgyBQEfFg86txhr0C+07EjKkh1q7iI1mA7cZa2i1Kj64t2UJm60mDCwMbDBTHA68TLZeiKroBK0omncLttmPqrfS0v0EvsQU3fV3snv1EUqDkvE8SLgFCY+gvUbhaLNgpBCKQpL+UoWucovsyCClgU403y2k7DjHpn+FlBIHyQ2pFaRSGYwMr7jqdHVMltFBoZwEy8Gqzkh74V4FdnUG0qehDUaXrugUATku7HI/Vm0WuC6xJpQ2y2Ub+TJwcXuXipOpI+YMyoIDLNO76Q2tRCCocwrwO/NBXUraQnvpnTtBY9Y6AskRgsbF4Kh5t6NoRVjJt9A8FxnmQqgoWjGqqwFFK8dxYuj+2zBFLgKFvRNPMJO8vDqcQJDl+AgHy7FRuE4cT8837+rpS6shE1wK+mg8vWoHSuQYX+bHdNBKFefJccK0t9+IqprU1Z1guGcbu+KbAclZbZiVVhV5845S+TKTTyduoCa6jHqvzc7JexhXQtjSoULmc3LmdUbj3ZyPnOatyad5buhv2Tv+JF2zx+iPtNEbOUlj1jo6woeQSFz6SoSU2NY4QqjUDbxM1ege3MZF60LNSZI728OqM/+IJjKRvk+jCJ2zof04SFamGrEsFwPnr1vYJxgsY3hoFUVFvUxN1VGXrOG+1FZa7XJ6lXFOaQPooSmGxvcSSA7RFtzL/uGf0jH0ItPBM0ykRhgSATK19+bg9TE+mvhIBljbFgycX4vfHyQUKrlsPbHKLmCXuZyAmKVDHWFazLHcruReY9PlV7MSipwstpstfDa1hXyZwQGtkxzpZ6VdvSBfeAEJK0owNY7Q6jCsMYSy2Imn7vyLZMQn6K+9k7r+F/nZLoWoBz5xEg4vuziWrQk8KcnDt6vYQqFg5izFk8dQVD+aZwthY4LR+FLHDmW+TpgrM7jNWMstxiq+mNrO/alt3GSuZLldSZb0stVq5jbzg1np1jiFlDm5tGkDrLArOR3ahyNtGrKuoy9yCt27C5BIa4TKqR6KA29zvvp2OvNfYCJPcPcRyf4VS78rKQRTuQJvUvKDu8HQvDT2PY1OHpp3K6PxHqZTo7jQKJW5FMkMhoeXk0hceRWgIJHAjewBTQFVpOuqV9hHelSsukyUyUSauHQNVjU+GeUO+QJ/w7f4M/47f823uU/+HI+86IQjs1zcVLUPU2o4/blUyVwCaohapxiAs+H9dM0epS5zNeHUFDPGxaCo6LVonuuwkqfw0cC2Q99l66E/57qT36Ol41FqBnZTMnGE7HAvqtRBpnBl3IMhNRShsnfiSQLJkcvOPVN6iRoeHBRu5tfgSJzSpZZzl8Lxa9hVGaijccz5rIAmTf6Av8FC4wQbWc9xAoEaTMNHeXknfV2b2ZVci1+6OaL3stlsXLincqUfAUREguutZewM3UJQxJgWczTJMoZjnZyPnqE5eyNZWj7FnmpKffXE7Qingm9wbPrXZOn5WI5J1AoDGop7JYXTbaR8VWRFht6VyqfZBllzA6xu+3t06ULoLQzHOrCctFiHS0gmJhqIRPJIJv10dV6Pzx9CUW18c3Vcby1jRolwWO+l1M5FnxrizMweSr31VPuXk6UXUOZrQFNctIcPs3/scdoGn0LGPib8/v8BH0mS0/nzeaRSGVRWHaG3ZymxqNzO4yZzJTMiypgSYq2dFimIkkSRCnca13FOHeG41ouKQoNdSrNdRp7MwMSmX5kkpMbYYDbgepdLNJ5Ii30rej2OtVj1KSfUTeXIHkZLt1E1/DpnqyV7V6ncfdjhqevFkod20gWjBYJ9K01uPOeldvBXTBZvQHE1IVJvczK4jzJfA4pYnBbVUUlhkicziJFkRJkhqiRREGTYXopkFmERo8TJ4d7UZvbrnQyo789RRpUKm6xGgiJKoZ1FyooxHOukIes6Tgf3oOgNqK60mESmU0tj718xndeKtLp5cVOKdT2SV9cI5BUCVsINCY/C0cYE2zoEDQMv0Vl3BySP0TF7jEJPBQ6SnalVPOXdT1/vJsrKOjEML4bpwTC8mIYX03RTWXmW3LxxDNxsYy/PyPuQpsQu9SEVgX46uKSNBsBsygIh0MIGRvHlGeEXUCLHuJXd3MBePCTpoJU3uJU1HOdTPMsOXucp+QB72YULk+3so91YjZPwssysYkwJUYOb9vAh2sMHqclYQcycJZC6xB1J+NF9t+LYARAKzf2vo1sxpvNX4k6FyQ11UjI5l2b6AhF/OcfW/iekCnrmZ0jN/RyPqrN/8hlur/idJS08WdKLIQWK7VClDuMiiVHkRRNhLueLcIH8hS1Rkja2L31/fJpfUEs//8Tv8iD/jJRp8Revd5bp6XK2m62Uylz2a51sMhtQpYKDvfCb1tHmV7NRoiLJmBJio9VA3Jrj2PSvyXWVEDNnCZmTMJ8dFgiyXYVkarlkuvLpCB9K/1b1ZqTqJSN0gsLZq2u7a45BRmyE1af/nmOrv4FtnGYo2k5D1lqWG/W0ubvp7dmMEBIpBWWlPQz2bOZecwUxkWJShNmUquPI9MsMx7qoy1xN0orRGzkBwJyZDqZ+NZtMVz6OtIhEZq46r98G1z9x/erZ1OwH9nzPdmdb++/ff0W7uv/8n/9zyTPPPJOvKIpUFIUf/vCHgw899FDBn/7pn06uW7fu2puK/x3hIxdgY7EYvT0F5OWNzBMQFj+wS+0cPmGuIixiDKnTrLPqFj7LwIODZEZEWGFXUmsX4UZDQyUg5jiq9ZLhuKlzSmh2yrgSxuJ9aEomipKJVC+yNVUrQUvnT0l4C7AVHdWc5KHbVUqDkpgbQpmX02AT+JKSJ25UueFsAl8igT82RiyjHNW7lXjsZfojZ2jIWrNk1wvtOzYO9U4xivOOFaIEA5OUMLnZXEm3PcYhvRtTvDfpxJV2FZnSy369g23mMtpm0wQst+rDlOD27cKxAyhqAZUjRwCYzann5RW7cYRgxaDgkZuvshoUAm9K8sjNKht6NcpH32Kk7AZmXSsYj58gbs3h07Lw4abOKqE3pBAKXfyeVNXA5UpiGB6GhlaRmzeOmxRFBGimg05XWlTeKfZiritAPzGzqO3GyXXhlPpQ+yMYtemVmSpNcgmRM/8vlyA5hKjlPKs5iYnGYbYxTDVbeYv7+DkAAQpJ4uUb/CO38Es6acVHnLnRcjxCUIAPw7YYiJ7jTOhNqvwtpOwEk8mBSy8Iuv92EDpW8hQl8WKKpk/RX307laP70Kw4luYjklGBqWcAgrxQB609T3Cu+YsIJQs945Mko88ggJMzr7Ol6O5Flzx7njiUTGbg98/RJLo4q6/ByXejTi/VI3aKvTj5HrSuWcyGNLGpTI5wFy+ynxu4hV/iwmB2rohYNJ+a2hPk9NxLo1PKSfU8K+xKPLhoC+2hP3KaLUWfosRbszB+rswgR/qpdApwpMORwG4c6VCbuYoTM79ZNBeJZNYIMGsE4BKZebdrNd7oKOGsamrGFxsXJHV4bY3gRIPgvjcdlo2m/645JhnRMfIj00wpJXSGj1CdtSqdqXHOL4jXNDQepr93HTeYLfilm/16JxuSNeydfILp1Cgrc7czGusl7Ojo/jtwrAkccwDpBInZs8QS6RS1L3uxMMwHjQ8yuF7LeK+99pr/lVdeyTlz5ky71+uV4+PjWiqVEk8++eTgBzmPjxo+ciniw4cPY1kKubnjSxSbip1sbjFXExFJ+tQprrOWyuspCApkFlGSxEWKbmWco1ovEskGq55WpxIPl/eDvQDbsZhIDKDodTjWMIp2sZ2hsfdpPKkQg9W3Ujm6jydvUAjkCD51WLJnzbsHmLhHMOcXvLwxvRYpDqQFFRStFqGVcyb0FpZjXHZfH27yZeYSu7wLcKGTLX0EidDglHKvsYki58qrs0XjSzerrRoGlClarAosx6A/0kaFv4n+SBuadysIP3bqFJpSTcnEYQIFq4nKPRxYrnDHccmzW69+HEjXZ2czBK+tTuEoOi1dj6G60vXWnrkTC9vdYK6g2G1SUtJFYWEfefmD+P1hpBQ4jsrcXBHJZJplbaGyk9fTO3o1SNo4OS6MjQVIV/qaSQFmSw4iaaXZxi6VSjnAP/B1/pbf47/xZ/wJf8VX+DF38zxljPAC97KbT7KSNr7Ao9Rcol9dSIBKhhiiCj8xbuHXjDtlMJJJk1XBeTFNtSykP9KWdlGSF7MiF6C616PqVViJ/bj1TTT3PEXMV4w3EUC34ghAt+JkRYfJD3WQH2rH0jyUTB6lfOIwSAtVr0Lz7UIRGkOxdsbji51gLgTYWDQXE40b2DOfJr640pVuBavSj7E+H3NVLiJiYme7QFVASr7Cj0jhZpJSqkiT8kZHl6FpKXICq1lv1dOrjFPsZJMj/UwmBumcPYotbd6c+AV9c6cWzelC6rhr9hhTySFW5t7AmeDea/r9CLUUx1VCycR+ikMXCYJxNzy7VfD731J59GaVvlLBd7+k8sImseAgrUqLguk2FO864vYcc8lJ3Og0WuXorjhV1acYG11GvVVJg1PCKXWAlng+e8Z/TjA1wbr8WzgfOUOYXFwZn0ZTa9B9O3BnfwV31tfRfDeh6PVwlefLRxGjo6N6Xl6e5fV6JUBpaalVU1Njbty4sfnNN9/0AXzxi1+sWrFiRUtDQ8PyP/mTPykDePrpp7Nuv/32hVXQyy+/nLlz584GgIceeiivqamptbGxcfnv/d7vLTxkfT7f2m9/+9vlzc3NratXr142PDysAZw7d869evXqZU1NTa1/+Id/WObz+dYCzM7OKlu2bGlqbW1taWpqav3Zz372oXnUfuQC7A033EBZmcPQ0GKSS67j51ZjDXFh0KWOssGqW1I3vRQZeCiQmTQ7ZWy0GiiS2Vfc/lJMJgexpYnU67DtacS8XVrBdBtlE4cZqryJ2vO7OV8i+eV6wU0nHV7YdOX0KIA3JXlmm0JK1yiaOpkmOyk6mmcLhhOnc/bYNc3v3ZBHJkkMFCm407iOcjvvqvu4pMZOYzkCmFRnyZeZ9EdOY0qDfE8FCelBda/BTp1BdW+gdOptdDvBbE41P9uZIH9OknBBxHftghbelOSZ61VMxSJ7rp/sWLoVqi/ShuWYqCg4OKyLbGJqfBmBQD3Bmer5oJq50GI1OVkPgESwnsO4L9REPSpYDtKvY2wqxPGq2BV+ZKaO1h/BqUgH5nt4BoHDs3yOX3E3r3MzB7ieM6wihp/beYl7eJYcLu8zDFDFELkE6WQZpwNbAYVmq4KYMHBsk+nkCKXeeobiHYv2E2oRmncbttGN6mqidngP3lSQocqbKJlarICW1KGzHF65TtBXnMDQM2jq+QVZsUmkE0dzr0bqrejCzfGZVxa9qGXJdL01ESlGwWElpwGJXejBqs0gtamQ1I5SrNYcpEdFHYyiTyaQxWnOwRb2s5yzPM9nuJPn0/NJ+pmZrqS4qJ/l0zuYFLPYOJTJPEwnxdHpX5Kh5VDtX45Py+b4zCucegeZL5ia4GzoTcp9jQxHOzDl5V8u3wm3vhrVSmDKGEXTp5nzwhM3KHzrWypP3KhSNy756quSkhkoC8LPd6n8z88pRObLzkVTb6NodQhcdMwexsBilV2NlfIxMrwCLVrKVrOZCREix/ZxbPJFknac9YW3cib0Fgm1EZf/NrLDvWw/+OdsOvJdcqf2IZ0wqqsFV8ancOd8i9hsyTWdz0cF99xzz9zY2JirpqZmxZe+9KWq3bt3LyFIfO973xs9e/ZsR2dn57kDBw5kHjlyxPupT31q7tSpU/65uTkF4PHHH8/93Oc+FxwYGNC/+93vlu/du7e7vb393MmTJ/0//elPcwASiYSyZcuWaFdXV/uWLVui3//+9wsB/uAP/qDyW9/61lR3d3d7RUXFAs3c5/M5u3fv7m1vb+/Yt29f95/92Z9VOM6HY/H5kQuwuq6jqjWY5kUihkfq3GKuxsLmnDbMJqvxmoKlQCwYgr8XjMV7UYSOolXChRqSEWFZ12NEMspxGXO4jBA/ulUlKw4ZScF4/tXnk3ALHAWONNv4ElP4Y+n6kaJVoOj1dM4eJWq+f3EJSK92vbhJYnCLuZoK+911m7McL5801lMkszms9bDKrMaRDt1zxylwlzMYaZ/veU0ASRQlm/LRfUT9pZwtPMBgseCeQw6vrX1valEJtyDqFbywWWJqXlq6forqWoPpJBmMtQPp767MyeUrqR3cm9rEDqOVVVYV5XYeXulCUSymJmuREnQsPKTYyOGLB3HN29rpCsamQqzGLJRgCrPEB4qgWI6xkcPs5WZu42Vu5yVu4jW2sZ81nKKGAVwsbhWREgKBKoLBMpxLUvUKkmbZSf6QSaFwg2JRbucxnuhHItHVpazd9KrdxrFnyEwJqoZfY7x4I1XDr9NXCs9uEXzvHoU/+qbKl/+Tyl88qPHjW1X+n/tU4noUW3Wx4tyP0GyQTgzdtwMTjbg1x9nw/oXjaKj4pRsjlo+KQxZzFIkp0BWsprTFnNY3h943B4aDXZOB0ZCuU3tljC/yE/qpo5l2PKRTymNjaZWzwmQZXlwMqFM0O+kFyKngHhJWhJacLfRHTxGzwvi1HLpmj3Jg6jksx0j3tAZewq36yHIVLiJ8XRHCB54mSicOYXsqONJk8/vfUnluq2DFoOQrr0mCmYJ/+YTgfJlgpEBQHJScrhH86ddUusvBbUbJC/ei6Y2Mx/uQtkGW9FLtFIKts9NcgYNkQAuQDJ8nYgZZnXsjb0+/iuPejO7bTsHUcVo7/oXB6luwNR9r23/BtuP/ROHUSWxjAMc8j21/5KpzV0R2drZz9uzZ9h/84AeDhYWF1pe//OX6v/u7v1v0cHnkkUfyWltbW1pbW1t7eno8bW1tHl3X2bFjx9wTTzyRbZomb7zxRvYDDzwQ3r9/v3/z5s2RsrIyS9d1Pv/5zwf37duXAaDrurz//vtnAdatWxcbHBx0AZw8eTLja1/7WhDgG9/4xkKR23Ec8cd//McVTU1NrTt37myamppyjYyMfChfwEcuwL4TihTcZKzEK10c0/sWsRP/NSClZCzeh8dVDdJAUYtASpZ1PYZqJRktv5GSyaO8vlrQVya496Dk5csLPF0WQsIzWxeniYVQ0DxbcRDsn3zuXVPF1woFgW8+yH7CXHXZIFvi5PBJYwMe6WK/3sk6qw4vLkZiXcStOSozmpmjAEUrwUoeQXWvI3uun8zYKMOla3hp4wytgw4HWhQc5b1/H56UZPdGBVNJkBGfxONkIJQ8embfRkqJisKMiNCvTpEQKUqcXDZajdxuruWLqe0Umvkkk1lEI+lzS+HiRt5YfBBNSbfdQNq7dCIB8y0qd/MCNipJPPhIcDUYhptzZ3fR2XEj587exJHDn6Wrcysz0xXYtsrcXCGJRBYtqXr6maFU5jIW78Wt+Agmx5eMp7rqcMxBNNdKmrufwFY9JLwFzHom+fMHVZ7YodJfKqgMSO46Krn3oGTrOYeUDj++VUW1krhTYZZ3PoIQXkCi+29GV9x0zR5f1B+b5XhJpi6KlmzkEERNtPNzIMCqy8Ssz0LmuhcR9D7LE2Qzy14+wTrSq2rb1picaCC/YJiiqc0kMCiw05ra4/E++iNtNGat51z4wMI4MSuMT81iNN7LG+OPcWz6FSJmkBW52+mcJy5dC1TXChAa/tlzVIwf5uVNCvkRePANGC4Q/ORmwXDR4t/iZJ7AbYIj4DtfVHlpo6Bwug3h3YhE0hs5hYnFKquadVYdhTKLY1ovLfF82sMHKfc10hs5jeK7Fc2zltLRN2jufpKBunuoPb+brMggcU8BUlFZ1fEo69tfIMvwUlD13jXT/61D0zTuuuuuyN/8zd+M/dVf/dXQ888/vyBM3dnZ6frBD35QvG/fvu7u7u72Xbt2zSaTSQXggQceCD799NN5L730UtbKlSvjubm5V1xeapomFeWCBamGZVlXfMA89NBDeTMzM9qZM2c6Ojs72/Pz881EIvGhxL6PdoCVsM1qplTmcljrYZPZ+K51yA8KYWOKhB3B0WoX6q9FU29TOHOagZrbqet/MS2csEOhZcjhSBPY6rUHGEsTTOQrRD0ahfNpYgChFqD572DWDHBs+teXtSt7LxDvCLKVlwTZRruE2421JIXBcb2PbWZz2jZPSrpmj+HXcpiMD6G6V+FYUyh6A0KolI++iaV6aKvsJuYVbO4SdFa9v5edpFuQdMGzWxUcoVEydQLVs45ZM7DQcpIvM2mwSyh38nGhMcUsg0qAiEiwwWoAHCYn00o8OiYttFMg38GiVgXoCupYDKMuTdrJlTNsZy9vciM38cpV5zo7W8TJE3cRDpdQU/M2eXlDZGbOEAxW0N6+k8OHPkd31zZUIal1ipACpHQYT/RT6qtlKrlYTESoBQglC+lMUjZ1hpzZPgaqb6N66FUOtqRFgR981cafgJP1gpc2KTy7VXBwuYJqw5FlghMNYCsuCmbOUj30GkiJqtdjiUI0oXFs+lc4Mv0cy5I+4kb6xcJAZyVtkKFj1WYhs1yXbVWqlue5hV+zh5u5i+cWXmknJ+uwLDd5/jnKrRL61AmqZQGGnVxopzGdJHFrsZ503J7DrXiYM4MMxdppylpP+3xP67VB4HKtIi/YTii3FWFP0lcC63okj+ziihmkmFcQ8kNpCH56k4ptnkBVslCVXPrn2lClQpHMZrVdQ5cyyjKrnLaZPYAg111J3LUd1dVE1cDzNPTvpq/hMzR1P44i00RCX3IabyJAJKOCjOgIG4//32S2/eZd5/NRRFtbm/vMmTMLqZiTJ096KyoqFlYCoVBI9Xq9Tl5enj08PKzt3bt3gQRyxx13RM6dO+f70Y9+VHDfffcFAbZv3x47cuRI5vj4uGZZFk899VTejh07rmiUvmbNmuhPfvKTXIB//ud/Xqh/zc7OqgUFBabb7ZYvvfRS5tjY2IemzvORDrDL7Uqa7XLa1AGW21cnJ30QuKDeJLV6pBNECJ2CmbOkXNlkRoZxmVF+tlMh6YKtnWkxhfcKISUdVTb+S9LEQggUtRTNvZGhWAfdc+/PiWjRcS4EWWFws7mKKruA9WY9N5rLmVTCnFem2GY2L/iRTqdGCRrj1GWuYiIVQtGKccweFK0S3ZijKHCS8eINHK0fpH5Msu/qWhBXhMeAX68XpDSbmsFX5gO5i+65pbVoFxpFZFPtFJIpvZTIHFwoBAJVOI5Y6Im9ics82BSBXZGRrs0Cd/ASAocAJWTz7sYCUsLQ0ApOt30CRbFpaDzK6OhygsEqQqEyHEeQnT1BTs4Utq3RLAuYUcLU2oUEkiOYTopMPR9bLk41K3qa86GZgvq+55jNqiUv2IHqmBxqUWgagdfXKpwvFZjvkH80XAJfQvJPtylYShJDz6Du/IvkzA4gnRS6/yZsaRM2phZ+Q5nSg+EoWJaOjkkTnehXqHkK6fBVHiZKBjEyKWJq4XqMjS7DnzGDf2QrKgoJYaChcmLmNZJ2nKbsDZyPnrnsuCknAVJSlbGchBUjZr17bfudUPQGpJZF0cQBCkIDdFQKpCLwWEvb4i4/QDplLBzJ8cYEuaEuNH0VcXuOqcQgFjZhEcMUDsnYBOOJPpZlb6bHzEdopdT1/Iya4X30NN5Hc/cTHG+w+ZPfUXl1jcCeN0rIjI6g2AazWTUo1tWzIr8Nst3ZH6gl29XGm5ubUx988MHa+vr65U1NTa2dnZ3ev/zLv1zI7W/ZsiWxYsWKeH19/Yr77ruvbt26dQvBUtM0brrpptl9+/Zlf/7zn58FqK6uNr/zne+Mw8A2eAAAIABJREFU3njjjU0tLS3LV69eHfvSl750xR/E97///eHvf//7xU1NTa29vb2ejIwMG+Ab3/hGsK2tzd/U1NT6yCOP5NfW1n5oLUMf2UJAhZ3HJquRQSVAnpNBrvxwdHlH47349VJsxYecv3z+2BjRjHLyQh10lsPe1Qp3HnV4dsv7W71pFvxqnWBDt6Q48Db9Gen6lVA8qN5tYA/SFtxDrquYIm/Vb3U+AoFfeoiR5BZzNQBdyiiqVFjrLGZhd80exaV4iJmzKK4WpHRAuBBCUDZ+EEXaDBbDSCF8YY/ksR1Lz781ZZASMKjrWFd58CXdAsWRvLZWcPfRBL7kHBHXCkbjJ4mZs/j1KzOhK+xi+pkkFCojP3+UJF7u4EVOynV0i8trV/tlhF28yhG2XHH1ahgeurq2EQ6VkV8wiMcTpad7Mx7pQkOQwMBxXMzOk1mKpI+tqTUc0/rYYNVzMn4EBfWyNXVVr8OxJmkZaUezE0yUbKK5+wmGC2C4UPD5Nx2evOHdX9ziHkgAj+9Q+NqrUQzNz/KOn3Bw03cQaj7CtRLN6uRs6C0qfE1kKWnGcCKRSWZmEBcmjXTRzsrLjn8jb9BIN4/yVR7gpwt/D4XKSCSyqa19m6rOWwmKKJV2ASOxLgZjaW3lc6H9lx3zAmwshqLnrrjN5eByrcKTnCGhu6gZP8FvVgp0SzKRLXkvjlGqA6fqBJteb2Om6T4U4wA9kRPk+6oYFyGazCJemfkxWXoBAROEq5Kq889SOX6crqb7aep5krjb5OHbVQwdfnS7yu6Nki/sddjQLVGlRc7cefyuq+tp/za4Ws/qB43t27fHT5482fnOvx89erTrwv+feeaZgXfb/9FHHx169NFHF6VyvvnNbwa/+c1vBt+5bTweX+i9+upXvxr66le/GgKoqakxT5061akoCg8//HBuT0+PG9KM5lOnTi2Z24eBa1peCSFuE0J0CSF6hRD/5TKfVwkh9gghTgohTgsh7vjgp3oRfkNnl7mSsIgxJ+JUyoKr7/QBIGFFCBkT6HoN0omgqMUIx8YfnyTuLUQ4KX58q0peROKId+l5vQaYuuBcjYKh64vSxEC67uu/B13xcnDq+SWptguwpcVUYoikHbvs5++EHw9BEeWo2kuO46dBli76PGKGGI33UJuxisFYO6p7GY41iKI3IRyb8rH9hHIaOVF5Erchmc5iycqhKWXw5NgEz49OcGRgmKdHx/kfU9N8NTzHtngC72WYfboFj98IlqpRNn4QzZOWreuJnFiy7aWwsFllVSGEvZAm9pIggZc/4q/JkZcni93Cr/CQ5DyN5DszDA2upK93PT3dm+nsuJ72czdy5sxNnHj7LmbDxdTWHcdIeRkbXsEaq5YvpK7ni6ntfDm1g3tTG7nZWMlGs4G1ZhMWNj7HtVDHL/RWMpEYWDwB4UWopbjiPZRPnmSk/EZqBn4FwMEWBeFI4ldTMhQCTwpeWSfoLQXdiuExwlSO7kM6SXTvNkwn3Ud6fOYVsp35ABtP10odBGs4edmhM+Qc9/NTuljGGt5G5+LCZmx0GbqegFA1RTKb88oU2ZbO8enfkOMqImbOkrCvmOV7XxBKPriqKRt9C+kuQnUszlULGsYk7e+xRGGpcL4ECqZPoEgQSgnj8T4sK06LU0FH+BBxO0Jj1nrCah2u5BTVw2/S1XQ/jb1Po9kpHt2lEHfDl1+HyikHS4G//ozKX/xvKp3vYlD0MX57HDhwwNfS0tLa1NTU+vDDDxf97d/+7eXlyz5EXDXACiFU4O+B24FW4AEhROs7NvuvwC+klGuB+4EfftATvQAnbrJ2rBwbhw5tlBX2b7eCey9Ie79CSqvFMYdRtFK8iSkUaWFrXl5ZJxgsFnz6oMMr6357olV/kTWfJr5IghGKGyG8OK61WNJk/+Rz2E76IWc5JiOxbg5PvcQLg99nz8Tj7B5+iDPBNzHsq2dF8mQG6+16ilnaJtY9exwFFVXVkGpJukZojaCo2eTPnMWTCjFe1MKxxgRbOiQHWpee/9dn54gJwU+yMnktw09IUdmYTPEfQ2H+cTLAP04EFr9MkDZEsDSF4XybypG9CDwoWjn9kdNLBN8vhYZKgczCJXWCM+VYVrp84CeKjxh/yP+LKhdnvdwyya38klNcx428zsR4I4ODa5icrCcYLCcSKSCRyMSyXGRkztDQcIzhoRWos7V80ljPequeASVAuzrCoBogLgyypY/ldiWVTj4DyhS1ThERM0jUClHoqSBhRxbNQdXrEEJQGujFUtM+xG5jFgkcahG0DEuON1wDI90jcBvwD3eq2AqYqoeaoVfQbAnChebbDhImEwO458U24vE0J8VCo5XTFweTknwZYIM8xLf4O3zEOcQNrLpkm3g8i1ConJKSXvKnN+CQJqKdmnkd00nRkLV2SSvSBwXNvRrhmLhj/ZSOHyXqgYFiaByDmez3eB8KgaELAllx8kKd6O5NSCT9kdOEjQBds8eoyVhOZzyEoubT3Ps8A9V30ND3HLqV4Ey1YN8qhTuOSZ7aBsNFClM5UDfmMJEDf/Ggxv/8jMKwN371uXyM94Tbbrst2tXV1d7d3d1+/PjxrhUrVixVSvmQcS0r2I1Ar5SyX0ppAE8An3rHNhLImv9/NnCNvPr3jsj+UbymxtF36Jn+a0NKSX/0NF41C0cpRjphhNDJmK+RJtQ5nrxBYeV5h7da3x9z9lLoluT1tYvZxBdho3o2IEUGIWOCQ4EXOTj1Ai8MfZ8DU88xnuin3N9Ea+42sl1FtM8eYvfIQ3SED18xKAGLfEkvIGUnOB89Q2XGMvrn2ubTwwYo6UBcMfYmSVcOXYWnSLkEFTMXzQwuoMK0uDUW55nMDD4TiXJHNMbmZBK/43DGpXPG5eK6VIqNyaX3hMuU/OY6gSot/LFJVM8WTCfJwDWkEqutEqRUmQ5Uz58fOCg008H9l6Q3AXbyGplEOM1ayuUIIyOtZGYGyMsbRdOMtP+p6SERzyYULKO3ezOtySY+bWwkU3rYr3WSKb202hU02CVUOPlkSR9RkoyJIG6p48O9UMc3L8MGV/Q6pBOlYrKDYO4ySiePAjBYBGP5glUDVybsXApDS6eUX9oo0O0kmpWgZujXgIXqWoGjpFsVTSuOT7pJzQu3uDCpZoDPysf53+X/4Id8nb/jd/lj/prlnOY5PsvdPL3oWGNjzQhhI6WgwSpjTAlSaeYwHOuiPnMNZ4JvXdOc3xsUNM8WVPdKSiaPE85fgz8xRXtluufcZb//e/BsjULBdBu4q1GFj/5IGyemf4OuuPCqeViu1WTM9eOOj5IVGcJlRjE0ePh2hZKgJO66JIMlBP1l6V7bxhGHs9WCg57hK0/gY/y7wLUE2HLg0l/DyPzfLsV3gS8JIUaAXwLf/kBmdxlk3VRNvECwyWx8Xz2s7xdDsQ6CqXEK/BsRQsC8uIQ/NoZEYfeaLkwV1vcKuit/+6BvKXC0SWArOoVTJxat7ITQAQfVtwuX4mE03sNUYogqfwur8m6kyFPNSKyL9tABZlKj+LQs/HoOp0P72D3yEL1zJ7HltUklSinpCB/CliY5riKSdgrV1Yht9KDqjXjjk+SFOpko2czRhlEqApIT9UuZn1+encMGoopK5iXnkiElKw2TlYZBUgh+J7w05W1o8MYqMFWdypE96b5gJYOeueNXZFNb2KywK1AUa0F0AsBDijkyuYOX2STT7SKqNLmDF+liGVt5k0CgmlQqg8KiQQKBWuLxHFLJTEzTi23rZDl+7jLWsdFqZESZ4Yw2zGarkUKZtWgOKgrZ+CiTeQuljLF4L9muwstYEaooejVqogevESWSVYVupVP8B1sUFEcyd2Ud/kVwVIE/IXn6eoWJXLBVNxWj+3AZCcBG924HIGrNku14SSUzF/ZVkHyKZyhigtOs5nk+w0vcw1E2sZPXyediacy2VaYm68gvGEKMbSADD2NKkGh8DImDW/ORcj7YFZtQi3BlfhHNu4Wc4EkqB3eTG04raZ2rFrhMyWju+2Paa5akq0JQGDiBcCyEWk3cjhBIjdCas4XelIVQMmjufZaxik9QNJ1Opz+9TWEyN63a9sZler8dVdBTkX5mjW2sW/L5x/j3hw8qQj0A/ERKWQHcAfxUCLFkbCHEfxBCHBdCHA8EAksGuRYIVZDnz/5QGMMXYDkmbcG95LiKCMkCpDOHoqZdUDJi48z5szna/P+x995hdp3luffvXWX3Ml3TNKMyM5qiYrnIsi3buIGDg0lwwdgJSQ4BQnBMCJdTvnDO+S6S813J+QjJZwJxDoRAgk0gmGBj3ACDi1xlSbbajGZURtPLnpnd917t/f5Ye3rRjDSyZdB9XfZl71l7tb3W+7zv89zPfce55XXJI8uUBDwdpCLIeQXDUXNemtiFQNXXYYoyInoZpd5qutOHeWvsOXozHVgzmKkZK8F4fpCQVoxXDfBG7Bme6ftXEsbSguO2Y/Ha6BN0JF6nPtjKyeQBFH2jq1zlxBCKj5r+F3CEylA0wbFqwVWH59e9Sm2b30yl+HEoyB3JxVm5mpTszOVozs9Z2QmBVBW6y02qhl5DOHmEZwsJM8bzQ99bVHxDQ6VEhtEt3yzpRIAISeJE+ARfoUb2cBUvUEqMV7iKjbKT3p42/L4UW4/+Drfld3JH/gruzF/JXbmruDu3i9uMnRTJIC9pHfgcncusjVNs66WQt7OM5vuo9K9n3Jjt1apotQjhoXTiOBKBJ+fq1k6mh9u6JXsaVzZ5m8wkfO19KpqdR3FsNp78EaCg6G5tOmmOEZEBsvnp6D1MObu5GhuNK3mR3+ARPsAPuZKXKGX2czM6Uo9tewiHx1mfW4eBRdQJ0JfpxKsGFrXLOzO4PeGe8N0ows/6zm9y8YF/ZXjNFVSMuinrg/WCpj7JkTNsEXMEHK8Ej5WlZPwIuncHqtAo9dbQnxlE8V5C6cg+DM1D9cBuBNBdDo/tFFzzluPKnS5B4Mt5Bbno6S0BL+Ddj+UE2D5gJuWttvDZTHwM+B6AlPJlwAfMYx5JKf+PlPJSKeWl5eXnVux6NdERf42snWRDeDumUoJt9iA0lx0aTPXRW64QyEHGA4ng6qWshSN5YbOyYJpYCBUpDfTAdSTMUfqzXdhyaWZ+yhonbowQ0UvJ2Wl+0v8tTqUWrotlrCTPDj7MydRBWqI7ydkZ4uYoqrcV6SQRajWKnadq4BVGyrbyVvVedEuS9jOP3HR3PIku4YTHQ7m9eA+5BhjA78fnB2GPKXnyUgWBJJrsRfPtJKBXMprr48m+b3B44uVFV+UbHfe3Gh6avWqIksBB4bP8bz7Af3GKei7mNSYmqkinS2j0eCgzK5kQaWIiyYiIM6hM0KeM0aH286bWzQ6rYcGa9WKYVG/SlPkDrKJvQEqTtf2HiUfWUTruEh+PV8JQsWDzKRguXvnz5Qg4sF5wtAZsRaNq4BUCmRGQJoggE8ao66rjqFO16gpGuJrnqaMblaVl5QYHG/H5EiRGa1jvVHBCGabOLmUgc5xq/0aGc6uj9z69at2JL3mAK177a9YOvsXRjbdRMt6OIi0SfuipEDQMwEToDAOsKhgsEST9UDbyFtJTihSl+NUgY6IKIVQ2nvgR46VbiSRP4Qh48P0qoRyUJwR9ZW9P2eoCzn8sp03ndaBRCLEeN7DeBdw9Z5tTwA3AN4UQLbgB9syWqOcZMlaCI/FXqQk00pk6gQi0gYwjhIZi5/HnYnSXR1k7InmteXVfLM12vWNv3+2yiY+v+/U5wUtD0cpRPC04xvIJJAkzhkAhqEV4eeQxYvl+tpW8Z8o6bDTXNyVbd2npzbTHXyVljYMIoGj12Pm9qN7trBl4Bd3OMlZcz0stb3HpUcmLc8hNQcfhrmSSZwN+bk8kFzqdebgxnaHGtOjTpx9PQ4MXNws++ZRO3amfMLFlI4bWiDRjRD2lHBh/nu7UIS4tex/lvun5oIlNi11Du+cEw8PrWVt3YNYt9JCngkFUHP6d3+W3+CYHe27E48nQHLuaPmWMIhlctTaw/kwXPjVILDt3juoGWGF0U5Qe5ET9zazvfgpw08OqLRk7Q49uWxPopuSRq1T+4nsGjtBoOPEYb7V9HKGESVtp1kxqEhdadZaLdDpKIlFBXf2beI6/Fx2NuJJhIpXDkgYhTwl2ahVaMoUPT/jDCCdPXde3aOh9jfFoA70VF7Hh+I/QbLd2f6je/XFV5+zfxc5qwebufRx17kTXN9GXO4A38n5q+l8gVtxIfbfbU/3UJa5q2397xuHfri8cV0pqLJuoYxN1HCK2Q8SZ/mc0fG79YI/uvGKbPTGxam2YalGR1fTKy0u2/gQCge2TLTTf/e53o3/2Z3+29plnnjna1NS0YFP1Aw88ULpnz57g3PacXyac9geQUlpCiHuBpwEV+IaU8pAQ4gvAHinlY8DngK8JIT6Lm9H6XXm2UkPnCd4afx4pHcr8axlMxdEBKSfrr4MIJF1VWapjbt1mufj86Bh5IfiHkiLMRdJJpi7oK4OMxyScHSKYHiAdmrZnE0IptF1cja1WAjbggHSQ2CBtbKMd5PzWCIlDypogrJdwNLGHsfwAV1Z8kIHsCd4YfQa/FmJz6dXsjz2LVRAdUD2b3GPKPEKoVA6/TsZfwcnoq6T9goZBeHlOgL0jkSLiSPb6/dyYOX1zvadwFb8XT/LXZcXTfxAu4ev4GovmvoMoTg70TeSzLzBuDBHSijCdPM8OPMz60BYuKr0Bj+JFR6VYhvBaQbKOTipVMiuAaDikCNJBK80cIpUsYWKiiobyfiKJIo5onVxuNZ72vJcDW9oMZo5TG9zEqfQccX+lFEWNEo5NSgPKqX+/3CLYfFKyp+nMg4ajuKpPJytg7QiUj75JMD2AqYTI2WNTrjrZbGRFAXZwsBEhbGxbpdGuIimyVNlF9GXeQBU68fzqzLMVrQ4hdLYe+EeKE910rb+VookuGjtnk60O1Qt8hqS3ZGX9r/MgJe1rFS4+lqV07Ahj0UY0LYriGNT0/oxY2SV4jTijEfjOtQpbjzvsbhFYBeGPO5Mp/nts4dKFAfxg9PiCf1strGZwXen+Hn300fD999+/9sknn+xcLLj+qmBZNVgp5RNSyiYp5UYp5f8qfPY/CsEVKeVhKeVVUsptUsqLpJS/FDpgsXw/3alDNEYupn38FRR9PY49jqq7PaKTDOKuKotoluUpxgA+x+H2ZIqPJpL8e/8QNebSM/zXGxdjEzNFtlI9LajebajeS1B9l6P7r0IPXIM3/GFXBH0RJM0xAmqYcWOIJ3q/xuujT1Lmq2VdaDN7Rp+aCq7uMVpxrGFUfQOefJyiiS5GyrbxauMwFROSA3Wz51QeR/LRRIJXfV4+kFze6hXAEPDBVIpie3bK12NInrjMvccl410INYIeeB+gkrImyNopij2VnEgd5NAMQXuJpNGpAhx6Tm1Fytm/U4g0W9jPZbxOb28bqmqwfuxS8pgUO6snYDKa68GcXNXNSedPqjfVDrWT8ZdTNO4yjTurYTQqaO05g5aTGbBVgWZJfnCViiotbMXDuu6nEEqIvJ2iqBBgM5nlp7sdR2F4aAMlpb2kB1updko4pgxR7RTTl+mi0r+eweyJ0+9oGdDVtWhWBs1M0tVwG/U9P6Ns/PC87Q7VCTb1nHn9dep4NnRVuc9z2eibOHoU1dNI/amf0F99NbV9rh/yt69zh9DtJxQ6CuRGRUp+J57kiEfnm9EI3wuH+GEwwBMBP8/6fez3erjJf26FJt4pPPnkk6FPf/rT6x599NGutra2PMDDDz8c3bp1a3NLS0vrlVde2TRpLzcTHR0dnp07dzY1NTW1XnHFFU2dnZ0egNtuu23dPffcU7dt27bm2traLY8//nj4jjvuWLdhw4a22267bd3k9xeztnun8a6WSjyXkFKyL/YzvGoAB4mBjqrXYRsdCLVQf033YykaQ0WuJdpy0WiYqMBPggHqTZPv9Q9ybWZhlqVuSl5pUXCUgujEHEwymqVMIu0xpD2MtPuxzVPY1gAoQTzh32QpD8qMnXRlE7UITZHL0IV3lhg7gFBKCtKIXQi1kvLR/QgksbDJ4XrB1Qcd3tow+x58IJWm3HZ4NhikxVi6PWgm/BI8UnJPYvbK29DhlRaFvK6z7uSPcew4qrcNT/jDINyWk3FjEFWos3xPLRwa7UoUxSYWW0t7+y6cOSlEDybZbIjRkTqqKrqpSTdxTBlinVOx7PM+HfoyXShCI2nMXyGqHle9ac3YcWIlbUSTbmB6qUVBsySx8LyvnBFe3QT9JSAci9LxwwgljC0NhCPdVp3M8n2CR0frsCwvkUiM+tx6BAJbOEzkh8jZKUq8lRjO6kgCqlodReNHGapyVa0m2dUzMR6EvjLBhqGz50KYKhyrcr1iy0f2IxwT3YhTPLqXaLwb1TFJe12m/3veknz/yunJ5TWZLHWWxeOhEL8bT3BnMsVvpDO8P5Pl+myOHXmDUvGuFdFbFIZhiLvuuqvhkUce6dq+fftU4/1NN92U2r9/f/uRI0cO33777WNf+MIX5nn1fepTn6q75557YkePHj384Q9/OPapT31qagYSj8e1ffv2tf/N3/xNz1133dVw//33D3V2dh5qb2/3v/TSS/6lrO3eaVwIsIugJ32EWL6f5uhOjiX2oXra3JYQIZgkSIfS/cSiIaQiiAeWnxFvMdxVYUwRqFISVxT+cWiUz46No87JrFsqHK4DKU2C2SEC6cF5+xNCR1HLUbQ1KFoVilaDqtehalUgHYRSjid0K0v93JY0SZgxTqYO0Jc9Ou/vqqe1II2oI4SgYngv6cAa9q99C8WROIqY1furSMnvxRMc9ujckFq5ek9WCO5KJGerOxUyBF1VFtFUD0HDwLFTCLUEb+QehOqmz21pkTTHSBdUribTxBEriu5JMzqyjvYj186ylAPo621FCElN2mUEp5QcnhWoiabMCV4beYKD4y+St2cHFle9qYsKXx2D2TnpQeFHqNX4U50o0sb0hlGkg4Nbg992QvL6WaSHJ2FpAsWBH17pOuoiHYRwV+h5O+u26qwgwA4ONOL1pZgYq2CTXc2gmGCdXU5fphOBIGMtP2uxFIQSxdGLicY7KRlffEU8WX9dld54Ich6Bf2loNs5mjseZvOhb9Bfc/1UW85rTW5KuCQ9u+/7txJJBlWVrbm3TfL2vICu6/Liiy9OPfjgg7MIridOnPBcffXVjU1NTa0PPPBAZXt7+7xms3379gU/8YlPjAF86lOfGnvjjTem/GRvueWWCUVRuPjiizOlpaXmjh07sqqq0tTUlD127Jh3KWu7dxoXAuwCmGzLiXrKGcmewsFB9bbiWKdQ9aap7YLpfgZKPARzkpHlj0u05A3iikKdYeEHai2LY7rGf4sn+ZeBYcqt6fShVFxlmY5a9//LYyuTGBWKB2QeRa9HD9582u0NZ+FBwZVGPIWiN+HJT1AUP8Zw2RZeboqz/dh8ctONmSz1lsVjoRCXzW27WQaCUhItpNJnwmNIHtvhHmvN8B4UdfI9cvCE70D1TOvnzlzFSiQbnEpMI4iuZ4jF1nL40HXYtkvsMgwvQ0Mbqag4QfXoDkZFknp7eRKcUkqOxt/g6b5v0J0+wqGJ3Tze80/sjz1L1nLPP2GOkrbilPmq58lXKvo6hBBUjnZiagFCCbftvKMWxiKCTX1nLrs5F4oDL7TCaAQ0O4/uuNefsZOFVp3lpcQzmTDxeCVrKo4TiG0mIgN0qyOUyjB9mU7KfGvnTyTO9Jw1V61NMUaIJhbf56E6QSAnOVW6evSPjkLfavnIfkw9SG3/7qnwvbtNzCuNNBkGl+fy/Fc4yPXL4Bz8MkEIwWOPPXZ83759wT//8z+fWqXee++9dZNG6P/4j//Ync/nVxR3fD6fBFBVFY/HM3WzFUU5rVXdO40LAXYBdMRfJ2MnaYhcTH+2yyVYKBGk1Y2iusQb3UjhNRJ0V1jUjLIian6LYXLEo9NiumlTAWw0LfpUlVbD4P8ZmZ1CVBzJy60qtqJTNvLWAntcGkLx4zgZVE8zmv/aFX9f0dYWrr8HRY1SMeKmh4+tmSAeErSdgpGiGdcvJR+biHNK07gsmz3j9URKCD4aT6LNWNUbOuxrVMjpOhVDk365HhAhpBNHD96E6r8eBZWB7LGp71k4rLfd1jDTDKDrWcbHqzh08HosS6O/vxnHUSlVPJQ6UU6oQ1TI08+aEkaMZwceYt/YTyn11bC15BoiWilF3jV0JPbweM+D7Bl9mmNJd2Jk2POVqlR9I9JJUzt4iFhJCyWF9pyXWxR0c1KwfnVg6gJHwKM7VQTgKZS5U+Y4ERnAsLWpVp2lMDTYiBAOjiPYZNeSK9Srk+YYCTNGha+OtBVflXPW1LV48+Nk/aV4zMW1tQ+uEzT3nl39VZ/xrKm2nKqrqo6BNx8nknInPxMBOFAvuLxdcrh++nj3xJPkhCDgyLexU//8QTgcdp5++unO73//+6V///d/XwaQTCbVuro6E+Cb3/zmfPNpYPv27emvf/3rxeDWUy+99NJlp73OxNru7cKFADsHg9mTHIm/THWggWMJV1Be9bYhnRwo0yuaSRu5o9VpqmOSiWVyYTQpaTQMjus6xXPE7WtsG0VKLs3lCM/oF1UceHM9CMckkuxGNxYXa1gMihJAOik03yWo3ktX8E0NzbdzljRixcheUoEq9tUdJZKWHK2e/Y1teYNWw+T74RDXZc88TRaSkkrb5tdSMwbVQpq4o8YilBmgauClwscCRS3BscfQfRch1WJGsj1TnqeTaeKigrC9afrR9BzxeAUHD9zIQP8mSkp6Ke2/Bgsbn/QsmWp0pMORiVd4uv9fiZsxtpfeiO1Y7I89S8KKMZrrxacGKfVVcyJ5gM7EGxR5KhboCVVQ9Hq0TCdeK0s6VINm53CEmx6+6LjkjabVfU1NdKC5AAAgAElEQVR121XGSvrAa7r3J2WPE5Y+AHLZpQu+jqMwNLSR4pI+kkPNrHPK6VIHWO+soS/dCTDPgu9soOhrKR7vQFEWz/qNht1e4XVDzJPpXC4aDYOXu3u4bMYze8zVk0EA0eTJqc9faXHt8ALGdGmk2La5JZ3m8VCAD6aWZ7JxrqAWFa2qXd1K9rdmzRr7qaeeOvrFL36x6qGHHor+5V/+Zf9HPvKRjW1tbS2lpaUL7ufBBx889e///u9lTU1Nrd/5zndKv/rVry5bS/JMrO3eLvzyVdrPAoOZE7w4/AOCWhEl3kpXM1b4UPQG7PxBVO+0x0FwBoP42oMsm0G8wTDxAAl14Vs/KT9wZTbL0yE3aluaYKjYTetVJCRlsQMMVF214usTSgjHTqEHrgGZwTbmszBnQ0MP/QZCq8XMPIvuv2oqPXyi7iYOr32WS7okr26afe3vS2fIC6ixzLOewaWF4GPxJI+HglPqOB5D8p+7BJsGIrR0PIQ/G+P4erdHWFFLkNJE0eox828wlu+nzOfm1yWSJruG1xQ3CFimH03LkUqVIqVCcXSUdf11dCsjbLTXLHg+trQZyHRxeOJlxo0hagKNlPiqeGvsF/OYwTk7Rc5O4VX8FHnXUBNoYG/sp7O2cdWbvJROdOEIBW/WVUk6vFYwERI09Ute37S6WTBDFyAlT10qaB7Lgu4lYyWnemEz2QihJVp1YrFaTNNHNDpMZGgXCgpZxUS3VXoznRR5Khia6xJ0hhBqOVINUjTegbKEjvZk/dVZ5nu4ED6cSOGV8L5Mltf9PmxV0FsuyXrAP6fKsbtFoXZEsn+Gdskdhe/36B6KnHc2wJ6uZ/VcYKaNXENDg9nX1zdl/LtQwLvvvvti4MqCNTU1Ga+88so88sdMi7tNmzYZnZ2dhxb622LWdu80LqxgCxjIHOeF4UcIacXUh1s5WPCtVD3NCKEhZdJNRRYQSveT172Mh2Al/XatBYJTxF58QmgA12Xmr/xe2ySwFY3ykTN/dxQ1hOMk0YM3o/mW0nXU8YQ+hKLVYmWeRfNdilB8VIy471BfaYq0X1AzJsh7pq9fSMlN6Qwv+3wLXsNKEZCSjabJpTNMAAwdjq5VmPDFyfjKWHfqKVqPfBPFnhyA1am2l4EZdUATm612HS3WNIvfsnwoiklVdTu+nl140RlVkwSYrbSUMGLsH/s5Pzr1VXYP/5Ccnebi0pvI2ikOjD2/pIpW3skylD05L7gCKHo9UtqsHTjIRLSB0jG3P/bAOoFqS/pLVnzLlgWvCY9fJtDNNEIJkrOmW3Wyp2nVGRxowuNNEx8vZ5Ndw4AyzgargpydJpbvo8q/nnFjaFXOc6r+asUoSixNcAplJafKzyydHnAcfr2w6tyRna6dSiE4VjX7/R6NQMdawY6jDkcLj5ImJR9OpnjJ5+MDyfMiO3kB5wF+aQKsYefozxxjLD94WseYuRjIHOPF4R8Q1ktYG2rhwNjzU39TPW2F3s+Ns74TTA8wWhQGIYj7l/9SNxsGaSGoXqL3VQBXZLOIGfUg3ZTsbVBQHJviiaMo9pn3bytKGMceQ/PvRA9+EFfeYSY8eMIfQmjVWNln0fyXoahuPbJieC+pYDWd5e2otmQ4MvvaN+cNKm2bN30+KuzlGQosBYE74bhr5qBVWKW81KYQyI2S9ZZQObyHi958AN1IIYSColWiCI3BzPSg7EEjSZarrGZardqpz23by0B/M3WZJlcowXLr7FJKTqYO8bP+b/Nk39c5Gt9Dqa+abaXXU+KpZn/sZ4zl52pEr/D61DUIa4RoeoSJokb8eXcS3lnjCkK0r0C8ZCXIewRZn4JwUgglQtZOo6MRkB6y2cVTsdlsiImJqgK5aSsR6eeUMlogN7m9u4qyeokxVasjkB4gE6jGl18863eoTtBySnLkDI02bkmlCUrJXp+X9abFmhlEw/Y5+9zdMslWVqayKu9LZ6iwbV4M+GkwVy89fgHvbrxrU8RSSpLmGP3ZLvozxxjN9SIL6jcCQVgvIeopp8hTMfWPXw25faMz0J85xu6h/yLiKaUmuImD49PBVRRaX8zsi2i+q2YenFC6n86qYgIrZhCbdM4gOC0EHShxHNoMg4NedyVlatBeC4Ym8VomJeNHGC3btvwDz4Fbr5xA0dfhidyNmXoU6YyD8OIJfQihVmBlfobm34lQ3JqcNzdOUeI4J+tu5lDtT2jqkxxYN/t+3pTJYAIV1uqVgATwnnSGIttmQnVZrx5T8nKz4EMvgT8/Rl6PEEme4pJ9X+SN7X+C6YngSMGYMUTezuJV3fRnGD8pslxpbUIgOKS5pZ6w46PGKWGfeoJttmtt15/p4tWRxwlpxbQVXYUtLU6lDk/Zza0GFLUCf8LNek1OmhwBXVWCXYclP73o3JEkfXmJqaQQShEZy11xRmSATHbxB3posAFwQMAmay05DEoKYhz96U4CWoSRzGpZsakoWg0lwy8htcXrwsNRl2R37cEzTKdLye3JFEd1HU+BF3FlNsd/hUPolqSzek6AbVXYMCB5Y+P0938rnuSkprFzkX72C/jVxLsuwA4d72JP14/pHTxMynJntFG9jMbIpWiqTiIfQ1FUDDtDLN9PT7p96rteJUCRp4JibwVFnjU40mbP6FNEPOVUBxo4ND7bs1L1bEZKCyH8swKzNz+OZuforjCoiS2fQSykpNkw+FEoyLb80mkkBzdNPBlgEQJLg70NcHmHSvno/rMKsACKWoR0MgjhxxO5BzPzMzTvdoRaXgiuVyJmEEsqRlzSV9yf49QawYd2S35w1Wz28E3pDK/6fbxnFVsUJtmYH0xl+FbUHWgNDbrXuNJ/64bBayYwVR+6maK542EObPkDhFqMtIcZyp6kLtQytb8QflLkuMJqQgAHtR6a7GocJAhQComdzsQb+NUwlf71HJ54aWoCt2pQwgjFR2m8h1SgipIJtwTVW+Y6rhSnWXZt/0yQ8wpyehqh1GI4WWxpE3UCxBYhOZmml4GBRopL+kkNbqLeKeOw2kuzXYPpGAzmTrIhtHWKMX22EFoVKB6KxjuwtcXdZw4W6q+Gdmb3arPhkvL+obiIz4xPYAC7CgHWVOFYpStZKYC+EjhZKbjjeYf/vNo93ra8wWbD4B+Ko9w3vjrM6Qv45cC7LkXc13GYo32vEtZL2Fy8i03RHShC42jidQ6Pv0RvpoNTqcMMZk+StzMU6RVU+TdSF2qhzFdL3slwNP4Gr4z8iNdGnyBaCK6H5ygXgYrqacExj6F6mmf9ZVIi8WiVyyAeX2ZLc71pEZCSCVU7bdXWELBrzmxYsyS7W90VXGnsMMilXU6WA6EEQOhIJ4sn+GsItQwr81M0/1Wzgiu46eFksIZTxS53Ya56VathUmvZ7PX5qFqF9PBMZITgtkRy2hdXuJ6f37pRnQp7up1DsQ1CKff3EVo1AmVWu84kQvhIkWWn1cRWq55Gu4p+ZYwNBXJTwogxlOtmfXgzx5L7Vz+44q5eAcpjx4iVtBJOuprnRwsrprRn9Y85F3k1DYXfOW9liEg/pq0v2Kpz7Nil2LZOaUk/dZlGFBRywkRDZSh7Akfa+LUw8jTuO8uFqtWBtFGtcaLxpeuvkbTk5BnWX+9IpMgIQYVlIXAHxUuzObdEIwSJoGC4UJbe3aogpMTQmZr8/FYiSUJRqDLtd9+AegHnFO+652HzdTexdsNmJoxhDo6/SEf8tXm+mpOwpcWEOcxA9hinUkfoyxxlwhjGr4ao8NVTH2qjxFu5QHDF9T1VfEh7CKHM7sGZatGpMSlawSpjUsHJv4zg45VuwCqzprd1hNuu4wgbj5kiugTpYyUQQkNRozjWIFb2F2j+q+ddsy8bI5o8yWjZVo7UjFMWl3TUzB7QbkpnsIASa3WDK4BfStZbFhfnp8lOtuIOrq/P8EhVpY3HmECxDRTVbbkbynYvaMweKqSLd1gNhPDRp0yL3ncl9yFQcKRctYAxF4paAVISSfXiaH5EIYh31riEnd7l6VycFdKe1FQJIG3HiRSuf26rzlishpHhDdTUHqb75BaaJ8lNhQlJf+YYuuJlPL865CZw+68jyW6S4XX4cwu7zzjCXcG2npruWV0JwrbDr6UzPBUMcEvandBquCWaphnynh01rm3k7lZBc8+0slalZXFjOsMPQ0E+kH5nmcMXcP7hXZci9vj8mKpB1j5zpl7ajpO2l07lqN7NSCcxJb83E6FUP2lfiIwvtyIRhWbDwAAqrdOTICb3e002yw/C7grDUQV5Fd5cBxcfF1SM7ice3bjoPlYKRatE0ebJhAJQXmAPW4rNgXWCaw5Knt02Pz38us/He7KrX4eaJDt9OJFmr8/t17RVgT8n+bcbFLYft9ELcV2RNr7cKKYnisQha6dImKNEPfM9iEP4SZLFFg4ltnufLcfgZOogtcEmulMHV/1apq5JLUfPj+AoCqHEyanPO6sFjX2SozXnXqQm5U0RKaxgM1aCkHTJXzNbdSxLp7PzcgKBCfJ5P2vyNYSln8NqL5dbjUgpGcyeoMJXz1Du5GKHmgMNoUSRTmyRv3tQtCpKxp7G1iOLvmevbhKMhwWNA5JXWlZ+vz6QSuOXkpO6h+ic1ppd2RwdXg+K4wbvtaMwUOrWev/jWvdYH0kkEUBCVQmcRwZi//K557fl0taqje++oGZ97O+uWTL3r6rqJY2NjVnbtkVDQ0P2e9/73slwOHxWs9N3u6Xdu24F+7ZAhF3fU6MdRV8/78/BdD8jRe4MP7ECBnFr3uCYR6flNO45k8gLuHZOLVOzJS9uUXGESunogUW+ufpYM7KXRGgtI/795D2CsqTAVqcHtCbDpN6yeN3no/YcrGAncUM6TWRGBiDrdU3If3zpjFYhIJQeQFGm200GlpDtC+NHStgo3clFd+owppOn1Fd9VhO500HRKgilekkG106J+6e90FsuqB09c8GElSDhTyMKRgkZO0Fkyhd2muh08sR2DCNAdU07I8MbabZryGJQXJiQJM0YWTtFkbcC05mvVLUQtMB1eCK/jaIt7Cqj6LUgFIrG2/FlF25vlMCjOxUqxyRHahfcZGkUyE2HPB6uz8wOrjkhuKLQrqM4bh12d6vry5somFN5HMlvJtM8F/DzGytwi3o7sJrBdbn783q9Tnt7++HOzs5Duq7Lv/u7v5s/o/0Vw4UAuwBUb2uB1GQjCibkkxCOTTAzRH+pgi8vGY0sc6dS0myYHPF4qFkmw1aTsCObmyUV6AD7NgBYBLIjBDKrl5JbDL7sKJFkN7HSzbTXjOIxJX3FsycW781ksIEi59wFVw+uEMetqRkrZOHqz/7gKoWJGa58gcwQQokAKqrQGMgsnU4vJoiCQEpJV3IfUb2MvlTnubiMwnn7EEqEosQp0qGqKQnAyZ5Lj/32SKwmAgaKIwCVjJXEg4Zf6mQz7gQyPlHBwMAmqqo76Dm1mYD0UueU0aUOskG6NeTBgqiEtYAM5MLwFPrLFfTg+xe0U1S0eoRtoNgpojNW9zNxqE5wvEpww5uSNxpXfr+25/M0miZPBwNsm6OX7ZGSbfk8HkdiaYLuCnix1fXlfa2QHn5vJkOx4/CG/9xOKt+N2LVrV6qrq8sL8NWvfrVky5YtLc3Nza133313vVUY/wKBwPZPfvKTtQ0NDW1XXnll089//vPAjh07NtXW1m556KGHpmZ4fX19+o4dOzbV19dv/tznPlc1+fmNN964sa2traWhoaHti1/84ttQUFk53nUBtuPVQRLjl6MH34/mvxrVux1Fb0Coa5b0PV02hA/NuwXbdIXt58KfHUGRFicr8tTEoHeZDOIqy6bIcRjVtGXfdBVXLvDiGSILjirI+ARHChP/8tFzL9gyyR6W2Ozb6Na7ZlnTScl70xne8HnnrbhXGxkhuD05g+wEZHwCQ4fvXDc9GQpkhkAoCCWKLS1G873L6o+O5fuYMIapD7Uxkl+tdpP5UFR3ch9N9mBr08/t0RqXbR4LvT3pxpRf4LHSKMJH1kohEERlkHwuhG2rdHZegdebAgn5fIgmu3oWuQlgKHuSoBYllu9f1jFVbwtC6Fj5fYW2sFuYK9aiaGspineRiG4kmFmYY/HYTkE07ZqryzNgW9+RSJESglrTnJeCVgCfZKrmb6uCsYigrcf15wW4M5HklKZxefpCa85MmKbJ008/HdmyZUt27969vu9///sle/bsaW9vbz+sKIp88MEHSwGy2axyww03JLq6ug4Fg0H785//fM0LL7xw9D//8z+7/uqv/mpKDeatt94KPvbYY12HDh069Nhjj5U8//zzAYCHHnro5KFDh47s37//8D//8z+vGRwcVBc7p3cK77oAq6gC2wKhVqJ6t6MHrsMTuhVv5B58RX+AJ/zbqL4dCGUFzamTEEE84TtBBHDMjimSzEyE0n0AHK1KUTMqGVumT+ckwUl3VjZw2jDPlUO1Jc9tLYj/n+sAKx2q+3cTj6zDtt9iqFjQ2A8ToekhaaNpst60eM3vo34V+18Xgl9KNprWvBWHbsEvtsCJgsJhIDsMgFBdKSRH2ozkTh8wOxP70ISHlHlupUxFgUEcSvWg2NOKV53VguoYnKh8e1awcT/oZgqBj1whHR5xAmSzUU6d2ko2G2Ft3QEGBprwSo1Wq5Z+ZYyGArnJkTbDuR7W+NcRW6bohurZCuYQa4d7QNoo2lo0387pDUQQRSujdLwdy1M8Rf6aiZMVsH+jwo17HV5qW/kwVmTbvDeT4cehIO9fJEA6wNUzdIl1UzJUEFZpMgy25w0eCwW5KrfclfsvN/L5vNLc3Ny6ZcuW1traWuMzn/nM6FNPPRU+ePBgYNu2bS3Nzc2tL774YuT48eNecO3tbr/99gRAW1tbdteuXUmv1yt37NiR7evrm1K/2bVrV6KystIOhULylltuGf/FL34RAvjbv/3bNZs2bWq95JJLWgYHB/VDhw753pkrXxzvOpJT46VreOvn6xnoGkY6cRwnjZR5kBZCgFCK0f27wL8LxxrENjqwjQ6QS9fShBJFD92GUAKYmZ+iL+I6E0wPIBF01pg09rMiBrEFVNgrU3mxgKsyWSgtnv5QwhsbC+L/iW50I4npWSVH7jkoGz1AIDdKZ+21tBf/AFDJz3lqbkpncYCQfW7YtjMhABP4cDLFm77p3si8R+A1JN+4SeUL37bxZ0YAUNQy1yQewUD2OFWBDQvvGMjZaXrT7awPb6M7dWjR7VYDilqBasZRrRz+Qo1R4jKIL+mUvLD5bQqwQVy5RC1E1hoHICr9mJaH3p5WKiq66O9rAalwtdmCF51j6hBXm25fcSzfjyUNglp0WWxroVahaOXUnnyEppPPIpRi+qouQfXtxLH6caxuFN2VRywe7yAerl9wP49druAzJHmPwDyD/tdbU2m8Evp1ndAi5CSTSdnEIjymZEeHZM8mN5jfkUiRFxByHM67ZdM7hMka7MzPpJTijjvuiH3lK1/pm7u9pmlSUdz7qSgKXq93ypbOtqdrJHPFgYQQPP744+HnnnsuvGfPnvZwOOzs2LFjUzabPe8WjOfdCS0XQnhR1FJUvQ7N04jmbUH1tCDUNTh2DNs8DijogWvxRn8fPXAzQllY2FUoJXjCH0YIL1bmWfTAdQhlnicw4PbAJoNRTE2grIBD3Jw36NY1NhkrW+F5gXWWRe0M5SdbE6QCguNVIHDF/88V6np/RtZbQmTiOPs3CmpGJYfn2IG9N51hv9fLNdm3x//SwW0JCs1xI7JUVyP2lWaB6hhoZhpRsBcUKKcVoD+efAsHh4AewZJnLkW5HAitgkC6j3SwaiorMljspmzLk7PN688lEkGBx3RbdbJ2CinlVKuOx5PD682SyRTRYtewzqlgr3qCS8zpSYpbfxWkreWt+DXvVnAMNvTsxtQCNB57hGAmDjKHHvw1ECFUrQ7VTIGdI5KcTx4dicBLrYLr3pzDZF8upOSORIr9Xg/vTS0+8fYCzYZJsW1jqpDyQTwoCDgOH0il+UkgMKVffAEL4+abb048/vjjxX19fRrA0NCQevTo0bnarEvixRdfjAwNDampVEo88cQTRddee21qYmJCjUajdjgcdvbt2+d78803l+ln9vbiXRtgF4NrW1aKqm9AqOU41iiO1YPiacAT+R304K8j1Glym1Ar3LQwAiv3PFrgBoRYXDUmmO5nuLhAAPEtP93bUiA4rTtDndJr5wjnK47k2W0KttAoH91/Rvs8HcKJborix+ivupJQ8k0O1wm2nZAcq5reZr1h0miavOz3sWGZ7OizhRfwSTlvcLNVl/D0bzcoSGz82ZGpUoGDTcKMkbEWtvpzpMOxxD7KfXWcSp7b1avbolJMUeIUqVAtvpzbqtJZaMvJaW9fu4elCYSTBrUYiUPeyVDqhFCB+vq36O1tpdgJcrnVSK8So9IpmmWEMJQ9SYm3kpFc7+kPJrwonk1Ex9ya/lD5RUihsuXw1xGOCsKDJ3QLil5H8fhR4kWNU5OPmfjxDgUhIZJ1+QgrQa1p8tejY6yzLH4WCNJmnP593JnNIRXB/gZ3uJzULW73eilzzn3W5kzgC2qr+jKe6f4uueSS3Oc///m+G264oampqan1+uuvb+rp6VmRVe7WrVvTt95668a2tra2D3zgA+PXXHNN5rbbbotbliU2bNjQdv/999ds27btvJzpvOtSxCuBEAKhlQFlSCeHdHpR9Hq8niZs4xiO2YUWeA/IPFbuVTT/jfNYwzOh2Hn82VH6S2rxGZJYgUF8QzrDLak0f1pRhrVAyrjUtllj2wxq+hnd8FyhXeeh6HQaWHFgT6Pg95+yKR4/imrlsLXVLUGs7X0WS/WimykO1ktsVSGSBTljdXVjQW3K/zb3AGaE4I5Eiv8Ih2al6TNel/TUXeFmGxKh7bO+1585TkPkonn7G8gcI2MnaSq6jP2xZ8/puQu1DCEUl0EcrJzKgxytFvgMyUDxkl9f2bGk5POxcaoti3vXlGMv8HzaMglqof/VShJVK7jObOW5kzkUR+c6czMmNgPKOJdZDVPfM+wcY/kBmiKX0ZF47bTnonpaEEKj4eQvGKi8gqrBV1Bsg2BmkE3Hvk970x0omsttKR0/Qt5XijJHrSzph59tE1xxRPKTFeg0rzNMfj+e4JZUGksIHg6HuDh3+oyLidsP+2TBOhIpubOgW3zteSwscbqe1XOBmXZ1M/Hxj398/OMf//j4Utt/6Utf6l/ob/fdd1+sYGs3C36/Xz7//PPnkOa/OvilW8EuBqH4Cj13AtvsQdFq0IPvQzoZrPwbaP4blgyuAMH0IALJyYos1TMYxL8dT3JTJsvdiYV74ZrzZ5du9Ei4OJfDP2O2bGmuX+ipMonimDR3fHtVpBMn4c2NUzGyl4HKK6gefIV9G93V4Ymy+epNb3o9XH2O2cNz4ZeSJtPkI3OtwYRr89ZbJtzfS/GDcCceqtB4I/YMPx/4Dp2JvWSt6e92JvbiV0OMZuevmFYbygyCk5jxm3VWCzYOSLqqVy89/JnxOHcmU+zK5rhnkefTUtNTspgZK4FAEHKCmKaPy61GSmSI1/UuLrZm16+Hc91IJLq6vIyf6t2KJ9NLONWL4Q2j2TkUHEzNT83AbipGDyKdDEiHkvF29Pz8831mu2uPuH7YZfWeDhsNg78dHuWHfQO8L53hu+EQ34hGuTmd4brs8uwUL8vmpljrW/MGzYbJE6Egl57le30Bv/z4lQmwkxDCg6qvBaFiGSdwrONovvcgxOlvxaQGcXu1yyCORaDYtrkonycPfGo8PkvacBKTDOKyFRKcJqHgpkUvnzMgCEfy8+0qphZgzcg+Npz48RntfyHU9j3naq56w6h2jn0bBVtOSg6unx7U1pomLYbJbv/bb9ElgCFV5f+KjfPR+Py070AxBLJuj7BQ3CWhI22q/BvI2in2xn7CYz1f4dmBhzk88RJDuZOsC22hP3PuJ8VCq0DYWby5MbxZd2Kf1+BUBdQPQTy0OgH2rkSSj8UTfD8UpEdTuXc8TtUCafz8zABrJ1AQhKWferucVruWA+optlnrUOcMF4PZk2hCZyK/sIzhTAi1GkUto773OUbKL6K6b1qeVLeyGFqQ5o6H8BlZGjq/DUA4NZv1bWjw5KUK2445/HzL6a//zkSSH/YNcm0my7cjYb4VjXBLOsMfTkxQsszUrg5U2fYUO/7OZIq0EKwp6BZfwAUshV+5ADsJIXQ0z3o07yXzWGqLIZjux1Y0jlWZlBQ0iK/NZFGBH4bD+KTkc+PzyR4teYMeTaNxhQSnmTBh3oxbc+D1RtCtDHk9zLpTT1E5+MoZH2MSqpWjuv9FRsq3Ud2/mxNrYDwsWDc8W13ovYX2Bl2uxHJ+9bDGtulXVe4fm+DjE9PSl45wswuBzOxWHYlkIHuMpDlGkb6Gan8DOTvNgfEXECggwDlHusMzoagV+DP9ZP1lBDNua8uJSreGHDRX55W8Pp3hL2LjPOf3EbFt1lo2qpT899j4rB5igKyeKvSQCzKWu2r0onOt2cqoSOB1tCmN5pkYyp6k3LeWkVz3ac9H825F2HmqB/eQKNo45Xs7CY+VRnEsNh/+JpUjh5iINswjOP1iiyu8v/2EoLf89E/crak0HbrOQ5Ewv5lK8cmJOEVnWDO9KpsnYtu8L53hiWCAW87j9PAFnD/4lQ2wZ4KS8XbGouVIRaBI99Zdl8kyqKrUmq7O8K+n0mzPzQ6ELYZJu0enwTzzlJIErszMNmE3NcFoVHC8ErxmkrwnQnPHwxRNnN0qrGrwFXQ7SzzagD83xt4GgZCSxExitZTcmkqz3+vh6nOgPbxcVBeC7H3jce4dnwApkYrgVAV4c6MgHRRtfj/zhDlEf7arEGwr2Bi+iOOJt6NsJRBqGZFkD6lQ3ZSIwqSDTixw9gF+ay7P347EOOTx0KvpvLcwMXMEXJ3NctOcdH7ak8Ap0ZQAACAASURBVEYIBYFG1pqdlm3X+mmUVcxFypwgZU1Q7K0k75ymPCB8KJ4mKoZfJxGqZc3gIvVaKYkmjuMxU+T85ShyekLqCPjR5Qob+yUvbzr9PdCkZJNhstfn5RPxBJEV9p/PRE64794HU2l8UtLj8ZzV/i7gVwcXAuwyEUz1EUr301HnMpATPgef43BFNsdzAT87cnkCQFoIPj86jloIhGHbYa1l0avreM/infQAlbbNrXOYs0JKXi5Y2HmNBJbmZ8vB/4O/sHpbMaTD2t6fE4+so2L4DSTwYptCYx8cnGGuvjVvsMG0+HkgQPMymJjnEtW2zYCq8smJBH9SCLJjYYFA4DHiCFG05PcnzGG6knvJO+d+oiCUEoTQKI53k/OVoEi3pNBZIyifkJyqOLtcQJ1p8uWhEYZVlZ8Fg9wzQyPXJyGuCP4iNj6rxSnpLzxTwkPOdv/bweF1rYsdZgNigfzEZMuTs4y6/yS5qa73eUYrLl6w9QZAlRaGFkAiUKzZQftYFQwVC3Z2SDqWoTu8wTDxSUlcPXsepy7hklyOOxMp3vR6eN+F1pwLWCYuBNhlYs3wHiQKR2rieExJLAxXZHP4pWRI06ZMwX0F8s0dBfLNpkL91VwF4+y4IviTsYlZYveaBa81Mu2JaqYQ0mHbga+imSsfCMpG38KfG2Wo4lKiiRMcrhP0lwou65T0zEjLfTCVJicEVedYuWm5qCqsZH8vnuTaTJa8RyBx8GdHz0zV6xxBaC7BKZzqQSrTg/+kg87JNWe+7xLb5p8GRxDAN4qi3Dc+j7hJxJGU2jafHZsuZUwUAqzAO0X8MrC5yFqHZxHe+2D2JD41xFju9PKIqncrgVQ3ipOlaKx9yW09VoaJ6AYqRma3nr253s2ijIRZlrjL5sJ7F7LP/vmclCxdZ1n8NBCkzbhAbrqA5eGXuk1n1SAdKodeZ6y4if6ik9TEoK9M8KFMloSi0DjDo1TFDYR/ND7B08EArYWXsWQZFnWnQ9SR2Ej+eDzOF8rcuqKpCwZL4MA6wdaTrgW6cEx8uTG2HPoa+7feO2sgPx3qep8l6yuhaKILgJ9sd9nDM8X9vY7Dzek0Pw34ed95pMM6uZK9IZPluWCAvC4Jp3qZiM53RHqnoKjl4FgEMkPoebduHAvDWERQGXeF5c8ETYbB/x4epdy2+euyEv7HaGzB2bPAzbLcnkzxWCjImz4viaCNmsyiCD8ZexgpJT6hAwu3KzrSYTjXTXVgI6fSSwdModWgqKXU9T5Bf9XVNBx/7LTXUhw/Nu+zNzcorBuCI/XLuz9teYOkENSvEvlOAhOKwkbj3SGL+JWPfWRbLpVcPbu6UNj69L98Z8kaSiAQ2D7ZXvPd7343+md/9mdrn3nmmaNNTU3n3Yxkx44dm774xS/2XHPNNed0ALuwgl0GovHj+PLjjBdvYqDYdDWII5JrM1le9PvYNYd8FHUkQUfyx2NxmvMGw6rKBnN13DZyQnBbMkXbjKAeyEn+6RaFTKH/X5U2jqJRPNFJY9f3l73vcOJkQVjiKspib5Hwu36buw5JXmmZflRuyGSJOJIOr5fi86zRvsq2iRZW+CmfK20phAbKuZGSXCmEWoE3N4ipBwkW9JI7C/XXM1FvElLy2/EE3+kbJOpI/ldpCX8aG1uyHBGSkowQ/N+jY2hSkvKBx0yhiCC2NDFPo2I1bgxhODlCegmOXPq51jxbUawsxWOH8GeGF9QVPh3SXuishrZuSc8yPVPa8gaHvR5aV6l8kVQE34qGee/b3I52pljN4LrS/T366KPh+++/f+2Pf/zjzvMxuL6dWFaAFULcLIToEEJ0CSH+fJFt7hRCHBZCHBJCPLy6p/nOYs3w69iKDuYAYxFBSQq2GQYljkOn10t4AZGFnBD8RirF1dkcRzz6VKr4bBGUkqwQ/M/RcZTCcTNeGAvBv940/XNqdh5DC1Db/wIVw28sa991vc9iqT48+QSKdPjFVtfztTQlyHlnpIeTafo1lUvO08GmtBBgx0NM2fkpi8hkvt1Q1ArCyR6SwVpCqYJxRI1AtyQDkZUFn3LL4p8HR/jTsQle8vv5j3CY/zkaI7oMAo5fShpMk9+JJ0j5CqUF4U5C5hKd5mKy/po1T++Vq2p1VIy+yWDl5VQN7zn9RS2AA+tc6Ui/IZaVHtalpMkw6PR4KF2lCWDEkXx6PH5emaqfj3jyySdDn/70p9c9+uijXW1tbXmAhx9+OLp169bmlpaW1iuvvLKpp6dHA7j22msbmpubW5ubm1vD4fBFX/7yl0sfeOCB0o9+9KN1k/u77rrrGh5//PEwuCvkP/qjP6rZtGlT67Zt25on93Po0CHvtm3bmpuamlrvu+++6kAgsB3g8ccfD1933XVTyigf/ehH6x544IF5jMd77rmnbvPmzS0NDQ1tn/3sZ6tX836cNsAKV33hK8CvAa3AR4QQrXO2aQT+ArhKStkG/PFqnuQ7CeFYrBnex2jpZvLC1fxVpcL16SwGUL1I4JwMhEWOw0ldJ7iKL6ZXSloMY6rOixD4DHhui8LrM3wxPVYGQ3f7C/3ZkSX3WT6yjzXDb9BfdSVVQ6/iAD+9SGFTj+Sl5untKi2LnbkcTwQD7Motr1H/7UZFwXRguFhMu+oswCR+26GEEYqP4ng32eAatIKLTme1YN0QHKtZ/gr2+nSGH/QNclE+z/9bUkTQsbl3YmKRpO58qEBcCP5gIkEq4AZYpVCrXk6AjXrKiRmnkUcUflCDBFO9CKGhLsMucCG8uV7gy0tOlS7vHWoyDHQgpayuDP+K9P1+BWEYhrjrrrsaHnnkka7t27dPDQ433XRTav/+/e1Hjhw5fPvtt4994QtfqAR47rnnutrb2w9/7WtfO1lVVWXcfffdSwpaZ7NZ5Yorrkh1dHQcvuKKK1Jf/vKXywHuvffetX/4h384fPTo0cO1tbUrfsi+9KUv9R08ePBIe3v7od27d4dfffXVhYXozwDLWcHuALqklMellAbwH8AH52zzceArUspxACnlGVJYzz+UjB1Bt9IkI/UMFbnPTNJrcV0my2t+3yw7q7nwFoJqehWYjDOh4dZ5PzM2MbVay/oEoazkwfcrxGe0LLpG3pLNh76OWGSACye6aT3yLeKRdSh2Hs3OcXCdYLDEJTd1r5ke+G9NplEAU6jnbQG/rHBPBkpANxIIxzgvVrCTCk6RVC9WwQPWUuB4JWwYkIxGTr8PISX/fXSM/294lAFN5YulJXxiIs5lZ6AqFJUSn5Q4XsclxBUmIWl7Yb1mAMsxGM31UuGrY8JYetKmqG4+11AMqvtfXPH5gVv7fPP/Z++94+Oqzvz/97l3+qhXN9lWsWxJ7t0OxqG32HRCgCWBAEkI6buQbHZTWBIg8CULgV+ALAl4IYEsJKGYYEqM6S5gy1W25CZZVu8zmnbvOb8/ZtRH0owkF4jfr5detmbO3Dkzuvc+5zzl8+QJZh5W7Joae/wVIHkMEpxOETtWq1XNnz/f8+ijj/Zx5B88eNC2YsWKaYWFhcUPPfTQuLKysm4DVlNTY/nKV76S+8wzzxxIT08fMt5gtVrV1Vdf3QawYMEC7+HDh20AW7duTbjxxhubAW666aYBsorD8dRTT6UVFxcXFRcXF5eXlztKS0vHTHM2FgM7EegtqXIk8lhvCoFCIcT7QoiPhBDnRzuQEOIWIcQWIcSWhoahL86ThXH1mwlZ3CS0V3IkQ2ALKRyJJpMNg612B+PMwc8JC3DIYmGlZ+gdwUhIlgqnUvygVzaoxxF2Fz9+gd4n0iWkSaLnCAX7/zLgOHZ/C7N3PkrQlkhD5lwm1YQVdt6cGzbYlb0vFaW42ONli93OOSMstK9XKZjq2MpSWIEk06Q5ARA69kAbnASZxJqeBUqR4KnGEgx7Hw5nhRPVkvyxuT8v8nZyVYeHZxITqLBa+I8YXcJD4QJQHpQl/McerCECQL2/ConErg8UnuiPRUQS8XQdWwzu5GgcTQs3OM+tA48rdgPbrGlMPZXte1wRQvDSSy8d2Lp1q/uHP/zhuK7Hb7vttsldO8yHH374cCAQ0AAMw+Dyyy/Pu+OOO44uWrTID+EWdrKXW79rbNdzXe3tLBYLhmEMeUJYrdb+xxowvqyszPbwww9nb9iwYd++fft2n3nmmW1+v3/McpPG6kAWYBrweeBLwO9ElOJDpdTjSqmFSqmFmZmZ/Z8+6dANPxmN26nPnEtm0072TRTkNEBBQnjXmiiHT1yaahiUxNhlJqAs/N44n9fNBTGNDwpY5fGysGsXLQQWAzYXCt7p1U9UVyYhi4uc6nfIbOjR49YNP7N3/BbdDHBo6gXk738RgFZ3+Bgrdik2zug5zvxAgMmGwbsu14ikEf9srGRp4GG+HPohrerYdpdKNyUdbgFK4epsQNPGUEF/hAg9E2ugASXA6QvLC3Z10GlzDm8k7VLy7eZW9tis5IRCrPL6YlLQaldOatXgnz9RKgzhAd2JQBvSRVznO4QmdNqDw28UrKSFexVbY9iaD0JpXqTDUBz+2ZldCU7HWb7zFJCYmCjXrVtX/vzzz6f/+te/zgDo6OjQJ0+eHAJ48sknu2M13/zmNycVFxd33nLLLd31ZPn5+cFdu3a5TNOkoqLCun379mFvFHPnzvU8+eSTqQC///3vu11V+fn5gYqKCqfP5xONjY36e++9N+BEbGlp0Z1Op0xLSzOrqqosb7/99piuxGMxsNVATq/fJ0Ue680R4CWlVEgpdRDYR9jgfqrJbCxFlyH8rgx8tmA4k7FSsVj62GGzsTxGsfBYeNecyQXBe7jTuJ7/DN3QX80uKi4FHiH4z6YWbJFdTMAuSOhU/P5crY/L0RqJxxaVPY3DF1Y4KtnzBxK8RykvuIJp5c93Z3iujyQ3JXeGhdW7uKTDi1cIJo1Akep/jAu53fgaReIwH8kiVgfvolz2d4T0RSl4xVzCXaFrMVR8a8F008TjVmhIEjxHIlnEJ9aprVmycHuP4HFPJDHShu1wZthTcCSG7Nhr2z2MN02eT0xkhT+2chGl4Guh73NF8KeDnlNJpiSod3kkNHxm9N2mUooa3wEy7BNp8EcXi+iN0DNwe2tI8I9s9wphA5vdotg3Kbbdq0NK8kMh9luto97Zf5pxJCSObbu6OI6XnZ1tvvbaa/vuv//+8c8880zyj3/846Nf+tKX8ktKSorS09O7j/P4449nb9iwIbkr0emZZ55JPuecczw5OTmBgoKCkm984xuTi4uLhy2j+c1vflP1m9/8JruwsLC4oqLCkZCQYAIUFBSEVq1a1TJjxoySiy++OK+kpGTAsZYtW+abOXNmZ35+/syrrroqb8GCBSM/WaMQyx1nMzBNCJFL2LBeDVzTb8zfCO9c/yCEyCDsMj4wlhM9EWTXbcZvTyW5uZztuQKlCVKUyaxgkMeTk7g5ish8vNSoNO4KXcdauZTJoo5V2oe8LJexQ+UyWxwc9vVOpcgLhXikroFvZ2fg0zQ8rnBW6iNf0PnPP5rdqyhbyIup2Zi5+wnaknLJaNpJed4l5B5ai8UM37C7kpuKKiXvF/Xc1JxScp63k9fdLs7tjL10TCn4tXEFD5mXcZ62mQS8VKlM2pWbS4J38qD1Ec7WPxnwup1yCneGrmeTKgJgqbYn6rjBSDdNjrptgCLReyTculBLQcnhhemPCcKB0JJIbavE655Acnv4b1ubBuObw3XVQ5FqmtzU2sY7TgdXdHTErP38vpzJh7IEgN1qCiWir26wCaRJE781bGAVWreaU3/q/ZV0hJqZmjCL+hgMrGnLwtX8IantNTHOti9BHXZNFqzcoXgrxtZ004MhdMA3ggQnUwn+bH6eVfqHJIiTM4EvVoarWT0W9G4/V1BQEKqurt7R9ft11103IIFJKRW1vOGll16KeuPrffwbbrih5YYbbmgBmDp1amjbtm1lmqbx+OOPp5aXl3c3LH700UePEN4A9mHTpk17u/7/wgsvHBrus42UYbcFSikDuA1YB+wB/qyU2iWEuFMIsToybB3QJITYDawH/k0pFXew+WTCGmwntWUv9VnzSWstY2teeKeRlRE2LqaIJiAXO0Gl85jxBc4K3M+bcj7f0v/CErGbl+USBJK/yyUxHUcHmjSNRX4/j9c2kBjJoEXBrimC1xf0m6WSJHVUklO9gSMTVpDd8AmOQM+5vz1P0JAiWFBBH+Wmc7yduJTigM0W885AKsHPjet5yLyMy7UNKKV4QX6edhLw4CBVeLg59H0eMVZ3766aVCI/Cn2VVcFfUK4m8SPLMyTSyTPm2TG9ZxfppqQ1ErPrEf0/cW7irgSn5I4qQrbE7nPnaJpgXLPqk5gWja+1tuFUig9cbopirO1UCu4zriKD8N/3TTkw9CAJK0D5rF0Z6bZuwf/+lLd/jE1z0BFqjvp8b4SWhNLt6KHm7oYG8VKWIwhaw2VisdYIz4zUh49E2GWjLOJHxs38wrg27tee4sTx/vvvu4qKiooLCwuLH3/88awHH3xwmPT240dMPjOl1KvAq/0e+0mv/yvg+5GfzwTZ9Z+gITGsLlCSbXk6sw4qClP8VJoWFvpGVwN6c+gHbJBzOVP7hOX6bh4OXUwr4TpEG0HeMBdwh+XZmI6VLiUtmkZJIMATtfXcMi6TVqtOgk/xx89rLCw3yYhstnVlELQm0Jhegi3QPkAX9o25gqROxaGsvu9xicdLlcXCkhh3r4bSuD30Nf4iV/AV/e+Uy0m8r3p6jBlYOKIyyBW13GdcTZmczFytgv82LseHnX/R38BFgAeMKzHQ2SBnU6tSGScGyv9FI8M06bQKQho4I6U6miUDGToxPZpFrx6wHe6wa9xvDXcpSvapIROcpoRCXNXu4W8Jbr7cOmQlQx/ekvMpVQX82PI0/8+4kn+Yc/mOpW+imwAyDJMmu4dUQAgnQdmAKQ30XgpgnlAr1Z3lTE9aTEXH8J4EoYVDbUr6sAVH5ukpzQ339q1JVsTar6kkEKRB18kbgYTnVhWOaj1rnsFV+tvM0wYqSp3i5OP888/37N27d/eJnkc0Tik5DUJ23WY87vGkN+7kcHa4R2dus2JhwM8Gl4N5o2i27FdW3pWzuU5/nSaVxF2h67qNK0AAGxVqIgfkuCGO0pdUKenUBHmhIE/W1JNpGHicAlODx8/vm1VsC3kYV7eFrKa+XqTmBPh4mmDFDsXG6T03tEkhg0X+AK8muFgaQ+zPUBq3hr7DX+QKvqX/hVIzv49x7UFwUI1nsqjjFbmU/zKuZ7Z2gJ9Yn+F1cyGPmqsJYMNER6LxZ/PzsX8fkezuVndYdEM3OhHa0KL/xxJNz0QPtWExfNgjrdpqIxtqqzm08fhOcytBIaizWBk/RNZ6b6QS3G9cyWRRR6mZjx8b21UeTaqvopUOZJsG7RE9Yi2cUzwgDlve/gkCDV2zYqrhjVdPBrFtxJ6e0jzB9COxl+cAlASD7LJZKRrB9blV5jOBRpLo5Mehm+KO+5/iFP05dQZFwelrILnjEA0Zc0lqP8jWSCZjVpIfK9CiW0aVLlOuJiHRSBWdlKqCQcetk4vjOm6yVAQRTDAM1tTUMyFkgIJt+YL3i/vepLQoEnf/mBN2xSUEBCFrz/hLOzxIQChBLJGtf8h5vC4X8X39z7wpF7CVwiHHV6psMmjl65aX8UkbPwl9mVr6CkM48fNncyUyxhKfLgPblgBS6NgDrSfOwAo7mjUHl/cInc4sEr1hgfza1PBn8doGVxua5/dzTqRh+PVtbYOO689auYQyNYWv6OtYq5YAAoXGejm379SAiSGTVqcPlESPGNjebuKQDHLQs51J7mkc7Nge0/tbRRp2fzPKmhDznHvTnACVWYLp1eEynVhwS8nUkMHBEQi7KAXbZAGLtTI6sbNbTeHpOMMSvamSmTxkXHrMS9JOcXJzysBGIbtuCwqBwETQJTSuyEvx0axplIxSwWiPDCuBtcjBA28OAjGX6/QmUSmUUqSYJk/V1JGNgdun+MM5Wt9+rv1occMb8zRmHpK810unK8Mwuba9g7edTs6Nsfb1VXMJyXjYJ3PYo6bE9JoG0njUWMUnRG/26cPBEZXFB5GEneHIiMSiW3qV6pwoA2t1XwDCyZTKN/Ek5HTHhGsiBQUexyA34Uidc72uk2zKqJKc0TCUxq+NK5gmjvChWYSKXOY2QrxhLhwwPscI0e5WWENeLBHNZl8vsYlDnp2EZIB0xyR8Zmw13ULPIMF7lARP7IuC3mzPDX8nIg4DVRQIogHBESQ4HVEZNJJCjtZACCtJeLjfuIp6NbJz5h7jah4wruQVuXRErz/FZ4OTVYxnzHD6Gphy+HV0GUBIA00aaDIU/jfi6lJoIARKaCgECd4a2pLzyGwoxWuHvZPgws2SmeP9fOR08PlRavDuVTk4CFCrBlcX8mNjm8qnXiWTJeK7SbkAv1IkSMmdjS3cOC4TTcGaszVue3ngbqnNBXdeo+Ozw+f2wGMX9NzUvtXSik0ptjgdnBlD3DmgLLwp53O+tinmRK1YsRHiaXk2p+k7hx2bGdnBNicJBJIETxWNmXNAOEAdvwxRi2M5ujUP2bGerOZ9HJp8bnc5VE2aIMWjaEiJbkTO83YyJxDkV2kpfdrLDcdfzdM4oCbwc8tT/NS4vvtxA433ZQlBpWMTPR6MzEjNsDXkRYlwbZc3IjahlKK8/WNSbeM44hm6c04PAsOWiaNxF8nekSU4bcsTJHsVB7LjiL9GhCXSR5DgtC3iSQpGbontJGDB5K7QdTxkeziuY1XKrO5z/0Hjcr6gfYQu/nlLhv6Z+cwb2KmHXwuX2zjSkMKC1CxIzYrUrBiaA6EUoHr9K/G4x1OftYDp5c/x0fSw2zRLSTJNySGbFdcoW7TtVTnki6OUMXmIUQKF4A1zAdda/hH3eziAkFIs8vtZ4fOzWXfwzkyN03Yq5h7sudg7nPBfX9JpTIKbXpf8vlfDgKJAkEs8Xp5JSuSGGN2T78lZeHCRr9filWMm6QmAieAtcz5NlkTSxdA7qfSICEhrQvj23JXMJbRUlDmym368aNZ8LM6lGIFdpHcpJfSyFTWpgnEtcCSKTLJVKb7b0kq51coCnz9mHdyg0nnQvIwScZA3zHl93lCi48HFFjmd5XpPTogV8DoU1pAnkuEsul3Etb4DdISamZN2BqXN62Oag9BSQbOgBUeWQSxFWOB/zgHF5sLYd7AzA0GOWvQRiaBskwXYCXLY7MnusxLiJbmcq81/9Pm+huN/zAvRkZytfczrchGvyiWs0j+Ke06j4eidH86RncaY3d81l8WY8JNlQ5b+VFZWWm699dbJpaWlrqSkJDMjIyO0atWq1rVr16asX7++Yqzm8mniM+0i1g0fWfWfUJu9GIXAFurA5WsgqaOS1Na9ZDTvJr1lD+ktZaS17iWtdR+pbRWktFVQWP4cEF5Ju/yKrLTw7s1ljr47R5nMYbo4QrUaWl3ATpDX4ozD9sZKWIjiX5tbCdrCbe0ev0DrVsXxOOCuq3VqUuGrr0uePEvD19U1Rylub26hVdMICUFmjJ97rbmEJLzsNnKGHxwnJhZCWHjBPH3YsXYFiaak1RVeTLi6M4mPj+i/0NKwui9AGnWASbIvvCiz+Xtcr7VpkN2iokoAXuTxMskweTYpkTPjEDR5zjyDIyqLL1re5r0oiWUaJq+rRQMe90U66ijNBQj8EVfwvvaPcehuWgK1Mc+hO4OYYEQLOz4OjIMOl2BiM32EToajJBBkl83G9BG0qNsqCygRh9iu8rsf8+EggU5+bHyVoIrN7dykEvmzuZLV2vt8Igtw4+NB47KYcwfGirE0rrEcT0rJ6tWrC04//fSOqqqqnbt27dpzzz33VNfV1f1T90j4TBvY7Lot6DJIpzsbt68eW8iDxfSjKWNIp5OI/CjCBnbmIcXEhADVFp2Zo9Q3bVRJNJJCtmjpjo0NRhALH8kiOtTId4KuiBDFZR1eOu3hhJFnV2p02uCXX9SpyoCb1knWnKnhdfaqe+30sdAf4PfJSVzbHluZRVDpvCEXcLb2MW+reSOe85CfBz/PmmfEpHSVbpp4Ijk2Dn8TKNl98z+22LAmrAZlIEN7sNhnk+g5gt+eirszbKg6bdDmFiQO4nVf0emjVtc50+uNOQvXr6w8bFzCArGPl0LLiOZatWDytjl7wOO6BrrpQekuFAqf6aU92ESt7yC5CbM54t0X4yzAJtJASULWkZ23pZH4a+vwcsfdJJkmOYZBpdWKM84Ep6DS2ammMlM7yNF+yXVeHBxU4/mdeVFMx1pjnIsfO9P1ahpJxYuDCjWJ1+TARc1niVdeeSXRYrGo22+/vVtkftmyZb6VK1d6vF6vfv755+fl5uaWrF69OrdLH/jFF19M7KpfvfLKK6f6fD4BMHHixFnf/OY3J86YMaN45syZRe+9957rtNNOm5aTkzPzV7/6VSZAW1ubtmzZssLi4uKiwsLC4qeffvrElQgMwWfawE6oeR+PewIZDbFlPvanKjMcw5taD/NDfjY5HMyJUaJuMPbK8M4uBl13FBohrLwtB94QY0UD2oXgtpZWXErh9Cv+vkDw0+t0DmaHjeszZ2h9dlE2qfh+cwvlVitz/P4hm3f35n05kw7cTNOO0kEcd8c46MTOATWBLSp6MlRv0qRJR0TJVFMSW7ANzRpb0tVosLovQGjJhHzvoDtOwxrsIKVlHx0JOSREJBJrI+F3S5SdjaYUi/0BNjodLAzEfr79r3kOdaRxseUDtjAj6pggNg6p8RzsVwLmRCKVF9PiAhQ+o4Py9o/R0AGFJLbyIAiX6Lh89SgR/RyQAt6ZKfj9ORqbpokBOsOleRpTaxV7JsdXngNgivhvaWVqMkFspAkv/RclCo0kvPzGuJQqObTHyadsrDHP5QxtK88ZKyOPCtz4+G/j8uO+iz2ebN++3TlnzpyosbM9e/Y44eN0lwAAIABJREFUH3nkkaqKiopdlZWV9jfeeCOhs7NTfO1rX8t97rnn9u/bt2+3YRjcd9993QL1kydPDpaVle1esmSJ58Ybb5z68ssv79+4cWPZvffeOwHA5XLJtWvXVuzevXvPhg0b9v37v//7JDlGvX/Hks+sgU3oqCTJU0Vd1gKS20em2thVnuNOCJIkFdVW66h7QpapsIFtlInDjAxjI8TfR5mJmKQU6VJyY1sHPofAHgovHm58XfLsSo12d98L/1/a25lkmPwxOYmz43BPviqXkEAnZebQGsOjQ2DF4BnzrGFHppuStshnk0IjrXkPmp6BZpl6zGanO5ai2/IxfO9jdZ6GpmDWrt9hMf00Zs7q7ol6NC1SomMduHqZEQyRIiVHrNaYFzflciK/Nq5ghbad540Vw45/S87v87tbKkzhAaEDOn7TyyHPTnISZnDQsyP6QQZBWTNxe2tI9vSVpVTAR9MFP7hJ5+FVOm/ME9x/hc6N39W562qNVxcKDmXBvolQclhRGUc/kK4WdZkjSHDaKsMCE00yuq58O24kGj8wbh3SVfx/5kpaSOR0fQf7Vc814MXOPpXD63JgBvc/A7NmzfLm5+eHdF2npKSkc//+/bbS0lLHpEmTArNnzw4AfOUrX2l67733um+KV111VWvktZ3z58/3pqamygkTJhg2m002NjbqUkrx3e9+d1JhYWHxGWecUVhfX287cuTISZdT9Jk1sBNqPsDUrFhDseu29mdbviCnXpGW2SW/Nnr97L0qhzTaOaxiE5EwEWwwZxNQozt3PELw5bZ2sgyDoAXO36x44XMarQl9v510w+Tm1nbedjq5or095u8upHReNxdylvYJ69X84V8wKhSvmYtoU0PvkjMMk9Zut7cgu34LSoWwOMc2u7kb4cLiWIoZKEO35SOEm+nlz5HStp/ygsspqPhr99AukYmOKF7UpZFFTWqM55tX2flG6Ds4CXC6vqNPHDEaDgK82cvASiBJSgKWHrlEhcJQIVJsWYNqE0fHgmlNw+6rI6mzDoiEWnIFP/qKzgOX6SgBN7xuMvuAouSQZN4BaEgSPHmOzu1ftSA1gTsYW/u+LkoCQSotFgpHEMLZJvPJoJVyNWnQMTomm+QM/tO4MWp4wlAavzMvYo6o4OVQ//NLw42PXxuXxxTa+DQya9YsX2lpadQL0m7vWSbquj5smzkAh8OhADRNw2azdb9e0zRCoZB47LHH0pqamiw7duzYU1ZWtjs9PT3k8/lOOnt20k1oLNDMIOPqNtOQMYdxdVtGdAyfDcomCWYdUkyzBDhgtTBnFOpNXeyVkykUVd072eEwseDFyUeyePjBQ5CgFBal+HZLG1IXvLpEozlp4HneVZaz0emgJI5kkQ9lMW0kMEM7QjvHthVdCCt+7LxoLh9yXLo08doEIR2EMnF1NgA6mmUiQo9dJStWdFsRQmhI1YRmmcjE6g1MqPmAwzlnk3PkbaxGjwetJk2Q1q6oTx34N1ji81NhtTInBvewUvDj0Fc5oCZwh/VZ7gtdNexr/NjYIgu7Y/smkGKaeG0RQyrC/aYzHTlUeuJToBN6GggNzWjF7a3hYDb87FqdX16t0+6CL78pmdQQrsveOk1j11SNzYWC2lTIrVEs3Cc5a5tk3/j4LFFJIMguu41pI0hw2qYKmKdVsEPlDTrGh4NU2nnOPIMnzAsHPP+aXESVyuJi/YOotdxe7OxVk3kjih70Z4FVq1Z1BINBcf/993f70Tdu3OjcsGFDVKWROXPm+Kurq207d+60A6xZsyZ9xYoVMTfObmtr0zMyMkJ2u129/PLLiUePHrWN/lOMPZ9JA5vV8AkW048nKWfEjZ53TAm3bEsKwrxAgE0OBzNGmeBkKsFeNYkC7ShtxK5wo2Py6hjUlIYI948tHGShMCMQ5FKPl+eSErkxDtUgCLuH3fgolxNGPc9YcOLnT8O4ibvVnNzhyJoj0IJQJkoZx2QXq9tLkEYNuqWA1JYyplW8QGP6TNyeo93JTV3UpgrGNytq+vUfsEnF/ECAzQ47M2IwFs+YZ/E3eRrf1P/Gg6HLCMYUxBAYWHhX9mQZp5kmXnvYwAoRXiBNck+nJVgXw/F6HTmSRCYxsJh+HrxYpzodrlkvKaqUrDlTsGmGNmB3qjTBwfGCLYUab83V2FYQ+60p3TQZb5ocsVqJ9y7bohI4qMaTL47iZeikrBaSyKCVXxjX8JbZk8SnFDxmrGKqqOVDs2iQV2u48PFr44rjsovVXJYxbVc33PE0TeOll17a/49//CMpJydnZkFBQckdd9wxcdy4cVFPYpfLpR599NFDV155ZX5hYWGxpmn867/+a0O0sdG46aabmktLS92FhYXFTz31VHpubu5J2f7opPNZjwUTjr5PpzOT1MaR6z9vyxM4ggpLegCXUjRarDHJBA5FpcrGj50UEV/pgoZkvTkXaRFooyhYdwJ+Ibi9uZWbxmV23+RSTZNlPj83tLXTqmkE4yjLgbB7bJ25iDO0rQNie8cKH3b2qClsl7nM1qK39UuLfIZWN2S0hyuLXf5mvM4MNEteuCZWxtY8YDiEno2mZxDyvUuims7MXU/Q6crG6xrHlKo3B4yvSYNFexmgszs3EMChFI0Wy7Dn2w6Zy53G9azQStkhc6km9qClFYPX5UIu1DehE1a+arB7cQO6SMaitVDeFrWb2JDYSEWTIYLWRIKW8Of8wibFc6cLTP3YrOeLuxaMI7g0tsmwO90iYjvfG0khgza+FbqNF8TPKNKq+FAWs0Pl8UPLH7nXuHrQ13ads2/J+YxchDE2hqtZPRZMnTo19Oqrrw5IePnBD37QHYxfs2ZNd3eRiy++uOPiiy8ecJPu3ebu29/+dhPQFO25bdu2xap8csL4zO1gXd5aUtoPUJu1iLTW2EsLeqMIx19nHlKkpwcwgSxjDNzDEbewT8W3zg5hpZ5Utg0TW4sFTSmW+P1c297BN1ta+WN1LW9XVnNvQxPjDJMHU1NiLsvpYqMsooVESrTKuHbmo0OgY/KMec6gIzK6Bf979bX11SOEDkgszrErndBtJeGdsWljzs7HAMGRnJVMjmJcO5zgcQoSo6y5l/r8GMDEYcQS2pSbb4S+QzrtLNL2xV0WpYB3zNlIJdCAbMOkzRVe+FmUA7/04jHiX3xYtHRc3losWDiaBkoIrGbYG3SsKAkEMYHskSg4yQI0JNVycFW1/jSShAXJV4P/RoNK4jHzC6TTxn45fsjSOxXZxYbrYuOe6ik+hXzqDKz0+dD9g7vqJ9S8jxQaugp1S9LFS3V6uF40rw7mGQH22qzM94/ewJapHASSepkc92vj6RE7FDbCCU8/bG7l5tZ2pIDfJyfx25RkPrHbuL25JebM1S7WyiW48FMhx496fvGgY/KyuQSPckR9vksusSWx5+bu9nW5PCWatQjEWMSLdXTbDGRoP7MPbsHpq6e84DKmlT8fNUmsyy2sRXl2qc/PTruNRUOUg0kl+EHo69SpNL5vfZ4HjcvinrGBhWaSKI3EHScZIVpdfoQMoYvo32csKGsWbm8NSR31VKcP38xgLJgZCHDIahmZwIQqoEBUs0vlxvEqgRc7jSTzpeB/skHO5Rr9LV6Snxv2lT7s7FB5vNKUHfdcT/Hp41PnIm557jmmPftrnOM/R9Wkswg4eoJYQoYYV7eJpvRZZNdtHvF7bIuU54TsktmBAM8mJXBd+8hiub3ZK3OYLOrZT/xlLDYM1hpLSKOdiKgjRJYQqXRwlb4Bq4itVtGlFP+XmIBCsdgX4KttsWcL98dUgnXmIj6vbeMf8tiISwxGEBtB4EVzeVQ5yfQuwf/Iplqi4fKGDawQVpRSWBwLMHzvjGoemjUPoTlwdB4is2k3B6dcQP6Bl9Bl9LBVbaREx2OT0MsRnGRKSoJBnkxK5Ib2wReRj5sX8aZcwB2WP/Gr0BcxRxi8ECjelAuZp+1nnGnS4YroEWMf0fEQdkxrMrZAHQmddVRPFwipukuljgVCKWYGgnzgdHBBnBKmSkGpzOdcbQsvyOHVwXpjYsGGnwo1ERd+gtgIxBABVmhk0sKBwEmpi3CKMeZTZ2ATTjsN/xPPk3NkA5Oq36E2exGVOefQ6R5HZuN2bCEPrSn5ZDaOPASxNV8wsVGhjw9iNaBdt4zYAPWmTE1mhqhk/QgMUQAbR8ngXuNLUZ+vVpncbn0upmNpwJUdo18wAGySM2gimVnaIV49AZ1DXPh5xjw7qoF1KIVbStrc4S25EhpZ9R+zP3cVIVsSqBC6fRaG7yNg5B4K3VaCkh1Mrq1CCgu64cceHDxJrCY1bHjanX3PqkV+PxoQ0PRBz7fDMov7jC9yvraJ9cZcGhj5jdpGiH+Yc/g3y3MkS0l7YrhXcEAbmQJTV4KTZrTj7qylOg0y28MZ08eKxf4A6VKy32bHEqeBPajG0UYC47UWpIzfmefDQQat3Gh5jUeNL8T8ugZS2ZZ1cdzvd4pPH586A2svKCB9UhItbQl0usaRXf8x42s30pAxB0egBb89lZSW8hEfv3wC7J4sOO9jRU5+gFA7TBpl9jCE466HVDZnaltjzPQcyHgamSaORBzf4R2sRFClMvmtuYpl2i5WxNBpZix5VS7BQYCD8sS4vMK9O6eyQ+YyK0qyU1guMXzz1JWBlJL8Ay9RNuM6hBbeceiOOZj+EXo8hBvNOhXp28KExr00ZMwiu2Ho5KCatHDSVV0/w7PU58crBLnBwd3DT5gXoiEp1g7zgLxyZHOOEMDGHjWVVuUiyeykwwXWkJeAY2QGVosYWFOALkNUZ+hMalTsmHLsDOzFHR46NMHUIb6zwdiqwgITnXHmRPSmkRR+NURi0yn+ufnUxWC7cATbSWvdh6lZaUmZRmrrXpI6DlObvYj05l19xsoYr+92JzxwiU6aB5whwWJ/gB12OwvikKsbjHI1EYWGU8QfJ+qihgzeUXN5V83lXTWHd9Vs3lezqGQcyXj5XuibNKikUc81VkwleM1cxEqt9LhlDw8knOz0v4MkO6WbPXKJAFJYGF/7EQkdVQAoGcRinw8jdLPqthkIoZHefgSr0UlH0lTswaGTxGoiJTq1/Up0lvj9fOKwDxp/bVEJ/NlcycXaB/yvMXhyV7wckZnYgKBFYQl5UCPcwdpEGrrhI2BLRorwQiKzDULWY2Ng3VJydqePdW4XZ4+gheQ2mY8LP4dO0OLwFJ99PnU72P7YjE7SWvdhaDYa0mdiD7aiqZ6kindLBP9znsa3XpIsrBg8e0cK+M1qjTY33LxO8cy5ip8cCfJkchI3to3ewJbF0GR9NLSSgBWD74W+yRrrPaMq54mVj1UhDaQyRzvAulF0/RktOiavmEv5iWUNCaJvam6GKSnr9ZVbZBBTs1FY8Wc+mfv9yC7Whm4rxgzGJwkIXbWvR5lSewi/PZXklqG7cinCOsR5u2F7Xo/hGWcY5IYM1rndrBhEnvJp82z82JmmV/O8XBl1zEioIouZHMauQEgvUh9Z4peupePy1mA3TOqTIWQRuEZ/6QzKud5OnEpRZbWToOLv2rNNFjBb7Kc00gv2s8S99947x+fzjdn93el0Gnfcccegcbc1a9ak/PKXv+xTBL9v3z7nI488cvDFF19Mee2112LWq128ePH0+++/v+r0008fXV/Qk4BP7Q62PxYZJLNpJ+NrN/V5/NVF4RZs91+usX7W4Cvp5z+nUZqncc3bkqfPECwMBsLxsF7i4W3KTa1KHfQYQxFLk/XRIbBg8p6cFXPnj9HyV3NFuIemzBp+8DEkiI1OHPzNHJjFmWaatPZrByeUQUrbAbIaPgFAqSC6YxHxrje7al813z7SWg9Qm7WQ9JZdQ76mzQU+uyChn+HpkkfUB1kX+ZWVp4zzWKmV8n9GfAk5w3FIhbO/nUqh8CB1B7E2Oe+NtGbi9h4l0VvP0UgGcXC0xeNDcHGHl4NWC8u88ecT+JWVPWoyRVrlqOLYJytjaVxjOd7111/fWlZWtrvr56abbqpfsGCB55ZbbmmOx7h+1vjMGNhoVGbA/vGCiz+UZLTDb7+g87elA4t3tuUJXjhNsGKn5IMijQ6XYLHfj08IpvSK7fw4dCPXBX80ormUqckUiKPsZez7pHbRJed2n3EVW+Xoa2aHokUl8BfzNFZrH/DGSSBi7sLPH6MoO6WbJh02DaPXma4pSUh3ULD/r2hmELAitCSs7vPies+u2teJDYcRKKTF1sd7Eo3a7vXVwPhrk6YxIxB99/pX8zQaSWalXkrFEJq58WLB4IDKRgEuJIbwgNC65RJjRriQFjfWQAOJnfXdTeQ7XMfGk5ITCrEgEOA1t4vFI5Aw3alyMbCQJOJ3LZ9iaLZv326/7777Jvzxj388WFFRYZs2bVoJwEMPPZR+9tln5y9fvnzaxIkTZ/3yl7/M/NnPfpZdVFRUPGfOnBl1dXXdy7E//OEP6TNmzCieNm1ayfr1610A69evd82dO3dGUVFR8bx582aUlpaOMN39+PGZNrBvz9bQTYWpQX2KILNV8cczdNacpdF1G2xIgodWa0xqAHcAKiaGb3xLfAG22u0sisRflYIPZAkVatKgdZdDsVfmUCiqhm2yPlpaSMJFgNtC36Z9FH1kh+NP5hkEsFGg1dDM8Yv7DkZXstN22beeMSVSqtPWz+tpMf04Ai1MrnoLIQRKBdBt09HtsWrFRmpfgxVMrq+gJWUa2XXDKx/VRLSHO3oXG0fEPzY6HSyIYiykEvzOvIhicYh1xtgvZmplOiaQKBUBvUsuMb5zR9PD57UwPbg666jOECR7FXUpxyb+ekmHFxPQI0IZ8bJNht3C9fLEn7ufJQKBgLjmmmvy7rrrrqpp06YNOJn37dvnXLt27f7Nmzfvufvuuye6XC65Z8+e3QsXLvQ+9thj3c14fT6fVlZWtvuhhx46fMstt+RCWL948+bNZXv27Nn905/+tPr2228fu5XmMeIza2ANDd6dKZi3X/FBUfgib4gY2bWLNR5ZpeG3wgOX6ZganL8VXpsfHpdumBSEQuyy27olA/erCd2GZG+MQv1dhJusJ5OltQ3bZH0s6MBJjUrjh8bNx0T31FAa/2ucy1JtN3+N4pY9MQgsGDzdL9kpvZcecd/RENKdTKl8HVugFU1zoqQXi3MFmmXysO/WVfua4DmA099MU1rJAL3haNSkCXRT0d5rPgWhEBmm5KDNhivKH+wfch4H1AQu099joxpM63ZkGOjUkooiIvhvj7hb40x00rTw1tzUNDRlcjRdMKEpLNoy1mhKsdrj5SOng/O98cdeAbbKfCbQyF41/N/6FLHzve99b0JhYaHv5ptvjioDtnz58o6u1nMJCQnmlVde2d2W7tChQ9070muuuaYZ4IILLvB4PB6tsbFRb25u1i+88ML8adOmldx+++05+/btG7kiynHiM2tgt+YL2tyCGdWiT9eYhhRBepvi3Zka3/q6zv7xgn95S7LmDLq1eRf7w2461cuNt0n2NLDeLafGNZfuJusjVJaKl7Akm59XzaX8yTxzzI+/Ti6ihnTO0T6h7CS6QWlIXjGXdneJgR41p9YoYgdW04dQBgUH/gaA0Nyg/FjdFyG0oXc2ur2r9vUAhu7A2VkT0xy7Mmtre3XR6Yq/JprRhUIeNy5iPE1sNfMZSWx0aARHVQYakGpKWh1hA6sNI3zfH6u1CKevgaA9BQUcSYfxzQqPa+x3sIv9AcaZJhsdTiaPsIXkNlnAXK2CXWrq2E7un5hXXnklce3atalPPPFE5WBj+ree692WrncbO9GvGYQQgjvuuGPiypUrO8rLy3e9/PLLFcFg8KS3Xyf9BEfK+tlhF1VF9kCj1pQsSOlQtLvgoo2StYs1AraeP+gSn592TSO/V/x1s5xOOm3YCbJbTYlrLnsiRijWJutjgQc3abTzM+PL7IxzQTAcfzDOJ0fUs9Ec2JbrRNKV7NS7jV2XHnFzYvQbvRI64+o2k9QeqaEVThAWrAkXM1jSk9Cz0SxTUf49jGuqoC5rAdkNsQmbdHXRqeuVK7fU5+ewxcLsKOVg22Q+m1QRX9Lf4jV1bDK1vTiRSiPTNGhzhxM3LXGEFzRrPso2nimHXyOx00O7C7yDaC2PBV21r/kjqH0FqFfJVJNJrqiLSX3pFMPT0NCgf+1rX5v6xBNPHExNTR21Nuaf/vSnVIB169YlJCYmmunp6WZ7e7s+adKkIMBjjz12bGNtY8SnzsBuq9/GfbMr+ySt9KfNFd7BLt+t+Lgw+o21NVGQ7A33fK3O6BmjK8VSv58tDjsLe93wNskZLNL2AlAu45M67GqyXhljk/WxopkkHAT5eui7tKmx6dG6Q+ayRU3nKu1t3lQnX2/LLmWnLk9rj1xidO+BLkMYmo3C8ufQzFBk5SwQWgZWd193s2bNxZpwBfaka4EQWc0H0GUInysTizm8NVGEG61ntIdLWAAsSrHIH2Cjw8HMKPHX3xkXkkgnDSSPWBIxFrw4yTJMWiOC/zqxe98sjuVYAw1k1W3B6W/tdguLMd9tQ4KUnDWK2lcIyyMCqGOnf3HCcTqdY9qubrjjPfDAA5nNzc2W2267bcqMGTOKu37WrFkzorIJh8OhioqKim+77bYpjz322CGAO+64o/ZnP/vZpKKiomJjhJ6L482nrg62sqOSdya04Txb46uvR18ovVsS7t6R7Ou5kUWjNVHQ2m9TeXNrOxMNk6eTHJwZuYCPqjSqyeQy8R6vsYi9KgelBrS0HJS9MofpopLdJ8Ad5cGBVzn4QegbPG79f6Ouj/2DcT4ufDSRiDwJ12edkZZgO1Qus8VBXErhlJL2xME/tyYNkjqqKNn9P+wsuQU0C1L60G1FSKMBCKHb56HpaSjZQcj3AUJYmVJ3GI9rPOkNsdXPtiRAwCZw97KjswLhdoh1VuuAi7FKZvJ3uYQb9Nd41jwj/i8jDlqVm/FmB+2uEHpTABGjgdWs09EsmeRVPElzeglJHYcpzQlfGO0OxVi7tHvXvrpHUPsK4UWihqTaPAYB4pOEoWpWjwV333137d133x01CeEXv/hFLQzdeq73c5s2bdob7Thnn32299ChQ91SdQ899NDRsZn9sSOmO6QQ4nwhxF4hRIUQ4odDjLtcCKGEEMesbmN1/mqmmKmsW6Dx+ryBF68C1s/WyKtRbJoW37Hn+f18vbWNV90uLvT0XLybI/FXQ+iAoAMXR4nt4jSVYJ+aRL5WcxxbufUg0XEQ4E05n8dHWR9br5J5WS7jMv09/mKObS3m2CHQkLws+7qJPUN89RqSoDWBzKadFJc9BUp2Jz1ZXadjdZ0FKkiocwPSOILFsYRkYwLJHZXUZy0gpX1/TDM7GpFGlPQORwSQwLgo7RCfMC9AQ5IofMM2Ax8t9aSSakraXQJryIMWU5mOwOJchh6oY0LtFlpTpuEItFKdIbAHFU3HICLSVfu6fAS1r13sVlPJFTXsIb5QzylOES/DGlgRbp75CHABUAx8SQhRHGVcIvAdYONYT7I/KdmTSfYofn+uNkDn9MA4qMoSLN6nOBCHRzbRlNxT30SNxUKtxcKsXvrDm+QMEuhkv9nTjq1LmWk4RtpkfSzx4iKNNn5lXM1HvZK14uUZ42xCWJigNdPO2LicjwU6JhWyR1Qm3ZR0DJNsYwt5CFgTya7/mBn7/gRKITQ30jiK4dsAmFicp6PbihBCZ3ztR0iho5u+mPdoXTWwHY4ez8usQIADViuz+7VDbFVu/mx+nou0j/iTcWx3rwLFUZVOspQRPWIPaMMbWN1WjKanMfXw3/G6x5ERiUNXp8OEZrrFJsaKyaEQ8wMBXnO7WTSC2tcudsqplIiD7FcThh98ilOMglh2sIuBCqXUAaVUEHgWiNYK4r+Ae4FjlNrQgxCCtgRBgg8euFTr7q8J4d2rNaRocRG7D1cpftLUTKZp8lhKMl9p66slu1lOZ54oZ4vqSerZGemjORxl3U3WRybwP1Y0k0wSXm4Lfod6Fb9yTUBZeMY8m5VaKc8bK47BDMcOA53DqkdfNt00aYtBodIe6iBgS2JCzQcU7H8BlEKzTMDiXIlmmdid2Sikwbi6TTSmzyS7fvja1y5qUgVWQ9HatTZRipJAkN12K/n9Gqz/n7mSThzM1A5Tx7FS/wqjY1ItM0iWJh1OsAY9MZTp6FgcSxHBo0w+upna7MWktoWbbFSnCyY0KRrjb3s8JBdHal+tauTFbg0qiVrSmSSajmlM+xSngNgM7ESgqtfvRyKPdSOEmA/kKKXWjuHchqXdBVKDe67U8drDsmzvFwsWlis+Ko4YV6VIG6T8oYtLPF7O93byu5Qkbmtp7fOltKgE9qkcZmqHu+tgrYQok7HVOJfJyZEm6ydejq0VN+24uC30LQwV3y1qrVxKI8mcrm/nwEm+8ldoHFbZhFT4BppumrTEWC5iD7YTsCUz+ch6cg/1PZ3dnmryDrzI0o0/xxby0J6SjyPQGvO8atIgq7WnH2y2aZIuJbWWgfHXv5inMUvs50VzWczHHykKwSGVRbIpkZpAN71IfegViW6fidCTmVT1BobFhbOzAQH4rdCYLEj1gIp1gRsDulKsitS+nhdnW7re7OrKqB/DuZ3iFIMx6iwVIYQGPAD8IIaxtwghtgghtjQ0NIz2rUEIgjrUp8B/X6KzabrA6xTk14nuJs/XtnewobKa/6+2noU+P/2VF6YGQ/yoqYXNDjszAkGy+xnjLbIQAEuvZuYmGuUqtkzivSrcZL2Ck0F0REPDZJMs4ufG9TEbWaXCyU154igbjNnHeI5jg4lOpQprJKeakvZ+colDYQ+24bclk3v47+QefIUph19n8eZfsGTLL5lS+SadrmzK8y8jq25LXHPqKtGpj6y1SiJuTr3fOVkmc9ijpnKO/gk7VW7/w4w5JhoH5ERsgFUqhPQMY2AtWBxLUMEq8qo2U5O9pLv1PggmAAAgAElEQVRF39HIZtsaawurGLmiw8N40+Q9p5OcUWSQ7op8n7VyjLfXpzhFFGK55VRDHwHdSZHHukgEZgJvCyEOAUuBl6IlOimlHldKLVRKLczMzBz5rHthWgS2EJTmCR67QCOtXVE2MXzD0pXi+rYOqiwWSgJB/lBbz9M1dZzp7UQohVUp7m1oJCgEb7tcnBmli8lmOQMrIQ6bPfOV6BxU4/HH4Pbdq3KYISpPmniPHwdptPG/5rlcFvx5TCVHH6tCdqg8rtQ38K6adRxmOTbsj4jYd3kw2uNoZOQItuG3pZB7+O/kH3wRU7exP/cLVOZ8Hpevnmn7/0JSx6D19AOQIlyik94Bph42PiWBIAYwrp97+K/maVgwaFcuxl5YIhqCssgl7pAKqbwRwf/oLlTdPgehJZBd+w4aELIlYjHDJW1dJW9e29iJqiSZJre1tLHFYefMESo3dbFTTiVH1LEvTjW2U5xiJMRSprMZmCaEyCVsWK8Grul6UinVBnQX/Qoh3gb+VSkV3/J+FPgcgiSvot0tOO9jydrF4Yt8ZaePCabJr9JS+XZzCx/b7YwzDR6sb+Sg1cIhq5XiYIifZaTxw6aoyl5sktOZJQ7yCX1FFUx0KtQEZorDg86rU9k5pLI5axRN1o8FzSQzmVoOq2wuDP6SH1j+j5v1tei9SniUgq2qgOfN03nZXEYyHqpk5nGRehwrytVkzuWTPnKJaXEknzqCrbQlTqY5rYjMxh3kHXxlxOauMQkMi8DVKzenJBhkv9VKUS8DayrB38zPsULbwavmkhG+W/x4cWEgcCmJoUW+JOEE1f8Ls2JxLEYGDzGtqpSmtGLG137Y/Wx1ukCTitYx7Mr4zdY2EqVkndvNj5uaR3WsnSqXmeLgCexffHx4550Fc0JG65iVYVotKcbpp388ZOlPZWWl5dZbb51cWlrqSkpKMjMyMkKrVq1qXbt2bcr69esH9HH84he/OOX222+vW7Bggd/lcs3r7OzcOtp5xtvq7s4778z63ve+15iYmDhqcYxoDHu3VEoZwG3AOmAP8Gel1C4hxJ1CiNXHYlIjod0tmFoj8TpF9w7huvYOjuo683w+HMCCQIBxhkmpzYpEcEanj+cT3Fzb1oEjigZsp7KzU+UyV6vgSBSR/j3D1LXuUZMjTdZHnvF4rKhkHD5s5Iuj3GNcwxXBn7FfjqdOpfBbYxVnB+/jsuCd/MVcwZnaVn5gfZ6/ytNO9LRjxoJBRWQHm9ltYOM3j8kdleQeXkeC9+io9pJd0ohG16awO8HJxtRQj8vzQ1lCHWks0co4yvEVqwliIUFJApaI4H93JrEGIgGhZ2FxnobQnKQ2bcYe8tKcXoTL1xPuqU4Px5lrhskgnhkIcEtLG9owYtkFwSBXtXt4ISGBG9raRvX52pSbKpXFZFF/Ui14jwVjaVxjOZ6UktWrVxecfvrpHVVVVTt37dq155577qmuq6sb9It+7rnnDi9YsOCYJ8UOxWOPPZbt8XiO2a4hpgMrpV5VShUqpfKVUr+IPPYTpdRLUcZ+/njuXntzaLzGW3PDF3ZhIMgif4C/JiZwRi/Xrw7MCYbIC4UotVkZZxhM6+ei62KbzI+0tPLT31WnIYfVMX3DXIAF45g1WR8tQWyUqSlMpYb9agLnB+9hWeBh7jW+RApebrc8y+XaO7wrZ/OT0FfwxaHuczJwWIYziTMiak7NCScusaWmq0Qn0kVnomGSIiX1Fkufi/Av5mkk0Mm+ONXCxgKfspFsSry28K7V5r4Ue/KtOFK/iyPlFuxJ12FxzMMMllNwtIJOZxZpjbv7HONoumBSo+rVlm8gGYbJw7UNfKu1jR81tQzIi+hGKe5oasGrabRYdCYYQycrDscuGa57tYrRHecUA3nllVcSLRaLuv3227tXW8uWLfOtXLnS4/V69fPPPz8vNze3ZPXq1blShq/HxYsXT3/nnXf63Bxramosc+fOnfHss88mt7W1acuWLSssLi4uKiwsLH766adTAPbu3WvLy8srufrqq6cUFBSUfO5zn5vm8Xj6XNymaXL55ZdP/fa3vz0B4Nprr508c+bMooKCgpLvfe97EwDuuuuurPr6euvKlSsLlyxZUjjYuNHwqVNyipVr2jvwCYFbqqgfUhA2tEOxSc1AIDkqBzZZ1zGHvAkqBa/LhSwWZbyt5sY5++PLIcZjJ8A8rYJZ4gBJwsc6cyG/Mq4+0VMbMQYWDkZ2sF0u4pYh1JyONTWpYfGF5oj4QkmkztrWy7h0KjuvycVcqG1knVx03OfowU2aNGl2VlHUsJW6JBeKIEqFQEQ8aMpKkred5I4j7M9dRd7BV7pfb4pwklPJ4cEV1PRI3oNLKd5xOri6w0OtReeJlIFJR2d1+ljqD/BAagrfaB3d7hXoXhCfalE39mzfvt05Z86cqG7ZPXv2OLdt23Zg6tSpoQULFsx44403Es4777wBwZqqqirLRRddVPDzn//86KWXXtoeCoVYu3ZtRVpamqypqbEsWbJkxjXXXNMKUFlZ6Xj66acPLF++/PCFF16Yt2bNmtRbb721GSAUColLLrkkt7i42HfvvffWAjzwwAPV2dnZpmEYLF++fPrGjRud//Ef/1H/29/+NnvDhg37xo8fbww2bsmSJSNuGvzpCah1YRpM8Q5dGpFimlzk7eRVt4uLPSNXfNksZ1AojrBNFQx4LoSFfUOU6uxXEzigJrBU38ORSDbryUwAO5tkEU+YF/Fr44oTIus41rSQSItK6JFLTDqBBjYNslt7XMUlgQBBYEIv78nrciGdOCjQj9LB8fV6aEiaVSIZhqQxKcCsXf+D20xFt8/C4piPxb4w/OOYw5T6gxi6HVugvU+HqPqUcAKXKzi4p+DrrW0s9gf479QU5vj9NOga321pY1VH3+vULiX/2txCudVKSSCAcwz6Lu6UuYyjaUwb1p9ieGbNmuXNz88P6bpOSUlJ5/79+wd0WDAMQ5x55pnT77777iOXXnppO4CUUnz3u9+dVFhYWHzGGWcU1tfX244cOWIBmDhxYmD58uU+gHnz5vVpdXfrrbdO6W1cAZ566qm04uLiouLi4uLy8nJHaWlpVHdcrONi5dNnYDfcy092v8dpQwh9X97hwaEUh202UuXIYtchpfOJLGCB2DdISY6gkRQaVPTVcNcOZCTN2U8xdhxQ4xFAminpOP5KlQCEdDg4rq/4QnEgSIXNSlEvL8pfzc8xniY2Gse/S5GOpEGlkG0atEZc6a7OugHuW2uwg+z6j6nNWsS4+k19nquOxF0Dg/jFlnX6uKW1nZfcblZ5vCQryDQl9brGnY3NLOt1TX+5rYNJhskfk5M4d4Si/v3ZqaYyUzvU3d3qFGPHrFmz/v/2zjs8qir945/3TnolCT2hQyoQEARpig1REbGwuLrorrK2teyiorsquupi111l3Z9lFVhXxS66KFaKggqCoKQAQuglvSczc+/5/XFnQggBBpgkk3A+zzNPZu49c+93Tu697ynved/qtWvXNtoqDA0NrbuIHA7HAWnp6m1XAwYMqPz444/rhjKef/75+MLCwqCffvopOycnJyshIcFVXV1twIFp7xwOh6p/zKFDh1YsW7YspqqqSgBycnJCZs+e3WnJkiUbNmzYkHXGGWeU1tTUHGT7fC13NLQ+A3vKDZQGh/CPvfmc2siN51CKy8oq+D4slPPLj733ul71pJowOh0hSXruIUImLjKHMkB+YamVecwaNMfPRs8oQ4JpUt5C0R0/PUkoiRIytoFlCKIU6U4nWSEhdWs696lYllkDmeBYwTLV/GuNTYTdKp4E0yI/1n5WZf78f5z69e2ctPpJUnJfJ3HnEnrl/Q9DuamJaE+w+8D7b4fHJ6ss/ODeZge3m4fzC9kSHEy5YdC/XijSjqZFicPg6X0FpNU66eR2c01pGV9EhDOlrMwvC5UqVSibVRd6yp5W50vQGrjgggvKnU6nPPHEE3Weed999134kiVLfGrWighvvvlm3oYNG8LuvvvuzgClpaWO9u3bu0JDQ9WHH34YvWvXLp9yC1533XUF48aNK50wYUIfl8tFcXGxIzw83IqPjze3b98etHjx4jojHhkZaZaWlhrAYcsdK63PwEbE075DOkUOB3/fm8/YBlFdzqiqprNpsjgikpRDOC/5wkrL7kXkW4e/PhoLBLBLxbNO9eE0Y11dqERN8yNYbGC/gS0Nb34np6pQeHekQf88i6X97fN3c7uJsRSFQUF1xmOBORILg2ipxt0CrhGWJzBHjGWxs72wuXMMezoOpTDBDjveMf8HUja+SdKuZRS1S6HznoNDju9KENpVqAOSyYPd6H0sv5AIpfhPbAyXl5cf9N0E08Ilwr/27OP+giIMYHV4OKlH8JPwlWzVw+PR75/jBTrBQe38ms/tSMczDIMFCxb88uWXX8Z069atf9++fTPuvPPOxM6dO/tc4UFBQXzwwQeblyxZEv3II490mDZtWtHatWsjk5OT0+fOnZvQq1cvnz2O77///r2ZmZlVF198ca9hw4ZV9+/fv6pPnz79f/WrX/UeMmRIXc/rqquuKhg/fnzy8OHDk0eMGHHIcsdKq3RyEiOYzqbJHoeDp/cVcFvH9nwZaY9OXFFazo6gIIZUH3s4NbAD/HeTvaw/TMzhYNzkNDLc9Jlpx9iwU8PpkGwtRRAmeR5P4gTTZHW4AM07D7tguEF5hDB8A/x73P4AE2DPM3p5zxxNf9nC52bLrc/cqjpzrkdTZWg5vbfuXwzgDIqiOLYPruAoakPbEb/z4IxiOxOExAJFXqcDr/kbi0sZWlPLrIQ4phcVNXpHCBBtWdSIMLq6hpdio5lW7HsYyiPxsydE4pEazG2FI61ZbQp69uzpWrhw4eaG22+77bYC7/t58+bVRWepn5bOuwY2PDxcff311xu923/88cecxs61cePG9d73DzzwwN7Gjvn000/XpbN755138ho7zt13373v7rvv3nekcsdK6+vB1qOzaVLgcPDkvgLOrqwirdbJkNpa3ouK5LRGojL5iqWEVVYKJ0vuYUPVWQgbrYM9uRdZQ+ktu1huHpR0SNOMuHGQ50lyb4dLFMxmbO+URML/ThZOybb4uF5u+oxaJzUiJHlGWDZYiaxXvRhnrGKdj0kkmoICFUusZ0lTWYM1wyHuCuJKf6FjwVq67Vxy0HcV9hrYzsVQWW+kYGRVNdNKy3g/KpILyyuJsQ7dwHFg93a/iAgn1lTH7D/RGOtVT+IpI091OXJhjcZPtGoDC7aRzXc4eGxfAX8tKKRKhHaWdVxd819UV4qJpptRgOswRzJxsFElHRDTt1hF8Z2VxhnGGlar5ONQoTle6gf9jzdNlAjlzeic+/YoA7cDUnbJAanbMpxONoQEk+4xsO+aY3BgUkE4LTniUUg0sR6jVuZjcgQvJZFQFSZE12/XKsU9hcVsCQ6mWqRuadLhCMNenjP5OLz/G8Oboq4teMdrWg+t3sACdPH0ZNOcLj6KjGRixfHFK/3eM//qiwewk+C6XhLAF9ZgTBzESDVW26jeVo2Jg+2qA+09a2FLmsnRaU8cfDFIGLtOsWDY/u2GUqTXOskOCaGL28RSwgfmKEYbP7HQar7QiI1RrKKJtex6Kj/K/O5eD2Il+6/5FKeLbm43H0VFctlxOBweLzUqmI0qiX7GroDOY6xpe7QZC9DZNPkhNJSSoKC6VvixstJKJYFSsi3fHJSyVI+694vMk+lMET+YfY5Lg8Z/bFJd6eAZ+jyWcInHwhunGgRZ0L5cKI7ef86eLjcRSlHscXD61kpjNwmMNLLYofyTAONYqSAchzIIthQVR+lou9PrQVwvmfyZVVWYQILb3aKeCBtUEm6CiJIWjcqnOQFpMwYW7FjD15Ycn2OESzn4zkrjZCOXH1W/I5YXVF0KrGoVwjJrAGcaP7BC9T8uHRr/sVF1r4vmVBTV9E5OmzvD8nSDc1YpPmoQkCmj1s46E+nRs9AaTgQ1jc7lNzcOLMpVGBGWRUXY0dXT6r5CZLWioN6y8DMrq1kbGsro4/CH8Ac/W/b9WWTp3qumeWlTBtYfzHJfzm4SGG7kUOXDerlg3OR6QiYusQZSQyhdjeI2H0y8tRCEm19Ul7oh4uJmSAP62liDqGqF5TjQ4Qfs+dcqERI986/LrAGcYmTxZQBkdxEUpUQSpSyqQo9c3suPvYQ1fQzOX2mxMdH+vUkuF8kuF9+Gh9HzOPK3+oOfVU+iqWKr6tSiOjQnHq1ymU5T8YE5glfMc5nq+JT55lifvuPCURfM4FPzZGKoZL2pI8UEEnlWJyKVItSyKG/iMLQ/9RDW9TK4bLHJO6MObr9m1DrJCQkhw+liq9WRraozkxzLA8LAmhgUqxhirQoqw3x7NLgNmHuWQcdixd5YqAm1DewZniAwIX4IcXi8rLd6kSF5J5SDU9qynzKL3abfnu9xQQ539pgBh136IyJDJk6cWPTBBx9sAXC5XHTs2DFz0KBBlY2lqzsR0D1YD7lWEne5fs9JsoESK7LR9a2NoTDYSQeKVDSfWydxhrGGpS0QiUfTON6g/wJ0cZt838dgSxN1ZCyB/55ukFCm2B0HruCDAy6kOl3khgTT0TRZZtnJ62sDpJ2rMNij4okzLSp8dHL6bLCws70w8XuLpQP3P07OrKwmNziYES08POxSDrJVN5KN7RTSDMMXAYI/jauvxwsPD7dyc3PDvZlt3nvvvZhOnTqdGJE9DoE2sECZCud615+IoobxjpV8qEYd9THmusdRRiTJxg4qmjlQu+bwFBNNqQrnwYJC3A6450oHnw4Wv4ec+PQkYXMXYeK3imUDDr61+rhchClFqcN2cPraGkAXCvkxgBzi9qh42pumTwa2PBzeHGOQsdViWbqBErtBkWCaDKqtZVlEOOk+LM1pSn5RXXESQjs5vsAzGt8466yzSt966612AK+//nr8JZdcUuTdt3fvXsdZZ53VJzk5OT0zMzP1u+++CweYPn1618mTJ/ccNmxYSlJS0oCHHnqoI8Bjjz3WITU1NT01NTU9MTFxgDel3LvvvhszaNCg1PT09LRzzz23tzfUYSASsMKaC0sJt7luYLvqwIzg+TzunnJMx3nZHE8YtWy2Oh+5sKbZ2aK6MKjWyXhnFR1L4KXxDv5xoUGVT9FNj0xBDLx2msHAzRYrUgXLONhvNt0TwSnKdONWBt9YGYw2fgqo9dKFKoYE06Qi7Mgxr94abVAVCqfkCLnd9v/esZXVGIBLjBaPY/azZ1i4TB3luiPNMTF16tSi+fPnx1VVVUl2dnbEiBEj6tZMzpgxo2tmZmbVhg0bsh588MGdV111VV0Un02bNoUtWbJkw8qVK7OfeOKJrrW1tTJjxoz8nJycrLVr12Z37tzZeeutt+7dvXt30KxZs7osXbp0Q1ZWVvZJJ51U9eCDDwbs5HqbN7AFKoY57nGstvriUo6D9v+fOYHPrKFMd7zF465fHTawxKFwYFJOJKONn1hsDfaHbI2fybW6YwGJppud7YUuBRbfpgp3/c5B3nFmE1TAi+cYKIFBW4Sc7o2blYxaJxUidHe5WKv6UE4kPYz8gHKIKyKGdpaF6RBqDyNre3u7x37GWsUHpxy478yqKnYEBXHScYYr9Qc/W70Ip5btVssugTpRGD58ePWOHTtCX3zxxfizzjrrgCS+33//ffQ111xTCDBx4sTykpKSoKKiIgNg3LhxJeHh4apLly7u+Ph4lzctHcA111zT7dRTTy2//PLLSxcvXhz5yy+/hA0bNiw1NTU1/Y033kjYtm2bn5rJ/icwJn+akL+5ruA9awwAEdQw1MjlFCOLU4xsylQET7incJ7xLYvNQezj4MTqvuAdbBxkbOZza6jftGv8gx30vxsmMLayii8iwljTPoyYSkVVKNx9lYPffWZx1o/HNmj8Tbqwpq/Br78yebsRxyYvGbVOskNDSHe6eNUagGCx22p3jL+qaShS0XXhEivCIayRGTQFzDvTIMwJcZVCQez+BkWkZTG8uoY3Y6KYUtZywSW8rLd6kirb6pKta5qe8ePHl9x3333dPv3009x9+/b5ZGMOldLumWeeSdixY0fI3LlztwEopRg9enTZhx9+uKVp1PuXNt2D3Wgl8r41iiuMzznLWMUY4yd2qQQec/+ai50P8FvXXfSWXXSRYr4n7ZjP4yaIINzstU4cJ4rWRBAmW6xOmECkspi3ex9P7s0nJsQeCu1YAi+c6+ClcQbuo7wjysLhlbMN+uxSbEwUqsIa770GKUWK08mG4GDaWxZfmwPoL3l8r479umsKitT+cImHCjaxpo+wtrfBxG8tPhx24L4xVdWEAMWOoBbvl1tKWK96kiZb2UN8C6s5cbjhhhsKbr/99l3Dhg07IJ/h8OHDy1955ZUEgI8++ig6Li7OHR8ff8ioQMuWLYt49tlnO7/11ltbHA579HHs2LGVq1ativr5559DAcrKyox169YdxaKy5qVN92Cfdl9KBLXESgX/Nc8CwMAiha0kGgVESS0ZxlYedl123Oc621jFJy0c6k7TOG4cbFWdCAMcpsXa0BDGVNcwdscuXo2N5oX4WDoVwadDDHbFw/T3LaJ8dH6de5Y9D3nGOnhx/KGtcz+nixCg3BFEmQpnjerL1Y6PedE83y+/0V+UEkGMx8AuOslgeK6i3y5FpB0fw16Wc6ZBlyLF9gSoDTmwQXFGVTVFhkF6zeErsFYFUUoUHcV/GXMaskV1poowEoxy28X7BCIuyOH29zIdX8v26dPHdc899+xruP3RRx/ddcUVV/RMTk5ODw8Pt+bMmXPYXug//vGPjqWlpY4xY8akAGRmZlbOnz9/6/PPP5932WWX9XY6nQJw33337Rw4cGDt0f6m5qDNGtifrR4stIZzo+MD/mOOq9tuYZBLD3ItO7zhAnOkX873sXXKkQtpWgSFQZ7qjEs5CBaTzFonZQIbQkP5bWk5k8or+Xt8O5aURZLTTfjLVQ7uesuka9Hhj/tjb2FZf4NJyy3eHH34B7g3RV2M6WaFlYGJwxO6L7Ae/EUqhn5OF4nVbr7MdPDFYLvRkJRvG1oF7E4Qpn1i8e9zDmxQBCvFmKpqPo2M4NzKQ8+/rrd6cKvrD2xTHXkn5K8MMJpmtM/r4FSlAnaKrsk40prVpsCbcq4+EyZMKJ8wYUI5QKdOnczPP//8l4ZlnnrqqV31P3tT0b399tt5jZ1n4sSJ5RMnTsz2i+gmps0OET/tnkwsFbgIolwvmznh8Qb99xKjILO2lr0OBwUOBw8UFDFBlRPispef/OUqB+t6Htr41QTDC+MNuhYqSiOhNOoIBtZZS5lh0NPl4murP+HUsNFM9Nvv8xeFxBBjKn5VXUHXQhi8yWJktiKuElYmC4szDTI3WywZIHXLcrycUl1DlFJsDw4hvJEAE5YSXnKfx0XOByhVkbSjguucf6JIRfv9d+xW8XxgjiIYFzut9n4/vkbjC23SwK62+vKFdRJXORbxqnlmS8vRBAi/qIPj/XYxTZJdLnY7HNxRVMJ5rkpqgiGiFmZNMVg4VCiIsecj68/PvnGaQWEMTPxO8dXAwxvXMMtiWHUt60OCSXe6WGYN5BQjmxUq8PIFWzgoIZJ2psnODrbz1vI04aeeggWkbrUwTOpCItbnjMoqKkXo4zx4tG6PiuNK11085P4NY4x1/CboS4qJJp9YbnLdckDKx8YoUDHc7bqaJ12TWWmlNFpeKVhlJfMH582Mrv0HX1mDmOr4jHUqcNYZa04s2uQQ8VPuycRTRglRVPsQT1hzYrBBdedsVje6r4tpssfh4N7CIioN4eOYCDoXw5yzHcw5e385h6kIc0JVGJy5RvHeKQJyaAPrUIrH8gtJdLt5JTaGxKog8lRnLnQs56sAXdJVqGKJNQ+eG60KF3J6NP5bDaU4vaqar8PDGNMgetMn5lDucv2eWkK4N2gen7hP5mnrEgAiqWa5lcET7l9xV/AbjR47y+rO7523sY84TAyeNS8imipGGT9zqrGOkcZ6Vqlk5rjH87PqRQyVXOn4lDip4G3zVHahe7CalqHVGdjKWjcuM5RDLW5YYabxtTWA2xxvMtuc1KzaNIGLN+j/4ehsmux1OJiVX0i1CIvjI+i126LvHkEAC7AMMA0Ir1W4gmBv/GF6r0pxd2Exp1dV80RcO6aVlrLYOg0AZwDfekVEE+suO6rvZNbWkmBZ5ISGcU7VfufRWa7LecGcQIZs4fKgr3jUNeWAnKyVhBNPGf9nTiTT+IVzHSsPOO4icyh/ct1IFNU8HPwS/3aNp5NRRBCw1urDJ9Z+N+a+soO7gl5nq9WB+ebpPiXr0GiaksC9yw/B699v4/Et07jQSOFKx2f0N/Lq9ill9147UswOlUAtJ55zg+bQbLWOHFGik8fIPrGvgD907sh3XcLY0qhdPrJz0rUlZUwur+CVmGgmVFaS6Db52hpAZwr50ex99D+gmShS0SQfRU7lzJpa7i0oxgl0ce0PjfiD1Y8XzAlMNpbgUgZ3u35HY/VWRAzxlHKb63r6yi76GTtRCp4zL+Rx9xQGyGYmBq3gLtc03ASRbfUEIBgXg2QjXaWIDEceK9xpPOqegmqbM1+aVkiruxJPTe7AgNC9fGiOZIJzFhfV/pX3zFHUqiCWWgNZqVK5OugT3vX0FDQasJfqbG5kDrYxOpkmZQ4Hz+zNJ7Pm2Lz/J5VXcHNJKR9FRpBS6yTV6fKER+wfcOERG1KkYoizjrwqo51p8tf8Ql7dvZcYy+Kh9vGc6em9KmUHeelACZFSxftqDIdrlBQRi4Hi967p5KsY/uj6A4+7pzDBWMFA+YW/ua7A3aA/4CKYH1U/FlrDedw1ha/VQG1cNQFFq+vBJneKRnXqT/DWbQw2NrBDdeRPrj/wEL8hDCddKSDXTDymkIeatoxQTDQlKpJ2UnnE0u1Nk8S1rVUAACAASURBVCLD4F979vHvdjEsiIokP8i3a2p0VTX3FRTxbVgoFjDSk2R9nepNGZH0NPKptQJ3dKWIaGKVE1HqIE9hAFGKS8orubW4hEjLYl5MNALcW1BUF1xioTWc1SqZe4Je5VG3b+vMawhhm+rIqbX/oJpQbnW8w3dWKh+pEf77cScIgx74NLOkyuW3h2C7iGD3jzPHtXi6utzc3JAJEyb08y7l8YXp06d3jYqKMh944IG9/tBwNPjU3BOR8SKSKyKbROSuRvZPF5EsEVknIl+ISA//Sz2QMqJZbg1gm+rAQNlEb2M3u0ng2qCPWHAM2XA0JwaNeRI3hgBxlkV+UBB/LC7ls+27+NeefZxTUUmIdeiQium1tTy5r4BNIcFkhYYxsd560K/rwiMGdsSvYhWFA1UX0cmLKMVJNTW8unsv9xUW8UtwMI8lJHBOZRVTy8rrjGutCuIR969Jlu2sNJN9buy6CSKSGkJx8nDQi7xvjeJbleHnX3di4E/j6uvxdLq6gzmigRURB/BP4FwgHfi1iDRcX7AGGKqUGgi8DTzmb6GHxmCd6stKK5VE8pljnoPJwUH9NRqATVaSz2UNoLfLxebgIFaEh9PP6eKJ/EK+3L6Th/IL+Vt+Ac/t2cdrO/fw8fadrMjbzvxdeykxDD6KiuZ3pQfEOmeZOYAM2crKAAuP2BDvutQ40yLBNJlQXskj+wpYvG0nc3fvI9HlZlZ8HE4UdxcW0sk0D/j+PHMc21VHrgz6jEXq5KM6dzmRhFPLQ+7fsFXpzFStjcOlq/vqq68iBg0alJqWlpY+ePDg1LVr14YCTJkypYc3LV1cXFzmbbfd1qW0tNQYMWJEcnp6elpycnL6q6++WufX6na7mThxYq/evXtnjB8/vnd5ebkBkJiYOGD37t1BAEuXLo0YNmxYSkN9Tz75ZPtTTz21X0VFhTz55JPt+/fvn5aSkpJ+zjnn9PEex5/4csBhwCal1GallBN4A7iwfgGl1FdKKW9T/VvA96eYH9lOJ/KO4CmqOXERLLI4+sGV3i43o6uriTdNVoeGkB0SwqlV1QytriXeNCl1GKwLDeXjqEj+ExPDW7Ex/Kmo6IAZx3IVzmrVj1OMLDaoFrk9fKbAk5j8ub37WLxtJw8XFDKiuobl4WE8E9eOzyMiuL2omBG1B+d6LVZRPOu+iDHGOt5yn8qxRKraTXsq0enlWiOHS1eXmZlZs3Llypzs7Oys++67b+eMGTOSAObPn781Jycna8GCBZvi4uLc1113XWFERIT1v//9b1NWVlb2kiVLNvzlL39JsjwjKnl5eWE33XTTvs2bN6+Pjo62Hn/8cZ9SJc2aNavDwoULYxctWrQpKipKXXHFFcU///xzdm5ublZKSkr1M8884/f1XL4MIyQC2+t93gEcLujuNcDHxyNKo2kKQnExz30W0aqSW4PeJVjMI3+pHsHASR6jUmQY1BhCF7dJivPIg6ArrHRMHMRINYEWHrEhG6xu5KtY9jpq+DgyElMM0mqqOaOqmgmHCYEI8Iz7IioI52xjNTPdv20ewZqA4XDp6oqKihxTpkzplZeXFyYiyuVy1d0IVVVVcskll/R56qmntiUnJztra2vlj3/8Y9K3334bZRgG+/btC/GmsOvcubNz3LhxlQBTp04tfOaZZzoCh51ffeONNxK6du3qXLRo0S/ezD0//PBD+MyZMxPLy8sdlZWVjtNOO630cMc4FvzaJRaR3wBDgccPsf9aEVklIqvy8/P9eWqN5ojUEEKK7GC2eRGTnTN9WrZzKOIti94uN/GW5VMr9WtrABHUsNEM/BGWfcRxcu2/MFxRTCst4/qSEk6rqSWikfCH9dlideY/5tlcaizhhQBLYqBpPrzp6q688soDonnfeeediaeddlr5xo0b13/44YebnE5nnf2ZOnVqjwsuuKB40qRJ5QDPP/98fGFhYdBPP/2UnZOTk5WQkOCqrq42AKSB4533s8PhUN5erresl9TU1OodO3aEbtmypS7J07XXXttr9uzZ2zZs2JB155137qqtrW2RIeKdQLd6n5M82w5ARM4C7gYmKqUaXduglHpBKTVUKTW0QwedAFnT3Ag5qjtJ7GOTSuQ858O8a45u8rNut9rzP3M4w4wcVqj+TX4+f2G544+qr/2I+zJCcdHNKGCH0vf3icqh0tWVlZU5kpKSnADPP/983XDsww8/3KGiosIxa9asPd5tpaWljvbt27tCQ0PVhx9+GL1r1646t/vdu3eHfP7555EA//3vf+NHjhxZAZCUlOT85ptvIgDefPPNA5J7Dxo0qOqf//zn1okTJ/bNy8sLBqiqqjK6d+/uqq2tlTfeeKNJ8hn6YmBXAv1EpJeIhACXAQvqFxCRwcDz2Mb1oDRFGk0gsYOOuDDoJCVMd93IH503UqaaZs5vn4plqusvuHFwjmNV3fxmoOPA5GrnHbzoPo8adfjMrpYSPjRPYZE1jN85PuEFt+69tjTtIoJ9Ti/n7+MdKl3dnXfeuef+++9PSktLS3e79x9u9uzZnXNzc8O9jk6PPfZYh2nTphWtXbs2Mjk5OX3u3LkJvXr1qou/2bNnz5pnn322Y+/evTNKSkqCbr/99nyAmTNn7poxY0b3/v37pzkcjoOGW84555yKhx9+eMe5557bb/fu3UF33XXXrmHDhqUNHTo0tV+/fj4mqDw6RB1h2AdARM4D/g44gJeVUn8TkQeAVUqpBSLyOTAA2O35yjal1MTDHXPo0KFq1apVxyT6kn8t54etxcf0XY2mPn1lB1tUF+IoZ5LjGy50LKe/bDlceGGfKVURXOa8hzzVhQeDX+Ee1++oIWBzQx9AO8rpJvn8pHrTlQLuCJ7PhcZyDNn/vMhXMbxtnsYb5ulsVZ3pIXsYLT/xX+vswxxZAzA2pQNzfjfsyAUbQUR+UEoNrb9t7dq1eZmZmQV+Eac5atauXds+MzOzZ8PtPq2VUkotBBY22Daz3vuzjlegRtMSbFJJJFBKT2Mvc81zeMk8n96yiwsd33ChsZyexrGtTa9WIVzjvINNKolZwS/xgGtqqzGuACVEU6Ki6cUuDFH8yfUHXpLzuCvodQBeN8/kU2sIboIYKjlcEfQFuVYSr1s6e5VG40WHO9Kc8BQSS6EVSyeKSDG2Ua4i+bv7Ep5mMoNkI/cGv8oQY6PPx3MqBze4/shq1Y+Hgl7mUdevDwhw35rYQldQinTZQqGKYarrLwDEUsFvHJ/T0SjlI/dwZrmvaGGlGk3goQ2sRuNhL/HstWxfhx7sppexh1yrO79yzuTmoPe4yfE+QXL4IPimEqa7bmSxNYh7g+bxT/eFrWbe9dAIWaoXBiZDJYfRjvVsszow3xxLtakz1mg0h0IbWI2mEbbSha1WFwSLZNnB392X8rU5gKeD/0k34+CpLqVgo0rkX+6JfGSNYLrjTV4zz2Qnbceb1sLBKpXKKndqS0vRaFoF2sBqNIdBYZCrutONvWSr7pzrfIS/Bb/MhY7lKAU/q158bA7jE+tkNquuCBbXOT7kc2sIv6jElpav0WhaEG1gNRof2E4nwqilqxRyq+sm3jJPY4vVmZ10wIHJcMlmUtA3lKkIPraGsU11amnJGo2mhdEGVqPxkRpC2ay60k+2k2X1INP4hcuMryhQMXxpDWa5u/UEkdC0cR7tlUl1kf+e7+Hxbu7ccsR0ddOmTdv74osv7gCYOXNmp4qKCsdTTz21y286jpKWTFUH2sBqNEfNRtWNeMrIsnrwlTW4peVoNAfjT+Pq4/FCQkLUwoUL43bv3r2nS5cufg100Vrxe+xFjeZEoIgY9tIk0dU0mlaJw+FQV155Zf6sWbMOmh957bXXYgcOHJialpaWPnLkyOTt27cHgd3DvPjii3sOGTIkpWvXrgPmzp3b7vrrr09KTk5OHzNmTL/a2lpZsmRJxLhx4/oAvPrqq+3CwsJOqqmpkaqqKklKShoAdhq6I6Wea470dA3RBlaj0Wg0fuGOO+7Y9+6778YXFhYekJT77LPPrvjxxx9zsrOzsy699NKiBx54oC7Z79atW0OXL1++4Z133tl0/fXX9zrjjDPKNmzYkBUWFma9+eabsSNHjqzKysqKAFi6dGlU3759q5cuXRrx1VdfRQ4ePLgCwJfUc82Rnq4heohYo9FoNH4hPj7emjx5cuEjjzzSMTw8vG7R+JYtW0ImTZqUlJ+fH+x0Oo1u3brVJYQ566yzSkNDQ9WwYcOqTdOUSy+9tAwgIyOjesuWLSHBwcF07969ZvXq1WGrV6+OvPnmm/d+9dVX0aZpyqhRoyrAt9RzzZGeriG6B6vRaDQav/HnP/9572uvvda+srKyzr7cdNNN3W+88cZ9GzZsyJo9e/bW+qnhvPlZHQ4HQUFByjDsXYZh4Ha7BWDUqFEVCxYsiA0ODlYXXHBB2YoVK6JWrFgRdcYZZ1SAb6nnmiM9XUO0gdVoNBqN3+jUqZN5wQUXFL/22mt1Q7Dl5eWO7t27uwDmzJmTcLTHPO200yqef/75jieffHJF165d3cXFxUGbN28OGzp0aDX4lnquOdLTNUQbWI1Go2lrhMf714v3KI9399137ykpKQmq93nXr3/96z4ZGRlpCQkJR61t7NixFYWFhcFjx46tAEhPT69OSUmp9vZ2fUk91xzp6RriU7q6pkCnq9NoNCcqOl1d2+JQ6ep0D1aj0Wg0miZAG1iNRqPRaJoAbWA1Go1Go2kCtIHVaDQajaYJ0AZWo9FoNJomQBtYjUaj0WiaAB0qUaPRaNoYo98YnVlaW+q353tsaKz768u+Pmy6uoiIiMFVVVVr6m977LHHOkRERFg33XRT4aG+N2XKlB4zZszYO2TIEL+tTb3rrrs6P/LII3v8dbxjRRtYjUajaWP407gez/FmzJiRf6Qy8+fP33osxz4czzzzTJdAMLB6iFij0Wg0TcL06dO7zpw5s9OaNWvCBgwYkObdnpubG5KcnJwOMGzYsJSlS5dGgN0LvvnmmxNTUlLSMzMzU71p7davXx+amZmZmpycnH7LLbd0jYiIGAywdevW4KFDh6akpqam9+vXL+OTTz6JuvHGGxNra2uN1NTU9IkTJ/YCuP/++zv169cvo1+/fhkPPPBAR6+G3r17Z1x22WU9+vbtmzFq1Kh+FRUV4j3fmDFj+mVkZKQNGTIkZc2aNWHH8vu1gdVoNBpNkzJ48OAal8slOTk5IQDz5s2LnzRp0kHh+Kqrq40RI0ZU5ObmZo0YMaLi2Wef7QBw0003dfMmC0hKSnJ5y7/88svxZ555ZmlOTk5Wdnb2+uHDh1c999xzO0NDQ62cnJysBQsWbFm2bFnEa6+9lvDDDz9kr1q1KnvevHkdvvnmm3CAbdu2hd1yyy37Nm3atD42NtacN29eHMC0adN6PPfcc9vWr1+f/fjjj++44YYbuh/L79YGVqPRaDRNzqRJk4rmzZsXD/Dee+/FTZ06tahhmeDgYHXZZZeVAgwZMqRy69atIQBr1qyJuvrqq4sApk2bVjefe8opp1S+/vrr7adPn971+++/D4+Li7MaHnPx4sVR5513XklMTIwVGxtrnX/++cVfffVVNEBiYmLtyJEjqwEGDx5clZeXF1paWmqsWbMmavLkyX1SU1PTb7zxxh779u0LPpbfrA2sRqPRaJqcqVOnFr///vtx69atCxURBgwYUNuwTP10dUFBQXXp6g7FueeeW7F06dLcxMRE59VXX91r9uzZR5WpJyQkpC4Yv8PhUG63W0zTJDo62p2Tk5PlfW3evHn90RzXizawGo1Go2lyMjIyag3DYObMmV0vuuiig3qvh2PQoEEVc+bMiQN7WNi7fcOGDSFJSUmu2267reDKK6/MX716dQTYhrq2tlYATj/99IqFCxe2Ky8vN8rKyoyFCxfGnX766eWHOld8fLyVlJTkfPnll+MALMtixYoV4cfym7WB1Wg0mjZGbGisX9PV+XK8mpoao1OnTgO9r/vvv79TwzIXX3xx0QcffBA/derUo0qH9uyzz25/9tlnOyUnJ6dv2rQpLCoqygRYtGhRdFpaWkZaWlr6O++8Ez9jxoy9AFdccUV+Wlpa+sSJE3uNHj266vLLLy886aST0oYMGZI2derU/FGjRlUf7nyvv/765ldeeaV9SkpKer9+/TLeeeeddkej14tOV6fRaDTNjE5Xd3SUl5cbkZGRlmEYvPDCC3Hz58+P/+KLL35paV1eDpWuzqe1TSIyHvgH4ABeUko90mB/KDAPGAIUAlOUUnnHqVmj0Wg0Gr755puIW2+9tbtSipiYGHPOnDl5La3JF45oYEXEAfwTOBvYAawUkQVKqax6xa4BipVSfUXkMuBRYEpTCNZoNBrNicX48eMrcnNzs45cMrDwZQ52GLBJKbVZKeUE3gAubFDmQmCu5/3bwJkicljvL41Go9H4DcuyLP3MbQE89X7Q8iDwbYg4Edhe7/MOYPihyiil3CJSCiQAB8wJiMi1wLWejxUikuvD+Q8WnZCUYgSFRiiOfwLZqioTIyKmZSaiD4HW5BuBqAkCU5fW5DtNrUsQ+a+zpnzu1Ts3HcXX2rP/edqjkf0/5+fnp3fo0KHUMIyAq9O2imVZkp+fHwv83Nj+Zo1FrJR6AXihOc95JERklbssf+iRSzYfWpNvBKImCExdWpPvBKIuEVnV0LGpPm63e9qePXte2rNnT3/06pDmxAJ+drvd0xrb6YuB3Ql0q/c5ybOtsTI7RCQIiMV2dtJoNBpNEzNkyJB9wMSW1qE5EF9aOiuBfiLSS0RCgMuABQ3KLACu8ry/FPhStdT6H41Go9FoAoAj9mA9c6o3AYuwl+m8rJRaLyIPAKuUUguAfwP/EZFNQBG2EW4tBNSQtQetyTcCURMEpi6tyXcCUVcgatIcgRYLNKHRaDQaTVtGT4ZrNBqNRtMEnBAGNhDX5GpNvhGImiAwdWlNvhGImiBwdWmOnRPCwAJRUBeVKlCo0xJAN1Y7AI8neKAQ5n0TQPUEuq58RdeT7wTic0pzHLRZAys2HUVkMfASgFLKbFlVICLni8jnwFMicipAS3tci0isiCwCPvHo8WsmjmNBRMaJyHJgtohcAS1fT6Dr6ig06XryTVNAPqc0/qHNGljPjVPjeQ0UkXMBRKTFfrOI9AT+BjwLZAPXisi0ltYFVAMlQH8RmezR02KtaBHpADwAPAb8F5giIn/27Gvpa1bXlW/oevKBQHxOafxHm/Ui9lygqcCVwArgLqXUiBbWdCZwkVLqJhEJA07BzlI0VilVLCLS3C1qz0OvPXA5sBE7W1Jnz76W0CNABnCzUuo6z7Z04GsgWSlV0BK6PDp0XfmmS9eT79oC7jml8R9tppUkIreIyCMicgmAUsoCdgHJwDfAbhG5XkT6NaOmS0WkftzmHcAlIhKqlKpRSi0GlgMzm1HTLSLyoohc7XmomEAZcL5S6iNgnYjMFJH+SinVHHNUInKViJwNdS36CmCkiMR7tmUBb2L3/JsNXVc+a9L15LuugHtOaZoQpVSrfgEC/An74rwUe+j1t0A8MBS4z1PudqAS+NDzOagJNXUElmDfOO8DRr1984C/19OeiZ2BqFMz1NVvgW+B8R59fwH6ePQ+5ClzNeDGDiICENyEeuI8v303sA5wNKin/zQo+x3Qq5muK11Xup78qSvgnlP61fSvVt+DVfZVeDpwj1LqbeyLeBB2/to9wBgRWQj8Dvvi3uz5apM5Eiil9gEfYD90dgPX1dv9V2CCiGR4tNcA5dgt7KbmTOBRpdQnwG1AKDAZe77sXBH5FLgF+BLY6vlOkzmnKKWKgU+BNOAHDuzJ3wSMF5GTPZ8rgbWAs6n0NEDXlW/oevJNV8A9pzRNT6s2sPUcAVYBYwA8N3ouds9wMJ4k8UqpDOwQjmNFJNFzwTelpmeBLOyb/XwR6eLR9wt2aMnnRGQ08Bvs1n6j+QT9rGkNMMGjYxX2nE9vYDTwGfC9UmqQUmocdj31asJ68g4TzlNKlQDPAReLSA+PvjLsxsi9InIVcA/2PFqTNkR0XfmsSdfTkXV4Pwfcc0rTPLQqAysisZ6/DqibvwDYBESLyADP56VANLAPuF4pdZ+nfBEwSinVMBuQ3zUppVzKXpqwHMgBbvV+Ryn1MLaRvQZIAa5RSlX7UZPXocSorwm7ZWyIZ3kQsB77xo4GZiql7ql3mO5KqS1NqEl5/tZ4/q4EPsb2ssazbTbwd2AIdg7MyUqpUn9p8ujJ8Dicec8ZCHXVUFOL15WIjBKRPvXOFwj11FBTi9eTh/D6HwLhOaVpGQLewIqIISIxIvIR8AzsXycm+93+v8cedhonIkFKqfXYN89gpVSNiDi8rUql1HG3Vo+gSRq0YAuwsw0li0iS2Gve4pRS84DrlFK/UkrtOV5NnnMPFpEvgAc9miyvXk+RjdgPwCki4lBKbQe6Aj2UUk5PPXkNYGUTaxI5eCnCbKCvx8B0EpG+SqkvgT8ppa5SSu3yhybP+QeKyNfAQ0BCve0tWVeH0tRidSUiJ3mGeb/ETkPp3d6S9XQoTS19TZ0iIu8A/xR7za3Ds90bZKNZn1OalifgDazngVwOhACJIjIF7IvWa9SUUpuwh1/6AHd5vloL5Hn2m/4cajmCJqWUUiISKra3sKmUWor9EPoZ2xGkvec4fpn78TxYnsZ24pirlPp9vX1GvRZ0ObAMe57sCREJxo60U+jRY9Yr29SalFLKEpFwEYnynH8b8B7wE3Y9xXh1+UNTA+4B3lZKXeTtKXgMRLPXlQ+amr2uRCRYRJ7HzuLyDHY2rbH1NLXENXUkTS12TYnIWOwh6Xexh35/A8R5rnW355zN+pzStDwBb2A9pAL52GtGrxCRaO9FKyIPisi/sR0angGGicgP2GnzPm0hTX/FjsrSxfP5emxHp+eBgUqpjf4U4rkpo4E1np4xItKnvnEVkQeB14BS4F5sD8plns9z/annKDT9FXvRf2/P518DNwJPAAOUUqv9rcsz+tAbqFBK/d2z7WwRaYft6YmIPEQz1pWPmh6keesqFHsIc4yyl9q8C6TVb9h6/n/NVk8+arqPZr6mPAzEnkP9L/AqEIz9//Re6w+10HNK04IEUnxQwB5mAYqUUhtE6hZ/b8L29NsMbAF+KyILgG7YrcGZSqk8z/cvx3ZtL2lBTf2Ae72aPGVHelqwftfk2TQdWCkiM4FzgL1AhYj8HduJow/wZ68GEbkaiFRKlbegpn7AjHr1sgU76Ibf5uka6vL0cAqwvTYnANOw58z2Atki8jr2w7nZ6spHTX1o4rpq8P+r9BgLLw7AVHZ+aAEGYP//7lK2415zXFO+aEoB7vBqohmuKc+mpcD9IrIL26BnYzsyLgK2Y19TTfqc0gQgKgDWCnlGRdoB/8MecroH+0b17hsB/MPz/lrsnuOHQFS9MkYAanI0s6ZbsJcdnIrd2n8UeBjo0IL15Ismv9eTD7r+AqwGJno+n4q9tGpEC9aVL5qa7ZrC7j0bnvd9sQ1+nHdfS9TTUWhqrmuq/v0+DHgZuMTz+RrgRSCzKetKvwL3FUhDxJHYcyo3e96fWm/fNmzvu/nADOyH0CblcQRoMM8YSJqaYu7wkJqUUs9gt9aXKqVqsYNcDAWq6mlq1nryUVNTrfU73P/vI6An9kJ/sOfG9mCvS26pa8oXTc12TSkby+M4lOcpc5p3Xz1NzVZPR6Gpua6pMd4dSqnvgQ7sX+/7JbZBLq6nq8mW42kCjxY1sCJypYicJiIxynbqeAE7fFkNMFxEunqKxmFfuHuw14xdD6SISBoc4AZ/omtC2QvtvQzBHp7yOoO1aU0+6kr0nHcdcAfwBxFpj+2UMoD9zjnNWVeBqKmrp5x4zhvq+arX2Hu9Xdu0pqPUFYq9LO9Gz1fPxG4seZcNaeN6gtHswf49N0FnbOcIC/gFuyV4q1KqwFNmFPAr7NBq//Fsa19vfxQQouz1YlqT7VzxqmdbKPbw9RPYUaRuU/vnidqcpmPQVff/82yfjj0/1g976UaW1nTQ/8+hlDJF5FXsUZr7/aEnUDUdg676z4QM4D7Pd13ATUqpbH9q07QimnM8Gs+8CHZg61e927CjHr3boOyfsNcDxrJ//sWBn+cw2pimcM+2kcCktq7pOHVF19vu19i4bUxTRL3tIW1d03HoalfvWg8Hevtbl361vlezDBGLvYB6FjBLRE7D9vTzDhGa2FGORnr2eXkRiMIOt7ZZRLoq/66pa2uaPgfyPJqWK6Xeb6ua/KDrM2CTd2hPKeXSmg6paUs9Tf5atx1wmvykK0/s8IbVSqnNaE54mtzAei7GH7DnLDdhR/RxAaeLyDCom5u43/Pycj72XMZa7PVr/oy40hY1/XgiaPKTrkD8/2lNLaTJT7q817oOb6jZT1N3kbG97KbW+/wccAN2qqYfPNsM7DmLN4Genm0XAqdqTVpTa9ClNbVeTYGsS79a96vpTwAR2N5+3nmNK4CHPe9/BG72vB8KvN4sP1prarWaAlWX1tR6NQWyLv1q3a8mHyJWSlUppWrV/nVpZ2MHZQA792Ga2EHzX8deS1rnbq81aU2tRZfW1Ho1BbIuTeum2UIlip1ZQgGdsLPLgB0N5S9Af2CL8sxfKKWU1qQ1tUZdWlPr1RTIujStk+YMNGFhB8AuAAZ6WoP3ApZS6mvVMs4BWlPr1RSourSm1qspkHVpWiPNOR4NnIJ9AX+NnWS8xcfItabWqylQdWlNrVdTIOvSr9b3atZITiKSBEwFnlJ2XNoWR2vyjUDUBIGpS2vyjUDUBIGrS9P6aPZQiRqNRqPRnAgEUjYdjUaj0WjaDNrAajQajUbTBGgDq9FoNBpNE6ANrEaj0Wg0TYA2sBqNRqPRNAHawGpOWETkfhG5/TD7J4lIenNq0mg0bQdtYDWaQzMJ0AZWo9EcE3odrOaEQkTuBq4C6ysmmwAAAXhJREFU9gHbsXOAlgLXAiHYuUCnAoOAjzz7SoFLPIf4J9ABqAJ+r5TKaU79Go2m9aANrOaEQUSGAHOA4diJLlYD/we8opQq9JR5CNirlHpWROYAHyml3vbs+wK4Xim1UUSGY6czO6P5f4lGo2kNNFs2HY0mABgDvKeUqgIQEW+2lP4ew9oOiAIWNfyiiEQBI4G36mUpC21yxRqNptWiDaxGY/dqJyml1orIb4GxjZQxgBKl1KBm1KXRaFox2slJcyKxFJgkIuEiEg1c4NkeDewWkWDginrlyz37UEqVAVtEZDLYybZFJLP5pGs0mtaGNrCaEwal1GpgPrAW+BhY6dl1L/Ad8A1Q32npDeAOEVkjIn2wje81IrIWWA9c2FzaNRpN60M7OWk0Go1G0wToHqxGo9FoNE2ANrAajUaj0TQB2sBqNBqNRtMEaAOr0Wg0Gk0ToA2sRqPRaDRNgDawGo1Go9E0AdrAajQajUbTBGgDq9FoNBpNE/D/Mi752t3ItmUAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = district_month_sorted.divide(district_month_sorted.sum(axis=1), axis=0).plot.area()\n",
+    "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7ff980336dd8>"
+      ]
+     },
+     "execution_count": 100,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = malaria_month_year.divide(malaria_month_year.sum(axis=1), axis=0).plot.area()\n",
+    "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Count the numbers in each category pair."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "ruralurban\n",
+       "Rural    0.963603\n",
+       "Urban    0.036397\n",
+       "Name: cases, dtype: float64"
+      ]
+     },
+     "execution_count": 105,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "malaria_raw.groupby('ruralurban').cases.sum() / malaria_raw.groupby('ruralurban').cases.sum().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "report\n",
+       "Community Health Worker    0.438267\n",
+       "Health Facility            0.561733\n",
+       "Name: cases, dtype: float64"
+      ]
+     },
+     "execution_count": 106,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "malaria_raw.groupby('report').cases.sum() / malaria_raw.groupby('report').cases.sum().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "district\n",
+       "Chikankata     0.030399\n",
+       "Choma          0.070764\n",
+       "Gwembe         0.139923\n",
+       "Kalomo         0.077606\n",
+       "Kazungula      0.073678\n",
+       "Livingstone    0.010463\n",
+       "Mazabuka       0.017623\n",
+       "Monze          0.020189\n",
+       "Namwala        0.014065\n",
+       "Pemba          0.076627\n",
+       "Siavonga       0.088907\n",
+       "Sinazongwe     0.347027\n",
+       "Zimba          0.032729\n",
+       "Name: cases, dtype: float64"
+      ]
+     },
+     "execution_count": 107,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "malaria_raw.groupby('district').cases.sum() / malaria_raw.groupby('district').cases.sum().sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "While these are interesting graphs, they don't tell us much on their own. In particular, what is the base population in each of these categories? For instance, that only 4% of cases are urban could just be a reflection that 4% of the population is urban. Similarly, if Sinazongwe has 34% of the population, that would neatly explain the 34% of cases."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,