diff --git a/data/new-product-id-5m.csv b/data/new-product-id-5m.csv
new file mode 100644
index 0000000..1c57344
--- /dev/null
+++ b/data/new-product-id-5m.csv
@@ -0,0 +1,53620 @@
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diff --git a/data/new-user-id-5m.csv b/data/new-user-id-5m.csv
new file mode 100644
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diff --git a/data/ux-constants-5m.csv b/data/ux-constants-5m.csv
new file mode 100644
index 0000000..ad55216
--- /dev/null
+++ b/data/ux-constants-5m.csv
@@ -0,0 +1,4 @@
+view_to_purchase,0.05034303286424546
+cart_to_purchase,0.19588744269791636
+remove_to_purchase,0.04382464012801032
+purchase_to_purchase,1.0
diff --git a/data/uxm-5m.npz b/data/uxm-5m.npz
new file mode 100644
index 0000000..9caf07c
Binary files /dev/null and b/data/uxm-5m.npz differ
diff --git a/data/uxm-purchase.npz b/data/uxm-purchase.npz
new file mode 100644
index 0000000..426f3f4
Binary files /dev/null and b/data/uxm-purchase.npz differ
diff --git a/data/uxm_train-5m.npz b/data/uxm_train-5m.npz
new file mode 100644
index 0000000..86e8c4e
Binary files /dev/null and b/data/uxm_train-5m.npz differ
diff --git a/data/uxm_train-purchase.npz b/data/uxm_train-purchase.npz
new file mode 100644
index 0000000..23aa44b
Binary files /dev/null and b/data/uxm_train-purchase.npz differ
diff --git a/eda-fe-5months.ipynb b/eda-fe-5months.ipynb
index ad3913b..e5f9858 100644
--- a/eda-fe-5months.ipynb
+++ b/eda-fe-5months.ipynb
@@ -71,7 +71,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall time: 4min 24s\n"
+      "Wall time: 4min 28s\n"
      ]
     },
     {
@@ -98,7 +98,6 @@
        "      <th>event_time</th>\n",
        "      <th>event_type</th>\n",
        "      <th>product_id</th>\n",
-       "      <th>price</th>\n",
        "      <th>user_id</th>\n",
        "    </tr>\n",
        "  </thead>\n",
@@ -108,7 +107,6 @@
        "      <td>2019-12-01 00:00:00+00:00</td>\n",
        "      <td>remove_from_cart</td>\n",
        "      <td>5712790</td>\n",
-       "      <td>5712790.0</td>\n",
        "      <td>576802932</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -116,7 +114,6 @@
        "      <td>2019-12-01 00:00:00+00:00</td>\n",
        "      <td>view</td>\n",
        "      <td>5764655</td>\n",
-       "      <td>5764655.0</td>\n",
        "      <td>412120092</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -124,7 +121,6 @@
        "      <td>2019-12-01 00:00:02+00:00</td>\n",
        "      <td>cart</td>\n",
        "      <td>4958</td>\n",
-       "      <td>4958.0</td>\n",
        "      <td>494077766</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -132,7 +128,6 @@
        "      <td>2019-12-01 00:00:05+00:00</td>\n",
        "      <td>view</td>\n",
        "      <td>5848413</td>\n",
-       "      <td>5848413.0</td>\n",
        "      <td>348405118</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -140,7 +135,6 @@
        "      <td>2019-12-01 00:00:07+00:00</td>\n",
        "      <td>view</td>\n",
        "      <td>5824148</td>\n",
-       "      <td>5824148.0</td>\n",
        "      <td>576005683</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -149,14 +143,12 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4264747</th>\n",
        "      <td>2020-01-31 23:59:52+00:00</td>\n",
        "      <td>remove_from_cart</td>\n",
        "      <td>5886774</td>\n",
-       "      <td>5886774.0</td>\n",
        "      <td>607092857</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -164,7 +156,6 @@
        "      <td>2020-01-31 23:59:52+00:00</td>\n",
        "      <td>remove_from_cart</td>\n",
        "      <td>5886774</td>\n",
-       "      <td>5886774.0</td>\n",
        "      <td>607092857</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -172,7 +163,6 @@
        "      <td>2020-01-31 23:59:53+00:00</td>\n",
        "      <td>view</td>\n",
        "      <td>5875432</td>\n",
-       "      <td>5875432.0</td>\n",
        "      <td>423651741</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -180,7 +170,6 @@
        "      <td>2020-01-31 23:59:57+00:00</td>\n",
        "      <td>remove_from_cart</td>\n",
        "      <td>5820745</td>\n",
-       "      <td>5820745.0</td>\n",
        "      <td>607092857</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -188,42 +177,28 @@
        "      <td>2020-01-31 23:59:58+00:00</td>\n",
        "      <td>remove_from_cart</td>\n",
        "      <td>5820745</td>\n",
-       "      <td>5820745.0</td>\n",
        "      <td>607092857</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>20692840 rows × 5 columns</p>\n",
+       "<p>20692840 rows × 4 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                       event_time        event_type  product_id      price  \\\n",
-       "0       2019-12-01 00:00:00+00:00  remove_from_cart     5712790  5712790.0   \n",
-       "1       2019-12-01 00:00:00+00:00              view     5764655  5764655.0   \n",
-       "2       2019-12-01 00:00:02+00:00              cart        4958     4958.0   \n",
-       "3       2019-12-01 00:00:05+00:00              view     5848413  5848413.0   \n",
-       "4       2019-12-01 00:00:07+00:00              view     5824148  5824148.0   \n",
-       "...                           ...               ...         ...        ...   \n",
-       "4264747 2020-01-31 23:59:52+00:00  remove_from_cart     5886774  5886774.0   \n",
-       "4264748 2020-01-31 23:59:52+00:00  remove_from_cart     5886774  5886774.0   \n",
-       "4264749 2020-01-31 23:59:53+00:00              view     5875432  5875432.0   \n",
-       "4264750 2020-01-31 23:59:57+00:00  remove_from_cart     5820745  5820745.0   \n",
-       "4264751 2020-01-31 23:59:58+00:00  remove_from_cart     5820745  5820745.0   \n",
-       "\n",
-       "           user_id  \n",
-       "0        576802932  \n",
-       "1        412120092  \n",
-       "2        494077766  \n",
-       "3        348405118  \n",
-       "4        576005683  \n",
-       "...            ...  \n",
-       "4264747  607092857  \n",
-       "4264748  607092857  \n",
-       "4264749  423651741  \n",
-       "4264750  607092857  \n",
-       "4264751  607092857  \n",
+       "                       event_time        event_type  product_id    user_id\n",
+       "0       2019-12-01 00:00:00+00:00  remove_from_cart     5712790  576802932\n",
+       "1       2019-12-01 00:00:00+00:00              view     5764655  412120092\n",
+       "2       2019-12-01 00:00:02+00:00              cart        4958  494077766\n",
+       "3       2019-12-01 00:00:05+00:00              view     5848413  348405118\n",
+       "4       2019-12-01 00:00:07+00:00              view     5824148  576005683\n",
+       "...                           ...               ...         ...        ...\n",
+       "4264747 2020-01-31 23:59:52+00:00  remove_from_cart     5886774  607092857\n",
+       "4264748 2020-01-31 23:59:52+00:00  remove_from_cart     5886774  607092857\n",
+       "4264749 2020-01-31 23:59:53+00:00              view     5875432  423651741\n",
+       "4264750 2020-01-31 23:59:57+00:00  remove_from_cart     5820745  607092857\n",
+       "4264751 2020-01-31 23:59:58+00:00  remove_from_cart     5820745  607092857\n",
        "\n",
-       "[20692840 rows x 5 columns]"
+       "[20692840 rows x 4 columns]"
       ]
      },
      "execution_count": 4,
@@ -233,11 +208,10 @@
    ],
    "source": [
     "%%time\n",
-    "df = pd.concat((pd.read_csv(DATASET_5M+file,engine='c', sep=',',usecols=USECOLS) for file in os.listdir(DATASET_5M)))\n",
+    "df = pd.concat((pd.read_csv(DATASET_5M+file,engine='c', sep=',',usecols=['event_type','product_id','user_id','event_time']) for file in os.listdir(DATASET_5M)))\n",
     "df[\"event_type\"] = df[\"event_type\"].astype(\"category\")\n",
     "df[\"product_id\"] = df[\"product_id\"].astype(\"int32\")\n",
     "df[\"user_id\"] = df[\"user_id\"].astype(\"int32\")\n",
-    "df[\"price\"] = df[\"product_id\"].astype(\"float32\")\n",
     "df['event_time'] = pd.to_datetime(df['event_time'],infer_datetime_format=True)\n",
     "# df = df.sort_values(by='event_time', kind='mergesort')\n",
     "df"
@@ -251,7 +225,7 @@
     {
      "data": {
       "text/plain": [
-       "(20692840, 5)"
+       "(20692840, 4)"
       ]
      },
      "execution_count": 5,
@@ -275,16 +249,15 @@
      "text": [
       "<class 'pandas.core.frame.DataFrame'>\n",
       "Int64Index: 20692840 entries, 0 to 4264751\n",
-      "Data columns (total 5 columns):\n",
+      "Data columns (total 4 columns):\n",
       " #   Column      Dtype              \n",
       "---  ------      -----              \n",
       " 0   event_time  datetime64[ns, UTC]\n",
       " 1   event_type  category           \n",
       " 2   product_id  int32              \n",
-      " 3   price       float32            \n",
-      " 4   user_id     int32              \n",
-      "dtypes: category(1), datetime64[ns, UTC](1), float32(1), int32(2)\n",
-      "memory usage: 572.3 MB\n"
+      " 3   user_id     int32              \n",
+      "dtypes: category(1), datetime64[ns, UTC](1), int32(2)\n",
+      "memory usage: 493.4 MB\n"
      ]
     }
    ],
@@ -326,20 +299,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "18623728"
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "event_counts.sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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fXx/x8mjPP8RuKK9HHg9rUWwDAAAAACRJe080aX3tCW3YXadN/jrVNbVbHQnIWMGgtOtoo3YdbdSfNr4tSbpkxkTdeOk0vesdM3T9rCnKGT3K4pQAAGSG4uLiqMV2qKCONMK6P9FGa0sa8ghwAED/KLYBAAAAYIQ61tiqDbvrtH73CW2ordNBs8XqSMCItvvYae0+dlr3rt+rnNFZun7WVL1z9nS98x3TlTd9otXxAABIW3a7XQ6HQz6fL+L15eXlKi0tHdQ216xZE/FyphQHgMSh2AYAAACAEeSNI6dUtfOovK8f1faDJxUMWp0IQCStHQE9/+ZxPf/mcekx6cIp43TTpdP17stmaNEl0xjNDQDAIBUXF0edItzj8Qyq2PZ4PDJNM+p+Esk0TXm9XlVVVcnr9aq+vr47i91ul91uV0FBgQoLCwc9Cj3VJPpYfT6fysvL5ff7u38Mw9C8efPkcrlG7Mh7r9er8vLy7tkMDMMIO99DOS8j6Xk7VFafI9M0u6dTDz3mg72v3W6XYRhxz9aTLRjkYwwAAAAAyFSdXQG9sqdez7x2VGvfOKr99YzKBtJdzugsLbRP1bsvP1tLLpuh84xxVkcCACCqTZs2aeHChdq4caMWLFhgaRabzRb1upqaGjkcjpi243K55PF4+lxuGIYaGhr6vW9ZWZlWrlzZXVgZhqGlS5f2O7V5iNvtjjqleiSFhYVatWpVxKKpdw6Hw6FVq1YNeA48Ho/cbnd3ieV2u2MqOt1utyoqKmSaZndpVlNT0+/t43Wsvfl8Pi1fvjzqCP4QwzC0atUqbd68OWIWh8PR7zEMR+/HJ1Z2u12lpaV9Zg7w+/3Ky8uLeJ/a2lrZ7Xb5/X4VFxfL6/UOuI+qqqqYi89EPpbDFevrMd6PR2+JOEc9X3PSmWMrLS0Ne72apim32601a9b0OTbDMOR0OlVaWhrxsfZ6vSotLY34fLHb7SouLlZJSUnMxxQrim0AAAAAyDCNrR1at+u4vK8f1XNvHNOp1k6rIwFIoMvOmSTn5Wfr3ZfP0DUXGMrKiv6hPQAAyZZKxXa0Qlo6sy52LOWyaZrKzc2NeF1JScmAI7+jleuhcjHaPvPz87tHUw6GYRiqqanps+38/Pw+xa7dbldtbW2/24uUv7/s0pkCrKCgoM/lkb5MkIhj7cnn8yk/P3/Q241UaCay2O7vSxgDifQ4DlRsm6apJUuWxFzcxnLsiX4s4yHW12O8H4+QRJ6jaJlDtbDH45HL5YppX1VVVXI6nd2/9/d3aU+JeI0wFTkAAAAAZICDZou8r52ZYnyTv04dXXyHGRgp3jjSqDeONOq3z+3WtIljVHDFObr1qnO1wD5Voyi5AQDoVlxcHLWMWbNmTUzFdrS1tUPb709/pWG06wYqvgoLCzV//nzV1dXJ5/P1GT1pmqYKCgr6FGtOp7NPsR2ajjtaURZtJK/H4+l3ZGa08zrYUnuoxxri9/v7LbUdDofmzZunvLw81dbWyuv1yu/3D3qUbjz0tyZ8LPcdDL/fL5fL1T2a3ul0av78+aqtrY04kldS9/nvWXb2lOjHMh4G83pMxOORyHM0UFE+mFJbkgoKCtTQ0CDDMCJ+KSYan8+n4uLimP5ujRXFNgAAAACkqVcPnFTV60flfe2oXjt8yuo4AFLAidPteuiVfXrolX2aNnGM3jPnHH3gqnO1YNZURnIDAEY8p9MZdfStaZryeDwDThncX0mbiNGly5cvj1hSORwOrV27ts9UxJFGJPv9frnd7rDR5AUFBRGnPu6vpK6srIx4+erVq/sttiMV4pHOc6KONcTtdkfN2HtEakhZWVm/90uUmpoaeTwe1dfXy+12R3zOFhYW9hkJb7fbo5bN0RQXF8s0zYjTW7vd7qgjvaOdMynxj2WyJeLxsOoc+Xy+7lLb6XTK5XJp3rx58vv9WrlyZdTSuqKiQrW1td3Xl5SUaP78+TIMQz6fL+rrpKKiIq7FNlORAwAAAEAa2XHwpB7ddkiPbTukQydbrY4DIE1MmzhW75t7jt5/5bm6ftYUSm4AQNKk0lTkUv9r2TqdTlVVVUW9b3/TOZeXlw+41nR/05hHmpY72rTZhmFoz549UdfXjVTGRlr/O9JUxf2dg9zc3KijXEOjOXuLdgy9z1eij7W/x66ysrLfLzQUFBRELOcTORV5T9FGyMbynAvp7/il/h/3aPsvLCyM+GWHRD+W8TLY12NIPB4PK5/vofXUoz3vo73OQ18Kila8V1RURJ21YqDlCgYjKy5bAQAAAAAkzNt1Tfr12rfk/PnzuvU3L6niBT+lNoBBOXG6TfdvelsfWbVJ169cq+/9fYde9tcpEGC8AwBgZOlvunCv19vv9MT9jTpcunTpcGJFtHLlyoiXr1ixImrxJSliuWaaZp9yNtJI0mjTjft8vn7PTbT7Rbu8974TfazRHjvDMAYcpT8S9PfcnjJlSsTLo013nejHMhNYeY78fr9KSkqiPu/nzZsX8fLQ6z9SqS1F/vuk5z7jhWIbAAAAAFLQ8cY23bt+j26/e73e+dN1+nnVm9p97LTVsQBkgOONbfrTxre1rGKTFv5krb7/6E5t3lsvJvUDAIwEdru93zWI+1tDO9r63KEpzuMt2v4GGhVqGEbEY+w9yrT3tMkhkUqy1atX97vPaKN9I93Pbrf3Gb2Z6GONtWAfiQoLC/sdTRvtuR3tiw6JfiwzgZXnyG639zt1eX9/l5WXl0e9PtoXICSKbQAAAADISI2tHaqs3q+P3/OyFqxcqx/84zVt3W9aHQtABjt6qk33bdgr1+83auHKZ/X9R3eq5u16q2MBAJBQ/Y3ajjZy1efzRS1n+tveUEXbl91uj6lEj1RUbt68Oez3aCM2I00v3bMYjnS/aF8IiFS49S6Tk3Gs0Yq/+fPnD7j9TBfPc5CMxzLdWX2OBpqhoL+Cur+ZKRLx5Z5IKLYBAAAAwEJtnV16ascRffGBGs37sVff9GzXi2+dUBfTAwNIsiOnWnXfhr2683cbdfP/rNPdz+3W0VMsewAAyDz9lTPRCuxkT2UdrYiNdZ3aSLfrPcI2WpHWe3SzaZpheQoKCvps3zTNPuct2ihpl8sV9nuij7W/KdT7G70/UsRr7WMpOc/bdGf1OepvrfX+GIaRtPK6P9lWBwAAAACAkSYQCGqTv05/33pIT+44rFOtnVZHAoAwe0406adP79LPq97UjZdO09J5F8p5+dkak80YCQBA+jMMQ06nM2rxWl5e3meq3mgjkhOxtrYk1ddHnkHF7/fL7XYPeP9I5VmkbTqdzj7TIvv9fvn9/u4CLdLa3FVVVX2KbI/Ho5KSku7fI438Dt1/oFyhHPE41mjbR/wl63mbzqw+R/2NyE4HFNsAAAAAkCT765u1evN+eWoO6AijIAGkga5AUOt2Hde6Xcc1ZcIYfeia87Rs/oW67JyzrI4GAMCwFBcXRy22PR5PWLHt9XqjjohMxDTkUvQRmH6/X2VlZUPaZqRCa9myZRHX+/V6vd3r/fZeP9tut6ugoKDP/aqqqsKK7UjnN9Ka1ok+1v5Gs6Z7yZdqkvW8TWfpeo5S5XGg2AYAAACABGrvDOjpnUe0evN+ra89oSAzjANIU/VN7bp3/V7du36vrjx/spbOu0AfvOZ8TR432upoAAAMWmFhoQzDiFgy+f1++Xy+7mmqo01DbrfbEzaVdV1dXVy3ZxhGxNGgkYpm6cxo61Cx3XO0euh4582b1+c+PYvs0Kjv3goKCvpclqxjReLxWA6MczQ8zB8FAAAAAAmw+1ijfvTYa1qwcq2+8tAWvbSbUhtA5nj14El99+87dd1/efWVh7boxbeOK8hfcgCANNPfNOI9y+xII5qlxI3WlqKvg1tUVKRgMDjon4aGhogltmEYEcv5UEnt9/vDyv9QoR2t0A/dL9po+EgZEn2s/a0LnGnTXFstWc/bdMY5Gh6KbQAAAACIk65gp948vVPuRzbK+fMXdM9Le1Tf1G51LABImLbOgP6x7ZA+fs8rWlz6nH5e9ab21zdbHQsAgJj0V0yHRilHK2gldY9oToRo0/5GGgU9XNFKMa/X26fUd7lc3X+OVG6H1tWOtL52tBI9mceKxOKxHBjnaHgotgEAAABgmE52NGhj/Tr9ef/v9dyJJzRr1lGrIwFA0h00W/TrtW/ppp8+p4/f87KqXjuqQIBR3ACA1OVwOGS32yNeZ5qmvF5v1GnInU5nvyOB45EtkkSUX5GmB5fOrJnde33tniV4pEK8vxHb0Qr0RB9rtMc4nvvAGcl83qYrztHwUGwDAAAAwBAEggHtbX5Ljx+p1F8O/kHbT21Wa6BFkpRjHFAOS84CGKGCQenFt05o+Z+q9a7/Wac/vOjXqdYOq2MBABBRf6O2y8vLLZmGXDpTxkYqzqOtXT0c0Qpnj8cTVlD3LuQiFeJ+v18VFRURt7ds2bKIlyfjWKOV2zU1NXHZPs5I5vM2XXGOhodiGwAAAAAGobnztGrMDXroQIWePvaIDrTu7XObtmCL7ljM2y0A2FffrB8//roW/vdaffeRHao9ftrqSAAAhOlvOvFopbYkFRYWJiJOmP4K58EwTVPFxcVha2XHsq/eJVvvYjpaPrfbHfM+BrouXsca7fGqrq4e1PZTSX+Pp5WS+bxNJYPJOVLPUTzwSQsAAAAAxOBgyz5VHXtUDxwoV7W5Xqe7Gvu9/RWX1iUpGQCkvqb2Lt2/6W05f/68Pn7Py3rujWMKBpmmHABgPcMw+i1cI0nk2to9lZaWRrx85cqVMRdZXq9Xs2bNUkVFRb8lbrTpyHuKdJ4iXRYpm8Ph6Hfq9kQfa7TR4j6fTz6fL+o2TdO0vPyONtq8trY24uXRRswnSzKft1aIx+OR6ecokSi2AQAAACCKrmCXdjXu0JqD/6fHjq6Wv3mXAgrEdN+mrMOaO5O3XADQU2ia8k/ft1nv/tnzunf9Hp1u67Q6FgBghBvstOIulytBScLZ7faIJbppmsrPz++3kPX5fHK5XCooKOguyvqb5jiWEeiR1gaOpRCX+h+tLSX+WB0OR9QMLpcr4rnx+/3Kz8+3fDTslClTIl6+Zs2asGw+n0/5+fkqLi4e9MjfeErm89YK8Xg8Mv0cJVK21QEAAAAAINV0BNr1euN2vXqqesCR2f25dVGbduxjsW0AiGTPiSb94B+v6WfPvKnC/Av0qRsu1sXTJlgdCwAwAg1mWvGhjPAejvLyclVXV/cpukKla6iwnTp1qqQzo0a9Xm/EoivaiFLpX+v+Ritxo52jwsLCqFOP9xRLAZ7oYy0vL1deXl6fy/1+v/Ly8lRYWKj58+dLkqqqqsLWF7dSQUFBxFG/pmlq1qxZstvt8vv9YY9dVVVVUqbLjyZZz1srxOvxyORzlEgU2wAAAADwT61dLdpxyqedjVvUGmgZ9vZyjAPKGT1LrR1xCAcAGep0W6fu27BXf9y4V++aPV2fWjRLN106TTabzepoAIARpKSkRGVlZQPeLtoUwrHobyru/q5bu3atXC5XxKJ1oKm0e24/2nTcIUVFRVHPQbT72u327iKvv33H+mWARB6r3W5XVVVV1JLd4/FEHFlrGEbE/UYbuRtvhYWFUb90YJpmTOck2vTZUv/PPSn6cfa3TSl5z9uhGurrMR6PR0iizlF/z82BHu9o1w90v/7E87XCvHgAAAAARrzTnae0vu5ZPXCgXDUnN8Sl1JaktmCL7ljM2y4AiEUwKD2367g++X+vyPnz57Vm8351dMW2/AMAAMNVWlqqoqKiqOWN3W5XSUnJsNfXLi0t7bOPoqKiAYvHqqoqlZeXD1gmRrpvaWmp9uzZE3Eq8d7Zeo8qNQxDJSUl/Y7+raqqirptu92uysrKQeVN5LE6nU5VVVXFtG2n06mampqoxepA5zOeYv1ChcPhUGVlpcrLy/tcV1JS0ue5V1hYOOCXDtxud5/zZbfbBxypn6zn7XAM5fUYul8s+ns8pMSdo9DrdiiPd3FxccTtxXLMkc6n0+mM6+wBtmAwGIzb1gAAAAAgjTS012nrqVe0+/RrMa+dPVgTAufqOxW5Cdk2AGS6841xKn6nXUvnXaic0aOsjgMAGIJNmzZp4cKF2rhxoxYsWGB1nIzg9XpVVVUln88nv9+v+vp6maYpwzBkt9s1ZcoUORwOLVu2LKnlayIk8li9Xq/Ky8vl9/u7p44OjS4vLi4OKwA9Hk/YqHS73Z70qb69Xq9KS0tVXV0ddg7mzZun/Px8OZ3OQZejyZRpz9tEPB6Zdo4SgWIbAAAAwIhztO2Qtp58WXubdydlf/94Yq527GPUIQAM1fRJY/W5xbN014KLNGEsK+sBQDqh2AYAxAvvBAAAAACMGPtb9mjryZd1qHV/Uvd766I27dg3Oqn7BIBMcryxTSuffEO/e75Wn7rhYn36hlmaPJ6/VwEAAICRhGIbAAAAQEYLBoOqbd6lbSdf1on2Y5ZkyDEOKGf0LLV2WLJ7AMgYZnOHful9S394cY8+tmCmPrfYrumTxlodCwAAAEASUGwDAAAAyEhdwU7tOr1D205u1qlO09IsbcEW3bE4Sw8+x3TkABAPp9s6Vf68X3/csFfL5l2o4nfm6TxjnNWxAAAAACQQxTYAAACAjNIeaNdrjVv06qkaNXc1WR2n2xWX1knP5VodAwAySmtHQH/c+LYefGWf7rj2An3hXXm6eNoEq2MBAAAASACKbQAAAAAZoaWrWdtPVeu1xq1qD7RZHaePpqzDmjtzqnbsY9Q2AMRbR1dQq6v3y+M7oA9cea6+dPMlesc5k6yOBQAAACCOKLYBAAAApLWOQLu2n6rWtpOb1RFstzpOv25d1KYd+0ZbHQMAMlZXIKhHtx3SP7Yf0vuvPFffuOUdmsUIbgAAACAjUGwDAAAASEuBYECvN25TjblBLYFmq+PEJMc4oJzRs9TaYXUSAMhswaD0+PbDenrHES2df6G+uuRSzTgrx+pYAAAAAIYhy+oAAAAAADBY/qZdWnPw//RSvTdtSm1Jagu26I7FvA0DgGTpDAT14Mv79M6frlPpU2/oZAvfLAIAAADSFSO2AQAAAKSNw60HtKlhnY61HbY6ypBdcWmd9Fyu1TEAYERp6ejS79bV6sGX9+nz78zTpxddrJzRo6yOBQAAAGAQGCoAAAAAIOXVt5/Qk0cf1qNHHkrrUluSmrIOa+5M3ooBgBVOtnSo9Kk39K6frtODL+9TZ1fA6kgAAAAAYsSnKQAAAABSVlNno9adeEqeQ/dpX0ut1XHi5tZFbVZHAIAR7cipVn3rb6/qll+8oMe3H1YwGLQ6EgAAAIABMBU5AAAAgJTTFmjT1pMva8epGnUGO62OE3c5xgHljJ6lVpZ6BQBL+U806UsP+nTVBZNV8p7LtPjSaVZHAgAAABAFI7YBAAAApIyuYJe2n6zWXw6s0taTL2dkqS1JbcEW3bGYt2MAkCq2Hzipu+55WR/7wyZtP2BaHQcAgBHF5/PJ5XIpLy9P+fn5Kisri8t28/Pz5fF44rItAKmBEdsAAAAALBcMBvVW02uqNtersfOk1XGS4opL66Tncq2OAQDoYf3uOn3wt+v1gSvP1X++7zJdOGW81ZEAAMhoZWVlcrvdYZf5fD6tXr1aa9eulWEYQ9qu2+2Wz+eLQ0IAqcQWZBEhAAAAABba37JHLze8oLr2Y1ZHSbp/PDFXO/YFrI4BAIggZ3SWim7K0xfflaec0aOsjgMAaWvTpk1auHChNm7cqAULFlgdBynE4/HI5XJFvd7hcKimpmbQ2zVNU7m5ubLb7aqtrR1ORAAphrnvAAAAAFjieNtRPXZkjZ446hmRpbYk3bqo3eoIAIAoWjsC+vXat7TkZ8/riVcPWx0HAICMYppmWKldWFiohoYGVVVVdV/m8/mGNC15aAR4aWnp8IMCSCkU2wAAAACSqrHzpNYef0wPH/6TDra+bXUcS+UY+5Uz2uoUAID+HDRb9MUHfProqk1682ij1XEAAMgIK1eu7P6zYRiqrKyUYRhyOp0qKiqKeLtY+P1+VVRUyOFwqLCwMG55AaQGim0AAAAASdEV7NIW82WtOXivdje9bnWclNAWbNEdi3lbBgDpYENtnd7/qxf1/Ud36mRLh9VxAABx5nK5ZLPZun/y8/MHdX/TNFVWVqaCggLl5ubKZrMpNzdX+fn5lq/37Pf7lZeX12ct64Hu0/N8DOcn0n4rKiq6/7x06dKw63re3jRNeTyemHMXFxdLklatWhXzfQCkDz5BAQAAAJBwR1oP6OFDf9Ir5gvqDFIG9HTFpXVWRwAAxKgzENR9G/bq5v9Zp4de2adAIGh1JABAHPh8vkGVp71VVFQoNzdXbrdbXq9XpmlKOlPKhqbTzs/Pl8vl6r4uWSoqKpSXlye/35/U/fbH7/eHnYeCgoKw6+12uwzD6P695/Tk/fH5fPJ6vXI6nXI4HPGICiDFUGwDAAAASJjWrhY9f+Ip/f3IQ6rvOGF1nJTUlHVYc2fy1gwA0kl9U7tWPPyqPnT3etW83WB1HADAMC1fvnzI962oqOgeJTwQj8ejWbNmJWz0tmma8vv98ng8Ki4uVm5ubszZkqn38fcssUPmzZvX/efq6uqYtht6HMvLy4ceDkBKy7Y6AAAAAIDM9ObpHdpY/7xaA81WR0l5ty5q1459vD0DgHTz6sGTKvz9Bv3bNefrP993mWaclWN1JADAIFVUVHQXrXa7fVAjm30+X1hxXFRUJJfL1V3KVldXq7KyMmzabdM0tWTJEu3ZsydioTtUNpstbtuSzpyLmpqaId9/+fLl3ed12bJlYdf1PsdTpkzpc/+e5yaWUe5er1c+n09FRUWy2+2DDwwgLfDJCQAAAIC4Mjvq9WLdMzrUut/qKGkjx9ivnNGz1Mos7QCQdoJB6eEtB/XMa0f15Xdfos8smqUx2czEAQDpIrSec2Fh4aBHUi9ZsqT7z1VVVXI6nWHXO51OOZ1Oud1uFRQUdBe6pmnK5XLFPMX2UDkcjmGNDh/qdN5lZWXd+y0tLe2znbq68OWYIhX8Pcvu+vr6AfcZ+oJBaWnpYOMCSCMU2wAAAADiojPQqS0nN2nryVcUUJfVcdJKW7BFdyzO0oPPBayOAgAYotNtnfrJk29ozeb9+vHtc3XDJdOsjgQAGIDb7e4eDbxs2bJBlcAej6f7viUlJX1K7Z5Co59zc3O7LwuNMI7XWtBOp1OGYWjKlCnKz8+X0+nUlClTwvaZDF6vt/vLAk6nUyUlJX1uM3Xq1Ljus6KiQn6/XyUlJXEdBQ8g9fD1UQAAAADDdqBlryoP3SvfyY2U2kN0xaV1A98IAJDy/Cea9NE/vCy3Z7tOtjAVBwCkKtM0VVZWJunMiOHCwsJB3X/lypXd941llHCk28VzLeiqqipVVlaqvLzcsum4QyPRQyorKyPernf5HGn6956XDXQsbrdbhmFoxYoVg0gLIB1RbAMAAAAYsuauJq09/pgeP1qpU52m1XHSWlPWYc2dyVs0AMgUq6v3y/nz5/Xkq4etjgIAiGD58uXdfx5KIRoqXgdz396jl9esWTPo/aYyl8vVPYq9vLw86ujp0BrkIZHW0O5ZbPe+fU9lZWUyTVMrVqxgtDYwAvCpCQAAAIBBCwaDeu3UVq0+eI92N71udZyMceuidqsjAADi6Hhjm77wgE/F91fr2KlWq+MAAP7J5/PJ4/F0/x5puuyBrFq1SpIGPdK75+jjSIVuuqqoqJDX65V0Zm3uoqKiqLftPf365s2bw343TTOs2M7Pz4+4HdM0tXLlShmGMaTHEED6odgGAAAAMCh17cf0yJEH9GJ9ldoDbVbHySg5xn7ljLY6BQAg3p7eeVTOnz+vh17Zp2AwaHUcABjxeo7WHmohWlhYqPLy8kFP+d271I00DXe6MU1TxcXF3b+HSv/+9Cy+e37JQDpTkke7bU8rV66UaZoxTQUPIDNQbAMAAACISUegXRvrn9PDh+7XsTamVU2EtmCL7ljE2zQAyESnWju14uFX9dFVL2vviSar4wDAiOXxeOTz+bp/H866zP2NSo6m9yhtK9bCjje32939Z6fT2ae8H+g+fr+/e71zv98fdl20cxxaI91utw/pcQCQnvjEBAAAAMCA9ja/pTUH/0/bT1UroIDVcTLaFbPrrI4AAEigjf46vfdXL+h362rV2cW/qQCQbL1Hayd7XeaeI7QzYU1ov98fNsI61tHTdrs9bLS82+1Wbm6u8vLyui8zDCPq9kLld3l5+VBiA0hTFNsAAAAAojrdeUpPH/2bnj72iE53NVodZ0RoyjqsuTN5qwYAmay1I6DSp97Qh+5erx0HT1odBwBGDLfb3T1i2jCMYY3WHorea0cvXbo0qftPhJ5TkMc6WjuktLQ0bI3ynqPZDcPQ2rVrI5b/oTLd4XDI6XQOKTeA9MSnJQAAAAAi2nV6hyoP3qu9LbutjjLi3Lqo3eoIAIAk2HnolG6/e71+8uQbau3osjoOAGS00NTVIStWrEj6iOmeU2xL4aVwOvL7/fJ6vd2/9z6+WFRWVvZZq7ywsFA1NTVRS/LQeYtlLW8AmYViGwAAAECY1q4WVR17VOtOPKn2IAWrFXKM/coZbXUKAEAydAaC+v3ztXrfr17UJj/LUQBAovScgtwwjLBpsJOh95TdhYWFgxrdnIp6ThNut9uHPHq6qKhItbW1CgaDCgaDqqysjLr2uM/nk9fr7Xd0uM/nk8vlUl5envLz88POO4D0RrENAAAAoNuBlr3yHLpP/uZdVkcZ0dqCLbpjEW/XAGAk2XOiSR9ZtUnff3Qno7cBIM58Pp88Hk/371aM9O05OtswjLQfbWyaZlhhnKzR56EvKERbW7usrEz5+fnyeDzy+/3y+XwqLi5Wfn5+2FTnANITn5QAAAAAUFewUxvqn9XjRyvV1HXa6jiQdMVsRu0BwEgTDEr3bdirD/72Jb126JTVcQAgY/Qcre1wOMLWdU4Gt9sdNmV3tLWj00nvUdBFRUUJ36fX65XP51NRUVHEEd0ejyfqdOihUdwA0lu21QEAAAAAWKuu/biePf6Y6jtOWB0FPTRlHdbcmVO1Y1/A6igAgCR78+hp3X73ev1/t8xW0U122Ww2qyMBGKa6ujq98cYbVsdImksuuURnn3221TEknSk7fT5f9+89p89O1v57ru3d39rR6WT16tXdf3Y4HEkp6kOjwiM9hqZphn2BobCwUKtWrZLX6+0utL1erzweT9K/2AAgfii2AQAAgBEqGAzq1VPVeqXhRXWJKU9T0a2L2rVjH2/bAGAkau8KaOWTb2jdruP6+bKrde7kcVZHAjBEDzzwgL7whS+osbHR6ihJc9ZZZ+nYsWMaO3as1VHCyk6n0znkdaCHwuPxhI0SzpRSOzTFd8iyZcsSvs+Kigr5/X6VlJRELNErKiq6pxo3DEOVlZWSzhTchYWF3VPRu91uim0gjfEJCQAAADACNXU26rkTT+hg6z6ro6AfOcZ+5YyepdYOq5MAAKyy0V+n9/ziBf3Xv12p264+z+o4AAahsbFRX/7yl/WnP/1JknTllVdq0qRJFqdKjvz8fI0ZM8bqGCorKwtbVznausyJ0LPUNgxDa9euzYhSW1LYeuWSklIUu91uGYahFStWRLy+52O7dOnSsOtWrFjRnTlUymfKYwGMNBTbAAAAwAhT27RLL9Y9o7ZAq9VRMIC2YIvuWJSlB9cxHTkAjGSnWjv1lYe2aO3rR/XD2+fqrJzRVkcCMIDNmzfrox/9qHbv3q1x48bpV7/6lT73uc+xtECS9ZwuW5Ly8vJivq/P5+vzeNXW1kZc27m33qV2TU1NTPdLFz3Pq2EYCT+20BcUSktLI47W9vv98vv93b8XFBSEXd+7xF69ejXFNpCmsqwOAAAAACA52gNtevb44/Ief5RSO41cMbvO6ggAgBTxyNZDet8vX9TLfv5tAFJVIBDQT3/6U91www3avXu3rrrqKtXU1Gj58uWU2iNEz1Lbbrdrz549GVVqSwqbhnzevHkJ3Zdpmlq5cqUMw1BJScmAeSRFLL97Ftm9bw8gfTBiGwAAABgBDrce0HMnnlBj50mro2CQmrIOa+7Mqdqxj1HbAADpoNmij6zapKKb8vT/3TJbo0cxbgVIFYcPH9YnP/lJVVVVSZL+/d//XaWlpcrJybE42cg1ZcqUiCVnND2nLZciF6T96V1q19TUDHobqa53Kdx7dHS8rVy5UqZp9juNfM/R2tKZx703u93enb337QGkD4ptAAAAIIN1BbtUY27Q1pMvK6ig1XEwRLcuateOfbx9AwCcEQhKv3++Vi/tPq5fLrtWl8yYaHUkYMR7/PHH9alPfUonTpzQtGnTdO+99+rWW2+1OtaIF/qSQax6jqp3OByqqamJ+b4jodSWJK/XG/Z7Iqf0Nk1TZWVlstvtKioqinq7urrwmUwijZDvWXbX19fHLySApOIrnQAAAECGMjvq9ffDD2rLyU2U2mkux9ivsfTaAIBedhw8pVt/86L+tHGv1VGAEautrU1f/epXdeutt+rEiRNasmSJtm/fTqk9wvQstUOFeCaW2tKZdcZ7SuQ06263W5L6Ha0NYGSh2AYAAAAy0M5TW/TXQ3/S8fYjVkdBHLQFW3TnYt6+AQD6au0I6Ht/36nP3rdZJ5s7rI4DjCivv/66rr/+ev3qV79Sdna2fvKTn+iZZ57Rueeea3U0JFHvUnvt2rUZW2pLUnV1ddjviSq2/X6/Kioq5HA45HQ6+73t1KlTw36PNCK752WRpioHkB74ZAQAAADIIC1dTXry6F/1Ur1XnUE+3M4kV8yuG/hGAIARa+0bx/SB37yo7QdMq6MAGS8YDGrVqlXKz8/Xtm3blJeXp/Xr18vtdisri4/cR5KRNFI7pOf61Ik81tBo7VWrVg14297leqQ1tHtelshR5gASi8nsAAAAgAxxoGWvnj3+uFoCzVZHQQI0ZR3W3JlTtWNfwOooAIAUdaChRYW/36jv3nqFPr7gIqvjABmpoaFBRUVF8ng8kqSPf/zjuvvuuzVp0iSLkyHZeq+pvWrVqrDy1DTNmLYTbY3q4uLisNHRqTISvOdxJaog9vl88ng8KiwsjGkN7963iXTufT5f1NsDSB8U2wAAAEAG2HryZb3S8CJraWe4Wxe1a8c+3sYBAKJr7wzou4/sUM3eev33HVdq/Bj+3QDi5aWXXtLHPvYx7du3TxMnTtTvfvc73XXXXVbHgkVWrlzZ/We/36/8/Pwhbae2tjZiQez3+8PK2IH0LsIjqaiokNfr7XN5ZWXlkErqRE3pvXz5cklSaWlpTLe32+2y2+3dXyyoqqpSYWFh9/W9z+OyZcvilBRAsvF/tgAAAEAa6wi0a92Jp+Rv3mV1FCRBjrFfY7Nnqa3T6iQAgFT3yNZD2nnolH53V74umTHR6jhAWuvs7NR//dd/6Yc//KECgYCuu+46Pfjgg8rLy7M6GtAtliLcNM2It4l1dHmstxsOr9crn8+noqKiQZXtxcXF3dOXr1mzRuXl5d3X9fwSgt1uZ8Q2kMZY8AMAAABIUyc7GvTI4QcotUeQtmCL7lzM2zgAQGzeOnZaH/rtS3p02yGrowBpa9++fbr55pv1/e9/X8FgUP/5n/+pl156iVIbI1J9fX3Y74mYGr24uFhS7KO1Q4qKirrzmKYpl8sl0zTl8Xi6lw6Q/rV2N4D0ZAsGg8xVCAAAAKSZfc1+rT3xmNoDbVZHQZJNCJyr71TkWh0DAJBmPrHwIn3nA1doTDZfkAJi5fF4tHz5cpmmqXPPPVf333+/lixZYnWstLNp0yYtXLhQGzdu1IIFC6yOgxQWWre8pKRk0MV2z/tH43Q6VVVVNZyIACzG/8kCAAAAaSQYDKrG3KCnjj1MqT1CNWUd1tyZvJUDAAzOnza+raXlG3XQbLE6CpDympqaVFRU1D3i89Zbb9W2bdsotYEEc7vdMgxjSKW2JBUWFka9r8PhUGVl5XDiAUgBfBoCAAAApIn2QJueOfaIqs31CoqJl0ayWxe1Wx0BAJCGtu43deuvX9S6XcesjgKkrG3btmnevHlatWqVxo4dq9/85jd69NFHNX36dKujARlvOKV2SElJiWpqauR0OmUYhhwOh0pLS1VTU5OQqdMBJFe21QEAAAAADKyhvU7PHHtEZmf9wDdGxssx9mts9iy1dVqdBACQbhqaO/Tp+zbryzdfoq85Zysry2Z1JCAlBINB/eY3v9E3v/lNtbe36/LLL9df/vIXXXXVVVZHA0aMmpqauGzH4XAw5TiQoRixDQAAAKS4PU1v6m+H/0ypjW5twRbduZi3cwCAoQkGpd88u1uf+L9XVHeapU2A48eP67bbbtN//Md/qL29XUVFRaqurqbUBgAgxfBJCAAAAJCigsGgXml4Uc8c/7s6gkw9jXBXzK6zOgIAIM29tPuEbvvNS9p56KTVUQDLeL1eXXXVVXr88cdlGIb++te/qry8XOPHj7c6GgAA6IViGwAAAEhBbV2tevLYX7Xl5CaroyBFNWUd1pyZvKUDAAzPoZOtcv1+o57accTqKEBStbe3y+1265ZbbtGRI0d04403atu2bbrjjjusjgYAAKLgUxAAAAAgxdS1H9PDh/+k/S17rI6CFHfbIkbyAwCGr7m9S194oEZ3P7fb6ihAUuzevVuLFi1SWVmZbDabfvCDH+i5557TzJkzrY4GAAD6kW11AAAAAAD/svv063q+7ml1BjusjoI0kGPs19jsWWrrtDoJACDdBYPST5/epd3HTusnd16psdmjrI4EJMT999+vL37xizp9+rRmzpypBx98UIsWLbI6FgAAiAEjtgEAAIAUEAgGtLH+Oa098RilNmLWFmzRnYt5WwcAiJ+/bTmoj1Rs0vHGNqujAHF16tQp3XXXXfrEJz6h06dPy+VyaevWrZTaAACkET4BAQAAACzW0tWsx49WavupaqujIA1dMbvO6ggAgAzj22fq9rvX6/XDp6yOAsTFyy+/rGuvvVYPPPCAxo8frz/84Q9avXq1cnNzrY4GAAAGgWIbAAAAsNDxtqN6+ND9OtS6z+ooSFNNWYc1ZyZv7QAA8XXQbFHh7zbomZ1HrI4CDFkgENBPfvITLV68WH6/X9dcc41qamr02c9+Vjabzep4AABgkPj0AwAAALDI2821evTIQzrdxWgoDM9ti9qtjgAAyEBN7V36/J9r9Lt1tVZHAQbt0KFDuuWWW7RixQp1dnbqq1/9qjZt2qTLLrvM6mgAAGCIKLYBAAAAC7zeuF1PH/sb62kjLnKM/RqbbXUKAEAmCgSl0qfe0NfXbFVbZ5fVcYCYPPbYY7rqqqu0du1aTZ8+XY8//rh+8YtfaOzYsVZHAwAAw0CxDQAAACRZtbleL9Q9raCCVkdBhmgLtujOxby9AwAkzsO+g/roqpd14nSb1VGAqFpbW/Xv//7vuu2221RXV6eCggJt375d73//+62OBgAA4oBPPgAAAIAkCQQDev7E06oxN1gdBRnoitl1VkcAAGS4mrcb9KHfrtcbR1hGBanntdde0/XXX6/f/OY3Gj16tH7605/qqaee0jnnnGN1NAAAECcU2wAAAEASdAQ69MyxR/TG6e1WR0GGaso6rDkzeYsHAEisg2aL7vzfDXpu1zGrowCSpGAwqIqKCs2bN0/bt2/XJZdcog0bNugb3/iGsrL4fyMAADIJ/7IDAAAACdba1aLHjq7W2y21VkdBhrttUbvVEQAAI0BTe5eW/7FaD/sOWB0FI1x9fb0KCwtVXFyslpYWffKTn5TP59O8efOsjgYAABKAYhsAAABIoMaOk3rk8AM61nbY6igYAXKM/RqbbXUKAMBI0BkI6v+r3Kby5/niHqzxwgsv6Oqrr9bDDz+sSZMm6YEHHtB9992nSZMmWR0NKcTv98tms8Xlx+12xz2fz+eT2+1WXl6ecnNzZbPZlJeXJ5fLJY/HE/N23G73kI/L5XLFvB/TNFVWVqaCgoLuvLm5ucrPz5fb7ZbP5xvKaRiyUJ78/PywPC6Xa8hZ4n2MyXpsgJGCjzwAAACABDnRdlRPHvurmruarI6CEaIt2KI7F2fpwXUBq6MAAEaAYFBa+eQbOnG6Td96/+Wy2WxWR8II0NnZqR/96Ef68Y9/rEAgoOuvv14PPvig7Ha71dGAmJmmqeXLl0csr/1+v/x+vzwej+x2u8rLy+V0Oi1IGa6iokLFxcV9LjdNUz6fTz6fT2VlZSosLNSqVatkGIZleTwejzwejwoLC1VZWRmXbVpxjAD6YsQ2AAAAkAAHWvbq0SN/odRG0l0xu87qCACAEWbVi3v09TXb1NHFF6uQWG+//bbe9a536Yc//KGCwaC+9a1v6cUXX6TURlrx+/2aNWtWTCOy/X6/CgoKVFZWloRk0UUrfCPxeDyaNWtWQkdvFxcXx5TH4/EoPz9fpmkOeNtUO0YAkTFiGwAAAIizt06/pnUnnlRAfLiL5GvKOqw5M6dq5z6efwCA5PnbloOqb2rX7+5yaPwYPnJE/K1Zs0ZFRUU6efKkzjvvPN1///1697vfbXUspDi73a6ampoh33/58uXd5eWyZcuGncc0TRUUFIQVrUVFRSouLpbD4ZB0psz2er1yu93dt3O73bLb7SosLIxpP8FgcNhZQ3w+X1jhW1RUJJfL1b2WfXV1tSorK1VRUdF9G9M0tWTJEu3Zsyfuo5rdbnfYvpxOp9xud/eodr/fr9LS0u7b+Hw+uVwuVVVVRd1mMo8xno8NMBLZgryKAAAAgLjZevIVvdzwvNUxMMIFT87WTx6iVAAAJN81Fxq691PzlTthjNVRkCGampr0H//xH7rnnnskSR/84Ad1zz33aNq0aRYnQ6w2bdqkhQsXauPGjVqwYIHVcWJWVlbWva52aWmpSkpKhr3N4uLisHK0qqqq32nG8/Pzu4t1wzCilqhutztsVHc8a5/c3Nzugr2/vKHR5X6/v/syp9PZb6E8WF6vVwUFBd2/FxUVqby8POJte4/ArqysjPrFgEQeYyIfG6SWns85wzDU0NBgcaLMxFTkAAAAQBwEg0Gtr3uWUhspIcfYr7H02gAAC2zdb+rO32/QQbPF6ijIAFu2bFF+fr7uuecejR07VnfffbceeeQRSm0kXGjEtHSmuIxHqW2aZlipXVJSMuDa2T3XhzZNU2vWrBl2jsHweDzdhe9AeSONjvd6vXGdrtvlcnX/2eFwRC21pTOld8+8ocezt1Q7RmSGWKa/x9BQbAMAAADD1BXslPf4P7SjcehT3AHx1BZs0Z2LebsHALCG/3iT7vzfDdp1pNHqKEhTwWBQv/zlL7VgwQLt2rVLc+bM0ebNm/XFL35RNpvN6njIcKZphhWoPcvl4fB6vWG/x7Kes91u756iPJ5ZYrVy5UpJZ0aflpaWDnj7SLfrr3wejIqKirCyMJY8Pctsv98fsYBOpWMEMDA+6QAAAACGoS3QpsePeORv3mV1FCDMFbPrrI4AABjBjpxqlev3G7R5b73VUZBmjh07pg984AP62te+pvb2dn3hC1/Q5s2bdeWVV1odDSOEy+XqLlDLy8vjtkZ0z+mrpTOldSxC6zxH2kaihfa3YsWKmO/Te3R7vEaZ9yyPDcMYcLS7pD63iVRAp9IxAhgYxTYAAAAwRE2djXr08IM63Lbf6ihAH01ZhzVnJm/5AADWOdXaqbv+8LKe2XnE6ihIE88884yuuuoqPfnkk8rNzdXf/vY3/e///q/GjRtndTSMEBUVFd0jqx0Oh4qKiuK27XgV5Mm0atUqSYq6NnU0PUv7eE3J3HO0daxfCpDCy+3q6uo+16fSMQIYGJ9yAAAAAEPQ0H5Cjxx+QPUdJ6yOAkR126J2qyMAAEa4ts6AvvCAT6s377M6ClJYe3u7vvnNb+o973mPjh49qne+853avn27br/9dqujYQQxTTNsevBQ4RkvvcvYWEdf9yxje05LngyFhYUqLy8fVJEs9c053JHmvYvjKVOmxHzfntkjTUWeKscIIDYU2wAAAMAgHWk9qL8feUinu1g3Eqktx9ivsdlWpwAAjHRdgaDcf31Vv1tXa3UUpKC33npLN9xwg/7nf/5Ho0aN0o9+9COtXbtWF1xwgdXRMML0XI/Z6XTGvUR2Op1h5Wks6zn7fL6wMnYw02XHy1BGrfcuogdbGvdWXx++rMVgRr/n5eWF/R6p3E6FY7Sax+ORy+VSXl6ebDabcnNzVVBQoIqKiqj38fl8stls3T+xrBvfU25ubvd98/PzE5Kx9/0LCgq6f3qqqKhQQUFBd6bQtj0eT9TtDXT8Pa/r+RPtSxCmaXbnCB2jzWZTXl6e8vPz5Xa7u2eUGMkotgEAAIBBONJ6UE8c9agt0Gp1FGBAbcEW3bmYt30AgNRQ+tQb+s3at6yOgRQRDAb1xz/+Uddee61qamp00UUX6cUXX9R3vvMdjRo1yup4GGH8fn9YORZL6TwUPdd4rqio6Lc0M01TLper+/fCwsJBle1+v1/FxcXKz8+PuaiLl57FXTymYB/MCO2BxGtk9XCO0crHpjefz6f8/Hy5XC55PJ7u4zJNU16vV8XFxcrNzY1YqDocjrBCfzBrjXu93rAvB/RXig8nY09+v19er7f7J7Tt3NxcFRcXh2UKbdvlcvUpwROhrKwsLEfP55ff75fP51NZWVl3+R7pCxojBZ9wAAAAADEKldodQaZ3Rvq4Ynad1REAAOj2s6o39YuqN62OAYudPHlSH/vYx/SpT31KTU1NWrZsmbZu3aqFCxdaHQ0jVM9SLRGjtXtuu6qqqvt3l8sll8sVVqiFCqzc3NzucquwsFCVlZUx76e4uFh5eXmqqKjoLsB6FnV5eXkJK8ZM0wwr5ZYuXTrsbfYujgezpnVtbfhsIb1Hfw/FcI7RysemN6/Xq/z8/AH3Z5qmCgoKIt6u52sndByx6PklDyn6OYxHxmg8Ho/y8/MHfD55vd6wGR1CDMOQw+Ho/un9PO15Xc+f3srKyqJuPxLTNOPyhZF0RbENAAAAxIBSG+mqKeuw5szkrR8AIHX8au1b+vkzu6yOAYts2rRJ1157rR566CFNmDBB//d//6eHHnpoRH9ID2uFRnGGRCqY4snpdKqmpkZOp1PSv6ZHDk2BHJpyWDpTbJWXlw+q1JY04NTMfr8/prJwKHqfv8FOTx1Nz5HBgxl13fu2gynFoxnOMVr52PTeT++RyCUlJaqtrVUwGFQwGFR5eXnY381Llizpc/4KCwvDfu9dWEfTc3S60+mM+G9AvDJGE5oRoaSkRA0NDd3b7Pn6DIn0uNntdtXU1HT/9J7Svud1PX96PpdN0wx7PoW2GQwG+2QqKSnpPtZ0n/p+OPh0AwAAABjA0dZDepJSG2nstkU8dwEAqeXXz+5W2VNvWB0DSdTV1aX//u//1uLFi7Vnzx5de+218vl8+vSnPy2bzWZ1PIxgPacdt9vtfQqtRHA4HKqqqlJJSUnU29jtdu3Zs2dI6z9L/yrFQ+VYQ0NDn/0NpgSMRe8p3Qc7fXp/em7H7/fHVG5HGkFcVze8Ga3icYxWPDa99S6Ma2pqVFpaGlaYFhUVac+ePd1lqmmaWrlyZdj97HZ72PHHMp1679tE+2JAvDL2p6SkRKWlpWHleOj12fO4BjMafTB6b7Ompibi88nhcKi0tFQNDQ1hsz6MRBTbAAAAQD+Oth7SE0cr1U6pjTSWY+zX2GyrUwAAEO5/19Vq5ROvWx0DSXDw4EEVFBTo29/+trq6uvT1r39dGzdu1OzZs62OhhHONM2wkjJeo4sHElozuKysLOpt/H6/Zs2aNeAI30h6luKhws4wDJWWloaNqO29jvdw9Tx/hmFo1apVCdm2FNvI+ki3mTp1atxyDOUYrXpseqqoqAj7YkB5eXnUcr73MUZ6PvZ+bAYqt3uP6u496jsRGaPdr+cXW3pbsWJF2O/xWp892jbtdntMs5ck48s3qYxiGwAAAIjiaBulNjJDW7BFdy7m7R8AIPWUv+DXjx57zeoYSKBHH31UV111lZ577jnNmDFDTz75pH72s59p7NixVkcD+hRgQx0dPdh99pxqOjQ1eWjK4dra2u6yzTRNFRcX9xm5OpCqqqqoBVlRUVHYiFev1xuXaa/dbnfY6NO1a9fGdYmB3mufezyefgvUioqKiAXncDLF4xiteGx661nmOhyOAZ/3hYWFYSOie2fqvT52f9OR9x75HG3f8c4YyUBro/cu0hM5gl46U3Ineh+ZgE82AAAAgAiOtR3WE0c8lNrIGFfMHt6UewAAJMo9L+3R9x/daXUMxFlLS4u+/OUv60Mf+pDq6+v1nve8R9u3b9d73/teq6MB3VavXt39Z4fDkfC13isqKsJGt1ZWVvaZ8thut3ev+Ru63Ov19ltur1ixonv93tra2gHX3+09SjXWdZGj8Xg8YaPPo02nPFy9R0e7XC653e6wMtDv98vlcnWf5945pkyZMqR9D/UYrX5sejNNM2yUcKyzFPQsgaurq8OuMwwjbBSx1+uNWtCuWbMm7PdIo9ITkTGSgb4w0vu5Mtxp7CPp/RzKz89PyJTnmYRiGwAAAOjlWNthPX6kUu3BNqujAHHTlHVYc2byFhAAkJru27BX331kh4LBoNVREAc7d+7Uddddp7vvvlujR4/Wz372Mz3xxBM6++yzrY4GdPP7/WGjOpctW5bQ/YVGX4eUlpZGnII5xDAMVVZWdv/u9XqjTl1uGIYcDoccDseAxanUt0wbTpHm8XjCyslEldrSv9YZ7qmsrEy5ubmy2Wyy2WzKy8vrHsldWlraZ9rmWM5Pb8M5Risfm0h6b6+4uLj73PX303P0e21tbZ/t9i6fexfYIT2f070L8URn7G0oz4V4czqdYTn8fr8KCgqUm5srl8vVZ0p2UGwDAAAAYSi1kcluW8QMBACA1HX/prf1bcrttBYMBvX73/9e8+bN044dOzR79mxt2rRJX//615WVxUfRSC29p7Hur2SOh97rPZeUlAx4H7vdHjYF88qVK+OSpXehN9TirGfhaxhGQkvtkJKSkgGnpbbb7aqpqVFJSUmfKakHmy/ZxxivxyaaeGwv0mjs3q+fngV2z/vFMg15ojL2lugZGmIVaXp60zTl8XhUXFysvLw85ebmRv1iy0iTbXUAAAAAIFVQaiPT5Rj7NTZ7lto6rU4CAEBkD768T4FAUCvvuFI2m83qOBiEuro6fe5zn9MjjzwiSfr0pz+tX//615o4caK1wYAoek5DbhhGwkdv9hzBGmmUajQFBQXdI1FDxeBg7h+NYRhh5Z9pmoMq+iIVvskaAVteXq6CggKtXLmyu7i22+1yOBwqLi4OOz89S9J4lNrJOMbhPjb96T2d9lC+0JGfnx/x8qKiou7namg68p65e4/ijjbFeCIzpiK73a49e/Zo+fLlUdeNN01Tbrdb5eXlqqqqSonR5lah2AYAAAAkHW87osePUmojs7UFW3Tn4iw9uC5gdRQAAKL6y+b96goEVXrnVcrKotxOB+vWrdNdd92lgwcP6qyzzlJ5ebk+/OEPWx0L6FfPkbzz5s1L6L5M0wwrKgdTSvW+rc/ni0uxPRw9C9/Q6Ohkj34tLCyMqfDsWWwP5nFOhWNMtN7T3Q9XaOrskDVr1oSNyu65L7vdHtPrIN4ZU1XoOE3TVEVFhaqqqiJOQ+/3+5Wfn689e/Zk3PMxVsz/AgAAgBHveNsRPXZ0jdoDlNrIfFfMrhv4RgAAWKyy5oC+UblNgQDTkqeyzs5Offe739W73/1uHTx4UAsXLtTWrVsptZHyek9PXVBQYFES6/SeqjnWkiydCt/eo1+jjRCOdD8rj3Goj00s8vLyou5nuJxOZ1jW8vLysH31LGr7eywSmTHVGYahkpISVVVVKRgMqra2VqWlpWHnNTR6e6Si2AYAAMCIRqmNkaYp67DmzOStIAAg9T285aC+9bdXrY6BKPbu3aubbrpJP/7xjyVJ3/nOd/TCCy9o1qxZFicDBtZ7JGSi14XuXUwOZg3h3reNxxTEQ1132urCd7B6rknucDhiOk6rj3G4a4IPpPdo/2hTXw9VzxHaPp+vu5juPQ15f+ukJzpjOrHb7SopKdGePXvCngs9R8aPNHyaAQAAgBHreNvRM9OPU2pjhLltUbvVEQAAiMlfNu/Xfz/xutUx0Mtf/vIXXX311dq4caPOP/98Pfvss/rRj36k7GxWvkR6qK2tDfs9GevV9izrIk0xHE1VVVXU7YS2FetI5JCe64tL0rJlywa8T8/C1+FwpHyp7fF4wkriFStWxHSfeB5jsh6bweg9BXjPUdXx0Pt4Q8/1ntOJ9x7ZneyM6cgwjD7P4ZE2mj2EYhsAAAAj0plSe43aAq1WRwGSLsfYr7F87gwASBMVL/h193O7rY4BSadPn9ZnPvMZfeQjH9GpU6d0++23a9u2bXrXu95ldTRgUKqrq8N+T0ax3bvwKysrG/A+fr8/bGRmpEKwuLhYFRUVMY/gNE2zz777Gz0r9S18165dm9KltmmaWr58effvTqdzwPW4E3GMyXhshqLnNNZerzeuI6J7l9Khor7nay50nq3KmChTp04N+z3exXPv52MqvwYTiWIbAAAAI84JSm2McG3BFt2xmLeDAID08dOnd+n+jXutjjGi+Xw+5efn695771VOTo5+97vf6eGHH+7zQT6QDnpO752scqiwsDBsKmG3291vWWeaZp8CsLS0NOx3n8/XfSzFxcUDrrtrmqaWLFnSZ5v9nYNUG6nt9Xr7TNfdk2mays/PDysVBxrxm4hjTMZjM1RFRUVh5bPL5YqpfPf5fMrLy+v3/EvhX+Lw+XxhU5KH9m91xkTo/VhFmpnB7/eH/f3j8XiUn58fU96eo96T8WWcVMUnGQAAABhRTrQd1WOU2oDmzK63OgIAAIPyvUd36pEtB62OMeIEAgH9/Oc/14IFC/Tmm29q7ty52rx5sz7/+c/LZrNZHQ8Ykp4l23ALouLiYuXn53f/9DdKs7KyMqz8crlccrlcYcWf3+9XWVmZcnNzw8qu0tLSPustOxyOsNI2dL+ysrKw+0bbptPpVElJSdS8vdebXrVqVXcx5/f7u0vLgX7ice6kf5X9+fn5Ki4ujnjeZs2aFVYcVlVV9fsYJ+oYE/3YDFdVVVXYc7G4uFgFBQXyer1hj0No1oDQY+T3+1Vf3/97yZ7Ftd/vD5tefaCR88nKmAjz5s0L+93tdsvv98s0TXm9XrndbuXl5YV9oSX0HAtlLysrk8fjCXsO+3w+FRQUhBX7gzmPmcYWDAaDVocAAAAAkqG+/YQePfIQpTbwT48+MVc79wWsjgEAQMyys2z6/V35cl5xttVRRoSjR4/qk5/8pJ5++mlJ0pe+9CX99Kc/1bhx4yxOhnSyadMmLVy4UBs3btSCBQusjiNJYV/KcDqdfdaxHoxQ0RbS0NDQ7yhbn8+nJUuWDGqa4pKSkj6jtXsqKysbcERwb4WFhWEjQCOJdSTpQGprayOWy4M9d263O6Yp3EMqKysHLAATfYyJemziob/nomEYUZ+jsZzX3o9tSFVVVZ914pOVsfdjEe0xCzFNU7m5ud2/D/Q6lKTc3NwBX9uhWQGkM19uGew064ZhaM+ePUxFDgAAAGSy052n9MRRD6U20MNti9qtjgAAwKB0BoL60oM+baytszpKxnv66ad11VVX6emnn9aUKVP0yCOP6Le//S2lNtJevNe9HSyHw6E9e/bEVO4ZhqHKysoBy7SSkhLV1tb2GdEdbZulpaVJKU7jrbS0NKZprB0Oh2pra1NiVGsqPzah52Kk8xTpdRIqZGM5r5HW0TYMY1CldqIzJsJAz0+73R42VfuqVasGtY56KiwHYLVsqwMAAAAAidba1aLHj3rU1NVodRQgpeQY+zU2e5baOq1OAgBA7No6A1r+p2o9uPx6XXWBYXWcjNPW1qZvfetb+vnPfy5Juvnmm3X//ffr/PPPtzgZEB+9pyi2oiAyDENVVVXy+XwqLy+X1+tVfX29TNOU3W6Xw+HQsmXLBlXO2e121dTUdG+zurq6expku90uu90ul8ulpUuXpnUpVl5eruLi4qjnrbi4eNDlaaKl8mMT+vKEz+fT6tWr5fV6u7MZhiG73S6n06lly5bFVM6HFBUVhRW4krR06dKUypgIpaWlmjp1qlauXBn2+IZe073zGYah8vJylZeXy+PxqKqqKmwqfElD/jshUzEVOQAAADJaR6BDjx9do6Nth6yOAqSkvW/M1UPrmI4cAJB+csePVuXnF+qSGZOsjpIx3nzzTX34wx/Wli1bNGrUKP3oRz9SSUmJRo0aZXU0pLFUnIo83oqLi1VRUSHDMNTQ0GB1nLTCuQMwGExFDgAAgIwVCAbkPf4PSm2gH3Nm1w98IwAAUlBDc4fu+sMr2l/fbHWUtBcMBnXvvffK4XBoy5YtmjVrll566SWtWLGCUhuIQWgt4aGOSB3JOHcABoNiGwAAABnr+bqnta+l1uoYQEpryjqkOTN5awgASE9HTrXq4/e8rGONrVZHSVumaeojH/mIPvOZz6ipqUkf+chHtGXLlowdWQskQmjK4EjrCqN/nDsAg8GnFwAAAMhILze8oDdP77A6BpAWblvUbnUEAACGbG9dsz5xzys62dxhdZS0s2HDBl1zzTVavXq1JkyYoPvuu08PPPCAJk+ebHU0IG34fL7uP6fa2s6pjnMHYLAotgEAAJBxXj1Vo60nX7Y6BpA2coz9GpttdQoAAIbujSON+tR9r6i5vdPqKGmhq6tLP/7xj3XTTTfp7bffVn5+vrZs2aJPfvKTstlsVscD0kpoKu3CwkKLk6Qfzh2AwaLYBgAAQEbZ3fSGNtQ/a3UMIK20BVt0x2LeHgIA0tuWfaa+/OAWdQWCVkdJaQcOHNCSJUv03e9+V11dXfrGN76hDRs26NJLL7U6GpCWNm/eLElatmyZxUnSD+cOwGDxnXwAAABkjIMtb+u5409YHQNIS3Nm10vrDKtjAAAwLM++cUw//MdO/eBDc62OkpIeeeQRffazn1V9fb3OPvts/elPf9Itt9xidSwgrVVWVlodIW1x7gAMFl/JBwAAQEaobz+uZ479XQF1WR0FSEtNWYc0ZyZvEQEA6e+PG9/W/720x+oYKaWlpUVf+MIX9G//9m+qr6/X+973Pm3fvp1SGwAApBU+tQAAAEDaa+o8rSePPqz2YJvVUYC0dusiXkMAgMzw48dfU9VrR62OkRJeffVVzZ8/X7///e81ZswY/eIXv9Bjjz2mGTNmWB0NAABgUCi2AQAAkNY6Au166thfdbrrlNVRgLQ3zjiosSxYBQDIAIGg9B9/2aIdB09aHcUywWBQd999t+bPn6+dO3fqHe94hzZt2qSvfvWrysriY2EAAJB++D8YAAAApK1AMCDv8X/oRPsxq6MAGaEt2Kw7FvM2EQCQGZrbu/SZ+zbrkNlidZSkO3HihG6//XZ9+ctfVltbmz772c+qpqZG1157rdXRAAAAhoxPLAAAAJC21tev1b4Wv9UxgIwyZ3a91REAAIibY41t+sx9m3W6rdPqKEnz3HPP6eqrr9ajjz6qyZMna/Xq1frDH/6gCRMmWB0NAABgWCi2AQAAkJa2nnxFrzVutToGkHGasg5pzkzeKgIAMscbRxr1pQd86goErY6SUB0dHfr2t7+tJUuW6NChQ7rhhhu0bds2LV261OpoAAAAccGnFQAAAEg7tU279HLD81bHADLWrYvarI4AAEBcPf/mcX3v7zusjpEwfr9fN954o/77v/9bNptN3/ve9/T888/roosusjoaAABA3FBsAwAAIK0caT2o5048YXUMIKONMw5qbLbVKQAAiK8HXt6nVS9k3jI2Dz30kK655hq9/PLLuuCCC/Tcc8/pBz/4gbKz+cccAABkFoptAAAApI2THQ16+tjf1BUcOWskAlZoCzbrjsW8XQQAZJ6VT76up3YcsTpGXDQ2NupTn/qUPvrRj6qxsVF33HGHtm3bpptuusnqaAAAAAnBJxUAAABIC22BNj159K9qDbRYHQUYEebMrrc6AgAAcRcISl9bvVXb9ptWRxmW6upqORwO/fGPf9S4ceNUXl4uj8ejKVOmWB0NAAAgYSi2AQAAkPKCwaCeO/6ETnY2WB0FGDGasg5pzkzeMgIAMk9LR5c++8dqHWhotjrKoAUCAf3P//yPbrjhBu3evVtXXnmlqqurVVRUJJvNZnU8AACAhOJTCgAAAKS8LSc36e2W3VbHAEacWxe1WR0BAICEOHG6TZ+5b7NOt6XPEjdHjhzR+973Pn3zm99UR0eHvvKVr+iVV17RFVdcYXU0AACApKDYBgAAQErb17xH1eZ6q2MAI9I446DGZludAgCAxHjz6Gl9s3Kb1TFi8sQTT+iqq67SM888o6lTp+rRRx/Vr3/9a+Xk5FgdDQAAIGkotgEAAJCyTnWYevbEYwoqaHUUYERqCzbrjsW8bQQAZK4ndxzR/65L3ZmB2tra9LWvfU0f+MAHdPz4cS1ZskTbt2/XbbfdZnU0AACApOMTCgAAAKSkzkCHnjn+d7UFWq2OAoxoc2bXWR0BAICE+tkzb+rFt45bHaOPN954QwsWLNAvf/lLZWdn6yc/+YmeeeYZnXfeeVZHAwAAsATFNgAAAFLSC3XPqK79mNUxgBGvKeuw5szkrSMAIHN1BYL694e26EBDs9VRJEnBYFD33HOP8vPztXXrVtntdq1fv15ut1tZWfybDAAARi7+TwgAAAApZ8cpn95qes3qGAD+6dZFbVZHAAAgoRqaO/T5P9eotaPL0hymaWrZsmX63Oc+p+bmZt11113asmWLrrvuOktzAQAApAKKbQAAAKSUI60HtLH+OatjAOhhnHFQY7OtTgEAQGLtOHhK3/7bDsv2v379el1zzTWqrKzUxIkT9ac//Un333+/zjrrLMsyAQAApBKKbQAAAKSM5s7Tqjr+qAIKWB0FQA9twWbdsZi3jwCAzPdX3wHdv3FvUvfZ1dWlH/7wh7rpppv09ttva/78+dqyZYs+/vGPJzUHAABAquM79wAAAEgJXcEuVR1/VM1dTVZHARDBnNl10rpcq2NkpLHZWZo2cawm5WRr/JhRmjA2WxPHZmv8mGxNHHvm9wljszXhn9eNH5OtUVmSzWZTls2mLJuUZbPJ9s//hi6z/fOy9s6A2joDau3oUltnQG2dXWrtCP9vW0dALe1dOtnSoYbmdpnN//pvexdfNgIwsvzwsdd0xXmTlX9R4v/d279/v+666y698MILkqSSkhL96Ec/0pgxYxK+bwAAgHRDsQ0AAICUsKl+nY60HbQ6BoAomrIOa87Mqdq5j5IzFlk26dzJ4zR90lhNmzhW0yeN1fSJYzTtn7+HLps2cYwm5Yy2Om6/mto6u0vu+qZ2NTS3q6GpXYdPtuqg2aJDZosOma061tiqQNDqtAAwfB1dQX3hzzV67N8Xa8aknITt5+GHH9bnPvc5NTQ06JxzztH9998vp9OZsP0BAACkO4ptAAAAWO7N0zu1o9FndQwAA7h1UZt27kvtEjaZJuVka+aU8d0/F/b47wW54zR6VGZM3x4aMX7BAAMXO7sCOnKqVYfMVh0yW3TQbNHhky060NAi//EmHWhopvgGkDaONbbpSw/49ODyBXH/+7y5uVlf+9rXVFFRIUn6wAc+oHvvvVfTp0+P634AAAAyDcU2AAAALFXXfkwv1j1jdQwAMRhnHNTY7IvV1ml1kuSx2aQLcsfpHWefpXecM1Gzz56kWdMmaOaU8TLGM01sT9mjsnRB7nhdkDs+4vWtHV3yH29S7fHT2n3sdPd/95xoUlsnMwEASD2b9zbox4+9ph98aG7ctrl9+3Z9+MMf1uuvv64xY8bopz/9qb7yla/IZrPFbR8AAACZimIbAAAAlmnratUzxx5RZ3AEtWRAGmsLNuuOxVl6aF1mlpBTJ4zR7LMn6R3nTNJl55z57+yzJ2nCWN46x0PO6FG64ryzdMV5Z4VdHggEdaChRbXHT2vX0Ua9evCkdhw8qbfrmi1KCgD/8seNb+vqCw3d4bhgWNsJBoP67W9/q29+85tqa2vTZZddpr/85S+6+uqr45QUAAAg8/HuHAAAAJYIBoNae+Ixneo8aXUUAIMwZ3adtG6AOanTwORxo3X1hYauvdDQNTMNzT1vsqZPGmt1rBEpK8ummVPHa+bU8br5shndl59s7tCOQyf16sGTevXAmf/uq6fsBpB83/rbq3rHOZM057zJQ7r/8ePH9ZnPfEaPPfaYJKmoqEi/+MUvNH585BkuAAAAEBnFNgAAACxRba7X/pY9VscAMEhNWYc1Z+ZU7dyXPqO2s7Nsesc5k3TtTEPXXJira2cask+bwLSvKW7y+NFadMk0LbpkWvdlZnO7dhw8pe0HTW3dZ2rz3no1NHdYmBLASNDaEdDn/1yjx758oyaPHz2o+65du1Yf//jHdfjwYRmGoVWrVqmwsDBBSQEAADIbxTYAAACSbm/zbvlObrQ6BoAhunVRm3buG9wH+8k0cWy2rps1RdfPmqJrZ+bqyvMna9yYUVbHQhwY48do8aXTtPjSM2V3MBjUm0dP6+U9dXrZX6+X99TrxOk2i1MCyET761tU8tdtKv/4vJhu39HRoe9973sqLS1VMBjUjTfeqD//+c+aOXNmgpMCAABkLoptAAAAJNXJjgY9d/wJq2MAGIZxxkGNzb5YbZ1WJzljzKgsOS4ytChvmm64ZJquvmCyskdlWR0LSWCznRmN/45zJukTCy+WJO0+dlqv7KnvLruPnGq1NiSAjPH0zqP608a93X/fRFNbW6uPfvSjeuWVV5SVlaX/9//+n7797W8rO5uPYgEAAIaD/5sCAABA0nQE2vXMsUfUHmQ0HZDO2oLNumNxlh5aZ8105Fk2ae75k3VD3jQtumSq5l88RTmjGZGNMy6ZMVGXzJioj15/ZlTkvrpmvbj7uJ7fdVwbaut0OlW+kQEgLf348dc176IpuuK8syJe/8ADD+gLX/iCGhsbNXPmTD3wwANavHhxklMCAABkJortJGpsbNTOnTutjgEAiLM5c+Zo0qRJVscA0sKG+udU33HC6hgA4mDO7DppXW7S9jdlwhjd/I4Zcl4+QzfkTRv0GqcYuWZOHa+PTb1IH7v+InV0BVTzdoOef/O4nnvjmN440mh1PABppr0zoK885NM/vrJY48f866PVjo4Offazn9X9998vSSosLFRFRYVyc5P3byUAAECmo9hOop07d2rhwoVWxwAAxNnGjRu1YMECq2MAKW9v8269cXq71TEAxElT1mHNmTlVO/clbtS2fdoEOa84WwVXnK38mbnKyrIlbF8YGUaPytIC+1QtsE+V+72X6ZDZorVvHNOzrx/Vhto6tXVaMwsBgPRSe7xJ3/v7Tv2P6+ruy5555hndf//9GjdunH7961/rs5/9rGw2/t0CAACIJ4ptC6xatUpz5861OgYAYJh27Nih5cuXWx0DSAstXU164cTTVscAEGe3LmrTzn3xGzmdZZMcM3O7y+y86RPjtm0gkvOMcfr4gov08QUXqaW9Sy/tPqEnXz2sqteOqpEpywH0w1NzQIsvmabbrz1fknTzzTfrt7/9rZxOp97xjndYnA5ITTt27LA6AgAgzVFsW2Du3LmM7AMAACPK8yeeUUug2eoYAOJsnHFQY7Mv1nD6v9GjbLrx0ul679xztOSyGZo6cWz8AgKDMG7MKBX880sVbZ1deuHNE3p8+yF5Xz/GutwAIvrOIzt0zYWGLp42QePHj9eXvvQlqyMBKY3BAQCA4aLYBgAAQEK93rhdb7fstjoGgARoCzbrjsVZemjd4KZvttmk+RdN0QevOU8fuPJc5U4Yk6CEwNCMzf5Xyd3a0aUX3jyux189rLWU3AB6ON3Wqf/4yxZ5vnCDRo/KsjoOkLLmzJmjjRs3Wh0DAJABKLYBAACQMCc7GrSx/lmrYwBIoDmz66R1uTHd9rJzJulD15yvD15zns43xiU4GRAfOaNH6ZY55+iWOeeotaNL63aFSu6jam7vsjoeAIttO3BSv6h6UyXvvczqKEDKmjRpEjOYAgDigmIbAAAACREIBvTciSfUEeywOgqABGrKOqw5M6dq577Io7YvyB2nD159nm6/9nzNPntSktMB8ZUzepTeO/ccvXfuOWpq69Rj2w9pTfUB1bzdYHU0ABb6/fO1umn2dC2wT7U6CgAAQEaj2AYAAEBCbD35so62HbI6BoAkuHVRm3buG939+/gxo/SBK8/VsvkXat7FUyxMBiTOhLHZWjZ/ppbNn6na46e1pnq//uY7qGONbVZHA5BkgaD09dVb9eRXb9LkcaMHvgMAAACGhGIbAAAAcXe87YhqzA1WxwCQJOOMgxqbfbEuO2eyls2fqQ9ec54mjuXtJkaOvOkTteJ9l6vkPZdp3a5jWlO9X8++cUwdXUGrowFIkkMnW/Wtv72quz/qsDoKAABAxuKTBgAAAMRVZ6BDz554XAFFnpYYQGYZbRujvImz9fTX5+viKYbVcQBLjcqyacnlZ2vJ5Wer7nSb/rbloFZv3q+3jp22OhqAJHh8+2G9a/Z+ueZdaHUUAACAjESxDQAAgLja1PC8zI56q2MASLApo6fpiknX6NKJczQma4zVcYCUM3XiWH3uRrs+d6Nd63ef0L3r9+rZN44qwCBuIKN9/9Gdum7WFF00dYLVUQAAADIOxTYAAADiZn/LHu1s3GJ1DAAJkqVRsk+YrSsmXaNzcy6wOg6QNhZdMk2LLpmm/fXN+uOGvVpTvV+nWjutjgUgAZrau/S11Vvl+fwNysqyWR0HAAAgo1BsAwAAIC5au1q07sRTVscAkAA5WeM0Z9K1mnPWtRo3arzVcYC0deGU8frOrVfo67fM1l9rDui+DXtVe7zJ6lgA4sy3z9Q9L+3R8pvsVkcBAADIKBTbAAAAiIsX66rU3MUaokAmmThqkq48a54un3SVRjPdOBA348dk6+MLL9ZdCy7Si2+d0H0b9uq5XccUZJpyIGP8rGqXnFecrVnTmJIcAAAgXii2AQAAMGxvnt4pf/Muq2MAiBNj9BRdfdZ1unTiFRplG2V1HCBj2Ww23TR7um6aPV17TjTp9+tq9fCWA+roouEG0l1rR0Alnm1aXbSQKckBAADiJMvqAAAAAEhvjZ2ntL5urdUxAMTBjDHn6pbpH9LS8z6jyyZdSakNJNGsaRNUWniVnv/mzfrUDRcrZzQf2QDpbvPeBt23Ya/VMQAAADIGI7YBAAAwZMFgUOtOPKH2YJvVUQAMwwU5F+uaydfr/HEzrY4CjHjnGeP0/Q/O0ZfffYn+8OIe/XnT2zrd1ml1LABD9NOnd2nJ5TN00VSmJAcAABguvv4LAACAIdt+arMOte63OgaAIbDJJvv4d+jOcz+hD5zjotQGUsy0iWP1n++7TOvd79ZXnZfKGD/a6kgAhqClo0slnu0KBlliAAAAYLgYsQ0AAIAhqWs/ps0NL1kdA8AgZWmUZk+co2smX6fJo3OtjgNgAJPHj9ZXnbO1/Ea7/rzpba16cY9OnGamFCCdvLynXn/a+LY+ecPFVkcBAABIaxTbAAAAGLSuYKeePf64utRldRQAg3DJhMs131iss0YbVkcBMEgTxmar+J15+sTCi3Xvhj36/bpanWplinIgXZQ+9YbefdkMXThlvNVRAAAA0hZTkQMAAGDQqhvWq77jhNUxAMTo/JyLdMe5n9CS6bdSagNpbtyYUfriuy7RiyXvVvE77coZzUc7QDpobmdKcgAAgOHi3Q8AAAAGpb79uLafqrY6BoAYTB0zQ+8/u1C3nrNU08eebXUcAHE0efxorXjf5Vr3jZv1kesuVHaWzepIAAaw0V+nP7+8z+oYAAAAaYtiGwAAADELBoN6sa5KAQWsjgKgHxNHnaWbp71fd577CV04bpbVcQAk0DmTc7Tyjqv0zNdu0geuPFc2+m0gpf3kidd1oKHZ6hgAAABpiWIbAAAAMdt1eoeOtB20OgaAKMZm5Whh7rv04Qs+q9kT58hGwwWMGPbpE3X3xxz6+5cWafEl06yOAyCKpvYu/edfX7U6BgAAQFqi2AYAAEBMWrta9HLD81bHABBBti1b10y+Xh+5oEhXTZ6vUbZsqyMBsMhVFxj68+eu1x8/c53s0ydYHQdABC/tPqGHXmFKcgAAgMGi2AYAAEBMNjU8r9ZAi9UxAPRgk03vmHillp3/OV2fe5PGZo21OhKAFPHO2dP19Fdv0rfef5kmjuXLLkCq+e/HX9chk/+3BgAAGAyKbQAAAAzoSOsB7TrNlIlAKjln7Pm687xP6l3T3quJ2ZOsjgMgBY0elaWim/L07DfeqTsdF7D+NpBCGts69d1HdlgdAwAAIK1QbAMAAKBfgWBAL9ZVWR0DwD+NzcrRTVPfow+e8xFNHTPd6jgA0sCMSTn62dKr9dcv3KCrLphsdRwA/7T2jWOqeu2o1TEAAADSBsU2AAAA+vXqqWrVd5ywOgYASbMnzNGy8z+ryyddJRtDLwEMkmNmrv7+pUUqvfNKTZs4xuo4ACT94B871drRZXUMAACAtECxDQAAgKhOd55StbnB6hjAiGdkT9FtZy/TzdPfr3GjxlsdB0Aas9lsWjZ/pp79xrv06UUXa1QWX5IBrHSgoUV3P7fb6hgAAABpgWIbAAAAUa2vX6vOYIfVMYARa5QtW/OMRSo8/1M6b9xMq+MAyCBn5YzW/7ttjh7+wg267JxJVscBRrTyF/zae6LJ6hgAAAApj2IbQ+J2u5WXlyebzdbnJy8vT2VlZZZlM01T+fn5fTL5fL603leiZdKxAADi4+3mWu1tZvQIYJXzcy6S67xPKd+4QaNso6yOAyBDXX2hoX98ZbG+cctsjcnmYyLACu2dAX3v0Z1WxwAAAEh5vGPBoFVUVKisrEx+vz/i9X6/X263W16vN8nJzqioqOhTxoYypfO+Ei2TjgUAMHwdgQ6tr19rdQxgRBqXNV7vnvYB3XrOUk0enWt1HAAjwOhRWfryuy/Vk/9xo667eIrVcYAR6YU3j+upHYetjgEAAJDSKLYxaKWlpXG9XbzV1dVFvLy+vj6t95VomXQsAIDh853cqMbOk1bHAEacKyZdrWXnf1aXTrzC6igARqC86RO1uniBfnT7XE0am211HGDE+eE/XlNLe5fVMQAAAFIWxTYGxefzRR2p3ZvX65VpmokNBAAA4q6h/YS2n9xsdQxgRJmcnasPnfNR3Tj1Fo0dlWN1HAAjmM1m08cXXKRnvn6TnJfPsDoOMKIcOtmqXz/7ltUxAAAAUhbFNgZl9erVg7p9RUVFgpIAAIBEebHOq4ACVscARozLJ16lO8/7hM7JOd/qKADQ7dzJ4/SHT87Xbz5yraZMGGN1HGDE+MOLfu0+dtrqGAAAACmJYhuDMtiierBFOEYmv9+vvLw82Wy27p+CggKrYyGJeA4AqePN0zt0uG2/1TGAESEna7zeM+PfdNO092h0FqURgNR029Xn6amv3qh3zp5udRRgROjoCur/PbrD6hgAAAApiWIbMYs2tbhhGLLb7RHvM5ipyzFylZaW9nmeeL1eeb1eixIh2XgOAKmhratVG+uftzoGMCLMHGeX6/xP6eLxl1gdBQAGNGNSjv74mev0gw/OUc5oPkoCEm397jr9Y9shq2MAAACkHN6NIGaVlZURL1+6dKmcTmfU+3k8nkRFQoaor6+PeDlfihg5eA4AqeHlhhfUGmi2OgaQ0bJto7V4ilPvO/tOjR81weo4ADAon7zhYv3jy4s157yzrI4CZLz/evx1NbV1Wh0DAAAgpVBsI2Zr1qyJeLnL5ZLL5Yp6v/Ly8kRFAgAAcXK09ZBeP73N6hhARps25mzded4nNOesa62OAgBDdunZk/S3Ly5S8TvtyrJZnQbIXEdOteqX3jetjgEAAJBSKLYRk2jTkEuS0+mU0+mUYRgRr/f7/fL5fIkLBwAAhiUQDOjF+iqrYwAZyyabrp28QLef+zEZo6dYHQcAhm1MdpZWvO9yPbh8gc43xlkdB8hY967fqzePNlodAwAAIGVQbCMm0UZdFxYWdv956dKlUe+/evXqYWfw+XwqLi5WQUGB8vLyZLPZlJubq4KCAlVUVAx7+1btyzRNeTweFRcXKy8vT7m5ubLZbLLZbMrLy1NBQYHKysqGPCVzMo8lFYXObX5+fti5zc3NVV5enlwulyoqKqJ+ccMKXq9Xbrc7Yub8/HwVFBTI7XYP6jlhmqYqKirkcrmUn5/f57kW2nZxcXHCvoji9/tT6jwD+JedjVtU137M6hhARpqUPVm3nfNhXZd7o0bZRlkdBwDiaoF9qp786o360DXnWR0FyEidgaC+9/cdVscAAABIGbZgMBi0OsRIsWnTJi1cuFAbN27UggULrI4zKDZb5PnFKisru8ttr9ergoKCiLczDEMNDQ1D2rfP59Py5csHLNsMw9CqVau0efNmlZWV9bne4XCopqYmZfYlSW63O+L9oyksLNSqVauijo7vKdnHMlhlZWVauXLloItOu92u0tLSsC9VxGv7RUVFKi0tjen8JkJFRYXcbvegMjscDhUXF6uoqCji9R6PRytXrhx0We1wOLRq1So5HI6ot+l9jg3DUGlpaVgW0zTldru1Zs0amaYZ9ndBop8DyZDOf68DIW1drXro4Cq1BVqtjgJknNkT5mjR1CUakzXW6igAkHBrNu/X9x7dodaOgNVRgIzzh0/Mk/OKs62OAQAAYDmK7SRK1wLE4/FEXUO7oaEhrATMzc2NWlLV1NT0W5JF4vP5lJ+fP6j7GIYRMcNABW0y92WapvLz84c0CtswDNXU1Mhut0e9TTKPZaiifVkiFna7XbW1tRGvM01TS5YsGfKoY8MwtHbt2kE/V4fDNE25XC55vd4hb6O8vLxPuV1WVia32z2sbP29biM9hj2La5/PpyVLlvR5XoX+2UnUcyCZ0vXvdaCnTfXPa9upV6yOAWSUbNto3TT1Fl068QqrowBAUr126JS++ECN9tY1Wx0FyCiXzJiop796k0axsD0AABjhsq0OgNQXbRrySOtqL126NOr01uXl5VG3FYnf7++3nHU4HJo3b57y8vJUW1srr9c75KmOk7mvgUrtwsJCzZ8/X3V1dfL5fH3KTtM0VVBQELXUS+axDIfD4Rhy+RytaDVNU7NmzYp6LIWFhbLb7Zo6dapqa2u7RxH33kZ+fr5qa2v7/fJAPA1Uatvt9u4vHtTX10c8vilTYluv0zAMLV26VAUFBd3HV11dHXWk+JIlS7Rnz54+r/Vo5zh0eSxfrkjEcwDA4DR1NmpnY2KWHwBGqrOyJ+uWGbdr6pgZVkcBgKS74ryz9OhXFuubldv09M6jVscBMsbuY6e1evN+ffT6mVZHAQAAsBTFNvplmmbUwq24uLjPZaH1iiNZs2bNoIrt/kaaVlVVyel09rl8qCNUk7mv5cuXRyy1HQ6H1q5d26dAjFQQ+v1+ud1ulZaW9tlOMo9lOGpqauTxeFRfXx+1VC0sLOwzvb3dbo94DNKZcxtpO06nU5WVlX3ObXl5uVwulzweT5/7uFyuhIxU762srCzqa6ykpEQrVqyI+JxYuXJlWO5IRW/v+5WWlqqkpKTP7RwOh5YuXarc3Nw+14XW5o50v/5Em+WhZ6ZEPAcADE61uV6dwU6rYwAZ44Kci+WcfpvGjsqxOgoAWOasnNEq//g8VbxQq7KndqkzwESBQDz8wvumbr/2PI0fw8e5AABg5GIq8iRKxylrKyoqIhbY0r+mE+6tv+nIoxWrvfn9fuXl5UW8rue63pEUFBRELAqjTamdzH1FG8VqGEbEUbEhkYrnSOuWJ/NY4ik/Pz/iyN1I02tH09+5HWh992j7H+icxUO010u0Eronr9crl8sl0zQjvh5D697b7XZVVVUNOAI9Wskfadpv0zQjFuGh7JGer/PmzZPL5Yr4mMbjOWCFdPx7HQhpaK9T5aF7FRT/KwjEw7WTF2i+sXhYS20AQKbZvLdeX37Qp6On2qyOAmSErzov1Veds62OAQAAYJksqwMgtUUbYd1f2bd06dJBby/W2xmGEfeiMZn7WrlyZcTLI43K7SlSsRdpNH0yjyXVRDv2WErRFStWRLw82uMVLxUVFRFLbcMwYhoh7XQ6tWfPnqjHPm/ePBUWFg64JnvI/PnzI14+2LXge5baTqdTtbW1amhoUFVVVUqX1MBI84r5AqU2EAejbWN0y/QP6brcGym1AaCX+RdP0WNfuVE35E21OgqQEVa94NexxlarYwAAAFiGYhtRmaYZdf3bZcuWRb1ftCmIJUUcDRpJtKmZEzH9cDL3Fe34Byr7DMOIONV078cnmceSatasWRPx8t7TWEcSbb1mn8+X0LXHq6qqIl4+b968mLdhGEbU549hGBGnYO9vW9EM5TxUVVXFNFIcQPIdaT2ovc27rY4BpD0je4r+7dy7NGsCI6cAIJrpk8bq/s9ery++K/LsYgBi19TepV9637I6BgAAgGUothFVtLWypf5HbDudzn4LsljK7WiFerQRpcORrH1FG/Vqt9tjKh4jlYObN28O+z2Z5y2V+P3+qMVrLCVxf8VrdXX1UGMNKNoXEWIp4xNhypQpcdtWZWXliPhCBZCuXml4weoIQNq7aNwl+rfz7lLuGEYhAsBARmXZVPLey/SrD1+jsdl8FAUMx+rN+7X72GmrYwAAAFiCdxOIavXq1REvj2VK6+FMR97fyNBoI2uHKpn7ilY6xzqaNdLteuZP5rGkmmjnVup/FHJP0R6H/rY9HKZpRn3MkjHCOTQjg8fjUUVFhSoqKqK+5gfL4XBk/NT3QDp7u7lWh9sOWB0DSFs22TTPWKT3zLhdY7LGWh0HANLKh645X6uLF2r6JP7+BIaqKxDUT558w+oYAAAAlsi2OgBSk9/vH9I05CEulyvqiG+v1yvTNKMWjvX19THnHK5U2Jff7w9bkziaSI9Hz20m81hSTSKPvba2NiHb7S9zrGX8YHk8Hq1evVo+n2/Q62YPRix/RwCwRjAYZLQ2MAxjssZqybRbNXM8y2wAwFBdc6GhR7+8SJ/7Y7V2HjpldRwgLXlfP6pX9tTrulnxm3kNAAAgHVBsI6L+RlU7HI4B19udN2+eDMOIers1a9ZEXRe4v23Hc6rkVNmX3+9XWVnZkLbZM2MyjyXVxGMd7GR/0SKRa3f33o/b7e53aQGHwyG73S7TNKNOjz4YmT5DAJDO3mraqfqOE1bHANJS7uhpes+M2zV5dK7VUQAg7Z07eZw8n79BX1u9VU/tPGJ1HCAt/dcTr+vvX1pkdQwAAICkYipyRNTfOth5eXnKzc0d8Ke/4q6ysjIBqVNbXV1dXLdnGEZMI71Hgnic22QVzbGI1xcRvF6vZs2aFbHUdjqdqqqqUkNDg2pqalRZWani4uK47BdAauoKdmpzw3qrYwBp6bycmbr93I9SagNAHI0bM0q/u8uhL92cZ3UUIC1t22/qse2HrI4BAACQVIzYRh+JnqZY6n868v6mYY736Nlk7isvL/Kb9aKiogHXHY9FMo8l1UydOjVh207UaPdEP14+n08FBQURr6usrEzoGtiZPkMAkK52ntqq011M9wkMVt6Ey3TztPdrlG2U1VEAIOPYbDZ98z2X6dIZk+T+63a1dQasjgSklbKndumWK87RmGzGLgEAgJGB/+tBH6tXr07KfvqbGjkTRSv7Ev0lgpEgHmtSRyuTE7XedX/lbzxGjy9ZsiTi5eXl5QkttQGkpvZAm7ac3GR1DCDtXHXWPC2ZdiulNgAk2O3Xnq+HihZo2sQxVkcB0sq++mb9edPbVscAAABIGopt9JGswjlagW6326PeJ94lcDL3FW3d4XjtJ5nHkmricezRyuRoI+2Hq7/CfLiPl8fjiXg8hmFEXdteyvyR/cBItvXkK2oNtFgdA0grC3PfpYVTbpbNZrM6CgCMCI6ZufJ8/gZdOGWc1VGAtPKbZ9/SqdYOq2MAAAAkBcU2woSmCI+kqqpKwWBwUD+1tbVR99XflOfRisqamppBH9NAkrUvu90escz0+/0JL7cTcd5SidPpjHqd1+sd8P4+n29I2x6uaNvevHnzsLYb7fk0b968fu+XSuuMA4if5s7TevVUZv87AMRTlkZpybRbddXk+VZHAYAR5+JpE/TXL9ygy889y+ooQNpoaO7Qqhcye0ADAABACMU2wlRWVka83DCMIRV8drs96khl6czI0kiiTZVcXV096AwDSea+op3DaOchGtM0VVxc3KeITOaxJMNgitZoz7OqqqoB7xut/DYMo9/R4MMVbQ3sWMr4ENM0VVBQEDbTQrTR4AONyB5uoZ4IlO3A8NWc3KjOICM4gFiMsY3R+88u1CUTL7c6CgCMWDMm5WhN8QItsEdfvglAuPvW79XJZv6fHwAAZD6KbYRZs2ZNxMv7m754IMuWLYt6XXl5+aDu4/P5+h1da5rmoEvcZO6rtLQ04uUrV66MucDzer2aNWuWKioq+uw/mccST9HK42gj/iNNl79ixYqIt/V4PP2OiDdNUytXrox43XCe97GItn3TNFVWVjbg/b1er/Lz8+X1esNG5Ucbme3z+aI+z0zTHPQXLOIpHs8BAH2d7GjQG43brY4BpIXxoybqg+d+ROePm2l1FAAY8SbljNYfP3Od3jf3HKujAGmhsa1T96zfY3UMAACAhKPYRrf+piEvLi4e8nb7Kwf9fn/EwtXhcEQd3exyuSIWlX6/X/n5+YMe4ZnMfdnt9ojnwzRN5efn91s++3w+uVwuFRQUdO+3d7ZkHks8TZkS+Zv4a9asCcvl8/mUn5+v4uLiPiVsYWFh1HI0Pz8/Ymkb2l60Y49WlseLYRgqKSmJeJ3b7Zbb7Y54ndfrVUFBgQoKCrof056jsfubJWH58uV9Lgs9B6wUj+cAgL5eaXhRAQWsjgGkPGP0FN1+7kc1dcwMq6MAAP5pbPYo3f1Rhz52PV84AmJx7/o9OtnCqG0AAJDZsq0OgNQRbfS0w+EY1nTMoWnMo02vvHr16ohFXHl5ufLy8vpc7vf7lZeXp8LCQs2ff2btw6qqqkFN32z1vqqrq/uU2KFyMVROT506VdKZEaterzdiKR1pNGsyjyVeek+lHWKapmbNmiW73S6/3x9WcFZVVfWZer2ysjJiQWuaplwuV9jU4r2311tVVVXUKb3jqbS0VF6vN+KXGsrKylRWVtb9+ugvc+/LS0tLIxbjHo+n+3kwderUsOeAw+Ho98sViRSv5wCAfznedkT+5l1WxwBS3tljz9N7Z9yhnFHjrI4CAOglK8um//q3KzV90lj90vuW1XGAlNbY2ql71+/RV52zrY4CAACQMLZgMBi0OsRIsWnTJi1cuFAbN27UggULrI7TR25ubsTSrLKyctjlUWiEaSQOhyNsGuVY7xeJ3W6XYRgRyzmn09nvesvJ3FeoaB1OqWwYhtauXRvxSwHJPJZ4+f/Zu+/wtut7/f+3JG87sWxnJyQgk4QQIGAHCHvEaTl0ntZOWrrowO6idJzGTfc4p2l8+uug/VJs2kIHBWJTSmnLsAOUTRKbEEIWsbJ3Yst7Svr9wdf+Wo6HZEt+fyQ9H9eV64pt+aPbiiGKbr9e7+G+/4ZTXFw85A9j1NTUqKioaFwT6OXl5RFfQz6Qx+PR8uXLx1Uqr169+oxV97m5uSOuYR+osLBQa9asGXZyu7Gx8Yyi32azDXnb+vr6Mf0wTLi+ByaS1f+/jvj2j2MP6XDnAdMxAEs7O/VcLZ/6biXYE01HAQCM4s+v7Nd3H90mH69iAcOanJKgF75xoyan8NwGAADEJlaRo9/gFdYul0urV68Oy0RkQUGB1q1bN+QE7HCrs/s+Vl1dHVRJVlBQoNra2mHPmR5pPfNE35fT6VR1dbXKy8tDLgCdTqfWrVunvXv3Dns/E/m1hMtw548PlpeXp8rKymELzYKCAu3du3dM37cFBQWqr6+f0FJbevvPtLa2VqtXrw55Srzvz3qox6+2tjao78Xy8nJVVlYOe9u+H3wYbKj/pouLi8e84SFc3wMApEMd+yi1gVHMTz9fK6a9j1IbAKLER5fN089XXSyHfegfsAUgNXf26r4X95mOAQAAEDFMbE8gJvvGp6amRuXl5XK73f0rifvWnJeUlAQU5FVVVQGTqi6XK6SicyLvq+/+qqurVVdXJ7fbrYaGhv77dLlcys7OVl5enlatWhVy0TzRX8t41NTUaN26ddq8eXPA17906VLl5+eroKAgpNLU4/Fo/fr1/Y9t3+MqvV3o9j2ul1566YhndE+0qqoqVVdXa/PmzQHrtwdmXrFiRdCPR1VVVf8K/L7HdenSpSoqKjqjxHe73aqpqQm4z5UrV07IWnYp/N8Dkcb/12FVjx59QMe6DpmOAVjW/PTzdcOUm4fdPgIAsK5/bD2iLz+4Rb2MbgNDykxN1AulN2gSU9sAACAGUWxPIAoQAIgt/H8dVnSs87AePfYX0zEAy6LUBoDo98S2o7r9gdfU4+UlLWAo//WOBfrijfNNxwAAAAg7VpEDAADEkNebNpqOAFjWuemLKLUBIAbcdMFM/Z9b8pTk4GUtYCi/fWGvWrt6TccAAAAIO/4FAAAAECMau09rX8ce0zEAS6LUBoDY8o7FM/Sbj+YpKYGXtoDBPO09+sNL+0zHAAAACDue/QMAAMSI15uZ1gaG0ldq22388wcAYsnyRdNV/rF8ym1gCL993q02prYBAECM4Zk/AABADGjrbdFbrTtMxwAsh1IbAGLbDQun6bcfX6pkym0gQGN7j/748n7TMQAAAMKKZ/0AAAAxYGvzZvnkNR0DsJTc9PMotQEgDly7YKp+94lLlZLI/++Bge553q32bqa2AQBA7OAZPwAAQJTr8nZqR8tW0zEAS8lNO083TnkXpTYAxImr50/Rbz6Sr0SHzXQUwDIa2rr1J6a2AQBADOFVHgAAgCi3vWWLevzdpmMAluFKW6gbp1JqA0C8ueG8afr/Vl4sO9020O+e593q6GazEwAAiA280gMAABDFen29eqO51nQMwDJcaQu1fOq7KbUBIE69d8ks/ej9F5iOAVjGqdZuPbjpgOkYAAAAYcGrPQAAAFFsd9s2dfjaTccALGFuai6lNgBAH7l8nlbftNB0DMAy7n1xn3w+v+kYAAAA48YrPgAAAFHK7/fr9aZNpmMAljA9eZZWTH0PpTYAQJL0+evP1WevyzUdA7CEAw3temr7MdMxAAAAxo1XfQAAAKKUu323mns9pmMAxjkTc3TTtA8owZ5oOgoAwEK+8R/n6ZbL55qOAVjCb5/fazoCAADAuFFsAwAARKnXmzaajgAYl+6YpHdNL1SKI9V0FACABf33+y7Qe5bMMh0DMG7z/kZtOegxHQMAAGBcKLYBAONSV1enoqIi5ebmKj8/X2VlZWG5bn5+vqqqqsJyLSAWHe7Yr5PdrBNEfEu2p+jm6YXKSJhsOgoAwKLsdpt+tnKJblg41XQUwLjfPu82HQEAAGBcKLYBAGNWVlbWX0C73W7V1dWptLRU+fn58ng8Y75uaWmp6urqwhcUiEFbmNZGnEuwJeid0/5T2UlTTEcBAFhcosOu//ORPF0wmx+EQnx7YtsxHfZ0mI4BAAAwZhTbAIAxqaqqUmlp6ZAfq6ur0/Lly8d0XY/Ho7KyMrlcLhUWFo4nIhCzTnUd16HOfaZjAMbYZNMNU96lmSlzTEcBAESJtKQE/f4Tl2pWZorpKIAxvT6/7nuRs7YBAED0otgGAITM4/GoqKio/+3CwkI1Njaqurq6/311dXVjWkveV5avW7du/EGBGLWlmWltxLdlWdfJlb7AdAwAQJSZNjlFv7v1UmUkJ5iOAhjz4KaDau3qNR0DAABgTCi2AQAhW7t2bf/vnU6nKisr5XQ6VVBQoOLi4iFvFwy3262Kigrl5eUxrQ0Mo7nHI3fbLtMxAGMWT7pEF2VeajoGACBKLZo5Wb++5RI57DbTUQAjWjp79dCmg6ZjAAAAjAnFNoCo0remesWKFcrKypLNZlNWVpby8/PHfS5z37Xz8/MDrl1UVGTsvOeamhoVFRUpNzdXNptNNptNubm5KioqUlVV1bjOsZbeLpJzc3OHXSk+nIqKiv7fr1y5MuBjA6/l8XhUVVUV9HVLSkokSffcc09IeYB48nrzJvnlNx0DMGJe6rm6KntsR10AANDn+oXT9IP3LjYdAzDmvpf2yuvj3xQAACD6UGwDiBoVFRXKyspSaWmpampq+ktdj8fTv/Y6Pz9fRUVFIRe+A69dV1cXcO2qqqr+606UmpoaZWVlacWKFaqqqpLb7e7/mNvtVlVVlYqKikIupAeqqKhQbm5uwLWD4Xa7Ax7fFStWBHzc5XLJ6XT2vz1wPflI6urqVFNTo4KCAuXl5YWUCYgXHd527W7dZjoGYMTUpBlaPvXdstmYsAMAjN9Hl83TZ64+x3QMwIiDDR168s1jpmMAAACEjGIbQFSoqKjon+YdTVVVlc4555ygp6xLSkqCunZfwT3eKelg8qxYsSKs9+PxePoL8ZKSEmVlZQX9eA42+HEdWGL3Wbp0af/vN2/eHNR1b7vtNklSeXn5mHIB8WBbc516/ZyHh/iT4Zism6Z/QIn2RNNRAAAx5Js3L9I7F083HQMw4rfPh/ZD7gAAAFZAsQ3A8urq6gJK2OLiYlVXV6uxsVGNjY2qrq4OONdZervIXb58+ajlcGlpacBa7YKCAlVXV8vv98vv96u+vj7g2nV1dRGd3C4pKQnI43K5VF5ersbGxv5MfV/z6tWrlZubO+o1+1aq960wr6ioGFdpPnjCOzs7+4zbDCy7g7mvmpoa1dXVqbi4WC6Xa8zZgFjW6+vRmy2vmY4BTLgEW4LeOe39SnOkm44CAIgxdrtNv1h1iZbMyTQdBZhwdQc8qjvQaDoGAABASCi2AVje8uX/7yzN6upqlZeXq6CgQE6nU06nUwUFBSovL1d9fX1AKerxeEYsoWtqalRWVtb/dl9hXlBQ0P++vmJ54BRxTU1NSOdGB2twyV5cXNxfrA8sivu+5nXr1mn16tVjuq/xrPo+ffp0wNtDTWwPLLsbGhpGvWbfDy6sW7duzLmAWFffvktdvk7TMYAJd03OCk1JZpoOABAZqUkO3fOJpZo+Odl0FGDC/e75vaYjAAAAhIRiG4ClVVVV9U/8rl69OqB0Hszlcqm2tjbgfX2TwEMZWHrn5eWNuAK7uLg44L7Hc7b1UPrOCB94f+FayV1QUKDCwsL+a9bX12vDhg1jvl5OTk5YcvWpqKiQ2+3W6tWrhyzJAbxtZ8tW0xGACbd40iVakHGB6RgAgBg3bVKK7vpIvpIcvEyG+PLEm8d0qLHddAwAAICg8YwdgKWtXbtW0ttTwcFM8w51u6EK4sHruIO59sAy2+12B32GdzAGlux9U+LhUl1drcrKSpWXl4dl1ffg8nnwavLB7xvt/kpLS+V0OrVmzZpx5QJiWWP3KR3rOmw6BjChpifP0hXZN5iOAQCIE/nzsvSd95xvOgYwobw+v/748n7TMQAAAIJGsQ3A0voK0lBKz8HrudevX3/GbQYWx32rvUcz+DbhKp+rqqoCiuBwltqRsHTp0oC3hzpDe+DXM/j2A5WVlcnj8WjNmjVMawMj2NHKtDbiS5ojXSumvk8Om8N0FABAHPnYsnkqyp9jOgYwoapqD6m712c6BgAAQFAotgFY2j333CNJKiwsDOnzBp+1PdjAaetQJpgHltubN28OKdNwBhbZLpcrqJLdpMHnc2/atCngbY/HE1Bs5+fnD3kdj8ejtWvXyul0jvmscCAeeP29eqt1u+kYwISxy66Cqe9VekKG6SgAgDj0o/dfoAtnZ5qOAUyYhrZuPfHmMdMxAAAAgkKxDcDSCgsLVV5eHvL67MHl68CidXDRnZ2dHfR1B+YIxypyt9utmpqa/rdDLfBNKS4u7v99VVVVwMcqKiqGve1Aa9eulcfjCWoNPBDP9ra9pU5fh+kYwIRZln29ZqYwLQcAMCMl0aG7P5av7PQk01GACfPgxgOmIwAAAASFYhuA5Q1XjI5kcHk9sJBuaGgI+FgoK7Bzc3MD3h5vuT2w1JakVatW9f/e7XartLRU+fn5ysrKks1mU25ursrKysZ1n+Ew+Lzxvkx9mfsM92fn8XhUVlYml8s1pj9fIJ6whhzx5Nz0Rbpw8tCbPgAAmCiznam680OXyGG3mY4CTIiX3ae171Sb6RgAAACjotgGEJMGTmgPLq5DmdAO5X7Gora2NuDtvknzkpKS/hK7rq6uv6jvK45zc3PHfd/j4XK5AtaHl5aWKisrK6D4dzqdw05j95XfVj9PHDCtqadRRzqZnkB8yE6cqmtz3mk6BgAAkqSr50/R19+50HQMYEL4/dKDmw6ajgEAADAqim0AMWfwGc8rV64M+PjgonuoM7iHU19fH/D24OnvUA2c2Ha5XHK73crKyjpjnfdgbrdb+fn5IWUPt3Xr1gWsTh+Yxel0asOGDUNOw7vdblVUVCgvL8/y54kDpu1oYVob8SHZnqJ3Tnu/Eu2JpqMAANDvs9fl6uYLZ5iOAUyIqtpD6vH6TMcAAAAYEcU2gJgzcBW29Pb082ADV5OHMvk8+LbjLZYHX6+vrHa5XKqurpbf7+//VVlZGVAUezweFRUVjev+x6uysvKMM9ALCwtVW1t7xjnnffr+PO65554JyQhEK6/fq92t20zHACbEjVPepcmJTtMxAAA4Q1nhEs3LSTMdA4i4U61dqt5+3HQMAACAEVFsA4gpfdPAfQoLC4csWAe+z+12B1VuezyeM87EPn369DjSBnK73fJ4PCosLFR9ff0Z08yFhYXau3dvQIlcU1Mz7nO+x6u4uFj19fUBBfzAjAPV1dWppqZGBQUFwxbfdXV1KioqUm5urvLz80edXgdi1f72PerwtZuOAURcvvNKzU0b+u8NAABMy0hO0K8/nKckBy+hIfY9sJFjkAAAgLXxrBxATBk4ne10OoedCh48xT14ynsoQ90mJycnxIT/z1DT3k6nU5WVlcN+zlAfX7t27ZgzTLTbbrtN0vBna5eVlSk/P19VVVVyu92qq6tTSUmJ8bXrgAmsIUc8mJUyV/mZV5qOAQDAiC6ck6nVN3HeNmLfC3tO6WADP1wLAACsi2IbQMwoLS0NmKge7oxnSWdMDFdVVamqqmrYa1dUVAw5OTzc9cdq3bp1o94mLy/vjOzRoG+6vLi4eMiJ7qqqqmF/wKBvihuIFy09TTrcud90DCCikmzJun7Kf8hms5mOAgDAqD599Tm68bxppmMAEeX3Sw9tOmg6BgAAwLAotgHEhKqqKpWVlfW/PdIZz30GT3MXFRWptLQ0YDLY7XarqKiof8J78DWzs7PHnHmoUnzlypVBfe6qVasC3ja9jjwYfY/hUOW9x+Ppn+aW3l673tjYGDCdXlNTEzUlPjBeO1vfkF9+0zGAiLoqZ7kmJUw2HQMAgKDYbDb9tGiJpk1KNh0FiKjK2oPq9fpMxwAAABgSxTaAqFdVVRUwzRtMqS29XVIPLlnLysqUlZUlm80mm82m3Nzc/jJ13bp1Z5x7PdxZ0mMV7AT44PvdvHlzWHOEW0VFhdxut1avXj3k11hRUdH/AwV969adTqcKCwtVWFjYf7tgVsYD0c7n92lX6xumYwAR5UpbqAUZi03HAAAgJNnpSfr/Vi4Ry0YQy443d+npnSdMxwAAABgSxTaAqDaw1HY6nUGX2n1Wr16t4uLiEW/jcrlUW1ur1atXnzEZHcp9jSaUknxwOWz186dLS0vldDq1Zs2aIT8+8MztwVPrAz+n79xtIJYd6HCrzdtqOgYQMWmODF2Ts8J0DAAAxuSa+VP16avOMR0DiKgHNh4wHQEAAGBIFNsAotZ4S+0+5eXlqqysDPhcl8ulwsJCVVdXq76+vv9jbre7/zbhKLUHltnjOa/79OnT484SKWVlZfJ4PFqzZs2QX6Pb7Q54XFesCCw7Bj/ODz30UERyAlaxs2Wr6QhARF0/5SalOFJNxwAAYMxW33Sezp/JcRqIXf/efVJHPB2mYwAAAJyBYhtAVBpYartcLu3du3dca8ELCwtVW1srv98vv9+v+vp6VVZWnrF6fGABu3Tp0jHfX5+Bpe3Aa4cqJydn3FkiwePxaO3atXI6nVq9evWQtxk8gT1U+T3wcWJiG7GsrbdFBzrG/v8CwOoumJSns1KZcgMARLekBLvu/PDFSknkZTXEJp9femjTQdMxAAAAzsAzcABRZ3CpXVtbO65p51Dud6CSkpJxX3PgdLLH4wl6pfjg24X7rO9wWbt2rTwezxlnmQ80uNDPzs4+4zYDv77x/AAAYHU7W9+QX37TMYCIcCbm6PKsa03HAAAgLM6dNklff+d5pmMAEbN+80F5ffzbBAAAWAvFNoCoYqrUlt4uafvk5eWFZRX54Knv9evXB/V5mzZtCng7nGd9h4vH41FZWZlcLteI55gPXqM+VEk/sOxuaGgIX0jAQvx+v3a2vGE6BhARdtl145R3KcGeaDoKAABh88krz9bSeVmmYwARcbSpUy/XW/fYMwAAEJ8otgFEjYGldl5e3oSW2lVVVQErsNesWROW6+bl5QUUuZWVlUHn6eNyuSw5sV1aWirp7TPMAYzuUOc+tXqbTccAIiLfeaWmJk83HQMAgLCy220qK7yIleSIWY9uOWw6AgAAQACeeQOICoNL7Q0bNkxYqe3xeHTbbbf1v11QUKDCwsKwXb+vAJakmpqaUc+QrqqqCljHPdKab1PcbrcqKiqUl5d3xjnlgw0+H3yoieyB7xtqVTkQC3a0vG46AhAR05Nn6eLMy03HAAAgIlxTM/TVFQtMxwAi4ok3j6mr12s6BgAAQD+KbQCWF8lJ7dGKZI/Ho/z8/IAzrcM9gVxcXBzw9RQVFQ171nZdXV3/YyG9/XiEs2QPl76y/p577hn1toOnzYc6Q3vg+6w4nd6npaVFe/fuld/POWQITbu3Tfvb603HAMIu0ZaoG6bcLLuNf3YAAGLXZ6526ZK5TtMxgLBr6ezVMztPmo4BAADQL8F0AAAYyeAzte+5556AknO4Aniwoc6g9ng8/SVycXGxSkpK5HK55HQ65Xa7VVVVpbVr1wbcR3V1dVDFaklJiTZv3tz/9mgT5pWVlVqxYoWkt0vc/Px8rVu3TgUFBXI6nfJ4PKqoqAiY7nY6ndqwYUMQX/3EqqurU1VVlQoLC4M6+3vwbYb6Mx34wwdWPE+8z/ve9z4988wzmjNnjgoKClRQUKDly5drxowZpqPB4txtu+STz3QMIOyuyL5BmYmcPQoAiG12u03/W7hE77rzeXX18pwOseXvrx/WTRfwb1oAAGANFNsALG3t2rX9v+8rfMeivr7+jEJ6YGldUVGhioqKEa9RWVk56lrtgVlHWyk+UEFBgcrLy1VSUtL/+QMnswdzOp1BT64PLtmHUlFRoZqamjPeX1lZGfKEdN/a9mBXpPedEd73AwvV1dUBU+iDH8dVq1aFlGcive9979O2bdt06NAh3XfffbrvvvskSRdccIFWrFihgoICXXvttcrIyDAbFJbjbtttOgIQdjOT52jRpCWmYwAAMCHOnZahLxcs0LondpqOAoTVhh0n1NrVq4xkXkYGAADmsRMQQNxat26diouLR71dXl6e6uvrI77yu7i4WJWVlaOW1X3r2IMtnPtK9sG/BvJ4PEPeJtiJ+D59q92Li4tDKsT7Cn1JWr9+fcDHBv5wg8vlsvTE9h133KFjx45py5Yt+ulPf6qbbrpJqamp2rZtm37+85/rXe96l7KysnTttdfqhz/8oV566SX19PSYjg3D2r1tOtZ1yHQMIKzssuuanBWmYwAAMKGKr3VpyZxM0zGAsOrq9enJbcdMxwAAAJBEsQ0gzpWXl6u2tra/iO0rlV0ulwoLC1VdXR1SiTxehYWF2rt3r9atW6e8vLz+PE6nU4WFhaqsrJzQPKHqK6iDndbuM/Cc8YEr4quqqlRVVdV/u4Gr2K3KbrdryZIl+trXvqbHH39cjY2NeuaZZ/Stb31Ll19+uXw+n55//nl973vf01VXXaWcnBy9973v1a9+9Svt2LGD87nj0N623fKLP3fElosmL1VW0hTTMQAAmFAOu03/W7RESQ5ebkNs+fvrR0xHAAAAkCTZ/LyCPmFeeeUVXXHFFXr55Ze1bNky03EAIKz6zkNfvXp1yMX2wM8fTkFBgaqrq8cTMezG8v91j8ejZ599VjU1NaqpqdGuXbsCPj5r1qyA87lnzZoVieiwkMeOPaQjnQdMxwDCJsMxWStnf0qJ9kTTUQAAMOIXNbv1i5q3TMcAwibBbtOr31yunIxk01EAAECc40dIAQBhUVpaKqfTOaZSW3p7Wn24z83Ly1NlZeV44lmG0+nU+9//fv3617/Wzp07tX//fv3+97/XLbfcomnTpunIkSP64x//qI9//OOaPXu2Fi9erDvuuEP/+Mc/1NLSYjo+wqzD266jnQdNxwDC6qqc5ZTaAIC49tnrcjUvJ810DCBsen1+/fONo6ZjAAAAUGwDAMJjPKV2n9WrV6u2tlYFBQVyOp3Ky8vTunXrVFtbO+rZ49Fq7ty5+uQnP6n7779fx44d09atW/Wzn/1MN998s9LT07V9+3bdeeedes973qPs7GxdffXV+v73v68XXniB87ljwN72t1hDjphyduq5OjvtXNMxAAAwKiXRoe+/Z7HpGEBY/X0L68gBAIB5rCKfQKwiB4DYEun/r3d3d+uVV17pX1u+ceNGeb3e/o9nZGTouuuuU0FBgVasWKHzzz9fNpst7DkQOf88tl6HOvebjgGERYItUStnf0qTEiabjgIAgCUU/3Gzntp+3HQMICxsNun51TdoThbbCAAAgDlMbAMAYFFJSUm69tpr9cMf/lAvvfSSTp8+rUcffVS33367Fi1apNbWVv3zn//UV77yFV1wwQWaNWuWPvaxj+kPf/iDDh06ZDo+RtHp7dAR1pAjhuQ7r6DUBgBggO++53ylJjpMxwDCwu+XHnuddeQAAMAsim0AAKJEZmam3vve9+rOO+/U9u3bdfDgQd1333366Ec/qhkzZujYsWP685//rFtvvVVnnXWWFi1apNtvv12PPvqompqaTMfHIPva35JPPtMxgLDISpyiCycvNR0DAABLmZOVpi/eyBEdiB2PbjlsOgIAAIhzCaYDAACAsZkzZ44+8YlP6BOf+IT8fr+2b9/ev7b82Wef1c6dO7Vz5079+te/lsPh0GWXXaaCggIVFBRo2bJlSkpKMv0lxDV3+27TEYCwuSZnhRw2JtIAABjstmtcerj2kNyn2kxHAcZt57EW7T7eogXTJ5mOAgAA4hQT2wAAxACbzabFixfrjjvu0GOPPaaGhgY9//zz+t73vqerrrpKkvTyyy/rRz/6ka677jplZ2fr5ptv1s9//nO98cYb8vv9hr+C+NLl7dThDs7WRmxYkHGBZqbMMR0DAABLSkqw6wfvW2w6BhA2f99yxHQEAAAQxyi2AQCIQYmJibr66qv1/e9/Xy+88IIaGhr02GOP6Y477tDixYvV1tamxx9/XF/96ld10UUXaebMmfrIRz6ie++9VwcPcu5zpO1r38MacsSEZHuKlmVdZzoGAACWds38qbr5whmmYwBh8ffXKbYBAIA5rCIHACAOTJ48We9+97v17ne/W5J05MgRbdiwoX91+ZEjR/SXv/xFf/nLXyRJCxYsUEFBgVasWKHrr79eTqfTYPrY427fZToCEBaXZ12nVEea6RgAAFjed959vp7ddVLt3V7TUYBxOdDQrh1Hm7Vo5mTTUQAAQBxiYhsAgDg0a9YsfexjH9Mf/vAHHTp0SNu3b9edd96p9773vZo0aZJ2796tu+66S//5n/+pnJwcLVu2TN/+9rf17LPPqqury3T8qNbl69Ih1pAjBmQnTtV5GReajgEAQFSYmZmqz1x9jukYQFjUbD9uOgIAAIhTFNsAAMQ5m82mRYsW6fbbb9ejjz6q06dP68UXX9QPfvADXXPNNbLb7Xr11Vf1P//zP7rhhhuUlZWlm266ST/96U/1+uuvy+djpXYo9rfvkU9M6iD6XZ51rWw2m+kYAABEjZLrcjUlI9l0DGDcanZQbAMAADMotgEAQIDExERdeeWV+u53v6vnnntOjY2N+uc//6mvfOUruvDCC9XR0aEnn3xSX//613XxxRdrxowZ+vCHP6zf/e532r+fSeTRuNt2m44AjNvM5Dmam+YyHQMAgKiSnpygOwrmm44BjNvWw0060dxpOgYAAIhDnLENAABGlJGRoZtvvlk333yzJOnYsWMB53MfOnRIDz74oB588EFJ0rnnnquCggIVFBToxhtvVFZWlsn4ltLt69ahjr2mYwDjdnnWdaYjAAAQlT586Vm698W9cp9sMx0FGDO/X6rZcUK3XD7XdBQAABBnmNgGAAAhmTFjhj7ykY/o3nvv1YEDB7Rz5079+te/1vvf/35NnjxZe/bs0d13363CwkLl5OTosssu0ze/+U09/fTT6uyM75/q39++R17WkCPKnZ02X9NTZpmOAQBAVEpw2FV603mmYwDjtoF15AAAwAAmtgEAwJjZbDYtXLhQCxcu1Be+8AX19vaqtrZW1dXVqqmp0UsvvaRNmzZp06ZNWrt2rVJSUnTNNdf0T3RffPHFstvj5+fs3O2sIUd0s8mmy5zXmI4BAEBUe+fiGbr07Cxt2tdoOgowZi/Wn1JHt1epSQ7TUQAAQByJn1eSAQBAxCUkJOjyyy/Xt7/9bT377LNqbGzU448/rq997WtasmSJOjs7VV1drdLSUuXn52vatGlatWqV7rnnHu3dG9srunt83TrIGnJEuYUZFyorKcd0DAAAot43b15kOgIwLp09Pj3/1knTMQAAQJxhYhsAAERMenq6brrpJt10002SpBMnTujpp59WdXW1qqurdfDgQa1fv17r16+XJLlcroDzuXNyYqdA29/hltffazoGMGYJtgQtdV5pOgYAADHhkrlZeteFM/XPN46ajgKMWc2O43rH4hmmYwAAgDjCxHacKS0tlc1mG9OvoqKiqM/hdruVm5ur0tLSsH0tAxUVFQVkzc/Pj8j9TMTj5/F4VFZWphUrVigrK0s2m01ZWVnKz89XaWmp6urqxpw/ktcGYG3Tpk3Thz70If3ud7/T/v37tXv3bt111136wAc+IKfTKbfbrYqKCq1cuVJTp07V0qVL9Y1vfEM1NTXq6OgwHX9c9rbtMh0BGJfFk/KUnjDJdAwAAGLG6psWKtFhMx0DGLOnd56Qz+c3HQMAAMQRim3EjYqKCuXm5srtdkfk+nV1daqqqorItSdaRUWFsrKyVFpaqpqaGnk8HklvF9J1dXUqKytTfn6+ioqK+j9mhWsDiC42m03z58/X5z73OT388MM6deqUNm7cqB//+Me64YYblJiYqNraWq1bt67/B2EKCgr0k5/8RJs3b5bX6zX9JQSt19ejA6whRxRLtqfokszLTccAACCmzMtJ14cvm2s6BjBmp1q79dpBj+kYAAAgjlBsIyZ5PB653W5VVVWppKREWVlZKikpieh93nbbbRG9/kSpqKgI+rGqqqrSOeecE/SEdSSvDSD6ORwOXXrppVqzZo2efvppNTY26sknn9TXv/51XXLJJerq6tKGDRu0Zs0aXXrppZo2bZqKiopUXl6u+vp6+f3WnRQ40nlIvf4e0zGAMbs48zIlO1JMxwAAIOZ8/vpzlZTAy3OIXjU7jpuOAAAA4ghnbMc5q5QA4cxhs038Gq+Kior+AtblckVsKnw44Xr86urqAorn4uJiFRUVaenSpZKkzZs3q7KyUhUVFf238Xg8Wr58ufbu3Sun02nk2gBiU1pamt7xjnfoHe94hyTp5MmTeuaZZ1RTU6Pq6mrt27dPVVVV/dsyzj777IDzuadOnWoyfoBDnUxrI3qlOybpgkmROV4FAIB4NyMzRauWnqU/vbLfdBRgTGq2H1fpTeeZjgEAAOIEPxKKuJCXlxfR6/ed2V1YWBjR+4m05cuX9/++urpa5eXlKigokNPplNPpVEFBQf9kpMvl6r+tx+MZ9ezuSF4b1lJRUdF/pntWVpbpOIghU6dO1cqVK1VRUSG32609e/bo7rvvVmFhobKysrRv3z799re/1Yc+9CFNmzZNl1xyiVavXq2nnnpK7e3tRrMf7Nhn9P6B8VjqvFIJdn4eFgCASPnc9blKcvASHaLTWydatf90m+kYAAAgTvCsGTGnoKBAhYWFKi4u7i9KN2zYELH7Ky0t7T8LetWqVRG7n0irqqrq/zpWr16tgoKCYW/rcrlUW1sb8L6ampph14ZH8tqwNs5JR6TYbDbl5uaqpKRElZWVOnnypDZv3qyf/OQnKigoUHJysrZs2aL//d//1Tvf+U5lZWXpxhtv1I9//GNt3LhxQs/nbu1tlqfn9ITdHxBOmQlZWpBxgekYAADEtFnOVBUtnWM6BjBm1dtZRw4AACYGxTZiTnV1tSorK1VeXq7i4uKA6d9w83g8KisrkyQ5nc6ontheu3atpLe/jnXr1o16+6FuV15ePuHXBgDp7fO58/PzVVpaqurqajU2Nqq6ulqlpaXKz89XT0+PnnnmGX3rW9/S5ZdfrilTpugDH/iAfvOb3+itt96K6NEcTGsjml2ceZnsNv7JAABApH3+hnOZ2kbU2rDjhOkIAAAgTvCMGRiH2267rf/3a9asMZhk/PrOBQ/l61i9enXA2+vXr5/wawPAUFJTU1VQUKCf/OQn2rx5s06ePKnKykqVlJQoNzdXHo9HjzzyiD7/+c9rwYIFOvvss/XpT39aDzzwgE6cCO+LMoc6OF8b0SnNkaH5GYtNxwAAIC7Mdqbqg/lMbSM6bdrXoKaOHtMxAABAHKDYBsaorq5OVVVV/W8PLmKjzT333CMp9HPCB5+HPdHXBoBg5OTkqLCwUHfffbf27Nkjt9utiooKrVy5Ujk5OTpw4IB+//vf65ZbbtH06dO1ZMkSfe1rX9MTTzyhtraxnxfn8/t0uPNAGL8SYOJcODlfDpvDdAwAAOLGF27IVaLDZjoGELJen18v13P8EgAAiDyKbWCMBk5rR3upLb1dOpeXl4e8uj0vLy/g7b7p7Im6NgCMxTnnnKPbbrtNDz30kE6cOKG6ujqVlZXpHe94h1JSUrR161b97Gc/03/8x38oKytL119/vf77v/9br7zyinp7e4O+n5Ndx9Tl64zgVwJERpItWedPWmI6BgAAcWVOVpo+mMfUNqLTy/WnTEcAAABxgGIbGIOqqirV1dX1vx3ta8j7FBcXh/w5gyephyuvI3ntcKqqqlJRUZFyc3Nls9mUlZWlFStWqKKiYtjPqaurk81m6/9VUlIS0n1mZWX1f25+fn5EMg7+/BUrVvT/GqiiokIrVqzoz9R37YHbCQYb7esf+LGBv4b7QQWPx9Ofo+9rtNlsys3N7T9DuaamJqivFQiG3W7XJZdcoq9//et68skn1djYqA0bNmjNmjW69NJL1dvbq3//+9/6zne+oyuuuEI5OTl6//vfr1//+tfatWvXiOdzH+xkDTmi0/mTL1aSPdl0DAAA4s4XbjhXCXamthF9XmRiGwAATACKbcjtdqukpET5+flBF1mxnCMYg6e1nU6nuTD/l6nHb2A5Ge7HIZLXHqyurk75+fkqKipSVVVV/317PB7V1NSopKREWVlZQxaqeXl5AaV7KOeB19TUBBT4I5Xi48k4kNvtVk1NTf+vvmtnZWWppKQkIFPftYuKis4owSOhrKwsIMfA7wG3290/VdtXvg/8ARMgXFJSUnTjjTfqxz/+sTZu3KhTp07p4Ycf1uc+9znNnz9fzc3NevTRR3X77bfrvPPO09y5c/XJT35S999/vzo7A6ezD3XsM/NFAOPgkEMXTsob/YYAACDszspO03svnmU6BhCyPSdadaKZbVUAACCyKLbjXElJiXJzc1VRUdFfEA0ssnJzcyekOLJKjmCUlpb2l35Op9MS09qmHj+PxxNQPK5cuTIqrj1YTU2N8vPzR32MPB6PVqxYMeTtBhbSfY99MMrLywPeHu7rDEfG4VRVVSk/P3/Uc8xrampUWlp6xvudTqfy8vL6fw3+IYSBHxv4a7CysrJhrz8Uj8djiR8qQezLzs7WBz7wAd11113avXu39u3bp9/+9rf60Ic+pKlTp+rQoUO677779NGPflR33HFH/+d1eTt1ouuoweTA2MzPWKy0hAzTMQAAiFufuTry28qASHiJqW0AABBhFNtxbrTVxW63O6gyLVZyjMbj8aisrKz/7TVr1liiWDP1+A0uIUNdwW3q2gO53e4zJpFXr16t+vp6+f1++f1+lZeXB/w5L1++/IwSuLCwMODtwYX1cAZO1BcUFAz5/RSujMMpKirqv2ZjY2P/NWtra1VQUBBw26G+11wul2pra/t/DV47P/BjA38NnHL3eDwBf+Z91/T7/WdkGrglYSLW0wODzZs3T5/+9Kf1wAMP6NixY9qyZYt++tOfqqioSO973/v6b3e4c7/8Gn5NOWBFNtl0ceZlpmMAABDXzp81WVfm5piOAYTsJc7ZBgAAEUaxDTmdTpWXl/eXR42NjVq9enXAbUIpyaI9x0gGriB3Op1n5DNpoh8/t9sdUHIWFhYOOYVrtWsPNrgwrq2t1bp16wIK0+LiYu3du7e/TPV4PFq7dm3A57lcroCMwayAH3yb4cr7cGUcyerVq7Vu3bqAcjwvL0/V1dUBX1co0+ihGHzN2traIf/M8/LytG7dOjU2Nqq6ujrsOYBQ2e12LVmyRF/72te0fv163Xzzzf0fO9y532AyYGzOTpuvzMQs0zEAAIh7n7nmHNMRgJC9uIeJbQAAEFkU23HO5XJp7969Ki4u7i+0nE6n1q1bFzBx6vF4+qc6YznHSOrq6gKKyHvuucdIjqGYePwGlrBOpzOsj0ckrz1QRUVFwLrz8vLyYQv0wTmGmlweXEyPVm4PnuoePPUdiYzDfd66deuG/fjgdfsD84TLwGu6XK6gNiEMniYHrOZIx0HTEYCQMa0NAIA13LBwmnKnppuOAYTksKdDB063m44BAABiGMV2nKuurh62QCouLg6YCK2pqYnYKnCr5BjJwGntvLy8IUtIUyb68SstLQ2YsN2wYUPYVrJH8tqDDSxz8/LyzlihPVhhYWHARPTgx3Hw+dgjrSMfPPk83H2HO+NQRju/fHCRHumtCW632+hmBiAc2npb5eltMB0DCMmslLmaljzTdAwAACDJZrPpU1cztY3o8yLryAEAQARRbMeZNWvW9J9vW19fP+r5tIOnOIM9NzhacgSrqqoqoCAcabp1Iph8/KqqqgLOGR9uZbTVrj2Yx+MJmBIO9gzvgSXw5s2bAz7mdDoDpohramqGLWjXr18f8PZQk/SRyDiUwavOB8vOzg54+/Tp8K8WG/znnJ+fH5GV58BEOdJ5wHQEIGRMawMAYC0fzJuj7PQk0zGAkLxUzzpyAAAQORTbccbpdCovL095eXmjlqHSmWVTuIomq+QI1sBp7YKCAuMrkE09flVVVQEFbLhL7UhdeyiDH4OSkhLZbLZRfw1c711fX3/GdQeXz4ML7D6VlZX9vx9ciEc642DBfA9FWkFBQUAOt9utFStWKCsrS0VFRWesZAes7jDFNqJMTtI0nZXKVBgAAFaSkujQRy6fazoGEJKXmdgGAAARRLGNEQ0uvEwVSyZzlJWVBUzdTvS0eDiE4/EbWDw7nc6IldrhvvZwwvE9NNQ09uAV9QML7IGfF8wa8khlHCxSq95DNdRKfY/Ho6qqKpWUlCg3N1dZWVkBU/2AVTGxjWhz0eSlpiMAAIAhfPyKs5WUwMt3iB6nWru161iL6RgAACBGJZgOAOtzOp0B5ZjH4zFShJnK8dBDDwW8nZubG/Tn1tXVyWazBbwvmNXhkTCex2+o4jlcX0Mkrz2Sweu0x3Jmen5+/pDvLy4u7p+a7ltHPvCxHjzFPdyK8UhmtCKXy6W9e/fqtttuU1VV1ZC38Xg8Ki0tVXl5uaqrqy0xbQ4M1tLTpJbeJtMxgKCl2FOVm77QdAwAADCEqZOS9d4ls1RVe8h0FCBoL+45pYUzJpmOAQAAYhDFNoARDSyeXS6Xamtrw/YDBZG8diicTueQk9Vj1bc6u8/69esDprIH3pfL5QqqnA13Rqvq+zo9Ho8qKipUXV095Op8t9ut/Px87d271zIT50Af1pAj2szPOF8OG/8sAADAqj511TkU24gqL9Wf1qeu5pgbAAAQfuwywqgGrzI2VSKZypGdnS2n0xn0r8FG+/hEGcvjF8ul9sDJ+2DWdYeioKAg4GsZuL5+8Bry4aa1I53R6pxOp1avXq3q6mr5/X7V19dr3bp1AY9r3/Q2YDWsIUe0WZRxkekIAABgBOfPmqwlczJNxwCC9ure0/L6/KZjAACAGESxjRHV1dUFvB3pc4+tmKO6ulqNjY1B/xqcc/DHTaxOHsvjF8ultvR2+Tw4UzgNnNCuq6vrL6YHryEf7nxtKfIZo4nL5dLq1au1d+/egO/fgZPxgFVQbCOaTE+epaykKaZjAACAUXz4srmmIwBBa+ns1RuHOZ4JAACEH8V2HKmpqRlxOnQog8+XXrVqVczkiFYT8fgNLJ7z8vIiVmqH+9qhGLwCfOBUdTgM/jPqm9IeuE588GT3RGeMRk6nU2vWrAl4X7xNs8PaPD0NavO2mo4BBG3RpCWmIwAAgCC8Z8ksZSRzdAiix4t7TpmOAAAAYhDFdhwpKSlRRUVF0BOOHo9HZWVlAe8babo02nJEq0g/foOL5w0bNkSs1A7ntcdi4BrrmpqasE5EDy6l+364YPPmzf3v63ssTGWMlJycnIC3w108D/6e4YxtWAnT2ogmSbZkudIWmo4BAACCkJ6coPcsmWU6BhC02v2No98IAAAgRBTbcaKurk5ut1vS28XoaOfSejweLV++POB9g8+3jeYc0SrSj188TGoPVFxcHFA+FxUVBfUDA3V1dcrNzT1jxftgA6e26+rqAlaS992/6YyRMPjPdeCZ4n3cbnf/97L09vdHfn5+UHkHTr2bWO0PjORY52HTEYCgnZuxSIn2RNMxAABAkD582VmmIwBB23LQYzoCAACIQRTbcSIvLy9gjXFZWZmysrJUVlYWUCS53e7+jw18f0FBgVavXj3ifZSUlCg/P7//11BTmhORIxoF89hJkX38Bp97fc899/SXj263u7+YHe3XRF97vKqrqwOK2JKSEq1YsUI1NTUBfw5ut1sVFRX9f0Zut1sNDQ0jXntgce12uwNWwhcWFloiYyQsXbo04O3S0lK53W55PB7V1NSotLRUubm5AdPnfd8HfdnLyspUVVUVUH7X1dVpxYoVAcV+KI8jMBFOdh83HQEI2qKMi0xHAAAAIbhojlOLZ002HQMISkNbt/afbjMdAwAAxBgO54kjxcXF8ng8/VO+A38/ksLCwoAJyeH0FVOmc5SUlASsex5KRUXFkFOklZWVRiZAg33spMg9fmvXrg3Ik5+fH1Sewerr6894DCN57fFyuVzasGGDli9f3l8S19TU9H9/OJ3OYX/QYLQV206nUwUFBf3XGrgSPpRz0iOZMRLy8vICMrndbuXm5p5xu4ceeqj/By02bdrU//5gf5BhqPO2AZN6fN1q6pn4HyYBxmJq0gxNSZ5uOgYAAAjRhy6bq+/8bZvpGEBQthz0aF5OuukYAAAghjCxHWdWr16t+vp65eXljXpbp9OpdevWBVUmWynHcBPAA3k8niFvY6IEHAur/DnGiry8PO3du3fI6d/hNg/U1tYGNS081DnafYW3VTJGwmhr1l0uV0C5f8899wS1mr2PVdbZAwOd7D4uv/ymYwBBWTSJaW0AAKLR+y+epbQkh+kYQFBeO+AxHQEAAMQYJrbjkMvlUm1trerq6lReXq7Nmzf3rwl2uVxyuVwqKirSypUrI1oaWSVHtOLxCy+n06nKykrV1dXpoYceUk1NTf/j6XQ65XK5VFBQoFWrVgX1AwV9iouLz5jOXrlypaUyRsK6deuUk5OjtWvXBnxP5uXlDZnP6XSqvLxc5eXlqqqqUnV1dcC6ekkBn88KcljRya5jpiMAQUm0Jerc9EWmYwAAgDGYlJKod104U5W1h0xHAUb1GudsAwCAMLP5/X5GiybIK6+8oiuuuEIvv/yyli1bZjpORJSUlKiiokJOp1ONjY2m40QVHjsg+sTD/9cRvJqTj6m+bafpGMCozsu4SNdNeafpGAAAYIxq9zfqg795yXQMYFRJDrve+ME7lJzAlgEAABAerCJHWPWd+TvWidR4xmMHANGNiW1EC9aQAwAQ3fLnZems7FTTMYBRdXt9evNIs+kYAAAghlBsI6z6VgYPda4wRsZjBwDRq8vbqeZej+kYwKhyEqdqWvJM0zEAAMA4vXfJLNMRgKBs4ZxtAAAQRhTbCJu6urr+3xcUFBhMEn147AAgup3sZlob0eHcjPNNRwAAAGHwvotnm44ABGUL52wDAIAwothG2PSt0i4sLDScJPrw2AFAdGMNOaKFK22B6QgAACAMFkyfpPNmTDIdAxjVawcbTUcAAAAxhGIbYbNp0yZJ0qpVqwwniT48dgAQ3ZjYRjSYkjRdkxOdpmMAAIAweQ/ryBEFDjZ06HRrl+kYAAAgRiSYDoDYUVlZaTpC1OKxA4DoxsQ2ooErbaHpCAAAIIzeu2SWfvrULvn9ppMAI9ty0KPli6abjgEAAGIAE9sAAADj0OFtU6u3xXQMYFSudNaQAwAQS87KTlPe3CzTMYBRvXbAYzoCAACIERTbAAAA43Cy67jpCMCocpKmKTORF74BAIg172UdOaLAloMe0xEAAECMoNgGAAAYhxPdR01HAEblSmNaGwCAWPSui2YqwW4zHQMY0esHPfL52JkPAADGj2IbAABgHJjYRjRwpXO+NgAAsWhKRrKuPHeK6RjAiFq6elV/stV0DAAAEAMotgEAAMbhVPcx0xGAEWUnTpEzMdt0DAAAECHvXDzddARgVFsPNZmOAAAAYgDFNgAAwBi19rao3dtmOgYwIqa1AQCIbQWLpsvGNnJY3K7jLaYjAACAGECxDQAAMEYnu5jWhvW50ii2AQCIZdMnp+jC2ZmmYwAj2nWMYhsAAIwfxTYAAMAYnWQNOSwuKzFHWUk5pmMAAIAIK1jEOnJYG8U2AAAIB4ptAACAMWJiG1bHtDYAAPGBYhtWd6y5U00dPaZjAACAKEexDQAAMEanuo+bjgCMyJW+wHQEAAAwAc6fNVmznammYwAjYmobAACMF8U2AADAGDT3eNTp6zAdAxiWMyFb2UlTTccAAAATpGDRNNMRgBHtOk6xDQAAxodiGwAAYAw4XxtWd1baOaYjAACACbScdeSwuN1MbAMAgHGi2AYAABiDU12sIYe1zUmh2AYAIJ4sc+VoUnKC6RjAsFhFDgAAxotiGwAAYAw8PQ2mIwDDctgSNCtljukYAABgAiUl2HXtAo4hgXWxihwAAIwXxTYAAMAYNPU2mo4ADGtG8mwl2BNNxwAAABNsOedsw8KaOnp0rKnTdAwAABDFKLYBAABC5Pf71dzjMR0DGNZZqWebjgAAAAy4MneK6QjAiJjaBgAA40GxDQAAEKJWb7O88pqOAQxrTirnawMAEI9mZKbINTXddAxgWLuONZuOAAAAohjFNgAAQIiaelhDDutKc2QoJ4nzNQEAiFdX5uaYjgAMa9exVtMRAABAFKPYBgAACBHFNqxsdspc0xEAAIBBV7GOHBa2m1XkAABgHCi2AQAAQtTUS7EN65qdMs90BAAAYNAVuTmy2UynAIb21okW+Xx+0zEAAECUotgGAAAIUVOPx3QEYFizUs8yHQEAABjkTEvS+TMnm44BDKmzx6f9De2mYwAAgChFsQ0AABCiZlaRw6ImJ2RqUkKm6RgAAMAwztmGle061mw6AgAAiFIU2wAAACHw+X1q7vWYjgEMaRbnawMAAElXnss527CufaeZ2AYAAGNDsQ0AABCC1t5m+eQzHQMYEsU2AACQpMvOzlaig4O2YU0HWEUOAADGiGIbAAAgBE29rCGHdVFsAwAASUpPTtCSOU7TMYAhHaTYBgAAY0SxDQAAEIImzteGRTkTspWekGE6BgAAsIhLz8k2HQEYEsU2AAAYK4ptAACAEFBsw6qmJc80HQEAAFjIxWc5TUcAhnTE0ymfz286BgAAiEIU2wAAACFgFTmsamryDNMRAACAhVxCsQ2L6vb6dLS503QMAAAQhSi2AQAAQsDENqxqahLFNgAA+H+mTU7RbGeq6RjAkA6cZh05AAAIHcU2AABAkLx+r1p6m0zHAM5gl105SdNMxwAAABbDOnJY1cFGim0AABC6BNMB4tG2bdtMRwAAhAH/P48/Lb1N8ouz4GA9WYk5SrDz1B4AAAS6ZK5T/3zjqOkYwBkONlBsAwCA0PHqlwG33Xab6QgAAGAMWEMOq5qaPNN0BAAAYEFMbMOqKLYBAMBYUGxPoMWLF+vll182HQMAEGaLFy82HQEThGIbVjU1ebrpCAAAwIIumJ2pRIdNPV62DsFaDlBsAwCAMaDYnkCTJk3SsmXLTMcAAABj1NRLsQ1rmpo0w3QEAABgQSmJDp03Y7LeONxkOgoQ4GBjh+kIAAAgCtlNBwAAAIgWzUxsw4Iccig7aarpGAAAwKJYRw4rOtnSpc4er+kYAAAgylBsAwAABKmp12M6AnCG7KSpctgcpmMAAACLotiGVXHONgAACBXFNgAAQBC8/l619jabjgGcYWoya8gBAMDwFs2cbDoCMCTO2QYAAKGi2AYAAAhCa2+L/PKbjgGcgfO1AQDASM6dlqEEu810DOAMFNsAACBUFNsAAABBaPe2mY4ADImJbQAAMJKkBLvOnpJuOgZwhoMNHaYjAACAKEOxDQAAEIQOim1YUIItUVmJOaZjAAAAi1s4fZLpCMAZDjUysQ0AAEJDsQ0AABCEDi8vusB6piRNk93GU3oAADCyhTMotmE9J1u7TEcAAABRhlfBAAAAgtDho9iG9TCtDQAAgrGAiW1Y0CmKbQAAECKKbQAAgCAwsQ0rykzMMh0BAABEgfOY2IYFnWrpNh0BAABEGYptAACAIHRSbMOCKLYBAEAw5manKTXRYToGEKCjx6v27l7TMQAAQBSh2AYAAAgCE9uwoswEim0AADA6u92mc6dlmI4BnIGpbQAAEAqKbQAAgCB0+DpMRwAC2GTT5ESn6RgAACBKLGQdOSzoJOdsAwCAEFBsAwAABIFV5LCadMckOWwJpmMAAIAosXA6xTas5xTFNgAACAHFNgAAwCh8fp86mdiGxXC+NgAACMVZ2WmmIwBnoNgGAAChoNgGAAAYBdPasCKKbQAAEIq5FNuwIM7YBgAAoaDYBgAAGEWHj2Ib1pOZQLENAACCNzeHYhvWc7qNiW0AABA8im0AAIBRdDCxDQtiYhsAAIQiIzlBWWmJpmMAAVhFDgAAQkGxDQAAMAqKbVgRxTYAAAgV68hhNawiBwAAoaDYBgAAGAXFNqzGJpsmJWSajgEAAKLMHIptWAwT2wAAIBQU2wAAAKPgjG1YzaSETDlsDtMxAABAlGFiG1ZzkmIbAACEgGIbAABgFJ1MbMNiWEMOAADGgmIbVtPS2auuXq/pGAAAIEpQbAMAAIyCVeSwmswEim0AABC6s7IotmE9p1s5ZxsAAASHYhsAAGAUFNuwmkkJk01HAAAAUYiJbVgR52wDAIBgUWwDAACMgjO2YTUpDl6UBgAAoZvlTJHdZjoFEKihjYltAAAQHIptAACAUTCxDatJpdgGAABjkOCwKystyXQMIEBbF2dsAwCA4FBsAwAAjKDH16Nef4/pGECAVDvFNgAAGJspGcmmIwAB2rp7TUcAAABRgmIbAABgBJ1Ma8OCmNgGAABjNWUSE9uwlvYuim0AABAcim0AAIARcL42rIgztgEAwFgxsQ2raetmFTkAAAgOxTYAAMAIunydpiMAAZLsyXLYHKZjAACAKEWxDatpY2IbAAAEiWIbAABgBF4/L7LAWjhfGwAAjEdOBqvIYS3tTGwDAIAgUWwDAACMwOvnRRZYC+drAwCA8WBiG1bDxDYAAAgWxTYAAMAIKLZhNRTbAABgPKZSbMNimNgGAADBotgGAAAYAcU2rIZiGwAAjAcT27Catm4mtgEAQHAotgEAAEbAGduwmhTO2AYAAOMwZRJnbMNa2rv4YWIAABAcim0AAIAR+JjYhsUwsQ0AAMYjO51iG9bSyhnbAAAgSBTbAAAAI2AVOawm1ZFuOgIAAIhiyQkOJTpspmMA/dpZRQ4AAIJEsQ0AADACim1YDRPbAABgvNKSEkxHAPq1dfNvLgAAEByKbQAAgBF4xYsssJZUe6rpCAAAIMqlJzlMRwD6tbOKHAAABIliGwAAYARePy+ywFocNiasAADA+KQl83wC1tHe45Xf7zcdAwAARAGKbQAAgBGwihxWQ7ENAADGK51iGxbi90vtrCMHAABBoNgGAAAYgY9iGxbjsLE6FAAAjA+ryGE1bd1sygIAAKOj2AYAABgBE9uwGoptAAAwXmlJTGzDWrp6fKYjAACAKECxDQAAMAKKbVgNq8gBAMB4pSfzg3IAAACIPhTbAAAAI6DYhpXYZJPdxlN4AAAwPkxsw2p8fr/pCAAAIArwqhgAAMAIvH7OeoN1sIYcAACEA2dsw2rotQEAQDAotgEAAEbgExPbsA47xTYAAAiDtGQmtmEtTGwDAIBgUGwDAACMgFXksBKHKLYBAMD42W2mEwCBqLUBAEAwKLYBAABGQLENK3HYmK4CAADjZ7fRbMNa/ExsAwCAIFBsAwAAjIBiG1bCGdsAACAcqLVhNfTaAAAgGBTbAAAAI/D6e01HAPpRbAMAgHCws4scFuOj2AYAAEGg2AYAABgBE9uwEjvFNgAAAGKQn1O2AQBAECi2AQAARkCxDSthYhsAAIQDZ2zDanw+0wkAAEA0oNgGAAAYgY9V5LAQhy3BdAQAABAD6LVhNUxsAwCAYFBsAwAAjMDHCywAAACIMRyxDavx888uAAAQBIptAACAEbD6GVbiZYMAAAAIA5totmEtFNsAACAYFNsAAAAjYPUzrIRiGwAAhAOryGE1PpptAAAQBIptAACAESQwsQ0L6fV7TUcAAAAxwE6zDYuh1gYAAMGg2AYAABgBE9uwEh8T2wAAIAy6vT7TEYAATGwDAIBgUGwDAACMgDO2YSVMbAMAgHDo7qXYhrXQawMAgGBQbAMAAIyAiW1YCWdsAwCAcKDYhtXY2Y4PAACCQLENAAAwAoptWImXiW0AABAGXb08p4C1JCXwMjUAABgdzxgAAABGwCpyWAkT2wAAIByY2IbVJCfw7y4AADA6im0AAIARMLENK/HLz9Q2AAAYt84eim1YSzIT2wAAIAg8YwAAABgBE9uwGh/FNgAAGKf2Hp5PwFpYRQ4AAILBMwYAAIARMLENq+llHTkAABinjm6eT8BamNgGAADB4BkDAADACBKY2IbFsIocAACMV3s3zydgLUxsAwCAYPCMAQAAYARMbMNqvExsAwCAcaLYhtUkOXiZGgAAjI5nDAAAACOg2IbVUGwDAIDx6qDYhoU47DYlUGwDAIAg8IwBAABgBA6xihzWwhnbAABgvDwd3aYjAP1SWEMOAACCxLMGAACAETCxDavp9HaYjgAAAKJcY3uP6QhAv9Qk/s0FAACCQ7ENAAAwAoeNiW1YS7u3zXQEAAAQxVq7etXd6zMdA+iXlsS/uQAAQHAotgEAAEaQwMQ2LKbD2246AgAAiGKNbawhh7VQbAMAgGBRbAMAAIyAVeSwmg4fE9sAAGDsGtsptmEtqRTbAAAgSBTbAAAAI2AVOayGiW0AADAeDUxsw2KY2AYAAMGi2AYAABgBxTaspoMztgEAwDgwsQ2rSU1kSxYAAAgOxTYAAMAIWEUOq2FiGwAAjEdDW4/pCEAAJrYBAECwKLYBAABGQLENq6HYBgAA49HIKnJYDMU2AAAIFsU2AADACFhFDqvp9HXI5/eZjgEAAKJUA6vIYTEZyfwwMQAACA7FNgAAwAgS7UmmIwAB/PKr09dhOgYAAIhSHoptWExWOv/mAgAAwaHYBgAAGEGqI810BOAMrCMHAABjdbSp03QEIEA2xTYAAAgSxTYAAMAIUuypsslmOgYQoMPbZjoCAACIUocb2fwCa8lKo9gGAADBodgGAAAYgd1mV7I91XQMIAAT2wAAYCy6e3062dplOgYQgIltAAAQLIptAACAUaSxjhwWQ7ENAADG4mhTh/x+0ymAQNnpiaYjAACAKEGxDQAAMArO2YbVsIocAACMxWEPa8hhPU5WkQMAgCBRbAMAAIwi1ZFuOgIQoKW32XQEAAAQhThfG1Zjs3HGNgAACB7FNgAAwCiY2IbVNPU2mI4AAACiEBPbsJrJKYly2G2mYwAAgChBsQ0AADCKVDsT27CWpp5G0xEAAEAUOkKxDYvJTmdaGwAABI9iGwAAYBRMbMNqevw9auttNR0DAABEGSa2YTVZaYmmIwAAgChCsQ0AADAKim1YUVMP68gBAEBojng6TUcAAjCxDQAAQkGxDQAAMIo0B6vIYT1NvawjBwAAwfP7/awih+U40yi2AQBA8Ci2AQAARsHENqzIwznbAAAgBIcaO9TV6zMdAwjAxDYAAAgFxTYAAMAoKLZhRU0U2wAAIAR7TraajgCcIYuJbQAAEAKKbQAAgFE4bAlKsiWbjgEEaOrljG0AABC8PccptmE92emJpiMAAIAoQrENAAAQBKa2YTXNPU3y+VknCgAAgrPnBMU2rIeJbQAAEAqKbQAAgCCkOtJNRwAC+ORVS2+T6RgAACBKvHWixXQE4AycsQ0AAEJBsQ0AABAEJrZhRZyzDQAAgsXENqxo+uQU0xEAAEAUodgGAAAIAsU2rKipl2IbAACM7kRLp5o7e03HAALYbdKMTIptAAAQPIptAACAIKSxihwWxMQ2AAAIxp7jTGvDeqZNSlGig5enAQBA8HjmAAAAEAQmtmFFTT0NpiMAAIAosOckxTasZ3ZWqukIAAAgylBsAwAABCHVTrEN62nsOW06AgAAiAJvMbENC5rlpNgGAAChodgGAAAIQiqryGFBbd5WdXjbTMcAAAAW99aJFtMRgDPMptgGAAAhotgGAAAIAqvIYVUnu06YjgAAACzM7/dr+5Fm0zGAM7CKHAAAhIpiGwAAIAhMbMOqTnUfMx0BAABY2L7T7Wru7DUdAzjDbGeK6QgAACDKUGwDAAAEIcmepCRbkukYwBlOdR83HQEAAFjY1kMe0xGAIc12shULAACEhmIbAAAgSJMTs0xHAM5wsotiGwAADG/roSbTEYAhsYocAACEimIbAAAgSM7EbNMRgDO0epvV6e0wHQMAAFgUE9uwoskpCcpITjAdAwAARBmKbQAAgCBlJjCxDWtiHTkAABiKz+fXm0eaTccAzjA7izXkAAAgdBTbAAAAQcpkFTks6kTXUdMRAACABe052ar2bq/pGMAZZjtZQw4AAEJHsQ0AABAkim1Y1XGKbQAAMITXD3pMRwCGNNuZYjoCAACIQhTbAAAAQcrkjG1YFBPbAABgKG8cbjIdARjS7CwmtgEAQOgotgEAAIKUbE9Wqp2z4GA9nb52NfU0mo4BAAAsZushim1Y02wn/64CAACho9gGAAAIAevIYVVMbQMAgIG6e33acbTZdAxgSLNYRQ4AAMaAYhsAACAEFNuwKoptAAAw0JaDHnX1+kzHAIbEKnIAADAWFNsAAAAhyEzgnG1Y0/GuI6YjAAAAC3nVfdp0BGBIk1ISNG0SE9sAACB0FNsAAAAhYGIbVnW6+4R6fD2mYwAAAIt4ZS/FNqzp3GkZpiMAAIAoRbENAAAQAifFNizKJ5+OdR0yHQMAAFhAd69Pdfs9pmMAQzp3KsU2AAAYG4ptAACAEExOoNiGdR3q2Gc6AgAAsICthzzq6PGajgEMaf50im0AADA2FNsAAAAhSLAnKMMx2XQMYEiHOvabjgAAACzgFc7XhoWxihwAAIwVxTYAAECIOGcbVtXQc1Lt3jbTMQAAgGGv7m0wHQEY1rlTJ5mOAAAAohTFNgAAQIgotmFlh5naBgAgrvV4fard32g6BjCklES75mSlmo4BAACiFMU2AABAiJyJ2aYjAMPinG0AAOLb1kMetXdzvjasyTUlQ3a7zXQMAAAQpSi2AQAAQpSZwMQ2rOtQJxPbAADEs1fcrCGHdc2fzvnaAABg7Ci2AQAAQsQqclhZu7dVjd2nTMcAAACGvLiH5wGwrnOnUmwDAICxo9gGAAAI0aSETNl5GgULY2obAID41NrVq037mNiGdTGxDQAAxoNXZAEAAEJkt9k1OcFpOgYwLM7ZBgAgPr3w1kn1eP2mYwDDOncaxTYAABg7im0AAIAxYB05rOxo50F5/V7TMQAAwAR7eucJ0xGAYSU6bDo7J910DAAAEMUotgEAAMaAYhtW1uPv0fGuI6ZjAACACeT3+/XMrpOmYwDDmpeTrgQHL0cDAICx45kEAADAGGQmZpuOAIzocAfnbAMAEE+2HW7WyZYu0zGAYc1nDTkAABgnim0AAIAxyE6cYjoCMCLO2QYAIL6whhxWx/naAABgvCi2AQAAxiAnaapsspmOAQzrZPcxdXo7TMcAAAAT5OldFNuwNoptAAAwXhTbAAAAY5BoT5KTdeSwML/82tf+lukYAABgApxu7dIbhzymYwAjWjB9kukIAAAgylFsAwAAjNGUpOmmIwAjqm/bZToCAACYAM/uOimf33QKYHgpiXaKbQAAMG4U2wAAAGNEsQ2rO9J5gHXkAADEAdaQw+rOnzlZDjtHOQEAgPGh2AYAABijqckzTEcARuSTj3XkAADEuM4er57ZSbENa7tojtN0BAAAEAMotgEAAMZoStI00xGAUbGOHACA2Pb0zhNq7/aajgGM6KI5maYjAACAGECxDQAAMEaJ9iQ5E7JNxwBGxDpyAABi2z+2HjEdARgVE9sAACAcKLYBAADGYUoy52zD2lhHDgBA7Grv7tUzO0+ajgGMKCM5QblT003HAAAAMYBiGwAAYBymJFFsw/pYRw4AQGzasOOEOnpYQw5ru2D2ZNlsNtMxAABADKDYBgAAGIepFNuIAqwjBwAgNrGGHNGANeQAACBcKLYBAADGgVXkiAasIwcAIPa0dvXq2V2sIYf1XTg703QEAAAQIyi2AQAAxiHJnqzMhCzTMYBRsY4cAIDYUrP9uLp6faZjAKNawsQ2AAAIE4ptAACAcZqWPNN0BGBUrCMHACC2/GPrUdMRgFE50xI1NyfNdAwAABAjKLYBAADGiWIb0YB15AAAxI7mzh499xZryGF9rCEHAADhRLENAAAwTtOTZ5mOAASFdeQAAMSGx984qm7WkCMKXDSHYhsAAIQPxTYAAMA45SRNU4ItwXQMYFRHOg+ovbfVdAwAADBOD206aDoCEJQLZztNRwAAADGEYhsAAGCc7Da7piRNNx0DGJVPPu1s3WY6BgAAGIc9J1pVd8BjOgYQlCVnMbENAADCh2IbAAAgDDhnG9FiZ+tW+f1+0zEAAMAYrd/MtDaiw9RJyZqZmWo6BgAAiCEU2wAAAGHAOduIFi29TTrUuc90DAAAMAa9Xp/+WnfYdAwgKBfNZlobAACEF8U2AABAGEyj2EYU2dGy1XQEAAAwBht2ntCp1i7TMYCgLD0723QEAAAQYyi2AQAAwiAjYZLSHRmmYwBB2d++R+3eNtMxAABAiCpZQ44ocrmLYhsAAIQXxTYAAECYMLWNaOGTT7tatpmOAQAAQnCipVPP7jppOgYQlPQkB6vIAQBA2FFsAwAAhMm05JmmIwBB29m6VX6/33QMAAAQpIdrD6vXx9/diA5587KU4OClZwAAEF48uwAAAAiT6UxsI4o093p0uHO/6RgAACBIlbWsIUf0WObKMR0BAADEIIptAACAMJmWPFMJtkTTMYCg7Wh53XQEAAAQhFfdp+U+2WY6BhC0ZZyvDQAAIoBiGwAAIEwcNodmpZxlOgYQtH3te9Th5UVyAACs7r6X9pmOAAQtLcmhi+Y4TccAAAAxiGIbAAAgjGanzDMdAQiaTz7tat1mOgYAABjBocZ2PbX9uOkYQNDy52UpkfO1AQBABPAMAwAAIIzmpJ5tOgIQkh0tW+X3+03HAAAAw/jTy/vl9fF3NaLH5eewhhwAAEQGxTYAAEAYZSdNUZojw3QMIGjNvR4d7jxgOgYAABhCR7dXD246aDoGEJJlrhzTEQAAQIyi2AYAAAizOawjR5TZ0bLFdAQAADCEv752SE0dPaZjAEFLTeR8bQAAEDkU2wAAAGE2O5ViG9Flb/tbauppNB0DAAAMct+L+0xHAEKSN8+ppARecgYAAJHBswwAAIAwY2Ib0cYvv15v2mg6BgAAGOD5t07qrROtpmMAIbn8HNaQAwCAyKHYBgAACLO0hAxlJ04xHQMIye7WN9Xey4vnAABYxb1MayMKcb42AACIJIptAACACJiTerbpCEBIvPLqjeZa0zEAAICkfafa9MyuE6ZjACFJSbTr4rOcpmMAAIAYRrENAAAQAbNTzjYdAQjZ9pYt6vJ1mY4BAEDcu/fFvfL7TacAQnPJWVmcrw0AACKKZxoAAAARMDNljhxymI4BhKTb363tzVtMxwAAIK6dbOnSQ5sPmo4BhIw15AAAINIotgEAACIg0Z6o6SmzTccAQratpVa9vl7TMQAAiFu/fcGtzh6f6RhAyK6eT7ENAAAii2IbAAAgQuawjhxRqN3bpt1t20zHAAAgLnnau3X/KwdMxwBClpWWqEvOyjIdAwAAxDiKbQAAgAiZkzrPdARgTF5v2iSfn0kxAAAm2r0v7lNrF5tTEH2uWzBVdrvNdAwAABDjKLYBAAAiZErSdKXYU03HAELW3OuRu3236RgAAMSV1q5e3ffSPtMxgDG54bxppiMAAIA4QLENAAAQITabTbNS5pqOAYzJ602vmo4AAEBc+dPL+9XU0WM6BhAyh92m6xZMNR0DAADEAYptAACACJqTerbpCMCYnOo+oYMde03HAAAgLnT2ePW7F9ymYwBjcslZTjnTkkzHAAAAcYBiGwAAIII4ZxvRbAtT2wAATIgHNh7QqdZu0zGAMWENOQAAmCgU2wAAABE0KSFTmQlZpmMAY3Kk86COdR42HQMAgJjW3etTxXNMayN63UixDQAAJgjFNgAAQITNZmobUWxj43OmIwAAENMqaw/qaFOn6RjAmMzKTNGimZNNxwAAAHGCYhsAACDC5qScbToCMGZHuw5pf3u96RgAAMSkjm6vflnzlukYwJhdz7Q2AACYQBTbAAAAETYrda5sspmOAYzZxsbn5Pf7TccAACDm/P7FvTrR0mU6BjBmNyyk2AYAABOHYhsAACDCku3JmpY803QMYMwaek5pd+ubpmMAABBTmtp7VP5vtqIgeiUl2HXVuTmmYwAAgDhCsQ0AADAB5qWeazoCMC6bPS+o19drOgYAADHjrmf3qLmTv1sRvZa5cpSWlGA6BgAAiCMU2wAAABPAlb7AdARgXFq9LdrWUmc6BgAAMeFYU6fue2mf6RjAuNy4cKrpCAAAIM5QbAMAAEyAzMQsTUmabjoGMC5bml5Vl7fTdAwAAKLeL2p2q6vXZzoGMC43nse/bwAAwMSi2AYAAJggrrSFpiMA49Ll69RrTa+ajgEAQFTbc6JVlbWHTMcAxiV3arrm5qSZjgEAAOIMxTYAAMAEYR05YsG2ljq19raYjgEAQNT66ZO75PX5TccAxuWGhdNMRwAAAHGIYhsAAGCCvL2OnBeAEN28/l5t9rxgOgYAAFFpy0GPnnjzmOkYwLitOJ815AAAYOJRbAMAAEwgV9p5piMA47a79U01dJ8yHQMAgKjzP//cbjoCMG7TJyfr0rOzTccAAABxiGIbAABgArGOHLHAL79ebXzOdAwAAKLK3147rE37Gk3HAMbtPy6YKbvdZjoGAACIQxTbAAAAE4h15IgVBzrqdbTzkOkYAABEhbauXq19fIfpGEBYvGfJTNMRAABAnKLYBgAAmGCutIWmIwBh8VLD0/L5faZjAABgeXc+/ZaON3eZjgGM26zMFOXNzTIdAwAAxCmKbQAAgAnmSqfYRmw41X1cb7a8ZjoGAACW5j7Zqntf2Gc6BhAWN184UzYba8gBAIAZFNsAAAATjHXkiCWbG19QW2+r6RgAAFjWDx7brm4vG04QG951EWvIAQCAORTbAAAABrCOHLGi29+tlxqeNh0DAABLqtl+XP/efdJ0DCAs5mSl6hLWkAMAAIMotgEAAAxgHTliibt9lw607zUdAwAAS+nq9epH/9xuOgYQNu+6kGltAABgFsU2AACAAawjR6x5saFavb4e0zEAALCMe55za//pdtMxgLBhDTkAADCNYhsAAMAQ1pEjljT3Nqmu6RXTMQAAsITDng79n2fqTccAwmZeTpoumuM0HQMAAMQ5im0AAABDWEeOWPN60yY1dp82HQMAAOO+9cgb6ujxmo4BhM3NrCEHAAAWQLENAABgSGZilnJYR44Y4pNXz5+uNh0DAACjHnntkJ7dddJ0DCCs3s0acgAAYAEU2wAAAAblso4cMeZo10Htat1mOgYAAEacbu3SDx/bbjoGEFauKelaPCvTdAwAAACKbQAAAJNYR45Y9ErDs+r0dpiOAQDAhPv+Y9vV2N5jOgYQVu9iWhsAAFgExTYAAIBBrCNHLOr0dejVxn+bjgEAwITasOO4Hnv9iOkYQNhRbAMAAKug2AYAADDMxTpyxKCdrW/oWOch0zEAAJgQLZ09+vbfOIoDsefcaRk6b8Zk0zEAAAAkUWwDAAAYl8s6csSo504/pV5fr+kYAABE3LondupoU6fpGEDY/ecls01HAAAA6EexDQAAYFhmYpamsI4cMaix5zQryQEAMW/j3gbd/+oB0zGAsHPYbSrMn2M6BgAAQD+KbQAAAAtYmHGh6QhARGxrqdOhjn2mYwAAEBGdPV594+Gt8vtNJwHC79r5UzR9corpGAAAAP0otgEAACxgfsZiJdgSTMcAIuKZU4+r09thOgYAAGH3k8d3yn2qzXQMICJWXXqW6QgAAAABKLYBAAAsINmeLFcaZ20jNrV7W/Xc6adMxwAAIKz+vfuk/vDyPtMxgIjISU/S8kXTTccAAAAIQLENAABgEYsmLTEdAYiYve27tat1m+kYAACERUNbt/6r8nVWkCNmvf+S2Up08NIxAACwFp6dAAAAWMSMlNnKTpxiOgYQMS+e3qDmHo/pGAAAjFvpw1t1sqXLdAwgYlhDDgAArIhiGwAAwELOm3SR6QhAxPT4u/XMqX/Jz3gbACCKPbDxgKq3HzcdA4iYJWc5tWD6JNMxAAAAzkCxDQAAYCEL0hcrwZZgOgYQMce6Duu1pldNxwAAYEz2nmrTj/6x3XQMIKJWLWVaGwAAWBPFNgAAgIUkO1J0TtoC0zGAiKr1vKiTXcdMxwAAICS9Xp++/NAWtXd7TUcBIiY10aH3LJlpOgYAAMCQKLYBAAAsZtGkJaYjABHlk09Pn/qnen09pqMAABC0X254S68f9JiOAUTUf1wwQ5NSEk3HAAAAGBLFNgAAgMXMTJmjrMQc0zGAiPL0NOjlxmdNxwAAICib9zXormfrTccAIm7lpawhBwAA1kWxDQAAYEFMbSMebG/ZogPtbtMxAAAYUUNbt25/4DV5fX7TUYCIOjsnTctc/IAtAACwLoptAAAAC1qQvlgOW4LpGEDEPXPqcbX2tpiOAQDAkHw+v770wGs62tRpOgoQcUVLmdYGAADWRrENAABgQcmOFLnSFpiOAURcp69d1ScfldfvNR0FAIAz/KJmt17Yc8p0DCDiHHabPpg3x3QMAACAEVFsAwAAWBTryBEvTnQd1csNz5iOAQBAgGd2ndCvntljOgYwIa6ZP0UzMlNMxwAAABgRxTYAAIBFzUyZI2ciZ9whPrzZ8preat1uOgYAAJKkQ43t+spDW+TnWG3EiQ9dyhpyAABgfRTbAAAAFrYo4yLTEYAJ89zpp9TQfdJ0DABAnOvu9ekL99fJ095jOgowIWY7U7Xi/BmmYwAAAIyKYhsAAMDCFmQslkMO0zGACdHr79FTJx5Vt6/LdBQAQBz7wWNv6vVDTaZjABPmY1fMk8NuMx0DAABgVBTbAAAAFpbiSNU56QtMxwAmjHPHKR3/7g/kZ/crAMCAR147pPtfPWA6BjBhUhMd+vClc03HAAAACEqC6QAAAAAY2aJJS7SnbYfpGEDE5dW0KOOXj6i1p1enps3U1C/dbjoSACCO7DzWrG/+dZvpGMCEev8ls5WZlmg6BgAAQFCY2AYAALC4WSlnyZmYbToGEDEJPdK1/8etjJ9WSj29kqRTv/mNWmpqDCcDAMSLhrZufeYPm9XR4zUdBZhQn7zqbNMRAAAAgkaxDQAAEAUWZVxkOgIQEVmnpWu/8aL02LOBH/D7daT0G+ras8dELABAHOnx+vTZP9XqUGOH6SjAhLr63ClaMH2S6RgAAABBo9gGAACIAgsyLpBDDtMxgLDK3eHVktsfUe+bu4b8uK+tTYe+8EV5PZ6JDQYAiCvf+ds2bdzXYDoGMOFuvfJs0xEAAABCQrENAAAQBVIcqTonfYHpGEDYXPoPj2b/15/la2gc8Xbd+/fr0Bdvl7+7e4KSAQDiyX0v1evBTQdNxwAm3LycNN143jTTMQAAAEJCsQ0AABAlLpycbzoCMG5JXdJ1P9ut1F//VfIGd45p++bNOvKtb0c4GQAg3jx36DmtP/pVnTWtzXQUYMJ94oqzZbfbTMcAAAAICcU2AABAlJiWPFOzUuaajgGM2ZQT0lX/9az8T70Q8uc2P/aYTt55ZwRSAQDi0a6GXfr6v7+ug61u+WbeqQtcJ01HAiZMRnKCipbOMR0DAAAgZBTbAAAAUeTizMtMRwDGZMHrPbrgi1XyvuUe8zVO3fUbef76SBhTAQDi0Yn2E/rChi+ovbddktTc3aTDqb/UlUvqDScDJkZh/hxNSkk0HQMAACBkFNsAAABR5KzUczQlabrpGEDw/H5d/tfTmrHmfvmam8d9uaPf+57aXnklDMEAAPGovaddX9zwRR1vPx7w/l5fr97ovkfXLntZdpvPUDog8mw26RNXnm06BgAAwJhQbAMAAESZJUxtI0qktkvXr9uu5IpHJV+YSoKeHh360h3qqmeqDgAQGp/fp288/w3taNgx7G1ea3pUly37uzJSeicwGTBxblg4TedMSTcdAwAAYEwotgEAAKKMK22BJic4TccARjT9iLTsqzXyPftq2K/ta27WweIS9Z46FfZrAwBiV9mmMj1z8JlRb/em5xXNu/BezczpmIBUwMS6lWltAAAQxSi2AQAAoozdZteSzEtNxwCGdf6mLp13+0Py7jsQsfvoOXxYBz//Bfk6OyN2HwCA2HHXlrt0/477g779gdZ6JZ71Ky06uyGCqYCJde60DF27YKrpGAAAAGNGsQ0AABCFFmZcoDQHKwRhLTafdOUDxzXlu3+Rv60t4vfXuXWrDt1xh/w9PRG/LwBA9Prz9j/rN6//JuTPa+xq0In0X2jZhfvCHwowgGltAAAQ7Si2AQAAopDDlqALJuWbjgH0S2uVrv/v15Xwh39Kfv+E3W/bv5/T4dWr5Q/XGd4AgJjytz1/U9mmsjF/frevW2/23q1rL98sm23i/n4Dwm1KRrIK8+eYjgEAADAuFNsAAABR6vzJFyvJlmQ6BqBZB/y6/I4n5H2p1sj9tzz+hI5973tG7hsAYF01+2v0/Ze+L7/GX0i/1lylK5b9S6lJ3jAkAybeZ645RymJDtMxAAAAxoViGwAAIEol25N1/qSLTcdAnLvwpU7Nv+MBeQ8fMZrDU1ml4+vGPpEHAIgtLx15SaufWy2vP3xF9Bue5zX/4j9qqrMzbNcEJoIzLVEfXTbPdAwAAIBxo9gGAACIYhdOzpdDTF5g4tm90lX3HlbWD/8if4c1XuBvuPdenbzrLtMxAACGbTmxRV9+5svq8fWE/dp7W3Yp45y7NP8sT9ivDUTKrVeerYzkBNMxAAAAxo1iGwAAIIqlJWRoQcZi0zEQZyY1Sdd9d7McDz1pOsoZTt35KzX88U+mYwAADNnVsEtf2PAFdfR2ROw+TnWekCfzF7p08cGI3QcQLhnJCfrkleeYjgEAABAWFNsAAABRbknmZbLJZjoG4sTcep+Wfukf8tZuNR1lWMfXrpXnr4+YjgEAmGAHmg+opLpEzd3NEb+vTm+ndvnu0rWXvh7x+wLG46PL5ikzLdF0DAAAgLCg2AYAAIhymYlZOidtgekYiAMXP92mc77yF3mPnzAdZWR+v45+5ztqfvIp00kAABPkWNsx3fbUbTrdeXrC7tMvv15rfUBXXfGkkhJ9E3a/QLBSEu36zDVMawMAgNhBsQ0AABADLsm83HQExDBHj3Tt3fs0uewh+bu7TccJjterI//1X2p5+mnTSQAAEdbY2aji6mIdaTti5P63ep7R4rz7lTO5y8j9A8P50KVzNSUj2XQMAACAsKHYBgAAiAFTkqdrTso80zEQg5yN0rXffFn6W/QVxP6eHh2648tqforJbQCIVac6TulTT35Ke5v2Gs2xp/lNOc+9W7mzIr8GHQhGksOukutcpmMAAACEFcU2AABAjLiYqW2E2Tk7vbr4i4/K+8YO01HGrqdHh7/6NTX/61+mkwAAwuxY2zHd+sSt2uPZYzqKJOlEx1G15vxSeeeZmRwHBvpA3mzNzEw1HQMAACCsKLYBAABixOzUeZqWNNN0DMSI/CeaddZ/3S/f6Yk7qzRient1+Our1fTYY6aTAADC5GDLQd36xK3a37zfdJQA7b1tqrf/Wtfkv2k6CuKYw27T567PNR0DAAAg7Ci2AQAAYsiSzMtMR0CUS+qWrvvlHqX/okrq7TUdJ3y8Xh0p/YY8f33EdBIAwDjtbdqrW5+4VYdbD5uOMiSf36ct7X/SNVc8o0SHz3QcxKH3XDRT83LSTccAAAAIO4ptAACAGHJO2nw5E7JNx0CUyjklXb36efkff850lMjw+XT0W99S4/r1ppMAAMZoV8Mu3frErTrRfsJ0lFFt8Typiy5dr8yMHtNREEdsNukLN5xrOgYAAEBEUGwDAADEEJvNpiWZl5qOgSg0f1uvLvzCw+rd+ZbpKJHl9+vY976vhr/8xXQSAECItp3apk8/9Wk1dDaYjhK03U1bNH1huebOaDUdBXHinefP0Pzpk0zHAAAAiAiKbQAAgBgzP2Ox0h28mIXgXfZoo2au/rN8TU2mo0wMv1/Hf/gjNfzhD6aTAACCVHe8Trc9dZuauqLv76qj7YfUM+2XWjLf+lPmiH5fvJFpbQAAELsotgEAAGKMw+bQUudVpmMgCiR3Stf/7w6l/OYRyRd/Z4AeX/sTnbzzTtMxAACjeOXoK/pszWfV2hO9U8+tPS06kHinrrpkl+koiGHXL5yqC2Znmo4BAAAQMRTbAAAAMWhBxmJlJU4xHQMWNvWYX1d97Wn5NrxsOopRp+76jY5+57vye72mowAAhvDcoef0xQ1fVEdvh+ko49br79XWznt17bIX5LD7TcdBjLHZpK+tWGg6BgAAQERRbAMAAMQgu82uy7KuMR0DFnVeXbcW316p3vp9pqNYgqeyUodu/5J8nZ2mowAABnhq31O645k71OXtMh0lrF5r+ofyL/urJqX2mI6CGHLzBTN14RymtQEAQGyj2AYAAIhRZ6edqxnJc0zHgJX4/bqi8qSmfet++Vqid51rJLQ+/bQOfPJT8no8pqMAACT9afuf9PXnvq5eX6/pKBGxo2mT5iz+nWZPbTcdBTEgwW7Tf72TaW0AABD7KLYBAABi2OVZ15qOAItIbZeu/59tSvzdY5Kf9adD6XjtNe376EfVc/So6SgAELe8Pq9+/OqPVbapTD6/z3SciDrUtk+2WXfqAtdp01EQ5VZeepbOmZJuOgYAAEDEUWwDAADEsBkps3V22nzTMWDYzEN+LfvyU/K9sMl0FMvr3lOvfR/6sDp37zYdBQDiTntPu770zJf0wM4HTEeZME3dHh1J/YWuWOI2HQVRKjXRoS8v5/k+AACIDxTbAAAAMe7yrGtlk810DBiy+JVOLbj9QXkPHDIdJWr0Hj+u/R/9mNo3bzYdBQDixvG24/rEE5/Qc4eeMx1lwvX4erStu0LXXv6K7LbYnlJH+N161dmaNjnFdAwAAIAJQbENAAAQ45yJ2Tov40LTMTDBbF6/rvrTUeV8/y/yd3SYjhN1fM3NOvDpz6j58cdNRwGAmLerYZdu+dct2tmw03QUo15r/psuW/YPpSV7TUdBlMhMTdRnr8s1HQMAAGDCUGwDAADEgXznVUqwJZqOgQmS0SJd/4PX5LifUnY8/F1dOvyVr+rknXfKz7nkABARzx16Th9//OM60X7CdBRLeNPzklwX3asZWfxQGkb3+etzlZnKc3wAABA/KLYBAADiQHpChi6cnG86BibAnH1+XXrHv+TduMV0lJhx6q7f6PAdX5aPyXcACKsHdz6oLz39JbX3tpuOYin7W/coed6vdd68RtNRYGEzM1P0iSvPNh0DAABgQlFsAwAAxImLMy9Tij3VdAxE0EXPtSv3jr/Ie+SY6Sgxp+Wpp7Tvlo+o58gR01EAIOr5/D6VbSrT/7z6P/L6Wbs9lIau0zo16Re67IIDpqPAor5cMF8piQ7TMQAAACYUxTYAAECcSLIn65LMZaZjIAIcvdI1vz0o548flL+ry3ScmNW1Y4f2rlyl9rrXTEcBgKjV0duhrzzzFf1p+59MR7G8Lm+Xdnjv0rWX1clm40gM/D+5U9NVmH+W6RgAAAATjmIbAAAgjiyefIkmJWSajoEwyvRI1377Vdmqqk1HiQveU6d04BOfkOeRv5mOAgBR52jrUd36xK16+uDTpqNEldda1uuKZU8oJYnpdrzt6+9cKIfdZjoGAADAhKPYBgAAiCMOm0OXOq82HQNhMu8tr/Ju/7u8W940HSWu+Ht6dHTNGh1fVya/z2c6DgBEhZePvKxV/1il7ae3m44Sld7w/FsLL/mzpmZ2mo4Cwy4+y6mbLphpOgYAAIARFNsAAABx5tz0RZqSNM10DIxTXk2L5n31fnlPnjIdJW413HuvDn72s/I2NZmOAgCW5ff79ds3fqvP1nxWjV2NpuNENXfzDmXk3qX5c/h7J56V3nSe6QgAAADGUGwDAADEGZvNpsuyrjUdA2OU0CNd+3/cyvhppdTTazpO3Gt77nnt/c8PqOONN0xHAQDLae1u1Zef+bJ+WfdL+fxsuAiHUx0n1JT1Cy09/5DpKDDg2gVTdUVujukYAAAAxlBsAwAAxKGzUs/R7JR5pmMgRFmnpWu/8aL02LOmo2CAniNHtP+Wj6jhj38yHQUALKPeU68P//PDnKcdAR29Hdrt/z+65tKtpqNgAtltUulNC03HAAAAMIpiGwAAIE5dnnWd6QgIQe4Or5bc/oh639xlOgqG4O/p0fEf/1iH7viyvK2tpuMAgFF/r/+7PvzPD2tf8z7TUWKWX35taf2Lrr6iRkkOpuHjwapLz9LiWZmmYwAAABhl8/v9ftMhAAAAYEbNycdU37bTdAyM4tJ/eJT6m0clr9d0FAQhad48zf7lL5RyHmdgAogvnb2d+vGrP9Yjex4xHSWuzJ98ofZuL1JjS5LpKIiQzNREPfNf1ys7nT9jAAAQ35jYBgAAiGOXOa+RXQ7TMTCMpC7pup/tVuqv/0qpHUW69+/XvlUfUuP69aajAMCE2du0V7f86xZKbQPean5DUxbcrXNmtZiOggj56ooFlNoAAABiYhsAACDuvXh6g7a11JmOgUGmnJAu/NGz8r7lNh0F45D5vvdqxve+J3tamukoABAx/3L/Sz94+Qdq7203HSWupSdmaGbXZ/TarhmmoyCMzpsxSf/80jVy2G2mowAAABhHsQ0AABDnOrztevDQb9Xt7zIdBf/Xgtd7NOt/HpWvudl0FIRBUm6uZpWtU+rixaajAEBYtXa36icbf6JH6x81HQX/l8Pm0AWpH9ELteebjoIwebB4mZa5ckzHAAAAsARWkQMAAMS5VEeaLs262nQMSJLfr8v/eloz1txPqR1Duuvrte9DH9apu++Wn5XyAGLExqMb9YG/f4BS22K8fq9eb/+jrrniWSXYfabjYJzefdFMSm0AAIABmNgGAACA/H6/Hjn6Z53sPmY6StxKbZcuv/NN+Z591XQURFDqJZdo1rqfKGnuXNNRAGBMurxd+kXtL3T/jvvlFy8pWdl5mXna9cZ/qrkt0XQUjEFakkMbvnadZmammo4CAABgGUxsAwAAQDabTdfkvEM2cXafCdOPSMu+WkOpHQc6XntNe9//n2p8aL3pKAAQsjdPvamVj63Un3f8mVI7CuxsqtPMRfdo7vQ201EwBp+/PpdSGwAAYBAmtgEAANDvxdMbtK2lznSMuHL+pi5N/cnf5G/jRed4k3H99Zr53z9SwpQppqMAwIh6fb2q2Fqhe7beo15/r+k4CNGkxMma0v4Zbd0zzXQUBGleTpqe+sq1Sk5wmI4CAABgKRTbAAAA6Nft69b6w79Tm7fVdJSYZ/NJVzx0XAl//JfEU/K45cjO1swf/kCTCgpMRwGAIbmb3Prm89/Um6ffNB0F45BgS9CipE/opS3zTUdBEH778aUqOH+66RgAAACWQ7ENAACAAO62Xao++XfTMWJaWqt0+c9el/elWtNRYBGZH/iApn+jVI7Jk01HAQBJkt/v1593/Fm/rPulurxdpuMgTC7OfI9e2nilvD6On7Gq6xdO1X2fvMx0DAAAAEui2AYAAMAZHj/+sA50uE3HiEmzDvi18AdPynv4iOkosBjH1Cma8a1vafJNN5mOAiDOHW09qm+/+G1tPLbRdBREwPnOy7X9tfeopTPBdBQMkuSw64kvXyPX1AzTUQAAACyJYhsAAABnaO7xqPLIvZyjGWYXvtSp7P/9q/wdnaajwMIybrhBM777HSXOnGk6CoA44/P79ODOB/Wr136l1h6OJYllZ2WcI8/ej+nIqTTTUTBAyXUurfmPRaZjAAAAWBbFNgAAAIZU53lFmzzPm44RE+xe6Yo/HpbjoSdNR0GUsKena+oddyjrox+RzW43HQdAHNh2apt+9MqPtP30dtNRMEGcyVma1PQZbd+bYzoKJE2blKxn/ut6pSczSQ8AADAcim0AAAAMyev36uEjf1Bjz2nTUaLapCZpadlmeWu3mo6CKJSy5CLN/OGPlLJwgekoAGJUc3ezfln7S1W9VSWf32c6DiZYkj1J8x2f1CtbzzEdJe79fNUS/eclc0zHAAAAsDSKbQAAAAzraOch/f3YA6ZjRK259T7l/vBf8h4/YToKollCgnI+9SlN+cLnZU9ONp0GQAx5dM+j+lntz9TQ2WA6Cgy7ZPIH9fzGpfL7baajxKWrzs3R/Z9ZZjoGAACA5VFsAwAAYETPnHpcu1u3mY4RdS5+uk2Zv3hE/u5u01EQIxLnzdWM73xXGVdfZToKgCi3p3GP/vvV/1bt8VrTUWAhFziv1pba/1BHt8N0lLiSmujQk1++VnNzOO8cAABgNBTbAAAAGFGHt13rD/9enb4O01GigqNHuup3+6S/PW06CmJUxvXXa/o3SpV09tmmowCIMu097br79bv1p+1/Uq+/13QcWNDZkxbo+O5bdMKTYjpK3PjWzYt027Uu0zEAAACiAsU2AAAARrWzZav+ffpJ0zEsz9koXfLjl+V9Y4fpKIhxtsREZX3sY5ry+c/JkZFhOg6AKFCzv0brNq3TsbZjpqPA4nJSpij59Ke160CW6Sgxb8mcTP3181fJYWcFPAAAQDAotgEAADAqv9+vvx97QMe6DpuOYlnn7PRq3o/+Id/p06ajII44cnI09ct3yPnBD8pmt5uOA8CCDjQf0E82/kTPH37edBREkWRHilz6lDZum2s6SsxKdNj02O1X67wZk01HAQAAiBoU2wAAAAhKQ/cpPXzkD/LJZzqK5eQ/0az0X/9N6mWtK8xIOf98Tf/WN5WWn286CgCLONVxSne/frcefuth9fr4+wmhs8mmiyet1HMbLzEdJSbdfuO5+to7FpqOAQAAEFUotgEAABC0Vxv+rS3NG03HsIykbumK3+yR//HnTEcBJEmTb/4PTfv615U4c6bpKAAMaetp031v3qc/vvlHtfe2m46DGHCR83pt3rxCXT0O01FiRu7UdP3rjmuUnMBjCgAAEAqKbQAAAAStx9ejyiP3qqW3yXQU43JOSUv++3n17nzLdBQggC0lRVm33KKc2z6jhCzORwXiRY+vR+t3rVfF1go1dDaYjoMYkzt5sQ7uWKXTzUmmo0Q9u02q/OwVyp+XbToKAABA1KHYBgAAQEj2t9friRN/NR3DqPnbejX7R4/K10TBD+uyZ2Qo+9ZblX3rrXJkpJuOAyBC/H6/Ht/7uH712q90qPWQ6TiIYdNSZ0jHP6X6w5wJPR6fuGKefvC+C0zHAAAAiEoU2wAAAAjZUyf+pr3t8TmpfNmjjUopf1TycdY4ooMjK0s5t92mrI/cIntysuk4AMLopSMv6Re1v9COhh2moyBOpCWkaU7vZ1S7Y5bpKFFptjNVT33lWqUnJ5iOAgAAEJUotgEAABCytt4WPXT49+rxd5uOMmGSO6UrfrVDvg0vm44CjEnC9Oma8rnPyVn4QdkSeEEdiGbbT2/Xz2t/rleOvmI6CuKQ3WbXRWm36PnNTB2H6t5PXqobFk4zHQMAACBqUWwDAABgTHa0bNVzp580HWNCTD3m14U/eka99ftMRwHGLXHeXE394hc1+V3vks1uNx0HQAjcTW7dveVuPbHvCfnFyzkw62LnO/TKxuvV4+XvkmD85yWz9fNVF5uOAQAAENUotgEAADBmTx5/RPs69piOEVHn1XVrxtq/ydfSajoKEFbJ8+crp/g2Tb75ZtkcDtNxAIxgZ8NOVWyt0IYDG+TzcxQGrGPB5CWqf/OD8rQmmY5iaTnpSar56nXKSudxAgAAGA+KbQAAAIxZh7ddVUfuU7u3zXSU8PP7dUXVKSX+/h8ST5kRwxLnzFHOpz+lzA98gDO4AYvZcmKLKrZW6PnDz5uOAgxrZtocdR+5VfuOZpiOYlm//NDFet/Fs03HAAAAiHoU2wAAABiXA+1uPX7iYdMxwiq1Xbr8Z2/I98Im01GACeOYMkXZH/+4sm75sBwZlBOASfVvbdKP3Xdr47GNpqMAQclIzND0ztu0Zfd001Es58bzpun3t15qOgYAAEBMoNgGAADAuD1/ulrbW7aYjhEWMw/5dd4Pq+U9cMh0FMAI+6RJyvrQh5R96yeUkJNjOg4QN/xer1qefFKnf/d7NZw8qM8V+9Xh7TAdCwiaw+bQBSkf0wt155mOYhlZaYl68svXatrkFNNRAAAAYgLFNgAAAMat19ejh4/+UZ6eBtNRxmXxK52asu4R+TsoEgBbcrKcH/yAsj/1aSXNYX0qECm+zk55Hn5YDff9QT0HD/a/f/03LlOVrc5gMmBsLsm8WS9tvFq9PrvpKMbd/dF83XTBDNMxAAAAYgbFNgAAAMLiZNcx/e3o/fLJZzpKyGxev678yzE57n/cdBTAehwOZdxwvbI/8hGlX3GF6TRAzOg5fFiNDz4oT9XD8jY2nvFxj2uqvvDhVvX4egykA8bnvMx87dz6frW0J5qOYsyqpWdpXeFFpmMAAADEFIptAAAAhE2d5xVt8jxvOkZIMlqkS/+3Tt6NW0xHASwvKTdXWbd8WJnve78cGemm4wBRx+/3q+3Fl9R4//1q/fe/Jd/IPwx233eW6l+9WyYmHBBms9Pnqe3Ax3XwRPz9fXF2Tpr+dcc1SktKMB0FAAAgplBsAwAAIGz8fr/+fuwBHes6bDpKUObs82v+Dx+X98gx01GAqGJPT1fm+96nrI9+RMkul+k4gOV5W1rU9MgjavzLA+rety/ozzux5Cx96V3H5fNH3zYUQJImJ2Uqq+Uz2uaeajrKhEmw21T52St0ydws01EAAABiDsU2AAAAwqqlp0lVR+7T/8/evce3XRf6H3+n93a3tLszdksHjDskHTDGVFgKAt6AZBNFEXXt8XZAjzaOn1f0WFrFK17SKSKCsiUoKt5IdrywwXBrAAVBsRniBQdsze735vfHTEzSJE3apJ+0eT0fjz5Y0+Sbd7759sL3/f18Poejh01Hyeqs3+5X420/VPTQIdNRgDGtYekFanzTmzTpkktkqaw0HQcoKQf//Gf13/M97frJTxTdv39Y2/jqJ8/Vbw7+ocDJgNFTVVGlU6tu0MNPNJuOMire7zxZNzpPMh0DAABgXKLYBgAAQMH9ae+T+vXLpbledeVRael3/qYKX8B0FGBcqTphtqxXXa0pb3i9aubONR0HMGZg/37tCQQU8d+nTPQPxQAAobBJREFU/Vu2jHh7f7tokf5n+XMjDwYYdu7kN2jj787TQLTCdJSiccxv1Pr2paqssJiOAgAAMC5RbAMAAKAoAi/+SOH9fzYdI8mUiGS/9VEde/wp01GA8ctiUYPDoSlXvUGTX/1qVUwov7VVUX6i0aj2/26Ldt1/v/b88pcaGObo7Ey6P3WGtu5/pqDbBEw43bpUfwhdqX2Hxt/a0xNrq/Sz/16ueVMbTEcBAAAYtyi2AQAAUBQHjx2Q7593av+xvaajSJLmP3tMtlt+qmMvvWw6ClA2LPX1mtTqlPWqq9Rw/vmyVIzfUXooT4eff1677r9fu370Yx35xz+K9jx/vuI0feTs0rpYDBiu+RMXaUffm/XCznrTUQrqs66z5G5hxhIAAIBiotgGAABA0fztwDb9bLvfdAzZg3s08Us/lI4cNR0FKFtVJ8zWlNe9TtY3vEE1CxaYjgMM27E9e7T75z/Xrvt/pAOh0Kg978c/dbKe3h8etecDiqmxdqomRN6hp59rMh2lIK44c5a+9maH6RgAAADjHsU2AAAAimrTjg16cs/onfhPVHVEurAnLP3k10aeH0B69WefrUmXXaZJl16qmhPnmI4DDGlg/37t/c1vtPvBB7X3/36l6KFDo57hCffZ+t9FLKWB8aOmokaLKt6uR/+wwHSUEZk1uU6/uGm5rA01pqMAAACMexTbAAAAKKqjA0f1gxe+q/4jozsFeOMO6dzPbNLRp/40qs8LID91p5+uSZdeqkmXtqp24ULTcYC4Y3v2aO///Z92PxjQvo0bjZTZiQYqKuT5xFz99UDxpjwHTDh3kksPbXEoGrWYjpI3i0W6+x3na9miaaajAAAAlAWKbQAAABTdy4e264cv3KMBHRuV52t++pjmfurHGtjZPyrPB6Awak866d8juVtVd/LJpuOgDB3t79eeYFB7AgHtf2SzokeOmI6UZPPbWvT52Y+bjgEU3JnW5Xqs99U6cLjSdJS8vPOihfrIa04zHQMAAKBsUGwDAABgVDy+61E92v/boj/Pkgciqv/6j6Rjo1OiAyiOmoULj4/kvuRi1Z15piwVFaYjYZw68sIL2vOrX2nPgwHt37KlpH9/HK2t0vtvnq7tB18yHQUouIWTTtELf75WL0XqTEfJyeJZk/Sj9y5TbdXYKuMBAADGMoptAAAAjIpoNKqf/GudXjj0t6Jsv+aQtPSrf1b0wY1F2T4AcyqnTNGEZRdqwrKLNGH5RaqeMcN0JIxhAwcPav+WLdq3caP2btykw319piPl5f/efZ6+MSVkOgZQFNPqZqjq5bfr2b9ZTUfJqq66Qj9+70U6eeYk01EAAADKCsU2AAAARs2eo7vl/8edOhwt7Dql016UzvzUr3Xs2XBBtwugNNWecoomXLRME5cvV4PdLktNjelIKHGHnn1Wezdu0r6NG7V/61bj62WPxKHJ9XrvTfXadWS36ShAUdRV1mlB9B3a8tRc01Ey+pz7bLkcJ5qOAQAAUHYotgEAADCq/rL3aW14+YGCbe/kJ47ohP/9kQZ2c4IfKEeWhgZNOO88TVh+kSacf75qFy0yHQkl4OjLL2v/1q3au3Gj9m3cpKP/+pfpSAX1wAfO1121vaZjAEVjkUVnT1ylh7acYzrKINeeN1edV59lOgYAAEBZotgGAADAqNu4I6in9jw2so1Eozr/hztV+82fSAMDhQkGYMyrbGpSg8OuhpYW1be0qO7UU1mfuwwcCm/TgVCv9veGtD/UqyN/fd50pKLaP3OK3rV6QAeOHTAdBSiqs62X6HdbnTp8pDR+jp8xZ7Lue9eFrKsNAABgCMU2AAAARt2x6DH95F/3avuhfw7r8fX7pfO//JQGfv1ogZMBGG8qJkxQ/dlnqf6cc1V/7rmqP/ccVU6caDoWRiB65IgOPvXUv0vskA489piO7dxpOtao8605Xz4xahvj36LJZ+j5p93asbvWaI4p9dV64H0XaW5Tg9EcAAAA5YxiGwAAAEbsO7pH9/3zLh0Y2J/X42b+UzrtlqCOPTe+R+MBKJKKCtUuWqS6009X3amnqu60U1W7+FRVTpxgOhnSiB49qkN9YR18+o869PQzOvjHP+rAH/6g6MGDpqMZF7FN17uv3aOjA0dNRwGKbkb9bEX/9XaF/znJyPNbLNK3rm/RJYtnGnl+AAAAHEexDQAAAGP+ceB5/XT7ekWV25+kp205pOm33q/ovn1FTgagrFgsqp43V3WLT42X3XWnnqqq6dNNJysrA/v36+Cf/qSDTz+tQ08/rYN/fFqH/vIXRQ8dMh2tZN350SX62dERLu0BjBENVRM058g7FXpm9qg/93subtaHLls86s8LAACAZBTbAAAAMOrxXY/q0f7fZr2PZUBaum67qu76mcSfrwBGSeX0aao79VTV2ppVs2C+ahYsUM2CBaqaOVMWi8V0vDHr2O7dOvzcc0kfB59+Rof/+ldpYMB0vDHlxbPn6r+v3K6BKPsN5aHCUqEz66/Txt7TRu05L2yequ++43xVVvBzHwAAwDSKbQAAABj3yxd/qOf2/yXt1xr2Sud//gkde5h1RAGUBkt9vWrmzTtedM+PFd7zVbNwoaoaG03HKwkDBw7o8PPP6/C2f5fXf/1rvMQ+1t9vOt648tVPnqvfHPyD6RjAqDrHepk2/+6VOnKsoqjPM3NyrX7638s1baLZ9b0BAABwHMU2AAAAjDs0cEg/+Odd2n00knT7Cc9Hdconf6lj//inmWAAkCdLfb2qZkxX9YyZqpo5U1UzZ6h6xozj/54xU9UzZ6hq+nRZampMRx2WaDSqYzt26OiLL+rI9u06uv1FHX1x+3/+vX27jr74oo7t2mU6atn420WL9D/LnzMdAxh1J085R3958hrt2ltdlO1XV1p0b9sFcsxvKsr2AQAAkD+KbQAAAJSEHYdf0v0v3KOj0SOSpDMfPqimz/5A0QMHDScDgAKzWFTZ2KiqqU2qmDhJFZMnqXLSZFVOnqSK+H8nqXLy5P/8d8IEWaqqZKmqkqqqZKmuPv7x79ssVVVpnyo6MKDo0aOKHj4iHT2i6JEjxz+P/ffwYR3bvVsDu3fr2O49Gthz/L/H9uzWwO49OrZnjwZ27dKxPXt0bPduHX35ZenIkVHeYRhK9y1naOuBZ0zHAEbd7IYTdfAfb9Pz/5pY8G1/9DWn6R0XLSz4dgEAADB8FNsAAAAoGX/e+5R+s/1nWnrXP1S57pem4wDA2GGxHC+3q6tlqaiIF9c6dsx0MoyCP19xmj5y9p9NxwCMmFg9STMOrNYTz84o2DavPHO2vvpme8G2BwAAgMIo7kI0AAAAQB5Onni6rvjtJEptAMhXNHq8zN6/XwN79yp66BCldhk5+Wd/1KkNNtMxACP2Htmj56u/rGXn/qkg27NNn6Au11kF2RYAAAAKi2IbAAAAJeWE696hhpYW0zEAABhTrv5Dg+kIgDFHo0f1+4Pf1isu2KjKiuFPTllfXamvv9mhibXpl3cAAACAWRTbAAAAKCmW6mrN+dIXVTV7tukoAACMGWf6f6/59XNMxwCMemzXA3Kc9wNNqjs6rMd/5uozdMqsSQVOBQAAgEKh2AYAAEDJqZo6VSd++cuy1NaajgIAwJhQMTCga7ZNNx0DMO7pXVs098xvac70/Xk9bvXyhbrq3BOLlAoAAACFQLENAACAklR/5hmafcsnTccAAGDMaPne45pZR7kN/G3vNllO+LLOsO3I6f6vOmW61lx+apFTAQAAYKQotgEAAFCyprz+9Wp861tMxwAAYEyoOnRUV22fazoGUBJ2HY7on/Vf1NKzw1nvt2jGRH3l2nNVUWEZpWQAAAAYLoptAAAAlLSZHR1qOP980zEAABgTlt39B02pnmw6BlASjgwc0ZOHe/SK8x9VhWVg0NetDdX61vUtmlRXbSAdAAAA8kWxDQAAgJJmqarSnC9+QdUnsuYhAABDqd19QK/fe5LpGEBJeWz3D3XeBQ+oofZY/LaqCou+9ma75k+dYDAZAAAA8kGxDQAAgJJX1diouT1eVUyZYjoKAAAl75J7nlF9Zb3pGEBJeSrysGxnfVuzGg9Ikj7xutN1YfM0w6kAAACQD4ptAAAAjAm1NptO/PKXZalmqkgAALJp2L5LVx471XQMoOT8de9fVDv/dr33Uquuu2C+6TgAAADIE8U2AAAAxowJ55+n2Z/+lOkYAACUvEvXP6eqiirTMYCSc+rUxbrpVeebjgEAAIBhoNgGAADAmDLl9a/XtPe+13QMAABKmrXvRbVWnGE6BlBSFlkX6XOv/BwXfQAAAIxRFNsAAAAYc6a/9z2a8vrXm44BAEBJu/LH21Vh4dQPIEnT6qfpayu+pok1E01HAQAAwDDxfzcAAAAYk2Z/6hY1nHee6RgAAJSsGU/8TRfVnG46BmBcXWWdvnLJVzR74mzTUQAAADACFNsAAAAYkyw1NTrx9q+oxmYzHQUAgJL1+uAe0xEAoyyy6DPLP6MzpjE1PwAAwFhHsQ0AAIAxq3LyZM3t8apy6lTTUQAAKElzN/5FLfWLTccAjLnJcZNa57eajgEAAIACoNgGAADAmFZz4oma+7WvylJXZzoKAAAl6Q2bB0xHAIy45qRr9PYz3m46BgAAAAqEYhsAAABjXv3ZZ+uE7i6pgj9vAQBIdfLP/qhTG1i6A+Xl/Nnn6yMXfMR0DAAAABQQZ/4AAAAwLky+9FLN+OAHTccAAKAkXfWHBtMRgFGzyLpIn3/V51VVUWU6CgAAAAqIYhsAAADjxtS33yDrtW80HQMAgJJzlv/3ml8/x3QMoOjmTJwjb6tXk2smm44CAACAAqPYBgAAwLgy6yMf0YRXvsJ0DAAASkrFwICu3jbNdAygqKbXT9faS9dqRsMM01EAAABQBBTbAAAAGFcslZU68fOfV91ZZ5mOAgBASVnyvSc0o5ZyG+PTlNop8rZ6NXfSXNNRAAAAUCQU2wAAABh3KiZM0Lwer2pPOsl0FAAASkbVoaO6+sV5pmMABddQ1aCvr/i6Tmrkbz8AAIDxjGIbAAAA41Kl1ap5d3xL1fM4gQ8AQMyye/6gKdWsPYzxo6aiRl++5Ms6c/qZpqMAAACgyCi2AQAAMG5VTZ+ueXfcoaqZM01HAQCgJNTuOqDX72VUK8aHKkuVPvvKz+r82eebjgIAAIBRQLENAACAca3mxDmad8e3VNnYaDoKAAAl4ZJ7nlF9Zb3pGMCIWGTRLctu0SXzLjEdBQAAAKOEYhsAAADjXm1zs+Z+c60qJk40HQUAAOMatu/SlcdONR0DGJEPn/dhvbb5taZjAAAAYBRRbAMAAKAs1J9+uuZ+4+uy1NWZjgIAgHGXrn9OVRVVpmMAw/Lec96rN536JtMxAAAAMMootgEAAFA2GlpadOJXvixVV5uOAgCAUda+F9VacabpGEDerj/terWf3W46BgAAAAyg2AYAAEBZmbh8ueZ8tluqrDQdBQAAo6788b9kkcV0DCBn15x0jT645IOmYwAAAMAQim0AAACUncmvfrVm3/JJycLJfABA+ZrxxN+0vO4M0zGAnFw6/1J9bOnHTMcAAACAQRTbAAAAKEvWa67RDE+H6RgAABj1uuBe0xGAIS2bs0y3Lr9VFRZOZQIAAJQz/hoEAABA2Zr6trdp2rvfbToGAADGzHvoWbU0LDYdA8jIPsOuL7zqC6qurDYdBQAAAIZRbAMAAKCsTf/v96nxrW8xHQMAAGPesHnAdAQgrVObTtXtK25XfVW96SgAAAAoARTbAAAAKHsz16yR1e02HQMAACNO/ukftbjBZjoGkGTB5AX6Rus3NKlmkukoAAAAKBEU2wAAACh7FotFs275pKzXvtF0FAAAjLj6Dw2mIwBxcybO0dpL16qprsl0FAAAAJQQim0AAABAx8vt2R//uBrfwrTkAIDyc5b/95pfP8d0DEDzJ8/Xna++U7MmzDIdBQAAACWGYhsAAABIMOv/3aymG24wHQMAgFFVMTCgq7dNMx0DZW6RdRGlNgAAADKi2AYAAABSzPR0aGpbm+kYAACMqiXfe0Izaim3YcapTafqjsvu0LR6jkEAAACkR7ENAAAApDHjA+/XtPe8x3QMAABGTdWho7r6pXmmY6AMnTX9LH3zsm+qsa7RdBQAAACUMIptAAAAIIPp73uvpt90o+kYAACMmmV3/0FTqiebjoEysmTWEq1tXavJNRx3AAAAyI5iGwAAAMhi2n/9l2Z86IOmYwAAMCpqdx3Q6/edZDoGysSyE5bpayu+pobqBtNRAAAAMAZQbAMAAABDmPqOd2jmmg+bjgEAwKi45O5nVFdZZzoGxrlL5l6ir1zyFdVVcawBAAAgNxTbAAAAQA6arr9eMz/2UcliMR0FAICiati+S685drrpGBjHLl94uW571W2qrqw2HQUAAABjCMU2AAAAkKOmN71Jsz75CcptAMC4d+n6baqqqDIdA+PQVYuu0q3Lb+X4AgAAQN4otgEAAIA8NK5cqdn/+79SBX9KAwDGL2vfi2qtONN0DIwz1y6+Vp+88JOqsPB3FAAAAPLHX5EAAABAnqxXX6UTum6VKitNRwEAoGiu/PG/ZBGzlKAwbjj9Bt18/s2yMPMNAAAAholiGwAAABiGKa99rU780hdlqa01HQUAgKKY8cTftLyOtbYxcu86+136QMsHTMcAAADAGEexDQAAAAzTJKdT8+74liqmTDEdBQCAonhdcJ/pCBjjPuD4gN59zrtNxwAAAMA4QLENAAAAjECDw6EFd39XVbNmmY4CAEDBzXvoWTkaTjEdA2OQRRbdfP7NuuGMG0xHAQAAwDhBsQ0AAACMUO1JJ2nB97+nmkXNpqMAAFBwV202nQBjTYWlQp+88JO6dvG1pqMAAABgHKHYBgAAAAqgevZsLbjnHtXb7aajAABQUCf/9CktbrCZjoExoqqiSp0Xdeqqk64yHQUAAADjDMU2AAAAUCCVU6Zo3h3f0sQVK0xHAQCgoK5+ssF0BIwBk2om6RvOb+gK2xWmowAAAGAcotgGAAAACqiirk4nfvlLsq5caToKAAAFc5bv95pXP8d0DJSwORPn6O7L79b5s883HQUAAADjFMU2AAAAUGCWykrNvuWTmvae95iOAgBAQVQMDOia56abjoESdda0s3TPFffIZmXKegAAABQPxTYAAABQJNPf917N+sQnpMpK01EAABixJfc8rhm100zHQIlpnd+qb132LU2tn2o6CgAAAMY5im0AAACgiBrfuEonfumLstTWmo4CAMCIVB06qqtfmmc6BkrIDaffoNteeZvqqupMRwEAAEAZsESj0ajpEAAAAMB4tz8U0t/e9W4N7NplOgoAAMN2aEq93ntjvXYd2W06CgyqslTp5gtulvtkt+koAAAAKCOM2AYAAABGQYPdrgX33K2qWbNMRwEAYNhqdx3Q6/adZDoGDJpYPVFfXfFVSm0AAACMOoptAAAAYJTULlqkBevuVd0ZZ5iOAgDAsF3yvWdUV8nU0+Vo9oTZuuvyu3ThnAtNRwEAAEAZotgGAAAARlH1zJmaf/d3NfmKy01HAQBgWCa8sEtXHjvNdAyMstOmnqZ7rrhHJzUyYh8AAABmUGwDAAAAo6yirk5zPv95Tb/xvyWLxXQcAADydtn651RVUWU6BkbJxXMv1p2vvlPTG6abjgIAAIAyRrENAAAAGDLtXe/SnC9/SZaGBtNRAADIi7XvRTkrWFqjHFx36nX64sVfVH1VvekoAAAAKHMU2wAAAIBBk1tbteB796jqhNmmowAAkJcrf/KiLGLmkfGq0lKpm8+/WZ7zPKqwcAoRAAAA5vFXKQAAAGBY3eLFWujzqd5uNx0FAICczXz8eS2vO910DBRBQ1WDvnzJl3Xt4mtNRwEAAADiKLYBAACAElA1darm3/ltTbnmatNRAADI2euC+0xHQIHNaJih71z+Hb3ixFeYjgIAAAAkodgGAAAASoSlpkYn/O//asaHPVJlpek4AAAMad5Dz8rRcIrpGCiQxU2L9b0rvqfFTYtNRwEAAAAGodgGAAAASszUt71Nc7/xdVVMmmQ6CgAAQ3rDZtMJUAiXL7hc33n1dzRzwkzTUQAAAIC0KLYBAACAEjRx+XItWHevqufPMx0FAICsTvnpU1rcsNB0DAxTlaVKHUs61P3KbjVUN5iOAwAAAGREsQ0AAACUqFqbTQvXr9eEC5eajgIAQFZXPznBdAQMw7T6afrmZd/UW057i+koAAAAwJAotgEAAIASVjlliub29KjxLZxwBgCUrrN8v9e8+jmmYyAP50w/R+tes06OmQ7TUQAAAICcUGwDAAAAJc5SVaVZ/+9mzfnC51UxgRFxAIDSUzEwoKufm246BnJ07eJrdcer79CMhhmmowAAAAA5s0Sj0ajpEAAAAAByc/i55/T3G2/SoT/9yXQUAACSHK2t0k1rpunFQy+bjoIM6irr9LGlH9Nrm19rOgoAAACQN0ZsAwAAAGNIzYIFWrDuXk255mrTUQAASFJ16Kiuemme6RjI4MSJJ+ruK+6m1AYAAMCYxYhtAAAAYIyK/PB+/euWWxQ9cMB0FAAAJEmHptTrvTfWa9eR3aajIMGr5r5Kn172aU2pnWI6CgAAADBsjNgGAAAAxijrVW/QwvXrVGOzmY4CAIAkqXbXAb1u30mmY+DfqixV+mDLB/WVS75CqQ0AAIAxj2IbAAAAGMNqTzpJC33rNfnKK01HAQBAknTJ955RXWWd6Rhlb2bDTH371d/W9adfH79tz549+uAHP6gnnnjCYDIAAABgeCi2AQAAgDGuYsIEzbntc5r1iY/LUlNjOg4AoMxNeGGXrjx2mukYZW3ZnGXyvdanc2ack3T75s2bddttt+myyy7TCy+8YCYcAAAAMEwU2wAAAMA40fjGN2rBvd9X9dy5pqMAAMrcpf7nVFVRZTpG2am0VOpG+436+oqvq7GucdDXL774Yl188cXavn27Vq1apSNHjhhICQAAAAwPxTYAAAAwjtSddpoW/uA+TWp1mo4CAChjjc++KGflmaZjlJXp9dO19tK1eueZ75TFYkl7n6qqKn3/+9/X7Nmz9dBDD+nmm28e5ZQAAADA8Fmi0WjUdAgAAAAAhbfzO9/R9s/dJjEaCwBgwPZz5um/L39BUXHqqdgumH2Bbl1+q6bWT83p/hs3btSrXvUqHTt2TD/4wQ901VVXFTkhAAAAMHKM2AYAAADGqabrr9eC797F1OQAACNmPv68ltedYTrGuFZdUa0b7TfK2+rNudSWpIsuukjd3d2SpLe97W169tlnixURAAAAKBiKbQAAAGAcqz/nHNnu/6GmuK4xHQUAUIZeu2GP6Qjj1kmNJ+n7V35f7zzznaqw5H+K7/3vf7+uueYa7d69Wy6XS/v37y9CSgAAAKBwmIocAAAAKBN7/u//9MJHP6ZjO3aYjgIAKCNdnzpDvfufMR1j3KiwVOj606/X+855n6orq0e0rd27d6ulpUXPPvus3va2t+mOO+7IuD43AAAAYBojtgEAAIAyMemSS2T78Y808ZJLTEcBAJSRN2xmTEWhnDjxRH37sm/rA44PjLjUlqTJkyfrvvvuU319ve68805961vfKkBKAAAAoDgYsQ0AAACUoYjfr+2f6dQA044CAEbBxz51kp7Zv810jDHNdbJLH2r5kBqqGwq+7e9+97t661vfqtraWj388MOy2+0Ffw4AAABgpBixDQAAAJQhq8ulhT+6X/WcuAYAjIKrn5xgOsKYNb1+ur624mv6+NKPF6XUlqS3vOUtam9v16FDh3TNNdeov7+/KM8DAAAAjAQjtgEAAIAyFh0Y0I6139RLt98uHTliOg4AYJwaqKhQxydO1PMH/mk6yphy2YLL9NELPqoptVOK/lwHDx7URRddpN7eXr3mNa/Rj370I1VUMCYGAAAApYO/TgEAAIAyZqmo0LT2Ni1cv061Jy0yHQcAME5VDAzomr/OMB1jzJhcM1ldy7v0uVd+blRKbUmqq6uT3+9XY2OjHnjgAXV1dY3K8wIAAAC5YsQ2AAAAAEnSwKFDeunzX9DOu+6S+N8EAECBHa2t0o1rpuqlQztMRylpy05YpluW3aIZDWYuBPjpT3+q17zmNaqoqFAwGNTFF19sJAcAAACQihHbAAAAACRJFbW1mrnmw5r37TtUNXu26TgAgHGm6tBRXf3SAtMxSlZ9Vb0+esFH9Y3WbxgrtSXpyiuv1P/7f/9PAwMDeuMb36h//OMfxrIAAAAAiRixDQAAAGCQY3v2aPunP61dP/qx6SgAgHHk0JR6vefGOu0+ssd0lJJyzvRz9JmLPqO5k+eajiJJOnbsmC677DJt2LBBy5Yt069+9StVV1ebjgUAAIAyx4htAAAAAINUTpqkE7q6NHdtj6rnzDEdBwAwTtTuOqDX7zvZdIySUV1RrRvtN+rOV99ZMqW2JFVWVup73/ue5syZo02bNunDH/6w6UgAAAAAI7YBAAAAZDewf79e+vJXtPO735WOHTMdBwAwxu2bPUXvescxHTx20HQUo05uPFmfuegzOqXpFNNRMnr44Yf1yle+UkePHpXP55PL5TIdCQAAAGWMEdsAAAAAsqpoaNDMD3u0YP061Z52quk4AIAxbsILu3TlsdNNxzCmuqJaq89crXuvvLekS21JuvDCC/W5z31OkvT2t79df/7znw0nAgAAQDljxDYAAACAnEWPHdPOO7+jl26/XdEDB0zHAQCMUf0nzdB7Vu7W0YGjpqOMqvNnna//d8H/08IpC01HyVk0GtUb3/hGrV+/XmeccYY2b96sCRMmmI4FAACAMkSxDQAAACBvh//+d/3r45/Qvk2bTEcBAIxRd3xsiX5x5DHTMUbFtPpp+mDLB3Wl7UrTUYZlz549WrJkif70pz/pLW95i77zne/IYrGYjgUAAIAyQ7ENAAAAYNh2/fjH2n5rl47t3Gk6CgBgjNl+zjz99+UvKKrxe2qq0lKpVaes0vvOfZ8m1kw0HWdEnnrqKZ133nnav3+/vvGNb6i9vd10JAAAAJQZim0AAAAAI3K0v18v3tqlXT/6kekoAIAx5iufPEcPHXzSdIyiOGvaWfrIBR/RqVNPNR2lYO655x5dd911qqmp0aZNm9TS0mI6EgAAAMoIxTYAAACAgtj38MN64ROf1JHnnzcdBQAwRvz1FYv0oWXPmY5RUJNrJutG+41ynexShaXCdJyCe/e7362vf/3rmj9/vkKhkJqamkxHAgAAQJmg2AYAAABQMAMHD+rlr35VO759p3T0qOk4AIAx4NZbTlfowJ9Mxxgxiyx6XfPr9IGWD6ipbvyWvYcOHdLy5cu1ZcsWXX755XrggQdUUTH+CnwAAACUHv7qBAAAAFAwFXV1mvE//6OFfp/qWxym4wAAxoCrfmc6wcgtsi7St1/9bX36ok+P61Jbkmpra+Xz+dTU1KSf//zn+sxnPmM6EgAAAMoEI7YBAAAAFM3un/1M2z/3OR395wumowAAStjHPnWSntm/zXSMvDVUNehdZ79L1512naoqqkzHGVW/+MUvdMUVV0iSHnzwQTmdTsOJAAAAMN4xYhsAAABA0Uy+4go1/+xnmvbe98pSX286DgCgRF391ETTEfLmnOfUj97wI73tjLeVXaktSa9+9av10Y9+VNFoVNdee63+/ve/m44EAACAcY4R2wAAAABGxZEXXtCLn7tNu3/6U9NRAAAlZqCiQh2fOFHPH/in6ShDmjtprtact0bLT1xuOopxx44d0xVXXKEHH3xQS5cu1a9//WvV1NSYjgUAAIBxihHbAAAAAEZF9ezZmnPb5zT/e/eo7vTTTccBAJSQioEBXfPXGaZjZFVTUaP/Ovu/9MPX/5BS+98qKyt1zz336MQTT9Qjjzyijo4O05EAAAAwjjFiGwAAAMCoiw4MaNcPf6gXv/BFHXv5ZdNxAAAl4GhtlW5cM1UvHdphOsogy+csl+c8j+ZPnm86SknavHmzXvGKV+jIkSNat26dVq5caToSAAAAxiGKbQAAAADGHNu7Vy9//evqv+u7ih45YjoOAMCw4HvOU8/kkOkYcWdNO0s3OW7SkllLTEcpebfffrve9773aeLEidqyZYsWL15sOhIAAADGGYptAAAAAMYd/utftf3WLu391a9MRwEAGHRoSr3ec2Oddh/ZYzTHgskL9N/2/1br/FajOcaSaDSqN73pTbr33nt12mmn6dFHH9XEiRNNxwIAAMA4QrENAAAAoGTs3bhJ22/t1OG/9JmOAgAw5Mf/c77uruk18tzT66frXee8S1ctukpVFVVGMoxle/fu1Xnnnaenn35ab3rTm3T33XfLYrGYjgUAAIBxgmIbAAAAQEmJHj2q/nXr9PI3vqFjL7H+NgCUm32zp+hd7zimg8cOjtpzTqqepBvOuEHXnXad6qvqR+15x6Onn35aS5Ys0b59+/TVr35V7373u01HAmDYnj179NRTT5mOAQAosNNPP12TJk0a1eek2AYAAABQkgYOHNDO796tHd/6lgZ27TIdBwAwiu5dc55+oOKvtV1TUaNVi1ep7cw2WeusRX++cnHvvffq2muvVXV1tTZu3KjzzjvPdCQABm3evFlLly41HQMAUGCPPPKILrjgglF9ToptAAAAACXt2J492vGtb6n/ru9qYP9+03EAAKOg/6QZes/K3To6cLQo26+wVOjKhVfqvee+VydMPKEoz1Hu3ve+9+n222/XvHnzFAqFNHXqVNORABgSK7bXrl2rM844w3QcAMAIPfnkk1q9erWRYpvFggAAAACUtMpJkzTjppvU9Ja36GWvV5F71yl6+LDpWACAImp89kU5K1v0i4HHC77t5XOW6ybHTTq58eSCbxv/cdttt2nLli169NFHdd111+mnP/2pKioqTMcCYNAZZ5wx6gUIAGB84a9JAAAAAGNC1dSpmnXzzWr+5S80xXWNVFlpOhIAoIiu/Ml2WWQp2PbOmnaW7rjsDn3N+TVK7VFQU1Oj9evXa+rUqfrFL36hT3/606YjAQAAYIyj2AYAAAAwplTPnq0TPv1p2R74iSZfcblkKVzpAQAoHTMf+5suqjt9xNtZMHmBPv+qz+ueK+/RkllLCpAMuZo3b56+973vyWKx6BOf+IR++ctfmo4EAACAMYxiGwAAAMCYVLtwoeZ8/vNa+MMfaOIrX2k6DgCgCF63Ye+wHzu9fro+esFH9cPX/1Ct81sLmAr5uPTSS/WJT3xC0WhUb37zm/X888+bjgQAAIAximIbAAAAwJhWt3ix5nq/ofnf+54aljASDwDGk/m//Yvs9afk9ZgptVP03+f+t3569U+18pSVqqqoKlI65OojH/mIXv3qV2vHjh1auXKlDh8+bDoSAAAAxiCKbQAAAADjQoP9XM3/7l2a+81vqu7ss0zHAQAUyBt+l9v9ptVP0wccH9CD1zyo1WetVn1VfXGDIWcVFRW6++67NW/ePD366KP6n//5H9ORAAAAMAZRbAMAAAAYVyZetEwL163TvDu/rQkXXmg6DgBghBY/8JQWNyzM+PXZE2br5vNv1i+u+YVuOOMGNVQ3jGI65Grq1Kny+Xyqrq7W7bffrnvvvdd0JAAAAIwxFNsAAAAAxqUJF1ygeXd8Swv8fk267DKpgv/9AYCx6qqnJg66bf7k+brlwlv006t/qmsXX6vayloDyZCP8847T1/84hclSe985zv1xz/+0WwgAAAAjCmc2QEAAAAwrtWfcbpO/NIXZXvgAU255mpZqqtNRwIA5Ons9U9oXv0JkqSTGk9S9yu69eM3/FhXnXSVqiv4uT6WvOtd79Kb3vQm7du3T9dcc4327NljOhIAAADGCIptAAAAAGWh1rZQJ/zv/6o58KCarr9elgamqgWAsaJiYEDtkXP05Yu/rPtee58uX3i5Kiyc1hqLLBaLenp6dPrpp+uZZ57R6tWrFY1GTccCAADAGMD/AQAAAAAoK9WzZmnmmg/rpP/boGnvfa8qrVbTkQAAWUx45Ss0767v6HVtXbp43sWyWCymI2GEJkyYoPvuu08TJ07UunXrdPvtt5uOBAAAgDGAYhsAAABAWaq0WjX9ve/Rov/boJlrPqyqWbNMRwIAxFRXa8rrX6eFP/qR5nm9mnDeeaYTocBOOeUU3XHHHZKk//mf/9HmzZsNJwIAAECpo9gGAAAAUNYqGhrUdP31WhR4ULP/939Vs3Ch6UgAULaO/0x+qxY9+Eud0NWlulNONh0JReR2u3XjjTfqyJEjcrvdeumll0xHAgAAQAmj2AYAAAAASZbqalmvuVq2nz6gOV/+khqWLDEdCQDKRtWsWZp+001a9Kv/08w1a1Q9e7bpSBgl3d3dWrp0qf7+97/rzW9+s44dO2Y6EgAAAEoUxTYAAAAAJLBUVGjypZdq/nfv0sIf/0jWN66SpaHBdCwAGJcazj9fc770JS0KBjTtv9pVOWWK6UgYZTU1NVq/fr2mTZumQCCgW265xXQkAAAAlCiKbQAAAADIoO7kkzX7E5/QSb/5tWbevEY1CxaYjgQAY15FQ4Ma33StbA/8RPO/c6cmX3apLFVVpmPBoBNPPFHf//73ZbFY9KlPfUo///nPTUcCAABACaLYBgAAAIAhVE6apKa3vlW2n/9Mc9eu1cSLL5Yq+N8pAMhHjc2mmR/5iBb99jea9bGPqXbRItORUEKcTqc+9alPKRqN6rrrrtNf//pX05EAAABQYrgcFgAAAAByZLFYNHH5RZq4/CId/vs/1P/972mX/z4d27XLdDQAKE2VlZp48avU9OY3a8LSpabToMStWbNGjzzyiH7605/K5XJp48aNqq2tNR0LAAAAJYIhBgAAAAAwDDUnztHMD31Ii37za83+30+r9rRTTUcCgJJR2dSkqW1tWhR4UHNvv51SGzmpqKjQXXfdpQULFmjr1q16//vfbzoSAAAASgjFNgAAAACMQEVdnazXXCPbD36g+d/7nia/5jWyVFebjgUARtSdfZZO6LpVi379K834wPtVfcIJpiNhjGlqapLP51NNTY2+/vWv65577jEdCQAAACWCYhsAAAAACqTBfq7mfO6zWvSr/9P0979fNQsXmo4EAEVXMWGCplxztRb4fFq4bp2mvP71qqipMR0LY1hLS4u+/OUvS5La2tr01FNPGU4EAACAUsAa2wAAAABQYFXTpmlae5umtbfpwOOPK3L//dr9s59rYPdu09EAoDAqKjThggs05ao3aJLTqYr6etOJMM60tbVp06ZN+u53v6trrrlGW7Zs0aRJk0zHAgAAgEEU2wAAAABQRPXnnKP6c87RzJtv1t4NGxS5/37t27hJOnbMdDQAyFuNzaYpb3iDprzutaqeNct0HIxjFotF3/jGN/TYY4/pySef1Dve8Q6tW7dOFovFdDQAAAAYQrENAAAAAKOgoqZGky+/XJMvv1xHXnxRu3/ygHbd/0MdevYvpqMBQFaVU6Zo8pVXaMob3qD6s84yHQdlpKGhQffdd59aWlrk8/l04YUX6qabbjIdCwAAAIawxjYAAAAAjLLqGTM09R1vl+0nP9ECv1+Nb36zKq1W07EA4D+qqjTx4os150tf0kkP/VazPvYxSm0YcfLJJ+vOO++UJH3oQx/Spk2bzAYCAACAMRTbAAAAAGBQ/Rmna9ZHP6KTfvsbzfnylzTxkkukKibXAmBG7eLFmrnmwzrpN7/W3K9/TZMvu1SWmhrTsVDmrr76an3gAx/Q0aNHtXLlSr344oumIwEAAMAAzpYAAAAAQAmw1NRo8qWXavKll+rozp3a/ZOfaNdPHtDBJ580HQ3AOFc5bZqmXHmlplz1BtUtXmw6DpDWrbfeqt/97nfauHGj3vSmN+mXv/ylKisrTccCAADAKGLENgAAAACUmKqmJjVdf70W+n1atCGoGR6P6s89V7JYTEcDME5UzZ6txre+RfPv/q5O+u1vNHPNhym1UdKqq6u1bt06zZgxQxs2bNDHP/5x05EAjAHhcFjNzc2yWCzD+mhsbJTD4VB7e7t6enoUiURMv6Qxz+PxqLGxMWkft7e3m46FIUQiETkcjqTvj+bmZoVCIdPRUGYs0Wg0ajoEAAAAAGBoR7a/qD3BgPb88kHt7+2Vjh0zHQnAGFI9b54mX9qqSZdeqrozz5SFi2UwBv3qV7+S0+nUwMCAHnjgAV155ZWmIwEYwubNm7V06VI98sgjuuCCC0b1uWOFdCG5XC6tXbtWVqu1oNstB5FIRI2NjWm/1t/fzz4tYd3d3fJ4PINudzqdCgQCBhLBJJM/1xmxDQAAAABjRPXMGWp685s1/67v6KSHfqtZt3xSE5YtY01uABnVLGrWtHe/Swvv/6EWPfhLzfjgB1V/1lmU2hizLr74Yn3605+WJL3lLW/Rc889ZzYQgJK2c+fOgm/T7/ersbFRfr+/4Nse77K9H8V4r1A4O3bsSHs77xtGG2c/AAAAAGAMqmpqUuPKlWpcuVLHdu3Snv/7lfb88pfa9/DDih4+bDoeAINqTztVky+9VJMuvVS1NpvpOEDBeTwePfzww3rggQfkcrm0ceNG1dXVmY4FoMy43W75fD65XC7TUQCgbFBsAwAAAMAYVzlliqxXvUHWq96gY3v3ae+vf609v/yl9m7cqOiBA6bjASg2i0X1Z52lSZdeqkmXtqpm7lzTiYCiqqio0F133SWHw6He3l7deOON8nq9pmMBGGMCgYBaWloG3b5z505FIhGFw2Ft2bIl69rabrebKbQBYBRRbAMAAADAOFI5cYKmvOZKTXnNlRo4cEB7N27Uvoc2au/Gh3T0ny+YjgegQCwNDZqwZIkmLF+uSc4Vqp41y3QkYFQ1Njbqvvvu09KlS9XT06Nly5bprW99q+lYAMaQpqamtIV07Da73S6Xy6Wuri653e6MU4+vXr1aPp+viEkBADEU2wAAAAAwTlXU12tya6smt7ZKkg719WnvQw9p38ZN2r9li6KHDhlOCCAftaecogkXLdPEiy5SvcOhipoa05EAo84991zdfvvtWr16tf7rv/5L5557rs4880zTsQCMQz6fTw6HQ6FQaNDXWGsbAEYPxTYAAAAAlIna5mbVNjdr6tvepoGDB7V/y1bt2/iQ9j60UYfDYdPxAKSotFo14cILNeGiizRh2TJVz5xhOhJQct7xjndo06ZNuvPOO3XNNddoy5YtmjJliulYAMah9vZ2tbe3p/1aMBiU0+kc5UQAUH4otgEAAACgDFXU1Wni8os0cflFmrlGOvLPf2rvQxu1b+ND2vfIZg3s3Ws6IlB+KitVf/bZ8VHZdWecIUtFhelUQEmzWCz66le/qlAopN///vd6+9vfLr/fL4vFYjoagHEm3XrcMWEuEgWAUUGxDQAAAABQ9QknqHHVSjWuWqno0aM68Pjj8fW5D/7xj1I0ajoiMC5VnTBbE5dddHxU9oVLVTlpkulIwJjT0NCg++67Tw6HQz/4wQ/0hS98QR/4wAdMxwIwzqRbjzumr69v9IIAQBmj2AYAAAAAJLFUVamhpUUNLS3STTfp6M6d2v+732n/lq3av3WrDv35zxTdwDBVnTBbDXaHGhx2NZx/vmptNtORgHFh0aJFuvPOO3X11Vero6NDS5Ys0fLly03HAjCONDU1mY5QcOFwWE1NTVlL+5hgMKhAIKBgMKhwOKxIJCLpeOFvs9nU1NQku92u9vZ22Qrw900wGJTX61UoFFI4HI4/j81mU2trq9ra2vLaXiQS0fr16xUIBOL5d+7cOeh1tLS0qL29XXa7Pa/th0Iheb1ebd26NWn/SIrnttvtWrVqVV7bjkQiSfs+MXPi/nC5XMPa77Hc4XA4/mG1WtXS0iK32533fgaKzRKNcjYCAAAAAJC7Y7t2aX9vSPu3Hi+6D/7xj9LRo6ZjAaWnokK1J5+sBrtd9Q67Gux2Vc+ebToVMK51dHTos5/9rGbPnq1QKKRZs2aZjgSUvc2bN2vp0qV65JFHdMEFF4zqc7vdbvn9/rRf6+3tzatgDIVCcjgcab/W1dWljo6OtF/zeDzq6elJKjpdLpd8Pl/W5wuHw3K73QqFQvHbbDabvF5vxvW8u7u71dnZmVTWdnV1JZWTkUhEHo9H69evVyQSkdVqVX9/f8YcPT098ng8SfmHEiu4U0vRcDis5ubmtI/p6+uTzWZTOBxWe3u7gsFg1uew2WwKBAJDlrl+v1+dnZ1J+zHX17B27dohj5FIJKLVq1dnPM7Ssdls6urqksvlyno/j8ej7u7unLfrcrm0du3anC5UCIVCWr169ZD7xWq1au3atdqyZUvaLHa7Xb29vTlnxPhg8uc6xTYAAAAAYEQG9u/Xgccf1/7QYzoQCunA73/PGt0oS5a6OtWfeebxEtvhUP055zC1ODDKjh49qhUrVui3v/2tXvWqVykQCKiqikkrAZPGS7EdDAbV2tqa9ms+ny9jSWmxWNLeHggEMhbUktTe3q6enp5BtzudTgUCgZyfK7G4DoVCWrFixaCSOl1NFIlE5Ha7hyyYs/F6vUnl9lDFdiQSSZsvk6FK1e7ubnk8nrwypxrqOHE4HHmX5jGZ6rlIJCKHwzGstdutVqt6e3uzFv7ZLtLItt107wvFdnky+XOdv+oAAAAAACNS0dCgCRdeqAkXXihJig4M6NCzz+rAY49pfyikA489riN/+5vhlEDhVTY2qt5+fCR2g8OuutNPl6W62nQsoKxVVVXp3nvv1bnnnqtf//rX+uhHP6rOzk7TsQCMA16vN+PXMhXU2YrJocrbnTt35rXNTNuL3Z5vmTlUqW2z2eJlZ+L02Inymb49NkI9Norc6XRqyZIl6uvri48uTxUKhRQMBrNeIJDKarVq5cqVam1tjZe/W7duzTgqfcWKFdq2bVvaUdDd3d2DSm2bzSaXy6Xm5mZFIhHt2LFDwWBw0P0yleVDldoul0tLlizRjh074q8/9fGtra0Z130Ph8NZjwO73a6WlhY1Nzerr69v0NTzgGkU2wAAAACAgrJUVKjulFNUd8opanzjGyVJR19+WQcef1wHnnpKh55+RgefflpHt283nBTIXcWECao95RTVnXqq6k47VfXnnsv62ECJmj17ttatW6cVK1bo1ltv1dKlS/W6173OdCwAY5jf78848tvpdOY09bNpbrc77e2ZCttMpXZHR4fWrFkz6HGhUEidnZ1J+ymfEfHt7e2KRCJpp9P2eDwZR3pnG/memjHTlPF2u10rV65UY2PjoK9FIhH19PSkfVzqhVM2my1joRybAj42Cr+lpSXt/VavXp221Lbb7dqwYUPa/Z5aVIfDYXk8HnV1dQ3aTrYR7Jn2ZSFGvgOFUmE6AAAAAABg7Dp06JCuv/563X333VnvVzVtmiY5nZpx442a+42v66Tf/FonPbxJc7/5Tc344P9o8hVXqGbhQqmC/02FeZXTpmnC8uWa2tamOV/4vJp/8XOdvHWLFnzvHs366EdkveYaSm2gxL3yla/UZz7zGUnSW9/61mFN5woAoVBI7e3tGUthKftI7lLR3d096OdgbFR0uvIz00wXXV1d6urqSluG2+12+Xw+BQKB+NeHWv86UTgcltPplM/nG7R9m82WsSTP9vM99vyxwjnTOujS8f2RaTr5dO9xJBIZNIo528hxq9Uqr9cb3z/pRk2HQqG0F1BYrda0pbZ0fL+new/TTWMfDoczXqDh8/ky5u/o6MhrVDxQTIzYBgAAAAAMWyAQ0F133aXt27fruuuuy+uxVU1NmnjRMk28aFn8toH9+3XwT3/Swaef1qGnn9bBPz6tQ88+q+jhw4WODkgWi6rnzVXd4lPjI7FrFy9W9YwZppMBKIAPfehDevjhh/WjH/1ILpdLDz/8sOrq6kzHAlAi3G53xpHWkUgkpwtiurq68ipvTUkcbet0OuX1ejPm7unpSTvttNVqzVoMJ25/27ZtWr9+fd45s10kkGla82zvU0tLS9oR4JksWbIkbfGb7jnS3ZZp+vhEsf2TLk+mCwrSjZBP1NbWNmhEdSQSGTRNe6b9m63UB0oNxTYAAAAAYNg2btwoSXmt15dNRUODGs49Vw3nnhu/LXr0qA71hXXw6T8eL7uf+ZMOb9umoy++WJDnRHmomDRJNfPnq/bkk1W3eHG8xK6cONF0NABFYrFYdOedd6qlpUWPPfaY3ve+92nt2rWmYwEoESOdySHTtNalLNu03Yn3SSfT1NnpWK1WtbW15ZXN5XJlvUgg20UI2R7j8/lyzpCtPI6t/Z2N3+9XT0/PkK8903YyjabOZXt2u33QOt6hUCjp/c40vTyjsTGWUGwDAAAAAIYtVmxfdNFFRXsOS1WV6k45WXWnnCy94Q3x2wf279fhv/5Vh5977vh/tz0X//exLCe4MH5ZamtVM2+eahYsSPiYr5oFC1Q1darpeAAMsFqt8vv9Wrp0qb75zW/qwgsv1A033GA6FoAxbKgRz6Uq21TTiTKVn62trYWOlGTJkiVF3X4uMo0KTyfT+9/e3i6Px6OVK1fK4XDI6XTmdKxkutDCZrPlNNrcZrMNKra3bNmS9Hnq12NKYd8DuaLYBgAAAAAMy8GDB7VlyxZZLBYtXbp01J+/oqHh+PTRp5466GvHIpF4yX3ouf8U3kee+6sG9u8f9awooKoqVc85QTULFqg2Vl7P/3d5PXu2LBaL6YQASsw555yjr33ta3r729+ud7/73Tr33HN1zjnnmI4FYAywWq2y2WxqaWmRw+HQypUrcyoZS43dbs9pqul060bHFLvIH+0LBWLTzYfD4fgU4plGq6eTaZR0bNuJa1zH1jNfs2ZNxrXCM5XOue6XdPdLfC+zjWzPlAkoRRTbAAAAAIBh2bJliw4fPqyzzjqr5E7wVVqtqj/nHNWnKS6OvPiiDj/3nI787W868q9/6ej2F3X0xRd15MXtOrr9RR3buVOKRkc/NCRJFRMnqmrmTFXPnKGqGTNVNXOmqmbOUPXs2cdL7BNPlKW62nRMAGPMDTfcoE2bNulb3/qWXC6Xtm7dWnK/uwCMLp/PVzbrCq9atSqn+2VbI3o8/Mz0+/1at26dQqHQiKeil45PR5/LSPZIJCK/3y+/3y+Xy5V2evRM+z4cDg9aPzuddMV44jZzWf8bGAsotgEAAAAAwzIa05AXQ/WMGaqeMUM677y0X48eOaKjL72kI9u3/7v03n68+N7+oo5u366j27fryEsvKcrI7/xUValq2rTjJXViYT1zpqpmHC+xq2fOUMWECaaTAhinvvKVr6i3t1ePP/64brjhBv3gBz9glgcAZSHXEbnZRvWOVZFIRB6PJ2kEdSq73S6bzaZIJJJxKvZ0nE6nOjo61N3dnfNj/H6/HA6Hent7B+VMJxwO57X9RIlTq2d7b/OZgh0wjWIbAAAAADAsY7XYHoqlulrVJ5yg6hNOyHq/Y3v2HC+6X35Zx3bt1sCe3Tq2e4+O7dmtgaT/7tHA7t3x/471qdAtNTWqmDxZlZMmqWLyJFVOnvKff0+aHP9v5eRJqpg0WZVWq6pmzlDVtGmyVFSYjg+gjNXX1+u+++6T3W7X/fffr8997nP60Ic+ZDoWAIwJY7H8DAaDcrvdaUtdp9Mpj8ejlpaW+Gh0v9+fV7EtHR+1PXXq1JxGVceEQiF5PB51dXXFb9uxY0dezzsUq9WaVyZgrKDYBgAAAADkbWBgQJs2bZI0/ortXFVOmqTKSZNUu2hRXo+LHjumY7t3a2Dv3uP/3bPn35/vU/ToEUWPHpWOHP9v9MjRf//3iKJHj0iDbjv6n9sP//vzgWOyVFXLUl0tS1XV8Y/qaqm66t+3JXytulqW+O1VUlXCfWprVBkvsP/z34ra2iLtUQAoPpvNprvuukuvf/3rtWbNGp1//vl6xSteYToWABRVrqV0tunGx9pU1qFQKOM04YWehr6jo0NOp1OdnZ3y+/05Paa7u1vt7e3xtbGbm5vT3q+trU1er3fEGcfTe4vyRrENAAAAAMjbU089pV27dmnevHmaO3eu6ThjiqWyUlWNjVJjo+koAFCWXve618VHyq1atUqhUEizZ882HQsAjMtWgI+1acpXrFiR9nav11uUtdXtdnt87exQKKRgMKhAIKCtW7dm3Hderzc+ajvTvi/EWuDAeMIcYAAAAACAvI3XacgBAOXh05/+tF71qlfpX//6l974xjfq6NGjpiMBQBITRXK2Ub1jqWD1+/1p95/ValVbW1vGxxVq5LLdbldHR4cCgYD6+/sVCATS7ttQKJT0mHQKtd9jI8OL+RzAaKDYBgAAAADkjWIbADCWVVVV6fvf/75mz56t3/72t7r55ptNRwKAJKbKRqfTmfb2LVu2jHKS4cu071paWrI+Lt+LCfx+f07vk9Pp1IYNGwbdnvhYm82WtvwOh8NFL7d7e3sLsn1gNFBsAwAAAADyRrENABjrZs2apXXr1qmyslKf/exndf/995uOBACSjhesportTOtSB4PBnLcRiUTU2tqqnp6eQsXKS6aR50ONyM63vF+9erUcDkdO75Xdbh+UK/XzTBcV5Lpud0wkElF7e/ugoj7TFOxbt27Na/uASRTbAAAAAIC8PP/883r++edltVp1+umnm44DAMCwLV++PL6+6fXXX6+//OUvhhMBGE+yTf+crWTt7OwsRpycZJqqOxKJqLu7e8jHB4NBORwOBYNBYyOBM43MDoVCGUdlRyKRvArkSCQS/4i93lwekyj1+Ij9PkrV2dmZ82jyYDCohQsXqqenZ1BhvWrVqrSPCYVCSdOip4pEIpTfKBkU2wAAAACAvGzatEmStGzZMlVU8L+VAICx7QMf+ICuvvpq7d69Wy6XSwcOHDAdCcA4kmn0cKaiMhQK5VQgF4vValVHR0far3k8Hnk8nrRfCwaDam1tVWtra3wEc6HWrM5XpvWqpeOjrFOFw2E5HI68niNxlHZshLrb7c5YELvd7kG3pY6Ot9lsaS8siJXn2crnUCgkt9ut1tbW+LGVOpLcbrdnHBXudrvTjjyP7RsTa74D6VSZDgAAAAAAGFuYhhwAMJ5YLBbdcccd+v3vf68nnnhC73nPe3THHXeYjgVgnHA6nWlHAnd2dsrpdMZL2Egkop6ennhx7HK58p6CulC6uroUDAbTFqnd3d3q7u6O5w6Hw1lHQZvS1dWVtoT3+/1qbm6Wy+XS1KlTFQgE4qOt7XZ71vI4UboRzH6/X36/X1arVTabTU1NTdq5c2fGbaYrsb1er7Zu3TroMbGCOVZOT506VZLU19enYDCYtpTu6+tLu/3m5uZBt4fD4fh+WbJkiSQl7RugVFBsAwAAAADyQrENABhvpkyZovvuu08XXHCBvv3tb2vZsmV6xzveYToWgBFqamrK+LVMI6kLraurK21BHRuFG8uSWAL7fD6Fw+G0j8uUO9vrGc5r3bBhg1asWJGxlM2lAE4dOZ1tavahMmZ6LzNts6OjQ16vN+Mo5NRR8S6XS2vWrMl55Ha21xKJRIbcPz6fL+PXNmzYILfbnbZUHmra8Bir1Zp26nGbzaZAIJBxLfVYOZ/6GKvVmvZ5s32PAcXAnHEAAAAAgJxFIhH94Q9/UE1NTca16wAAGIvOOussff3rX5ckvec978l51B6A0uXxeNIWkC6XK+OUzIUWKxKzFbexUttqtcrn88nlcmWcTjvb3+BdXV2DnqetrS1rCZuJ1WpVb2+vOjo68i7GnU6nAoFA2jWj020vl/cj3Xtps9kyTo0uSb29vVmnJZeOv06v1yufz5fxvrFiN5HT6VRfX1/GNcmzPV/sPc52n0AgIK/Xm/d7Z7Va1dXVpW3btmV8PbH3J5dtO51O9fb2Zlyfe6j9CxSaJRqNRk2HAAAAAACMDT//+c91xRVXaNmyZfGR2wAAjCft7e3q6enRwoUL1dvbq8bGRtORgDFt8+bNWrp0qR555BFdcMEFpuMYE5tqPBAIaOfOnUlTeMeml16zZk1SgRoKhZJG7dpstqyFaDH5/X4FAgFt3bo1KbvValVTU5PsdrtaW1vldDqHVaQXk9/vj0/xHYlEZLVa1dLSIrfbPaiYDofDCgaDSa9v5cqVQ5b7wWBQgUBAoVAo/jyxxzc1Nclms8ntdue0rWzbDofD2rlzZ/x1xKY8t9vtWrVqVd5FczAYjI9sj72vVqtVTqdT7e3tSRcc+P3+pBHwJo9HmGXy5zrFNgAAAAAgZ//v//0/feYzn5HH49Gtt95qOg4AAAV38OBBLVu2TKFQSK997Wt1//33q6KCiS+B4aLYBoDxxeTPdf4iAwAAAADk7KGHHpLE+toAgPGrrq5Ofr9fjY2N+slPfjJoHVYAAACYQbENAAAAAMjJoUOH9Lvf/U6SdOGFFxpOAwBA8SxcuFDf/e53JR2freRXv/qV4UQAAACg2AYAAAAA5KS3t1eHDh3S6aefrqamJtNxAAAoqiuvvFI333yzBgYG9MY3vlH//Oc/TUcCAAAoaxTbAAAAAICcbNy4URLTkAMAysctt9yiSy65RC+++KJWrVqlI0eOmI4EAABQtii2AQAAAAA5odgGAJSbyspKff/739cJJ5ygjRs3as2aNaYjAQAAlC2KbQAAAADAkAYGBrRp0yZJFNsAgPIyY8YMrV+/XlVVVbrtttt03333mY4EAABQlii2AQAAAABDeuaZZ7Rz507NmTNH8+fPNx0HAIBRtWzZMn32s5+VJN1www3685//bDgRAABA+aHYBgAAAAAMKXEacovFYjgNAACj78Ybb5Tb7daePXvkcrm0f/9+05EAAADKCsU2AAAAAGBIrK8NACh3FotF3/zmN3XyySfrD3/4g971rncpGo2ajgUAAFA2KLYBAAAAAEOi2AYAQJo8ebLuu+8+NTQ06K677tLatWtNRwIAACgbFNsAAAAAgKz+8Y9/aNu2bZo0aZLOPPNM03EAADDqjDPOkNfrlSS9733vU29vr+FEAAAA5YFiGwAAAACQ1aZNmyRJF154oSorKw2nAQDAvOuuu07/9V//pcOHD8vlcmnnzp2mIwEAAIx7FNsAAAAAgKxi05AvX77ccBIAAErHF7/4RbW0tOi5557TW97yFg0MDJiOBABFFQqF5Ha71dzcLIfDoe7u7oJs1+FwyO/3F2RbAMY3im0AAAAAQFasrw0AwGC1tbXy+XxqamrSz372M3V2dpqOBABF093dHS+gw+GwQqGQPB6PHA6HIpHIsLfr8XgUCoUKFxTAuEaxDQAAAADIaPfu3XriiSdUXV2tJUuWmI4DAEBJWbBgge6++25ZLBZ97GMf04YNG0xHAoCC8/v98ng8ab8WCoW0YsWKYW03Eomou7tbNptNLpdrJBEBlAmKbQAAAABARo888ogGBgbkcDjU0NBgOg4AACXn8ssv10c+8hENDAzo2muv1T/+8Q/TkQCgYCKRiNxud/xzl8ul/v5+BQKB+G2hUGhY05LHyvKurq6RBwVQFii2AQAAAAAZMQ05AABD+/jHP67W1la99NJLWrlypY4cOWI6EgAUROIyC1arVT6fT1arVU6nU21tbWnvl4twOKyenh7Z7XZGawPIGcU2AAAAACAjim0AAIZWWVmpe+65RyeeeKIefvhhdXR0mI4EIEfBYFBut1vNzc2yWCyyWCxqbm6W2+2W3+8f0frRQ4mtU93c3KzGxsZBzz1csSm+HQ5HfLuNjY1yu915r2fd09MT//fKlSuTvpY4PXkkEskrc3t7uyRp7dq1eeUBUN4otgEAAAAAaR0+fFiPPvqoJOnCCy80nAYAgNI2ffp0rV+/XlVVVfriF78on89nOhKALILBoBobG9Xa2iq/369wOBz/Wjgclt/vl9vtzri29EjEpvd2OBzq7u5WOByOF+iJz93c3KxgMJjXtnt6etTY2CiPx6NQKBTfbqx4djgcSVOLZ5OYS5JaW1uTvm6z2WS1WuOfJ05Pnk0oFFIwGJTT6ZTdbs/pMQAgUWwDAAAAADJ47LHHdODAAS1evFjTp083HQcAgJK3dOlS3XbbbZKkt7/97XrmmWcMJwKQTnt7u1pbW4s6GjuTcDishQsX5jS6ORwOq7W1Nef1q9vb2+MjobOJFdxDvf7U0d2JJXZMS0tL/N9bt27NKefq1aslSV6vN6f7A0AMxTYAAAAAIC2mIQcAIH/ve9/7tGrVKu3du1cul0v79u0zHQlAgvb29qTptW02m7xer/r7+xWNRhWNRtXf369AIKCOjg41NzcX7LkjkcigQr2trU29vb3x5+7r65PX600qkT0ez5BFuMfjSXpdTqdTgUAgabuJa2KHQqEhR24njmKXpKampkH3ScyZy4UCwWBQoVBIbW1tstlsQ94fABJRbAMAAAAA0qLYBgAgfxaLRd/85je1ePFiPfXUU2pvb1c0GjUdC4AGl79tbW3xwjexoLVarXI6nerq6lJHR0dBnz+xLA4EAvJ6vUnTcdtsNrW1tam/vz/p9tWrV2csjoPBYNKo7ra2NgUCATmdzqTter3epFHSwWAwa2G+Y8eOpM/TjdhOLLt37tyZcVsxsRHlXV1dQ94XAFJRbAMAAAAABolGoxTbAAAM08SJE3XfffdpwoQJuueee/SNb3zDdCSg7IVCoUHl72hOhR2JRJJK9Y6OjqTiOR2fz5f0+PXr16e9X+LIa7vdnvV1tbW1JT1vtjXEp06dmjVfvnp6ehQOh9XR0ZG2JAeAoVBsAwAAAAAG+fOf/6yXX35Zs2bNYopAAACG4bTTTtPatWslSTfddJO2bNliOBFQ3hLL39jo5dEUDAaTPs9lLWybzZY0ajux6I7p6elJGsmdy0joxDI7HA4PWks7JrV8Tp2aPPW2of6/wePxyGq1as2aNUNmBIB0KLYBAAAAAIMkjta2WCyG0wAAMDZde+21es973qPDhw/L5XINmtYXwOjw+/1JBexol9rS4FI414tHW1paMm5DSn4tsSnUh5J6n0z7I/G5pfRraCdmSr1/ou7ubkUiEa1Zs4bR2gCGjWIbAAAAADAI05ADAFAYt912m8477zw9//zzuu666zQwMGA6ElB2Eotbm82WU/lbaMUqcxNHW+cz01LiPti6dWva+ySOFpc0aOaJSCSSVGw7HI6024lEIurs7JTVai3omuUAyg/FNgAAAABgEIptAAAKo7a2Vj6fT1OnTtUvfvELffrTnzYdCSgr4XA4aRpwl8tlJEdq6Zxu9HU6iaVzatGcOoK6qalpWHkyTUUuHV+TO8bv9yd9LXHN8NT7Jurs7FQkEslpmnQAyIZiGwAAAACQ5F//+pf+8pe/aMKECTr77LNNxwEAYMybN2+e7rnnHlksFn3iE5/Qgw8+aDoSUDZS17ZetWpV/N/hcFgej0cOh0ONjY2yWCxqbm5Wd3d3wXM4nc6kMjmXkjcUCiWVzqlrU+/cuTPp83xGhTc3Nw96rnRS1+OO7ZvYvovJVGpHIhF1d3fLZrNlvA8A5IpiGwAAAACQZNOmTZKkpUuXqqqqynAaAADGh8suu0wf//jHFY1G9aY3vUl/+9vfTEcCykJvb2/S57FRz+3t7fESOxQKxUc/xwrb5ubmnEdV5ypxSvSenp5BI6ATRSIRud3u+Ocul2vQiO18RmgPJdNrtdlsSdOHezweNTY2JhXjVqs1Y1EfK79NrGsOYPyh2AYAAAAAJIlNQ758+XLDSQAAGF8++tGP6rLLLtOOHTvkdrt1+PBh05GAcS9xxLbNZlM4HFZjY+OgabRThcNhORyOQdN9j4TT6VQgEIh/7na75Xa7FQwG488TCoXU3d2txsbGeNnscrnk8/kGbS91hHY+Wfv6+pI+Tx39nairqytpCvfE57FardqwYUPa0eLhcFg9PT2y2+1G1jUHMP5QbAMAAAAAkjz00EOSWF8bAIBCq6io0N133625c+fq0Ucf1Qc/+EHTkYBxL3UkcqysttlsCgQCikaj8Q+fz5dU0KaOmi4Ep9Op3t7eeNHr9/vV2toanwrd4XDERzlbrVZ5vd60pXZM4vTm+YwwT73vUKW4z+eT1+tNej6Xy6Xe3t5BI8lj2tvbJUlr167NORcAZEOxDQAAAACI27Nnjx577DFVVlbq/PPPNx0HAIBxZ9q0afL7/aqurtZXvvIV3XvvvaYjAWUjHA4rEonI5XKpr69v0Chil8ulbdu2JZW3wWAw4/rTw2W32xUIBJKm+E5ls9m0bdu2IdelTiyVw+FwTuV2JBIZtPb4jh07hnxcW1ub+vr6ki4ESNxXiUKhkILBoJxOZ8biOxQKye12q7m5WQ6HY8hR9ABAsQ0AAAAAiHv00Uc1MDAgu92uCRMmmI4DAMC4dN555+kLX/iCJOmd73ynnn76acOJgPEp3Shkq9WadQR0uq93dnYWNFcoFJLD4VB3d3fG+4TDYS1cuHDIsjc2KjomNto7m3T3mTp16pCPy8fq1aslZV5bu7u7Ww6HQ36/X+FwWKFQSO3t7QWf/h3A+EKxDQAAAACIi62vzTTkAAAU17vf/W5de+212rdvn6655hrt3bvXdCSgLHR1dQ15H7vdnjTK2O/3F+z5e3p65HA44qPAY1OTx0ZB9/X1xTNGIhG1t7ertbU14/ZSR0T7/f6seXt6etKW5enWyB6u2Cj3tra2tCO6/X5/xgI+NoobANKpMh0AAAAAAFA6KLYBABgdFotFPT09euKJJ/THP/5R73jHO7JOSwyMJQsXLlRTU5PpGGnL2pUrV+b02FWrViVNQR4KhTJOqZ2rnp6epBHWPp9PLpcr6T42m00dHR1qa2vTihUr4lN6t7a2KhAIpN3u2rVr5XA44p+73W51dHRozZo18X0QDofl8Xjipbfdbk96fYV8v2KvMd1FBJFIJD6aWzo+/fvatWsVDAbjhXYwGJTf7x+0bwCAYhsAAAAAIEk6cuSINm/eLElatmyZ4TQAAIx/EydO1H333aclS5Zo/fr1Wr9+velIQEE0NjbqhRdeUG1trekog+Q6Mjl1pPHWrVtHVGzHRl/HdHV1ZS1uY1OiNzc3Szpe9nZ3d6e9AMZut6urqytpFHR3d3fGqc67urq0Y8eOpGI701rZ+erp6VE4HFZHR0fafd3T0xOfajxx2neXyyWXyxUv3j0eD8U2gEEotgEAAAAAkqQnnnhC+/bt00knnaSZM2eajgMAQFlYvHixfvCDH+iTn/ykDhw4YDoOUBAtLS2qqakxHWOQfMrb1FJ2pOs+p069ncsMDTabTW1tbfGpwzs7OzM+rqOjQ319fVnX5LbZbPL5fLLb7YOmNx/paPQYj8cjq9WqNWvWpP164prbqaPn16xZEy+2Y+tuFyoXgPGBYhsAAAAAIIlpyAEAMKW1tTXrGroAhs9msykcDksa2TrSO3bsGFGOxBkZnE5nzo9rbW2Nl9WRSETBYDDj471er1pbW9XZ2RkfjW2z2WS329Xe3p70uNg+kQpXand3dysSiairqyvtvg6Hw0nPO1S5vm7dOoptAEkotgEAAAAAkii2AQAAMP7Y7fZ4mZpYquZr6tSpw35sJBJJGvGdz8jx1PuGQqGsxXhsSu+hJO6LlpaWnPNkEolE1NnZKavVmnFUeeLU51L6Cw0S1/5OvT8AVJgOAAAAAAAwLxqNUmwDAABg3EkcFZxaMGeTer9CrUFdCmLTfcckrv09XJ2dnfHR2pmkXljQ1NQ06D6J+3kkFyIAGJ8otgEAAAAA6uvr0/bt2zV9+nSddNJJpuMAAAAABZE6GjlxSvBstmzZkvT5SKbETh2ZnE9hm3rfQhTsnZ2d8X/b7fYRT/cdiUTU3d0dXxM8k9Tp3NO9lsSye+fOnSPKBWD8odgGAAAAACSN1rZYLIbTAAAAAIVht9uTClSfz5fT4xJHNdtsthEXyonThweDwZwfFwgEMm5nOPx+f9IU32vWrBnR9iTJ4/FIOr7GNwAUE8U2AAAAAIBpyAEAADBuxYpX6XipPNTazX6/P2mkdLbptXOVOt13d3f3kI8Jh8Pq6emJf+50OtOuS52rSCSi1atXJ20vl/W4s4lltNvtQ5buqeuUpxuRnXhbuqnKAZQ3im0AAAAAAMU2AAAAxq22trakQtjtdmdcazsUCsntdsc/t9vtIy5/JcnlciVN+e3xeAatdZ0oEokk5ZCyF+xDFfaRSEQOhyPpdRdihHXsooG1a9cOed/UUe/ppmRPvG08rWsOoDCqNm/ebDoDAABj2umnn65JkyaZjgEAwLC99NJL+tOf/qT6+nqde+65puMAAAAABefz+dTa2irpeHnqcDjU1dUVHwUdiUTU09OTNLrbarVqw4YNWbfb3t6urVu3xj/fsGFDxlHVPp8vqVx2u91yuVxas2aNbDabrFarwuGw/H5/Ug7peKmdaS3sWAkeiUTU1tam9vb2Qdvr7OxMKrUDgcCIi+NQKCS/3z+otM8k9T7pLi5ILOdHuvY3gPGnaunSpaYzAAAwpj3yyCO64IILTMcAAGDYYqO1L7jgAlVXVxtOAwAAABSe0+mU1+uNTwkeDocHjYhOZLVa1dvbO+TU3+FweMipzWNsNps2bNigFStWxEtdv9+fdeS2JHV0dKijoyPj1xNL656enqTpy9Px+XwjXqtbUnxa81ynao+tVR4blR0IBJJGw6fux1WrVo04I4DxpeqRRx4xnQEAgDHpySefTFqXCACAsYppyAEAAFAO2tra1NTUpNWrV2ecilw6PlLY5/MVZSpsu92ubdu2ye12KxgMZr2v1WrV2rVrh5wKvaurKz7ifKjnLtTrik193tbWltf22tvb46PR169fnzQdemdnZ/zfNpuNEdsABqlihBkAAAAAlLdYsb18+XLDSQAAAIDicrlccjqd6unp0bp16xQOhxWJRGS1WuV0OrVq1aqCrKmdjdVqVSAQUCgUktfrVTAY1M6dOxWJROKFbr45YqPRM22vvb29IKO0Y2Ij33MdrR3T1tYWH2Eem0J97dq1CgaDSSPXU6diBwBJskSj0ajpEAAAjEWbN2/W0qVLmYocADCm7du3T1arVQMDA4pEIpo0aZLpSAAAABhHOH8y/vj9frndbnV0dORdbCc+PhOn06lAIDCSiACKyOTP9YpRfTYAAAAAQEn53e9+p6NHj+qcc86h1AYAAAAwJI/HI6vVOqxSWzo+aj7TY2PTpQNAOhTbAAAAAFDGWF8bAAAAQD5GUmrHdHR0qLe3V06nU1arVXa7XV1dXert7ZXVai1MUADjTpXpAAAAAAAAcyi2AQAAAOSjt7e3INux2+1MOQ4gL4zYBgAAAIAydfToUT388MOSpGXLlhlOAwAAAAAAkBnFNgAAAACUqT/84Q/au3evbDabTjjhBNNxAAAAAAAAMqLYBgAAAIAyxTTkAAAAAABgrKDYBgAAAIAyRbENAAAAAADGCoptAAAAAChD0WiUYhsAAAAAAIwZFNsAAAAAUIaee+45/fOf/9TUqVO1ePFi03EAAAAAAACyotgGAAAAgDIUG629bNkyWSwWw2kAAAAAAACyo9gGAAAAgDLENOQAAAAAAGAsodgGAAAAgDL00EMPSaLYBgAAAAAAYwPFNgAAAACUmZdffllPP/206urqZLfbTccBAAAAAAAYEsU2AAAAAJSZhx9+WJJ03nnnqba21nAaAAAAAACAoVFsAwAAAECZYX1tAAAAAAAw1lBsAwAAAECZiRXby5cvN5wEAAAAAAAgNxTbAAAAAFBGDhw4oK1bt8pisWjp0qWm4wAAAAAAAOSEYhsAAAAAysiWLVt05MgRnXXWWZoyZYrpOAAAAAAAADmh2AYAAACAMsL62gAAAIAUDofV3Nwsj8czas8ZiUTU3d2t1tZWNTY2ymKxqLGxUQ6HQx6PR6FQaNjbDoVC8ng8am5ujm+7ublZbrdbfr9/RLlDoZDa29vlcDgKvu3hSN2Hzc3Nam9vz2n/hcNhWSyWgnzkeuzE3vfE/dfY2Ci32z2i9xwoR1WmAwAAAAAARg/FNgAAAMpdT0+P2tvbS+I5I5GIQqGQQqGQuru75XK5tHbtWlmt1py2G4lEtHr16rQFczgcVjgclt/vl81mk9frldPpzDlzrCwPBoNDbtvn88lut+e87eHItA/D4bB6enrU09Mjl8sln89X1Bz5yPa++/1++f3+kssMlDJGbAMAAABAmTh27JgefvhhSRTbAAAAKA+RSCRewLa3t6uxsbFkSu10/H6/Fi5cmPPo44ULF+Y0ajocDqu1tVXd3d0553A4HGlL7XTbdjgcRR297fF4ctqHfr9fzc3NikQiRcuSq/b29pwzOxyOksgMlDqKbQAAAAAoE0899ZR27dql+fPn68QTTzQdBwAAACiq2JTPsWmze3p6Rr08jE3jHdPW1qZAIKD+/n719/crEAiora0t6TGRSEQrVqzImjUSiai1tTXpPm1tbert7VU0GlU0GlVfX5+8Xm/S6G+PxzNkAe33++V2u+Ofx0Z79/X1JW07Nbfb7VY4HM667eHw+/1JhbzdblcgEMiYJRwOJ+VPZLPZ1NvbO+yPxFHpq1atypjZ4/Gop6cn/rnT6cyaORQKZcwM4D8otgEAAACgTDANOQAAAMpdsafLTrVixYr4vwOBQHw6cKvVKqvVKqfTGS+NbTZb/L6RSCRr0enxeJJK5Ni2E1+fzWZTW1ub+vv7k25fvXp1xtI8tRTu6OiIl7CJ+WJlt9frTXp8oUfDx6Zaj3E6nert7U2aUj1dlmAwmHF0ut1uH9ZHMBiMj6Tv6urKeCylPnfsYoZcMptYsxzD19PTE19zvbGx0XScskCxDQAAAABlgmIbAAAA5cTpdMrlcqmtrS1eHm/YsGHUnt/v98cL5I6OjqzrW8dGEidKLFITRSKRpNHAQ21bUtIazpFIROvXr097v8Sy3Ov1qqurK+t229rakgreYDBY0FHxnZ2dSdvLthZ1W1ubXC5X0mMLJRgMyuPxSDp+XHV0dGS8b+KFAXa7fVD5n6itrS3pvYs9B8YeppIfHRTbAAAAAFAmKLYBAABQTgKBgHw+n7xe76ARx6MhVqxardYhC+JM90tXiqaue53LKGmbzZZUQGcqiJ1OZ7xsTZ1qPJOWlpakzws5HXligd/V1ZU0rXo6a9eujf87EonktEb4UFJHz2cr11Onu8/lfU8ss8PhcE7rqwPlimIbGEPC4bA8Ho9aW1vV3NysxsbG+BQXDodDbrebqUoAAACQ1vPPP6+//e1vslqtOu2000zHAQAAAMa9WMG7Zs2anB+TOhI43cjq1OI418I+sYDOVj6nm2LchNTR34mjsTOxWq1JBX4hXofb7Y7nSF2zPFXi88Wmmh9K6n1KYd8DpWrYxXY4HFZzc3N87vh8PhobG9Xc3KzW1la1t7dTxKFkRSIRORyOpOO3ubl51K+YikQi8TK7u7tbwWBQ4XA4/ss0EokoFArJ7/cn/ZIFAAAAYmKjtZctW6aKCq5xBgAAAIotNno4l0I2Uepa26mGGrVcCPmMbk8tyQu1jnkgEEjKM5wCf6Qjtnt6euLbsNvtQ45iT+wO8tmHieX21q1b80wJlI9hn83o6uoa9nQSkUhE4XBYwWBQPT09crvdslgsam9vp5BDSenp6RlUYsdGTY+WSCSihQsX5vULeOfOnUVMBAAAgLHooYceksQ05AAAAMBocblc8nq9eU+BnloMDzVCO9euJrEwLVT5HOt6Cr1dKbmUzmcfOhyO+L8jkciwe6dIJJI0zXviNOeZ7p+oqakp5+dKfH1MRQ5kNuxiuxjFWU9PjxobGxnBjZKxY8eOtLePZnG8YsWKtL94bTab2tra1NXVJZfLNSpX6QEAAGDsYn1tAAAAYPTluk51otTzwamlrtPpTLotl3WcQ6FQUmGaz/To2aQOAivUdqXkwj6fYjt1ze/hjoBOfG1Op3PI0j61N8jnnH1zc3PS56NRbsdmgI3NztzY2KjW1takdc1ThUKhpBluc1nfPVFseVWLxZJ0AUIhM6Y+vrW1Nf6RqKenR62trUlLvra2tmbtKId6/Zlmss508UkkEonnSJwlu7m5WQ6HQx6PpyDrxI8nJTn/nNvtzvmgBMaz1D82Yux2u/r6+uT1etXR0SGfz6f+/v74H0n5XAkGAACA8a+/v19PPvmkampqBp3kAQAAAFBaEkuwTOVo4jrMPT09Wcu4SCQit9sd/9zlchVkZLXb7U56Xrvdnve069kkFvz5lMSp9x3OiO1wOJzUU+Vy8UAhz8sPd8bkXIRCITkcjvj7F3uuSCSiYDCo9vZ2NTY2pi1U7XZ70kUG6daAzyR1zfRspfhIMiaKzSgQ+4htu7GxUe3t7UmZYtt2u92DSvBi6O7uTsqR+J6Hw2GFQiF1d3fHy3dG8h9XlGI7EAiov79/0EdfX596e3vl8/nU1dWV9Qqb9vb2on7jAmNB4h8niTL9wPd6verr62P0NgAAAJI8/PDDkqQlS5aorq7OcBoAAAAAmcSWco1ZuXJl2vs5nc6kNajdbrfcbndSURcrxhobG+PbdLlc8vl8I8rW3d2t5ubmpFLbZrNpw4YNw9pupucartSCeTgzsCaeg89ltLY0skK9r68v6fNizRobDAblcDiGLEkjkYhaW1vT3i9x38TK4Fyk9h2Zju1CZMzE7/fL4XAM+d4Eg8G0S9JarVbZ7fb4R+p7nvi1xI9U3d3dGbefTiQSoff5t6IU201NTbJarYM+bDZb/Iqdjo4O9fX1Zb3KZTTXMQZKUaaLO7JdFJLvei2ASeFwOGmKFYvFMipXwwEAUG6YhhwAAAAYG1J7kWyjWp1Op3p7e+V0OiX9Z9rl2NTKsamMpeOFmdfrHVap3d3dHZ+qubm5WR6PJ+ncdSxHIYu31GJ36tSpw95WviV56rrh+XRViefn8xm8mXrfkRT72Z4j9dxrrKuLRqOKRqPyer1J72O6pVJTR+VnGqCXKvFCCKfTmfZ4KVTGTGIzF3R0dKi/vz++zcTvo5h0M0vbbDb19vbGP1KXGkj8WuJH4nERiUSSjqnYNqPR6KBMHR0d8ddK93Oc8anIOzo6Mk5N4ff7i/LNC4wVzFqA8a6rq2vQcZ44LQwAACgMim0AAACg9KVOf53LlOF2u12BQEAdHR0Z72Oz2bRt27Zhrfc9lNjI8VIaTZqaZceOHXk9PnFAps1mG1R4ZpP4foXD4ZzO8acb9Zxv5lykFsa9vb2DZldua2vTtm3b4vswEomos7Mz6XGxQawx2abBz3SfTBdsFCpjNh0dHerq6ko6TmLfR4mvK5/R6PlI3WZvb2/a73O73a6uri719/cnzc5Q7owX25K0atWqjF/bunXrKCYBSkuxphsBSkWmY5yLOgAAKJyDBw/qd7/7nSRp2bJlhtMAAAAAyCSx7LNarVq7du2Qj4mtRdzd3Z3xPuFwWAsXLkw7AnWkgsHgoGnJS00+AygjkUjSfso2Yj6d1PvnMto73X1GMkI9nZ6enqRzrl6vN+NFE6nHXrrjJvV1DvX+p47qTjfgtdAZMz0u20zSa9asSfq8GOepE7dps9lyuigkn4srxruSKLazDZ+n3AAAAACA4evt7dXhw4d1xhlnqLGx0XQcAAAAAGl4PJ6kkZwbNmwYsvDq6elJWos4NiV4bCrjxOVgI5GI2tvbh7UMYEdHR3ybsemSE6dhDofDcrvdeZfAxZJaZOczmjy1IM13lHvqetx+vz9r6dvT05O2lC30CPjEMtdutw/5ulwuV9KI6NR1rFPXx842HXnqyOdMz13ojOlkWtc78XkTFXtW6XA4zMzVeSr5Yruvr28UkwAAAADA+MI05AAAAEBp8/v9SSOuM01NnKinpyepSPb5fIOmUrbZbPG1hGO3B4PBYZXbiaxWq+x2u7xeb9IUyT09PSPedkxTU1NBtpOvdevWxf9tt9uHVTCnjrR3u93yeDxJBWbqxQCp73chX38kEkkaRJrrBQiJJXDq7MpWqzVpFHEwGMxY0K5fvz7p89g618XOmM5Qx2fqfi/GlPCp77XD4WBpzjyURLGdbbrlfKZbiEQi8vv9am9vV3NzsxobG2WxWGSxWNTc3KzW1lZ1d3cXbRR47IqQUCiU93PEHluIKzNi+8DhcCTtg8bGRjU3N8vtdqunp6ekrwIp9nsZCoXiV6c1NzfH909ra2tRpmMZC/K5MqgUjrFS+X4rpGAwKI/Hk3a/OhwOtba2yuPx5PV6Y1PnuN1uORyOQd9PsW23t7fndEXbcHDVGQAAZlFsAwAAAKXL7/cnFX25lNqx0dcxXV1daad2jrFarfL5fPHPg8Fg1qnL8+F0OpNG2gaDwYKcYx/JOtmpnVOuPVM4HE46R5ptGd1sYmsjJ+ru7h7Uc8RGcnd1dQ2aajrbgNB8pZam7e3t8RzZPhLfx3SDUFPL59QCOybx2EstxIudMVUh9+twOZ3OpBzhcFitra1qbGyMdyvMZp1FdJhcLldUUtqP3t7evLYVCAQybsvn8+W0jY6OjozbSPfhcrmi/f39Q27TarXGH2O1WqNerzfpPv39/dG2trak+yXe3+VyRfv6+jK+bqfTmTafzWaLdnV15fTaY7q6utLmyPbR1taWdT94vd6kbdpstmggEMg5k8/ni9pstqTHD3V8FOO9jOnt7Y3a7fYht2m1WqM+ny9jFrvdnvM+yFdfX1/Ubrfn/F7abLZBx2U0Ovh4yOX4tVqtWbMV4xiLGWvfb4WU+n2Wy4fdbk/7vsf4fL6cjvV02x3qe3Skx9ZwjqPY+5Tr74TR8sgjj0QlRR955BHTUQAASOvYsWPRxsbGqKToc889ZzoOAAAAylCpnT/p7+9POufU0dFhLIvP50s6x5Zrt9LW1pb0GnKV+LihzgXnI3WfFmrbqeeZc9Xb25v02GznURN1dXUlPS7TueZcpb5P6c53xt7z1HPXhZT6uobzkWn/J97H6XQO+nqu32/Fypjve5rvz4fUDilXfX19Q54jt1qtRnuLbEz+XC+JYjvbtoYqxPr7+5OK03w+rFZr1oM40+NiEn/pDPWRWgZne82JH7kUqP39/cMqsBL3Q6b3LFMRmIvUHwCxj0zfiMV8L6PRwb/Mct3ucN+X4RrOD/B0fygMdb/e3t60ry+dYh5j2fKW4vdbIfX392f8Hsv1I9NFDSPZppT95/hIj62R5LLZbIV9E0ao1P7HDACAVE8++WRUUvTEE0+MDgwMmI4DAACAMlRq509KpdhOLbXzKVETz72lKxNzec5051FHIvU8Z749UTrDfZ1er3dYrzPxHHihyvnUAUg2my3qcrkGZUrsRgp9njq1fHW5XHl/ZLo4ILW8T+30Ut+LTMd5sTKWarEde65cugubzTbiiywKzeTP9SoZ5vf749MtpEpc+D2dSCQih8ORcUi+y+XSkiVLtGPHDoVCoUFTGUQiEbW2tqadnmCoYf6p04MMpbW1Vf39/bJarXI4HDlP+RubMtvr9ab9eiQS0cKFCzNO8+tyuWSz2TR16lT19fVp/fr1g+4b2499fX2DpmFobW1NO7e/3+/POrWJpIzTjaSbZqKY76V0/P10OBwZs9rtdrW0tKi5uVl9fX0KBoPGpk8ezlQYqY/JlDt2eygUyro/Uh9TzGNMGjvfb4Xmdruzrp1hs9lktVoViUS0c+fOtO9BrmutWK1WrVy5Uq2trfH3YOvWrYPWdolZsWKFtm3bNuhncCGOLbvdPuxpz4eahgkAACRLnIbcYrEYTgMAAABASj7fabPZ1Nvbm/NazpFIJOkcXT7nk1PvGwqF0p6vHw673Z50rnPr1q0jPpfX0tIS32Yu6yfHpPYEue6jxHOWLS0tOT9fNi6Xa8guRUo+R16o504ndVr6kYpNnR2zfv16tbW1xT9PfC6bzZbTe1HojKUq9jpjy4kGAoG0fUGs30p3vr4cGSm2Y+sUeL3ejKWO1WrV2rVrs25n9erVaQsxu92uDRs2DHqD0xUu4XBYHo9n0HoH2YRCofgvHafTKbfbrZaWFoXDYXV2dmYsbHp6etTX1xf/ekdHh5YsWSKr1apQKCSPx5PxcZmKttWrV6ctmpxOp3w+36B94PV65Xa7015M4Ha71dvbm3Sby+VKm8vr9Q75w3jdunWDbrNarWl/mRX7vcy0byUpEAik/eXd3d2d9XHF4nK51Nvbq3A4nLHMdblcam1tlXS82MzlF2OiTNtN90Ox2MfYUErp+62Quru7M/786+jo0Jo1a9Ie952dnUn7Nt33U+rjurq61NHRMeh+drtdK1euVGNj46CvxX6ZpntcNrkcW729vfL7/dq5c2fGYj3xGI+x2WwF+0MbAIBywfraAAAAQGkZSak9lhRi0FhiWZ7P9hK7BqvVmlOZmnqeOfXcZDGlnktPXbt6pJqbm+P/LvRgPqfTGR+cJR3vB2LFdiQSSToHnu11FTNjqbNarero6Iifiw+Hw/L7/ers7Izvi0gkIo/HM2qD8kracId65zq173A+cpm2ONO00larNev05emm6E03pURfX1/WYf9S5vW/M01fHbvdbrenzZg6JUPiR7ppBrLtg6FkmlY63WvKND14NpmmIU+3xoHJ93Ko9XozTRM9WlNWZzqWhloTJNP+l5RxvzmdzkHbHa1jbCx8vxVapty5rJkRCATij8/09di+y+W1ZPp5nm7a70IdWzGZjpNc170xrdSm0gIAINWCBQuikqKPP/646SgAAAAoU6V2/sTkVOSJU4HbbLYhl2LNJDH/SKYiT3fOdbiZUs+lD3XuPRex85yxj1ynFB/OFOap5zYLOU37UBLPkRaje0g9/16I9yZR6nTcsWMo9Rx8tmOrWBlLeSryoaRbIrZUmPy5XqES09bWpm3btg05RUVnZ2fa29ONckzdfqrUq0aGEg6H1dHRkXGUbKZpImJXVqQbgSyln6I78TlTZboyI91rTLVmzZq0t6fbr5muosk0hbx0fLqJdNKN5iz2e5lpP1mt1rxHOo8HiSOVnU6n+vr61N/fr0AgMGifjtYxlk2pfL8VUk9PT9qrzmJXZg3F6XRq27ZtGd+flpaW+Mj/XK5GXLJkSdrb890P+RxbAACg+P7+97/rueee0+TJk3XGGWeYjgMAAACUtcSR2na7fUQjtRPPbebTbQQCgYzbiVmxYsWwlhFMnSq8EDMvxkYDx+QyWjUYDCade8119PNwpy8fKb/fn7S/M51XH4nUKcALPeo3dR/HjsnE6cRT38vRzjgWWa3WQcdDuY1mT6ckim2bzaaOjg719fXJ6/Xm9MM8U6k6VHmSaSrsfH5Q22y2rFOXZ8uf7fVlWys3XcGUqTzOZYqMTBcOhEKhQd8YmQrFdFONx6T7oWO1WtP+Miv2e5npF3u5T2kcCAQUCASy/oIerWMsm1L5fiuk1D8gY/JZO8VqtWb8HomtzZHrH8bZ7jecX5S5HFsAAKD4YtOQX3jhhaqsrDScBgAAAChfqaV2psE4uUotEru7u4d8TDgcTloLOVPRGAqF8i63U5cbHKrEzEfiOVC/3z/kudvEc8n5DG5LLeZH49xmJBLR6tWr4587nc6iDcZLHJQUDAazDlzMV2opHeuOEvdppiUsRytjsUydOjXp80IXz6nfR+Nx2YJ8FaXY7ujokNfrTfrI9s3o9XrV1dWV8w+KTD+4bDZbTm9quufZsmVLTs8tZS56Y7IVZitXrsz4tXwOyHA4nPEbJJdyLNu+TvcDPN39M/1QiUQiaX/ppSuSR+O9zPQLONMo1XLg8/mGLPZH8xjLphS+3wot08UWo7luS6Js+zBfuRxbAABgdLC+NgAAAGBeIUdqx7hcrqSBRR6PJ2sJGIlEBhWLmQYT2Ww2RSIRORyOpKIxk2AwOKhYzzZQKV+pM7tmK0i7u7uTzr3mM/o5dV3ukQoGg1kvDojt48Rz8MUcpdzW1pZ0zt7tdidd6JBJKBRSc3PzkBc6JF5sEQqFBg1wy2VGz2JnLIbUYyXduf9wOJx0fPn9fjkcjpzyJo56ZyDZcUUptletWqW2trakD5/Pl3Gn5zoVREymNzvXNzXd/fK5iiJxEft8WK3WgpVp2Q74XJ8j0/5Kt+1M5WK6X5aZRvmuWrUqp+fKli2X+yW+l9ne16Gmux+v7HZ7Tld9jfYxlkkpfL8VUiQSyXhcjtZVgKFQSH6/Xz09Perp6ck6+0I+cj22AADA6KDYBgAAAIqjvb1dDocj/pHpfF9iqW2z2bR27dp4yRUOh+MF4FAf6aTO2Oh2u+V2u5MKxXA4rO7ubjU2NiZtp6urK+P58cTiPfbY9vb2QVN8B4NBtbe3Dxqsk23b+ey7GKvVqrVr18Y/D4VCcjgcSQViOBxWe3t7UhFvt9tzWvYxJjHHSM/Txi4kcDgcam9vT/ueLFy4MKnsHI0ZMAOBQNIxE3v/Ut/b2Oj+2HsUDoe1c+fOrNtOLK7D4XDSOed8zhkXM2MxpA4C9Hg88UGDwWBQHo9Hzc3NSV1a7Hs/lr27u3vQbAShUEitra1JxT7n3o+rGs0n6+rqSns1TewbOdcfMpkOznA4nNMVROl+EeRzwBdydONwFfMbNHUtCel4KZ1uOpN169YN+mZKvIIkUbpvumK/lyZ+kJW6dBcYpDPax1gmpfD9VkjZ9muxini/369169YpFAoVdZr1XI8tAABQfLt27dLvf/97VVdXl/VMRQAAAChv7e3tQ84e2dPTk3aUZbbBerFiaiidnZ1Jj3E4HEM+Jp2+vr5BWWw2mzZs2KAVK1bECz+/3z/k9M0dHR1Zuxir1are3t6kkjw2QGYoQ21byn3fJXK5XGpra4tniJV+mcT2zXCN9Jx0Z2dn/D3JZd+N1iyY6Y6ZYDAYP/6tVmvGCw1yuQDB6XTGt5XYJ+UzuLWYGYvBbrcnZQqHw2kH661bty7+vZE463C2i1cSpVtvu1yNarHtcrmSDuxEHo9HLpcrpytSMh2csYJ8OEajPCvkcxTiGzRTiZaueEv95oxJ/SUZuwolVaYrSYr9XmbbT+OtMM1VriPVR/sYK7RSfX9H65drJBKRx+PJ+keT3W6PTy2UaXr0fJTrLAgAAJSiRx55RNFoVA6HQw0NDabjAAAAAEbkUqJmWlrTREmWL7vdrm3btsntdg95fi828jmXUZ82m029vb3q7u5OKmmz3d/r9Ra1nPV6vfER0Nk4nc5Bo9mHUuj3uqurK35BQDZ2uz3rBRTFEDtmVq9enbbfSXf/tWvX5nTuN91xGCu8SyVjMbS1tWXts2w2W9Jxu3btWjU1NeV0sYj0n+OkFGeoNaEoU5Fnk22NgFyv2tixY0eh4kg6/o2Vy+jgUlKIfZDvD+tM6xUn/qDKZxpyifeylJk4xspdocr4YDCohQsXpv3F6HQ6FQgE1N/fr97eXvl8vryXgwAAAKWPacgBAACA8mC1WhUIBNTb2xtfozhWgNlsNrlcLvl8PvX39+c9lXFHR4f6+/vl8/niAxPTbbuvr29URhy3tbWpv78/Pt15apbe3t5BU1nnInUgViEKRK/Xm/U9ib1nJtZNtlqt8vl86u3tVUdHR9K+tFqt8Wnce3t71dvbm3NhnG4d7Uy9kqmMxdDV1aWurq6k99jpdMbz9fX1Je0bq9Uqr9eraDQqn8+ntrY2OZ3OpGMh8fvL1HFSqkZ1xLZ0/M1InDIiUWw6gaF+AGZac7etrS1rcT6eTJ06tWjbzlSuud3utO9b4jQZ+UxDLhX/vcz2C6hcpynPtTw1cYyVg2Ifk9mm4Yn9AVos5fy+AgBQaii2AQAAgOPr9RZru+3t7erp6ZHVas14zq+3t7coz5+O3W4vWj/icrkKdl4x132XidVqzWnK83zYbDZFo9GCbS+mmO9JIdjt9oIXwoXejyPNmO+xYrVah/UahntMFvJ7q1yM+ohtSUlXLqTKZeRgpvKkmGvHlppCXDGUqUTLtG2n05n2a7FR2pmmM852oQLvZekycYyVg2zlbyFGuK9YsSLt7V6vl1+QAACUicOHD+vRRx+VJC1btsxwGgAAAGB8ip0LH+6I1HLGvgMwXEaKbavVqq6urrRfy2Vt5UxXZ5RTGZpt2oFc90OmEi3TKGop/S+aWKGdaQ0Pt9udcXvFfi8LsZ/KlaljbLzLVuqP9Jj0+/1p97nVak07DUxMuc5eAADAeBUKhXTw4EGdeuqpmjZtmuk4AAAAwLgUO5eX7fw30mPfARguI8W2dHyq6UylpsfjyTpyMXE9gkThcLhsyspso6AzFcyJQqHQsLad6ReNz+fLOKVGtquuRuO9zFTQjuY0MGORqWOsHGR6/Vu2bBnRdjN9z7S0tGR9HGuhAwAwvjANOQAAAFBciec+y/1cZ77YdwBGwlixLUlr167N+LXVq1dnfWymH3h+vz+vDJFIRO3t7WOy2Ml0YUAu64ZkKiatVmvWkbqZ9vv69evTbtNutw857XSx38tM0y9v3bo1r+2XIxPHWDnItAZ2LhcMxEQiEbW2tiate5/pe22oEdkjLdSLYSz+TAYAoFRQbAMAAADFFTuPx9J/+WPfARgJo8W23W7P+MPL7/dnLXkyTWXe2dmZcyESDAa1cOFC9fT0jMmSc82aNWlv9/v9WUc7RyIRdXZ2pv1atumKY9K9Z5n2eS5rphf7vVy1alXax4RCoayjiiORyJg8LgrJ1DE23mXaB5FIZMilGKTjx7vD4VAwGEyaeSDTyOxQKJTxeykSieR9EUkhZbrIoa+vL+3tiUU+AAAYLBqNUmwDAAAARRYbKJLp3DMyY98BGAmjxbaUfdR2tlLUZrOlLYcikYgcDkfWwjIUCsntdqu1tTVe9ozFKcxdLlfGUsjhcKQtq0KhkBwOR8aSK1ORmSifXzjZpiGPKfZ7abfbM44Kd7vdad/7cDicdT+VC1PH2HhntVrV0dGR9msej0cejyft14LBoFpbW9Xa2ho/bhNHY2caYS+lnwUjdpyb1NTUlPb29evXJx1DseOqvb3daBEPAECp+9Of/qQdO3Zo9uzZWrhwoek4AAAAwLjk8/kUjUYZdTwM7DsAI1FlOoDValVXV1faIiccDqu7uztjAeT1erV169ZBxWesrIkVmlOnTpV0fARgMBhMW2RmGh1Y6nw+X9piKhKJyO12J037HA6Hsxa1gUBgyGnDpdynCMllGvKYYr+XXq9Xzc3Ng24Ph8Nqbm6Wy+XSkiVLJB3fD/lMCT3emTjGykFXV5eCwWDaCze6u7vV3d0dL6qz7dfU2zP9PPX7/fFjferUqUnHud1uz3oBSTGlTqceE4lEtHDhQtlstkGvPxAI8IcvAAAZJI7WtlgshtMAAAAAAAAUzrCL7Uyj7KTMU8tm0tHRIa/Xm7ak9Hg8GYttSdqwYYPcbnfaInKoqaZjrFbroFHI2V7fUMVcpq+PpNDLlMdutysQCMjtdqctviKRSE77wOv1ZhzVnE5bW9uQUwLnOzK3WO+ldPyYDAQCGdc29vv9g0aB2mw2Wa3WtM+b7fgopKamprTv61DPn+1Yy/c4HI1jbKx8vxXahg0btGLFioz7L5f9mjpKO9vP09jFQolcLpfWrFmT88jtQh5bsee3Wq0jOrYAAMB/PPTQQ5KYhhwAAAAAAIw/w56K3OPxpC2w29rahlVuBAKBtNvLNrWudLxICQQC8nq9eRfqsdHi27ZtG/Q8samCU1+Ly+UasgBub29Pu71Ma0kn6urqGvScTqcz6+hEp9Opbdu2DWsEo9PpVF9fX97rHnu93nghlcpms6mjoyPvPMV6L2OcTmfG4yzdfXt7ezNOuz7UcVkowzkesj22ra0t730be85iHmNj6futkKxWq3p7e9O+9qHEjud0r7O3tzenn51er1c+ny/jfWMXd6Qq5LEV214u7Ha7fD6fvF7vsJ4HAIBywPraAAAAAABgvLJEo9Go6RCFFAwGFQgEFAqFFA6HtXPnTkUikfh0yU1NTbLb7Vq1atWolZOjKRKJaP369fF9EHv90vEiK/b6lyxZknX95FJQzPcyGAzGR7XGpjm2Wq1yOp1qb29PKlP9fn/S6FebzVbW0yCPp2Os1Pj9fgUCAW3dujVp+u3E/dra2iqn05nTfvX7/fFp/mPHeEtLi9xu96ALDcLhsILBYNJzrly5ctSmjg8Gg+rq6krKarPZ1NLSIofDkfNrHm2bN2/W0qVL9cgjj+iCCy4wHQcAUOb++c9/as6cOZo4caL6+/tVVWV85SkAAACA8ycAMM6Y/Lk+7optAABGC/9jBgAoJT6fTytXrlRra6sefPBB03EAAAAASZw/AYDxxuTP9WFPRQ4AAAAAKB1MQw4AAAAAAMYzim0AAAAAGAcotgEAAAAAwHhGsQ0AAAAAY9yePXv0+OOPq7KyUueff77pOAAAAAAAAAVHsQ0AAAAAY9zmzZs1MDAgu92uCRMmmI4DAAAAAABQcBTbAAAAADDGMQ05AAAAAAAY7yi2AQAAAGCMo9gGAAAAAADjHcU2AAAAAIxhR44c0ebNmyVJy5YtM5wGAAAAAACgOCi2AQAAAGAMe/zxx7V//36dfPLJmjlzpuk4AAAAAAAARUGxDQAAAABjGNOQAwAAAACAckCxDQAAAABjGMU2AAAAAAAoBxTbAAAAADBGRaNRim0AAAAAAFAWKLYBACMSCoXkdrvV3Nwsh8Oh7u7ugmzX4XDI7/cXZFsAAIxXzz77rF588UXNmDFDixYtMh0HAAAAAACgaKpMBwAAjF3d3d3yeDxJt4VCIa1bt04bNmyQ1Wod1nY9Ho9CoVABEgIAML4ljta2WCyG0wAAAAAAABQPI7YBAMPi9/sHldoxoVBIK1asGNZ2I5GIuru7ZbPZ5HK5RhIRAIBxj2nIAQAAAABAuaDYBgDkLRKJyO12xz93uVzq7+9XIBCI3xYKhYY1LXmsLO/q6hp5UAAAxjmKbQAAAAAAUC4otgEAeevs7Iz/22q1yufzyWq1yul0qq2tLe39chEOh9XT0yO73c5obQAAhrB9+3Y9++yzamho0DnnnGM6DgAAAAAAQFFRbAMYU2LTVLe2tqqxsVEWi0WNjY1yOBwFX5c5HA6rubk543TbxRIKhdTe3i6HwxF/jc3NzXK73fL7/SWx7Z6envi/V65cmfS1xP0ViUTy2m57e7skae3atTk/BgCAcrVp0yZJ0gUXXKDq6mrDaQAAAAAAAIqrynQAAMhVT09PvPhMFIlEFAqF4lNfu1wurV27VlarteDPVUyhUEgej0fBYHDQ18LhsMLhsPx+v2w2m3w+n+x2u5Fth8NhRSKR+Oetra1JX7fZbLJarfH7BAKBnEZfh0IhBYNBOZ3OvF4bAADlimnIAQAAAABAOWHENoAxIZ+i2e/3a+HChTmP3o5EIvFit729XY2NjaNeavv9fjkcjrTFc6pwOCyHw5HzSOhCbzt1v6a7gKClpSX+761bt+aUc/Xq1ZIkr9eb0/0BACh3FNsAAAAAAKCcUGwDKHmx6bNj2traFAgE1N/fr/7+fgUCgaR1naXjZfWKFSuSRhanE5vKPDYdd09Pz5CPKTS/3y+32x3/3Gazyev1qq+vT9FoVNFoVH19fYNeo9vtVjgcHvVtp97e1NQ06D6JZXcu+zMYDCoUCqmtrU02m23I+wMAUO727dunUCj0/9u7g91E0u0O4Mc3V1E2VypPr7KJNLDI4kpRBCOlZ934DWDmCRoW2YP6CSx4gEjgJ5iGNwCvIqUnug2LKItsXL2NEk27Flnmylm0IFQZbLDBYPv3k6xx2UVx+Ar3LP6c88Xvfve7ePv27aHLAQAAANg7wTZw9N69e7f4fjweR7/fj1qtFkmSRJIkUavVFmHtciiaZVku1N3UU47BTtM0V2O73V4EzcuvZR5IF7uZ7+os39e1f/vtt9zxqo7t5bD769eva2ssPle32733XAAg4l//9V/jz3/+c/z93/99/OEPfzh0OQAAAAB7J9gGjtpoNFp0/Lbb7ajVamvPLZVKMZ1Ocz+bdwKvU6vVol6vR7PZXITjl5eXO6l9E8vdz/1+/95gt9ls5oL3yWSytiN6X9d+8+bNndfZ1mAwiDRNo91uP2pfdAB4TYwhBwAAAF4bwTZw1M7PzyPiW1fwJt28q867a8/m8Xgcw+Ew+v3+QcZg12q1aDabi/9uYnn/6ojbo8H3fe1i+LzqnOWf3bemnU4nkiSJDx8+bFQjACDYBgAAAF4fwTZw1OYB6TahZ7vdzh1//PhxpzXt2qox4Md87WL4vaqreznYLp6/rNfrRZZl8eHDB93aALCh//3f/41Pnz5FhGAbAAAAeD0E28BRu7i4iIiIer2+1eOKe20fu206xYsd0vftCb7raxd/9qc//Sl3nGVZ7jrVanXlc2VZFufn55Ekya0PIwAA6/3bv/1b/M///E+Uy+X467/+60OXAwAAAPAkfn/oAgDuUq/Xo9/vbz0ivFKp5MLVNE2ffMz4PqRpGpPJZHF8X6i9r2s3m80YDAYR8W0f9OXx7/OfL5+7yvn5eWRZtrdudQB4qYwhBwDgOfr3f//3Q5cAwA4c8t9zwTZw9DbdH3pZsUv7JYTaEd/2o162y32pt7l2p9NZBNhpmkav14t2ux1pmuaus+7eZVkWvV4vSqXSg+4vALxm//zP/xwRgm0AAJ6X9+/fH7oEAJ45wTbwIi13a7+UvZsbjUaMRqPFcaVS2XpE+66uXSqVot1uR6/Xi4hvQfe8A3suSZJcJ/eyefitWxsAtnNzc6NjGwCAZ+WPf/xjfPr06dBlALBjf/zjH5/8OQXbwItT3OP5p59+OmA1D5dlWXz9+jVGo1H0+/3cayqVSnF5eXnQa3e73UjTdBGIF0Pty8vLlR8qSNM0BoNBVCqVqNVqD34NAPAapWka//mf/xlv3ryJv/3bvz10OQAAcK8//OEP8fbt20OXAcAL8LtDFwCwa8WR2q1W60CVPEyv14uTk5M4PT2NcrkcnU4nFzzXarWYTqcP6kTf9bWHw+GtPdDr9XpMp9O1e3TP78fFxcXW9QPAa7fcrX1ycnLgagAAAACejmAbeFHm3cBz9Xp9bcD6HNVqtRiPx3sZr/7Qazebzbi6uoqbm5u4ubmJ4XC4dk/z2WwWk8kkarXa2vsym82i0WhEuVyOarWau58A8NoZQw4AAAC8VoJt4EVZ7s5OkuTFdQVPJpMol8u5/bCfw7Xn3r9/HxHr99bu9XpRrVZjNBpFmqYxm82i1WpFtVrNjToHgNdKsA0AAAC8VoJt4MXodDoxmUwWx+v2eD527XZ70f18c3MT19fXMZ1Oo9lsRsS3rvRGo/GgEev7vPZ9JpNJzGazaDabKzu6R6PRrTHyc/MubgB4zf77v/87/uM//iP+6q/+6kVNpAEAAADYhGAbeBFGo1H0er3F8V17PD83SZJEpVKJfr8f4/F48fPBYBBnZ2dHe+2ieVje7XZv/S7LskU3d8S3EfLX19cxHA4XP5tMJnvtJgeAY/cv//IvERHxD//wD/GXf/mXB64GAAAA4Gn9/tAFADzWaDTKdfO+pFC7qFarRbfbXXQ2TyaTGAwGi47rY732YDCINE2j3W6v7KIfDAaLUeNJkiwC7Xq9HvV6fRFodzqdqNfrj65nXz5+/Bi9Xi/+/Oc/H7oUAF6g//qv/4oIY8gBAACA1+nk5ubm5tBFADzUcqidJElcXl4+OtTOsixOT08Xx+12e2WX8aEU60uSJK6vr4/62vNrfvnyZWWwXS6XI03TiIhoNpu5Pbhns1lUq9XF8TF9cOHXX3+NH3/8MT59+hRv376NVqsVg8Hg0GUB8MLN/78DAAAA8Jro2AaerWKoPZ1OV+7d/NIkSRK1Wm2xn3iWZTGbzXYS9u7j2r1eL7Isi263uzLUTtN0EWpHxK0R6MXn/uWXX44m2C76p3/6p/jHf/xHHdsA7M2bN2/ib/7mbw5dBgAAAMCTE2wDz9JyqF0qlWI6na4MTV+qSqWyCJ8jIj5//ryzsHeX186yLM7PzyNJkmi32yvPmc1mueNV97FSqSzOK55/TP7iL/4i/u7v/u7QZQAAAAAAwIvzu0MXALCt1x5qrzLfn/rYrn1+fr7o1l5nuVs7IuK77767dc5yJ37xfAAAAAAA4OUTbAPPyksLtR8aGhe7lleNYN/ntTeRZVn0er0olUrRbDbXnvfbb7/d+3zLYffXr18fVA8AAAAAAPB8CbaBZ2M51K5UKs8+1I6IePfu3YNGa3/+/Dl3XKvVnvTam+h0OhER0e/3H/R4AAAAAACAOcE28CwUQ+3Ly8tnH2pHfOuO3jaA7nQ6uW7sWq22ci32ee37pGkag8EgKpXKvcH4mzdvcserOrKXf7ZqVDkAAAAAAPCyCbaBo/cSO7XnSqVSZFkW1Wp10eF8l8lkEr1eL/ezdftX7/Pa95k/38XFxb3nFkePr9pDe/lnDx2NDgAAAAAAPF+/P3QBAHcp7ql9cXGRCzk33Ue6Uqnso7y1Wq1WbqT3ug7z6XQa33///WI/6sFgED/99FM0Go344YcfFo+ZTCYxHA5jMBjkHt/tdte+tn1e+y6z2SxGo1HU6/WNHl88Z9U9Xe46f+p7CQAAAAAAHN7Jzc3NzaGLAFinWq0+aJ/ooqurq5WdvsUAem75OZMkWfnY4XC4tnv47OwsJpPJ4vj6+nptl3maptFoNLZ+ne12+96O6n1ee535PVu35quUy+XFBxaazWZuX+7ZbBbVanVxPJ1Ojybc/vXXX+PHH3+MT58+xdu3bw9dDgAAAAAAvFhGkQOvWpqmMZvNbn0ty7Js5Tmbdovfp1QqxXQ6jW63u9GI9VKpFOPxeKPgeZ/XXmUymcRsNotms7nVyPBWq7X4/uPHj7nfnZ+f5+o7llAbAAAAAAB4OoJtgCPRbrfj+vo6hsNh1Ov1KJVKizC6VCpFvV6P4XAYV1dXUavVjubay+YB9bbBeLPZXNSTZVk0Go3IsixGo1GMRqPFeZvsFQ4AAAAAALw8RpEDsBPz/dAfOsZ8eT/1VWq1WozH48eUuHNGkQMAAAAAwNPQsQ3ATnQ6nUiS5MFjzOv1+trHViqVGA6HjykPAAAAAAB4xgTbAOzEY0LtuXa7HdPpNGq1WiRJEpVKJbrdbkyn0432CAcAAAAAAF6m3x+6AABehul0upPrVCqVoxs5DgAAAAAAHJaObQAAAAAAAACOmmAbAAAAAAAAgKMm2AYAAAAAAADgqAm2AQAAAAAAADhqgm0AAAAAAAAAjppgGwAAAAAAAICjJtgGAAAAAAAA4KgJtgEAAAAAAAA4aoJtAAAAAAAAAI6aYBsAAAAAAACAoybYBgAAAAAAAOCoCbYBAAAAAAAAOGqCbQAAAAAAAACOmmAbAAAAAAAAgKMm2AYAAAAAAADgqAm2X7nZbBatViuq1Wqcnp7GyclJlMvlaDQaMRqNnqyOLMui1+vl6jg9PY1GoxGz2ezex6dpGicnJzv56nQ6G9V8bGt3dnaWW7tqtRqdTmej9btL8drlcjlardajrrvvmgEAAAAAAHhZTm5ubm4OXQRPbzabRafTiclkcud5pVIphsNhVCqVvdUyGAyi1WrdeU69Xo/hcLj292maRrlc3kk97XY7ut3u2t8/t7WL+LZ+FxcXkSTJTq9933156HXn1962Znhqv/76a/z444/x6dOnePv27aHLAQAAAACAF0vH9is0Go2iWq3eG8xGfAuMq9Xq3jqQW63WRiHnvOYsy/ZSx6aOae02DYgjvtX9/fffb9wJ3el0Nr4v5XJ54/uyz5oBAAAAAAB4uQTbr8xoNIpGo7E4LpVK0e/34+rqKm5ubuLm5iaurq6i2WzmHtdoNCJN053W0ul0YjAYLI5rtVqMx+O1dcxms1zty0qlUkyn0wd/LXdV//zzzyuf45jWbj4Gfa7ZbMZ4PI7r6+u4vr6O8Xh8q44sy+Ldu3f3htCj0Sh6vd7iuFKp3Hlf0jRde1+eqmYAAAAAAABeNqPIX5HiuO77Rm4Xu2vnwfMuTCaTODs7Wxw3m83o9/sb1TEcDqNer++kjohve0jP99XudrvRbrdvnXNMaxcRcXp6ugh7x+Nx1Gq1leelaRpnZ2e5YP2uWrIsi++//35x7bvOLb7GdWu375o5PsvvjSRJ4vr6+sAV7Y9R5AAAAAAA8DR0bL8iy0Fhv9+/M5iN+BY2L3cyTyaTnXXOLnf4ViqVtaH2vI7lEHQeQu/CZDJZXK9Wq60NZo9p7Uaj0eJa7XZ7bUAc8f+d7Msmk8na8d7n5+e5Ou/aP7vZbOY+YHB+fn6Qmjluuu0BAAAAAIBdEGy/IrVabRESF0c+r/PDDz/kjncxUnswGOTCrvtC4oh8mJ2m6U5CzizLcgH7XSHusaxdxP8HyEmSbLR2q867qzt+rtvtRpIkd1774uJi8X2WZWv3Ht9nzQAAAAAAALx8gu1Xpt/vHzwgXH7+JEnu7N6dK56zi9fQaDQWAXu/3783xD2GtYv4/4D8w4cPGz+m2In+8ePHW+cUu8o3GfeeJEmuM33d+uyrZgAAAAAAAF4HwfYrVCqVNj632GW8HGI+1HK39Ta1LIfbnz9/flQNg8Fg0V1cqVQ27sI+9NpF/H+X9Lb7jC/Xvmo89PIe1qVSaePXutyZvq5je181AwAAAAAA8DoItlkrTdNcULmLYLYYTn733XcbP3Y55HzMKPIsy6LVai2Ol8dp78o+1m6uXq9Hv9/fKmRfVUMxeF+ud5trV6vVxfdZlq0MoPdVMwAAAAAAAK+DYJu1lve1jthujPQ6X79+zR3fN/57Wblczh0/NNxefl21Wm2nofOq54jYzdot27TDfFkxcC6GzMuh8TYBdHEv8XXd9PuoeR9Go1E0Go0ol8txcnISp6encXZ2ltt/vGg2m8XJycnia/mDE5s4PT1dPHb5gwK7rLH4+LOzs8XXssFgEGdnZ4ua5tcejUZrr3ff61/+3fLXug8qZFm2qGP+Gk9OTqJcLke1Wo1Op7N2OgAAAAAAAPAy/f7QBXCcGo1GLsiqVCpbj5FeZZsO7fukabp1KJ2maS7863a7O6tnbl9r91jLIeKqDxQsh8jbfOCgeO4uR4bfV/MuzWazeP/+/a0PTGRZFpPJJCaTSXQ6nRgOh7f2fK9UKlEqlRb1fvz4ceP92It7m98Vij+mxmXFiQLza7979+7W/Vu+dq1Wy42s34der3frgyFz8/WdzWbR6/UiSZK4vLzcy4dTAAAAAACA4yLYJiK+hVdfv36N0WgU/X7/Vvfu5eXlTp7nMSHo1dVV7rjY/b2J5dBwV93aT7V2j5FlWa6un3766dbvH6r4YYWH3JdV7qt5lyaTya3O5XU1nZ2dxXQ6vfXeabVai0B2HgbfFS7PFQPwda9zFzWuM+8Av888OC9+ICRJktxzpWmae09tWse6UDtJkpXv0SzL9v6BBwAAAAAA4DgYRf7K9Xq9xbjhcrkcnU4nFybWarWYTqc7DY+Wx0lvs2dy8dxtw9hil+q6rtBNHWLtHqr4WotdwcUw+s2bNw9+rl11bN9X866kaXorMG6323F1dRU3Nzdxc3MT/X4/dx9XdTYXu/I37dhe7u6v1Wor3y+7qnGdeajdbrfj+vp6cc3pdHornF817rxUKsV0Ol18FcfOL/9u+Wv534Isy3L3fH7Nm5ubWzW12+3Fa32K8fQAAAAAAMDhCbZZaz52eNfBbLGzc5Nwe94Bu+y3337b6nmXu0xLpdJG3bQPta+1e4ji+PV6vb7T0c3F17jtfVll3zUvKwbG0+k0ut1uLjBtNpvx5cuXxWvNsizOz89zjyuVSrka79qTet0568L7XdV4l3a7Hd1uN3c/K5VKjMfj3Ota9be4C8Vrrus4r1Qq0e124/r6eu9j0QEAAAAAgOMh2GatyWQS5XJ5o4BuG8XwbpPO6VXnbNNVnGVZLijdV/fv3L7W7iGWX2uSJHFxcbHX59tFx/ZT1TwYDHIfrOj3+2sD9GIdqzqXi++r++5/sat71V7su65x3ePu2m/+w4cPueNtJi1sqjjCf5MPhezzwykAAAAAAMBxEWy/cu12ezHidz7yd3mUcJqm0Wg0dhoEF/e2Ho1GdwaAg8FgZUC3TTd08fHFUckPcYi121an08l1wl5eXu68i7wYZD/2+k9R89xymFupVO59X9Tr9VxH9Gw2y/2+uD/2XePIi53P65571zWuct/+5cUgfVfj5tcp7tENAAAAAAAg2CYnSZKoVCrR7/dzY34Hg8GtcciPUezAbTQa0el0cmFWMRguhmvffffdxs/3yy+/LL6vVCp7CUqfau02NRqNotfrLY7XjXaO2G4t92mbmh8ry7Jcl/CmH0BYDoE/f/6c+12SJLku4slksjag/fjxY+54vs/1vmtc5b73Z/H9sYtx80XF+1ytVvcy8hwAAAAAAHieBNusVavVct2ik8lk49HG95nvk7us1+vF6elpnJycxMnJSW6Ud7fbvTV2eHl/4bukaZrrWv35558fWf399rl2mxiNRrmg9L6A+DH7ZH/9+jV3vM2I+GXb1vxYxdC01Wot3nt3fS3fx6urq1vXLYbPxQB7bjgcLr4vBuL7rrFo07+lfarVark60jSNs7OzOD09jUajcWskOwAAAAAA8LoItrlTcezxJvthb6rdbt87VrlUKsV0Oo12u31rpPKmoWdxzPmqfYz3YZ9rd5flgDhJkgcFxNuMgd7FKPJd1LytXYSkq9ap+P5aDrCXH7fJGPJ91Vi0r1Hv2xqPx7dqybIsRqNRtFqtKJfLcXp6muvqBwAAAAAAXoffH7oAjtu8k3Qews337N1V6Njv9+Ps7CzOz88XwXWpVIpKpRKtVivXxboc8m3z/MtjyJMkebLu1H2v3SqrAuJNX2+SJIsQdJtAtTjqetv1fUzNj1HsSn/IBx6q1erKnzebzUXX9Hwc+XJgW+ziXjdifJ81HqNSqRRfvnyJ9+/f3/pAylyWZdHpdBYj/4+h2xwAAAAAANg/wTb3qlQque7Sz58/7zScrdfrGwV2y2HrDz/8sPH1lzu9t3ncLux77ZYtB8TzTvdtOnF/+OGHRa2b7Ms8Vxx1vU3Q+NiadyVJkpWd1Q81H5099/Hjx1xX9vJzlUqljdZs1zUeq/nrzLIsBoNBjMfjlXttp2ka1Wo1vnz5cjQd5wAAAAAAwP4YRc7WthlTvSvF7s11Ha5FxfHlZ2dnO6vpIfa1drsIiJcD923qXP7AwTYd8YcOtcvl8uL7Xd+XWq2Wey39fj/3XMtB7V3v5X3WeOySJIl2ux3j8Thubm7i6uoqut1ubl3n3dsAAAAAAMDLJ9h+RR4ajBXD4UOM/j0/P198X6lUNu56LnZ6PrRb+pjXblcBcTH0X9Ulu8ryeZt2xB861I6I3Jj7eU27tNyhPZvNFu+h4hjyu/aZ33eNz0mpVIp2ux1fvnzJ/R0vd8YDAAAAAAAvl2D7FXn37t2toHUTxbHUxbBt30ajUa7uDx8+bPzYx4zJXnasa7ccEFcqlUcFxHd1Ga8z3z96bpNO+l3W/BjFEeCbvN5tFNdi/gGA5XHixTV/6hqfoyRJbv0b8Nq62QEAAAAA4DUSbL8is9ls64C20+nkQqP7grhdy7Is3r9/n3v+TfbjnisGyw8Nto9x7YoB8eXl5aOvv9w9PBqNcmPGV+l2u4vvkyS5997so+bHWB5jPZlMdtoRXQylf/nll4jIvyfna3GoGvflzZs3ueNdB8/F94w9tgEAAAAA4OUTbL8ipVIpsiyLarW60b60k8kker1e7mfLQeZjTSaTO4Piea3Lodi2HavF/Z8f6tjWbl9dzx8+fMhd567gtdfr5caQ39dJfyyd2suazWYufG40GhuNtp7NZlEul+/9oMNy1/ZsNsuNJJ8//6Fr3IfifV011j5N09zf52g0imq1ulG9y13vh9gaAQAAAAAAeHqC7VdkOUjs9XpxenoarVbr1jjpyWQSrVbr1p7L3W73zj2qW61WVKvVxdddXZpZlkWj0YhqtRqtVisX+KVpGr1eL77//vtc8DUej7cOsZZreEwAdkxrV9yf+uLiYhESpmm6CFDv+1olSZK4uLhYHM9ms6hWq7lgMk3TaLVauYC/UqlEu90+SM2PNR6Pc0Hs/P4V722apjEYDBb3KE3T+Pr1653XXg6u0zRddG1HxFaTB/ZZ4z4U91rvdDqRpmlkWRaTySQ6nU6Uy+Vc9/n8fTCvvdfr3ZoaMJvN4uzsLBfsb7OOAAAAAADA83Vyc3Nzc+gieDppmkaj0dg6JGy32/d2HM+Dtrnr6+u1HbmdTudWR/NdhsPhgwKsk5OTxfe1Wi3G4/HW15g7lrXbtKv1PldXV2vD/lartVFXcMS3oPq+7uunqPkx5qPmV32gIEmStR802OR9Wby3c+PxeKs913dZY6/Xy30w4b51zbIsTk9PF8ebvKdPT0/vHUE+79yP+NaJvu2Y9SRJ4suXLwft/P/111/jxx9/jE+fPsXbt28PVgcAAAAAALx0OrZfmXkI2e12NwqDSqVSjMfjnY7RjvjWwbzJGOZKpRJXV1cPCrV3va/vsazdU+j3+xuNfa/VakcxUvyxKpVKfPnyZeX7bNX7aB7IbvK+XDXOPUmSrULtfde4D/f9fZdKpdyo9ouLi43+TZg7lnH2AAAAAADA0xBsv1Ltdjuur68X3ZylUmkREJVKpajX6zEcDuPq6mrrAG5T/X4/ptPpYg/h4vOPx+OYTqcP7tAtjmDeVQB2DGv3FJrNZlxfXy/GqBdf43Q6vTUi+zlLkiSGw2FMp9Not9u515wkyWLc+nQ6jel0eudo+WWrwtqffvrpqGrch263m/sQSKlUilqttqjv6uoqtzZJkkS/34+bm5sYDofRbDajVqvl/v6X/74e828DAAAAAADw/BhFzk7NR1gnSRLX19eHLudZsXbw/BhFDgAAAAAAT0PHNjs130v4oR2pr5m1AwAAAAAAgNUE2+xUmqYRsXpfYe5m7QAAAAAAAGA1wTY7M5vNFt8/572lD8HaAQAAAAAAwHqCbXZmPkq7Xq8fuJLnx9oBAAAAAADAeoJtduZPf/pTRET8/PPPB67k+bF2AAAAAAAAsN7vD10AL8dwODx0Cc+WtQMAAAAAAID1dGwDAAAAAAAAcNQE2wAAAAAAAAAcNcE2AAAAAAAAAEdNsA0AAAAAAADAURNsAwAAAAAAAHDUBNsAAAAAAAAAHDXBNgAAAAAAAABHTbANAAAAAAAAwFETbAMAAAAAAABw1ATbAAAAAAAAABw1wTYAAAAAAAAAR02wDQAAAAAAAMBRE2wDAAAAAAAAcNQE2wAAAAAAAAAcNcE2AAAAAAAAAEdNsA0AAAAAAADAUfs/xsbn382k2vQAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 1152x648 with 1 Axes>"
       ]
      },
      "metadata": {
       "image/png": {
-       "height": 613,
-       "width": 981
+       "height": 612,
+       "width": 987
       }
      },
      "output_type": "display_data"
@@ -378,8 +371,8 @@
     "# ax.set_title(\"Logged user events\")\n",
     "plt.tight_layout()\n",
     "\n",
-    "# fig.savefig(EXPORT_DIR+'percentage-of-events.png',dpi=300)\n",
-    "# fig.savefig(EXPORT_DIR+'percentage-of-events.pdf')\n",
+    "fig.savefig(EXPORT_DIR+'5m-percentage-of-events.png',dpi=300)\n",
+    "fig.savefig(EXPORT_DIR+'5m-percentage-of-events.pdf')\n",
     "plt.show()"
    ]
   },
@@ -894,7 +887,6 @@
        "      <th></th>\n",
        "      <th>event_time</th>\n",
        "      <th>product_id</th>\n",
-       "      <th>price</th>\n",
        "      <th>user_id</th>\n",
        "    </tr>\n",
        "  </thead>\n",
@@ -903,21 +895,18 @@
        "      <th>4264716</th>\n",
        "      <td>2020-01-31 23:58:26+00:00</td>\n",
        "      <td>5867185</td>\n",
-       "      <td>5867185.0</td>\n",
        "      <td>604470329</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4264717</th>\n",
        "      <td>2020-01-31 23:58:26+00:00</td>\n",
        "      <td>5877766</td>\n",
-       "      <td>5877766.0</td>\n",
        "      <td>604470329</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4264718</th>\n",
        "      <td>2020-01-31 23:58:26+00:00</td>\n",
        "      <td>5905704</td>\n",
-       "      <td>5905704.0</td>\n",
        "      <td>604470329</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -925,10 +914,10 @@
        "</div>"
       ],
       "text/plain": [
-       "                       event_time  product_id      price    user_id\n",
-       "4264716 2020-01-31 23:58:26+00:00     5867185  5867185.0  604470329\n",
-       "4264717 2020-01-31 23:58:26+00:00     5877766  5877766.0  604470329\n",
-       "4264718 2020-01-31 23:58:26+00:00     5905704  5905704.0  604470329"
+       "                       event_time  product_id    user_id\n",
+       "4264716 2020-01-31 23:58:26+00:00     5867185  604470329\n",
+       "4264717 2020-01-31 23:58:26+00:00     5877766  604470329\n",
+       "4264718 2020-01-31 23:58:26+00:00     5905704  604470329"
       ]
      },
      "execution_count": 22,
@@ -945,27 +934,51 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total number of visitors in the observed data-range: 18,190,679\n"
+     ]
+    }
+   ],
    "source": [
     "print(f'Total number of visitors in the observed data-range: {daily_visitors.sum().item():,}')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total number of unique visitors in the observed data-range: 1,639,358\n"
+     ]
+    }
+   ],
    "source": [
     "print(f'Total number of unique visitors in the observed data-range: {len(df.user_id.unique()):,}')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of events with missing user_id: 0\n"
+     ]
+    }
+   ],
    "source": [
     "print(f\"Number of events with missing user_id: {len(df[df.user_id.isnull()])}\")"
    ]
@@ -979,7 +992,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -988,7 +1001,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1000,7 +1013,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1012,21 +1025,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "view_cart          1445354\n",
-       "cart_remove        2101411\n",
-       "cart_purchase      1126468\n",
-       "view_purchase       484433\n",
-       "remove_purchase     174325\n",
+       "view_cart          1526194\n",
+       "cart_remove        2104855\n",
+       "cart_purchase      1129944\n",
+       "view_purchase       486204\n",
+       "remove_purchase     174408\n",
        "dtype: int64"
       ]
      },
-     "execution_count": 69,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1042,14 +1055,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Chance for a viewed item to be added to cart: 0.14966\n"
+      "Chance for a viewed item to be added to cart: 0.15803\n"
      ]
     }
    ],
@@ -1059,14 +1072,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Chance for an item in cart to be removed from it: 0.36430\n"
+      "Chance for an item in cart to be removed from it: 0.36490\n"
      ]
     }
    ],
@@ -1076,14 +1089,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Chance for an item in cart to be purchased: 0.19528\n"
+      "Chance for an item in cart to be purchased: 0.19589\n"
      ]
     }
    ],
@@ -1093,14 +1106,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Chance for an item in cart be abandoned: 0.44041\n"
+      "Chance for an item in cart be abandoned: 0.43921\n"
      ]
     }
    ],
@@ -1110,14 +1123,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Chance for a viewed item to be purchased: 0.05016\n"
+      "Chance for a viewed item to be purchased: 0.05034\n"
      ]
     }
    ],
@@ -1127,14 +1140,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Chance for an item removed from cart to be purchased: 0.04380\n"
+      "Chance for an item removed from cart to be purchased: 0.04382\n"
      ]
     }
    ],
@@ -1144,7 +1157,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1158,20 +1171,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "view_to_purchase        0.050160\n",
-       "cart_to_purchase        0.195285\n",
-       "remove_to_purchase      0.043804\n",
+       "view_to_purchase        0.050343\n",
+       "cart_to_purchase        0.195887\n",
+       "remove_to_purchase      0.043825\n",
        "purchase_to_purchase    1.000000\n",
        "dtype: float64"
       ]
      },
-     "execution_count": 77,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1182,7 +1195,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1198,7 +1211,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1211,7 +1224,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -1219,9 +1232,9 @@
      "output_type": "stream",
      "text": [
       "0\n",
-      "view_to_purchase        0.050160\n",
-      "cart_to_purchase        0.195285\n",
-      "remove_to_purchase      0.043804\n",
+      "view_to_purchase        0.050343\n",
+      "cart_to_purchase        0.195887\n",
+      "remove_to_purchase      0.043825\n",
       "purchase_to_purchase    1.000000\n",
       "Name: 1, dtype: float32\n"
      ]
@@ -1233,7 +1246,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1249,14 +1262,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall time: 11 s\n"
+      "Wall time: 11.2 s\n"
      ]
     }
    ],
@@ -1270,7 +1283,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
@@ -1388,7 +1401,7 @@
        "[20692840 rows x 3 columns]"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1399,7 +1412,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
@@ -1408,7 +1421,7 @@
        "(20692840, 3)"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1420,7 +1433,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
@@ -1437,7 +1450,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
@@ -1456,7 +1469,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1466,7 +1479,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
@@ -1483,7 +1496,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(18623728, 3)"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
@@ -1506,7 +1539,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
@@ -1536,7 +1569,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1547,7 +1580,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1576,7 +1609,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
@@ -1584,46 +1617,46 @@
      "output_type": "stream",
      "text": [
       "   Event |   User | Product | Event | Previous |   \u001b[1mNew UX\u001b[0m\n",
-      "       0 |      0 |       0 |  remo |  0.00000 | \u001b[1m 0.04378\u001b[0m\n",
-      "  500000 |  30551 |      27 |  view |  0.00000 | \u001b[1m 0.05012\u001b[0m\n",
-      " 1000000 |  52259 |    8585 |  cart |  0.00000 | \u001b[1m 0.19284\u001b[0m\n",
-      " 1500000 |  69639 |     198 |  view |  0.00000 | \u001b[1m 0.05012\u001b[0m\n",
-      " 2000000 |  27028 |    1020 |  cart |  0.60878 | \u001b[1m 0.66630\u001b[0m\n",
-      " 2500000 |  88038 |     783 |  cart |  0.00000 | \u001b[1m 0.19284\u001b[0m\n",
-      " 3000000 | 118871 |    3650 |  view |  0.00000 | \u001b[1m 0.05012\u001b[0m\n",
-      " 3500000 |  46808 |    3194 |  remo |  0.19284 | \u001b[1m 0.23232\u001b[0m\n",
-      " 4000000 | 148903 |   15473 |  remo |  0.09994 | \u001b[1m 0.14276\u001b[0m\n",
-      " 4500000 | 144370 |   26734 |  cart |  0.00000 | \u001b[1m 0.19284\u001b[0m\n",
-      " 5000000 |  28150 |   39026 |  view |  0.00000 | \u001b[1m 0.05012\u001b[0m\n",
-      " 5500000 | 181196 |    3098 |  view |  0.00000 | \u001b[1m 0.05012\u001b[0m\n",
-      " 6000000 |  25948 |    2814 |  remo |  0.00000 | \u001b[1m 0.04378\u001b[0m\n",
-      " 6500000 |   7498 |    7657 |  remo |  0.39148 | \u001b[1m 0.40973\u001b[0m\n",
-      " 7000000 |  27219 |    9803 |  view |  0.00000 | \u001b[1m 0.05012\u001b[0m\n",
-      " 7500000 | 145332 |    1127 |  cart |  0.00000 | \u001b[1m 0.19284\u001b[0m\n",
-      " 8000000 | 217890 |   17834 |  remo |  0.23833 | \u001b[1m 0.27488\u001b[0m\n",
-      " 8500000 |  53899 |   18389 |  cart |  0.00000 | \u001b[1m 0.19284\u001b[0m\n",
-      " 9000000 | 109026 |    9040 |  cart |  0.05012 | \u001b[1m 0.24059\u001b[0m\n",
-      " 9500000 | 249325 |    1247 |  view |  0.00000 | \u001b[1m 0.05012\u001b[0m\n",
-      "10000000 | 256596 |    3513 |  purc |  0.39148 | \u001b[1m 0.88350\u001b[0m\n",
-      "10500000 | 135622 |   17401 |  cart |  0.09365 | \u001b[1m 0.28115\u001b[0m\n",
-      "11000000 | 124986 |    9148 |  remo |  0.74288 | \u001b[1m 0.65653\u001b[0m\n",
-      "11500000 | 284544 |    6878 |  remo |  0.19284 | \u001b[1m 0.23232\u001b[0m\n",
-      "12000000 | 104971 |     377 |  cart |  0.00000 | \u001b[1m 0.19284\u001b[0m\n",
-      "12500000 | 308450 |    2316 |  cart |  0.00000 | \u001b[1m 0.19284\u001b[0m\n",
-      "13000000 | 229845 |   10535 |  view |  0.00000 | \u001b[1m 0.05012\u001b[0m\n",
-      "13500000 |  38585 |   23475 |  view |  0.09994 | \u001b[1m 0.14898\u001b[0m\n",
-      "14000000 | 335812 |    2976 |  view |  0.00000 | \u001b[1m 0.05012\u001b[0m\n",
-      "14500000 | 333769 |   41101 |  view |  0.32120 | \u001b[1m 0.35518\u001b[0m\n",
-      "15000000 |  34266 |   31021 |  remo |  0.23833 | \u001b[1m 0.27488\u001b[0m\n",
-      "15500000 | 358749 |   10244 |  purc |  0.41022 | \u001b[1m 0.88754\u001b[0m\n",
-      "16000000 |  89417 |     735 |  view |  0.00000 | \u001b[1m 0.05012\u001b[0m\n",
-      "16500000 |  53947 |   16554 |  view |  0.00000 | \u001b[1m 0.05012\u001b[0m\n",
-      "17000000 |   2912 |     575 |  cart |  0.61714 | \u001b[1m 0.67093\u001b[0m\n",
-      "17500000 |  40903 |   23547 |  cart |  0.19284 | \u001b[1m 0.36974\u001b[0m\n",
-      "18000000 | 309765 |    8565 |  view |  0.50210 | \u001b[1m 0.50221\u001b[0m\n",
-      "18500000 | 283320 |    7869 |  remo |  0.23232 | \u001b[1m 0.26932\u001b[0m\n",
-      "18623727 | 269072 |    1655 |  remo |  0.27697 | \u001b[1m 0.31021\u001b[0m\n",
-      "Wall time: 7min 13s\n"
+      "       0 |      0 |       0 |  remo |  0.00000 | \u001b[1m 0.04380\u001b[0m\n",
+      "  500000 |  30551 |      27 |  view |  0.00000 | \u001b[1m 0.05030\u001b[0m\n",
+      " 1000000 |  52259 |    8585 |  cart |  0.00000 | \u001b[1m 0.19342\u001b[0m\n",
+      " 1500000 |  69639 |     198 |  view |  0.00000 | \u001b[1m 0.05030\u001b[0m\n",
+      " 2000000 |  27028 |    1020 |  cart |  0.60991 | \u001b[1m 0.66727\u001b[0m\n",
+      " 2500000 |  88038 |     783 |  cart |  0.00000 | \u001b[1m 0.19342\u001b[0m\n",
+      " 3000000 | 118871 |    3650 |  view |  0.00000 | \u001b[1m 0.05030\u001b[0m\n",
+      " 3500000 |  46808 |    3194 |  remo |  0.19342 | \u001b[1m 0.23289\u001b[0m\n",
+      " 4000000 | 148903 |   15473 |  remo |  0.10031 | \u001b[1m 0.14314\u001b[0m\n",
+      " 4500000 | 144370 |   26734 |  cart |  0.00000 | \u001b[1m 0.19342\u001b[0m\n",
+      " 5000000 |  28150 |   39026 |  view |  0.00000 | \u001b[1m 0.05030\u001b[0m\n",
+      " 5500000 | 181196 |    3098 |  view |  0.00000 | \u001b[1m 0.05030\u001b[0m\n",
+      " 6000000 |  25948 |    2814 |  remo |  0.00000 | \u001b[1m 0.04380\u001b[0m\n",
+      " 6500000 |   7498 |    7657 |  remo |  0.39236 | \u001b[1m 0.41048\u001b[0m\n",
+      " 7000000 |  27219 |    9803 |  view |  0.00000 | \u001b[1m 0.05030\u001b[0m\n",
+      " 7500000 | 145332 |    1127 |  cart |  0.00000 | \u001b[1m 0.19342\u001b[0m\n",
+      " 8000000 | 217890 |   17834 |  remo |  0.23905 | \u001b[1m 0.27556\u001b[0m\n",
+      " 8500000 |  53899 |   18389 |  cart |  0.00000 | \u001b[1m 0.19342\u001b[0m\n",
+      " 9000000 | 109026 |    9040 |  cart |  0.05030 | \u001b[1m 0.24133\u001b[0m\n",
+      " 9500000 | 249325 |    1247 |  view |  0.00000 | \u001b[1m 0.05030\u001b[0m\n",
+      "10000000 | 256596 |    3513 |  purc |  0.39236 | \u001b[1m 0.88369\u001b[0m\n",
+      "10500000 | 135622 |   17401 |  cart |  0.09385 | \u001b[1m 0.28189\u001b[0m\n",
+      "11000000 | 124986 |    9148 |  remo |  0.74315 | \u001b[1m 0.65669\u001b[0m\n",
+      "11500000 | 284544 |    6878 |  remo |  0.19342 | \u001b[1m 0.23289\u001b[0m\n",
+      "12000000 | 104971 |     377 |  cart |  0.00000 | \u001b[1m 0.19342\u001b[0m\n",
+      "12500000 | 308450 |    2316 |  cart |  0.00000 | \u001b[1m 0.19342\u001b[0m\n",
+      "13000000 | 229845 |   10535 |  view |  0.00000 | \u001b[1m 0.05030\u001b[0m\n",
+      "13500000 |  38585 |   23475 |  view |  0.10031 | \u001b[1m 0.14952\u001b[0m\n",
+      "14000000 | 335812 |    2976 |  view |  0.00000 | \u001b[1m 0.05030\u001b[0m\n",
+      "14500000 | 333769 |   41101 |  view |  0.32213 | \u001b[1m 0.35615\u001b[0m\n",
+      "15000000 |  34266 |   31021 |  remo |  0.23905 | \u001b[1m 0.27556\u001b[0m\n",
+      "15500000 | 358749 |   10244 |  purc |  0.41134 | \u001b[1m 0.88778\u001b[0m\n",
+      "16000000 |  89417 |     735 |  view |  0.00000 | \u001b[1m 0.05030\u001b[0m\n",
+      "16500000 |  53947 |   16554 |  view |  0.00000 | \u001b[1m 0.05030\u001b[0m\n",
+      "17000000 |   2912 |     575 |  cart |  0.61732 | \u001b[1m 0.67136\u001b[0m\n",
+      "17500000 |  40903 |   23547 |  cart |  0.19342 | \u001b[1m 0.37076\u001b[0m\n",
+      "18000000 | 309765 |    8565 |  view |  0.50265 | \u001b[1m 0.50276\u001b[0m\n",
+      "18500000 | 283320 |    7869 |  remo |  0.23289 | \u001b[1m 0.26986\u001b[0m\n",
+      "18623727 | 269072 |    1655 |  remo |  0.27767 | \u001b[1m 0.31086\u001b[0m\n",
+      "Wall time: 7min 48s\n"
      ]
     }
    ],
@@ -1634,14 +1667,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Elapsed time: 434.08 seconds\n"
+      "Elapsed time: 469.37 seconds\n"
      ]
     }
    ],
@@ -1658,7 +1691,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1670,7 +1703,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
@@ -1689,7 +1722,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
@@ -1707,14 +1740,34 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(396046, 53619)"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "uxm.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall time: 1min 9s\n"
+      "Wall time: 1min 12s\n"
      ]
     }
    ],
@@ -1727,14 +1780,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall time: 1min 23s\n"
+      "Wall time: 1min 29s\n"
      ]
     }
    ],
@@ -1753,16 +1806,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Number of train data values: 5,979,784 (69.99%)\n",
-      "Number of validation data values: 1,280,698 (14.99%)\n",
-      "Number of test data values: 1,282,846 (15.02%)\n"
+      "Number of train data values: 5,980,369 (70.00%)\n",
+      "Number of validation data values: 1,280,614 (14.99%)\n",
+      "Number of test data values: 1,282,345 (15.01%)\n"
      ]
     }
    ],
@@ -1778,23 +1831,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[92mSparse matrix saved to: ./data/uxm-5m.npz\u001b[0m\n"
+     ]
+    }
+   ],
+   "source": [
+    "save_to_npz(uxm,DATA_DIR+r'uxm-5m.npz')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\u001b[92mSparse matrix saved to: ./data/uxm.npz\u001b[0m\n",
-      "\u001b[92mSparse matrix saved to: ./data/uxm_train.npz\u001b[0m\n",
-      "\u001b[92mSparse matrix saved to: ./data/uxm_val.npz\u001b[0m\n",
-      "\u001b[92mSparse matrix saved to: ./data/uxm_test.npz\u001b[0m\n"
+      "\u001b[92mSparse matrix saved to: ./data/uxm_train-5m.npz\u001b[0m\n"
      ]
     }
    ],
    "source": [
-    "# save_to_npz(uxm,ALL_DATA_PATH)\n",
-    "# save_to_npz(uxm_train,TRAIN_DATA_PATH)\n",
+    "save_to_npz(uxm_train,DATA_DIR+r'uxm_train-5m.npz')\n",
     "# save_to_npz(uxm_val,VAL_DATA_PATH)\n",
     "# save_to_npz(uxm_test,TEST_DATA_PATH)"
    ]
diff --git a/eda-fe-rees46-purchase.ipynb b/eda-fe-rees46-purchase.ipynb
index 6e58211..f9e446b 100644
--- a/eda-fe-rees46-purchase.ipynb
+++ b/eda-fe-rees46-purchase.ipynb
@@ -54,7 +54,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall time: 129 ms\n"
+      "Wall time: 133 ms\n"
      ]
     }
    ],
@@ -290,7 +290,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall time: 22.2 s\n"
+      "Wall time: 22.1 s\n"
      ]
     }
    ],
@@ -676,7 +676,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall time: 1.82 s\n"
+      "Wall time: 1.91 s\n"
      ]
     }
    ],
@@ -874,7 +874,7 @@
       "  420000 |  78240 | appliances.kitchen.blender               |   0.00000 | \u001b[1m 0.28831\u001b[0m\n",
       "  433937 |  82533 | appliances.kitchen.blender               |   0.00000 | \u001b[1m 0.28831\u001b[0m\n",
       "Ignored keys: 92116\n",
-      "Wall time: 9.5 s\n"
+      "Wall time: 9.35 s\n"
      ]
     }
    ],
@@ -892,7 +892,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Elapsed time: 9.54 seconds\n"
+      "Elapsed time: 9.40 seconds\n"
      ]
     }
    ],
@@ -985,7 +985,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall time: 1.3 s\n"
+      "Wall time: 1.32 s\n"
      ]
     }
    ],
@@ -1005,7 +1005,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall time: 1.63 s\n"
+      "Wall time: 1.62 s\n"
      ]
     }
    ],
@@ -1049,16 +1049,156 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 46,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[92mSparse matrix saved to: ./data/uxm-purchase.npz\u001b[0m\n",
+      "\u001b[92mSparse matrix saved to: ./data/uxm_train-purchase.npz\u001b[0m\n"
+     ]
+    }
+   ],
    "source": [
-    "# save_to_npz(uxm,ALL_DATA_PATH)\n",
-    "# save_to_npz(uxm_train,TRAIN_DATA_PATH)\n",
+    "save_to_npz(uxm,DATA_DIR+r'uxm-purchase.npz')\n",
+    "save_to_npz(uxm_train,DATA_DIR+r'uxm_train-purchase.npz')\n",
     "# save_to_npz(uxm_val,VAL_DATA_PATH)\n",
     "# save_to_npz(uxm_test,TEST_DATA_PATH)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Event types in the likelihood matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "electronics.smartphone                    102554\n",
+       "computers.notebook                         25918\n",
+       "appliances.kitchen.refrigerators           20285\n",
+       "electronics.audio.headphone                20055\n",
+       "electronics.video.tv                       17625\n",
+       "appliances.environment.vacuum              15965\n",
+       "appliances.kitchen.washer                  14565\n",
+       "appliances.kitchen.kettle                  12713\n",
+       "computers.peripherals.mouse                12662\n",
+       "furniture.kitchen.table                    11233\n",
+       "appliances.kitchen.hood                     9053\n",
+       "appliances.kitchen.blender                  8668\n",
+       "appliances.iron                             8233\n",
+       "appliances.kitchen.microwave                7615\n",
+       "appliances.environment.air_conditioner      7378\n",
+       "appliances.personal.scales                  6714\n",
+       "computers.network.router                    6473\n",
+       "electronics.clocks                          6468\n",
+       "electronics.tablet                          6393\n",
+       "stationery.battery                          5183\n",
+       "computers.components.hdd                    5066\n",
+       "appliances.kitchen.meat_grinder             4519\n",
+       "computers.components.cpu                    4139\n",
+       "appliances.kitchen.oven                     4002\n",
+       "Name: csd, dtype: int64"
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "event_counts = df.csd.value_counts()[:num_categories]\n",
+    "event_counts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "343479"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "event_counts.sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 612,
+       "width": 710
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(16, 9), subplot_kw=dict(aspect=\"equal\"))\n",
+    "# W - width; P - precision; B - bold; N - normal\n",
+    "W = 2\n",
+    "P = 2\n",
+    "E = 'events'\n",
+    "\n",
+    "event_perc = df.csd.value_counts(normalize=True)[:num_categories] * 100\n",
+    "event_type_legend = [r\"\\textbf{Smartphone}\"+f\"\\n{event_perc['electronics.smartphone']:{W}.{P}f}\\%\\n{event_counts['electronics.smartphone']:,} {E}\",\n",
+    "                     r\"\\textbf{Notebook}\"+f\"\\n{event_perc['computers.notebook']:{W}.{P}f}\\%\\n{event_counts['computers.notebook']:,} {E}\",\n",
+    "#                     r\"\\textbf{Refrigerator}\"+f\"\\n{event_perc['appliances.kitchen.refrigerators']:{W}.{P}f}\\%\\n{event_counts['appliances.kitchen.refrigerators']:,} {E}\",\n",
+    "#                      r\"\\textbf{Purchased}\"+f\"\\n{event_perc['purchase']:{W}.{P}f}\\%\\n{event_counts['purchase']:,} {E}\"\n",
+    "                    ]\n",
+    "\n",
+    "cmap = plt.get_cmap(\"tab20\")\n",
+    "wedges, texts = ax.pie(event_counts, wedgeprops=dict(width=0.382), textprops=dict(color=\"w\"), startangle=-40, colors=cmap([0,5,6,4]))\n",
+    "\n",
+    "bbox_props = dict(boxstyle=\"square,pad=0.618\", fc=\"w\", ec=\"k\", lw=0.72)\n",
+    "kw = dict(arrowprops=dict(arrowstyle=\"-\"),\n",
+    "          bbox=bbox_props, zorder=0, va=\"center\")\n",
+    "\n",
+    "for i, p in enumerate(wedges):\n",
+    "    ang = (p.theta2 - p.theta1)/2. + p.theta1\n",
+    "    y = np.sin(np.deg2rad(ang))\n",
+    "    x = np.cos(np.deg2rad(ang))\n",
+    "    horizontalalignment = {-1: \"right\", 1: \"left\"}[int(np.sign(x))]\n",
+    "    connectionstyle = \"angle,angleA=0,angleB={}\".format(ang)\n",
+    "    kw[\"arrowprops\"].update({\"connectionstyle\": connectionstyle})\n",
+    "    if i <2:\n",
+    "        ax.annotate(event_type_legend[i], xy=(x, y), xytext=(1.35*np.sign(x), 1.4*y),horizontalalignment=horizontalalignment, **kw)\n",
+    "fig.set_facecolor('w')\n",
+    "# ax.set_title(\"Logged user events\")\n",
+    "plt.tight_layout()\n",
+    "fig.savefig(EXPORT_DIR+'purchase-percentage-of-events.png',dpi=300)\n",
+    "fig.savefig(EXPORT_DIR+'purchase-percentage-of-events.pdf')\n",
+    "plt.show()"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/speed-comparison.xlsx b/speed-comparison.xlsx
index 3d14c37..40b061a 100644
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