diff --git a/examples/plot_customizations.ipynb b/examples/plot_customizations.ipynb
index dc1642c1..7c00a7e4 100644
--- a/examples/plot_customizations.ipynb
+++ b/examples/plot_customizations.ipynb
@@ -758,8 +758,9 @@
   }
  ],
  "metadata": {
+  "hide_input": false,
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -773,7 +774,49 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.5"
+   "version": "3.8.13"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  },
+  "varInspector": {
+   "cols": {
+    "lenName": 16,
+    "lenType": 16,
+    "lenVar": 40
+   },
+   "kernels_config": {
+    "python": {
+     "delete_cmd_postfix": "",
+     "delete_cmd_prefix": "del ",
+     "library": "var_list.py",
+     "varRefreshCmd": "print(var_dic_list())"
+    },
+    "r": {
+     "delete_cmd_postfix": ") ",
+     "delete_cmd_prefix": "rm(",
+     "library": "var_list.r",
+     "varRefreshCmd": "cat(var_dic_list()) "
+    }
+   },
+   "types_to_exclude": [
+    "module",
+    "function",
+    "builtin_function_or_method",
+    "instance",
+    "_Feature"
+   ],
+   "window_display": false
   }
  },
  "nbformat": 4,
diff --git a/examples/using_lines.ipynb b/examples/using_lines.ipynb
index 0da70611..3e5c4eb3 100644
--- a/examples/using_lines.ipynb
+++ b/examples/using_lines.ipynb
@@ -242,7 +242,7 @@
     {
      "data": {
       "text/plain": [
-       "'0.12.8b9'"
+       "'0.12.9b1'"
       ]
      },
      "execution_count": 4,
@@ -277,7 +277,247 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Open</th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2019-11-01</th>\n",
+       "      <td>3050.72</td>\n",
+       "      <td>3066.95</td>\n",
+       "      <td>3050.72</td>\n",
+       "      <td>3066.91</td>\n",
+       "      <td>510301237</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-04</th>\n",
+       "      <td>3078.96</td>\n",
+       "      <td>3085.20</td>\n",
+       "      <td>3074.87</td>\n",
+       "      <td>3078.27</td>\n",
+       "      <td>524848878</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-05</th>\n",
+       "      <td>3080.80</td>\n",
+       "      <td>3083.95</td>\n",
+       "      <td>3072.15</td>\n",
+       "      <td>3074.62</td>\n",
+       "      <td>585634570</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-06</th>\n",
+       "      <td>3075.10</td>\n",
+       "      <td>3078.34</td>\n",
+       "      <td>3065.89</td>\n",
+       "      <td>3076.78</td>\n",
+       "      <td>544288522</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-07</th>\n",
+       "      <td>3087.02</td>\n",
+       "      <td>3097.77</td>\n",
+       "      <td>3080.23</td>\n",
+       "      <td>3085.18</td>\n",
+       "      <td>566117910</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-08</th>\n",
+       "      <td>3081.25</td>\n",
+       "      <td>3093.09</td>\n",
+       "      <td>3073.58</td>\n",
+       "      <td>3093.08</td>\n",
+       "      <td>460757054</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-11</th>\n",
+       "      <td>3080.33</td>\n",
+       "      <td>3088.33</td>\n",
+       "      <td>3075.82</td>\n",
+       "      <td>3087.01</td>\n",
+       "      <td>366044400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-12</th>\n",
+       "      <td>3089.28</td>\n",
+       "      <td>3102.61</td>\n",
+       "      <td>3084.73</td>\n",
+       "      <td>3091.84</td>\n",
+       "      <td>434953689</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-13</th>\n",
+       "      <td>3084.18</td>\n",
+       "      <td>3098.06</td>\n",
+       "      <td>3078.80</td>\n",
+       "      <td>3094.04</td>\n",
+       "      <td>454607412</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-14</th>\n",
+       "      <td>3090.75</td>\n",
+       "      <td>3098.20</td>\n",
+       "      <td>3083.26</td>\n",
+       "      <td>3096.63</td>\n",
+       "      <td>408390424</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-15</th>\n",
+       "      <td>3107.92</td>\n",
+       "      <td>3120.46</td>\n",
+       "      <td>3104.60</td>\n",
+       "      <td>3120.46</td>\n",
+       "      <td>579104868</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-18</th>\n",
+       "      <td>3117.91</td>\n",
+       "      <td>3124.17</td>\n",
+       "      <td>3112.06</td>\n",
+       "      <td>3122.03</td>\n",
+       "      <td>521730492</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-19</th>\n",
+       "      <td>3127.45</td>\n",
+       "      <td>3127.64</td>\n",
+       "      <td>3113.47</td>\n",
+       "      <td>3120.18</td>\n",
+       "      <td>513153035</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-20</th>\n",
+       "      <td>3114.66</td>\n",
+       "      <td>3118.97</td>\n",
+       "      <td>3091.41</td>\n",
+       "      <td>3108.46</td>\n",
+       "      <td>756408988</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-21</th>\n",
+       "      <td>3108.49</td>\n",
+       "      <td>3110.11</td>\n",
+       "      <td>3094.55</td>\n",
+       "      <td>3103.54</td>\n",
+       "      <td>476836171</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-22</th>\n",
+       "      <td>3111.41</td>\n",
+       "      <td>3112.87</td>\n",
+       "      <td>3099.26</td>\n",
+       "      <td>3110.29</td>\n",
+       "      <td>418027927</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-25</th>\n",
+       "      <td>3117.44</td>\n",
+       "      <td>3133.83</td>\n",
+       "      <td>3117.44</td>\n",
+       "      <td>3133.64</td>\n",
+       "      <td>513728761</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-26</th>\n",
+       "      <td>3134.85</td>\n",
+       "      <td>3142.69</td>\n",
+       "      <td>3131.00</td>\n",
+       "      <td>3140.52</td>\n",
+       "      <td>986041660</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-27</th>\n",
+       "      <td>3145.49</td>\n",
+       "      <td>3154.26</td>\n",
+       "      <td>3143.41</td>\n",
+       "      <td>3153.63</td>\n",
+       "      <td>421853938</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-29</th>\n",
+       "      <td>3147.18</td>\n",
+       "      <td>3150.30</td>\n",
+       "      <td>3139.34</td>\n",
+       "      <td>3140.98</td>\n",
+       "      <td>286602291</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               Open     High      Low    Close     Volume\n",
+       "Date                                                     \n",
+       "2019-11-01  3050.72  3066.95  3050.72  3066.91  510301237\n",
+       "2019-11-04  3078.96  3085.20  3074.87  3078.27  524848878\n",
+       "2019-11-05  3080.80  3083.95  3072.15  3074.62  585634570\n",
+       "2019-11-06  3075.10  3078.34  3065.89  3076.78  544288522\n",
+       "2019-11-07  3087.02  3097.77  3080.23  3085.18  566117910\n",
+       "2019-11-08  3081.25  3093.09  3073.58  3093.08  460757054\n",
+       "2019-11-11  3080.33  3088.33  3075.82  3087.01  366044400\n",
+       "2019-11-12  3089.28  3102.61  3084.73  3091.84  434953689\n",
+       "2019-11-13  3084.18  3098.06  3078.80  3094.04  454607412\n",
+       "2019-11-14  3090.75  3098.20  3083.26  3096.63  408390424\n",
+       "2019-11-15  3107.92  3120.46  3104.60  3120.46  579104868\n",
+       "2019-11-18  3117.91  3124.17  3112.06  3122.03  521730492\n",
+       "2019-11-19  3127.45  3127.64  3113.47  3120.18  513153035\n",
+       "2019-11-20  3114.66  3118.97  3091.41  3108.46  756408988\n",
+       "2019-11-21  3108.49  3110.11  3094.55  3103.54  476836171\n",
+       "2019-11-22  3111.41  3112.87  3099.26  3110.29  418027927\n",
+       "2019-11-25  3117.44  3133.83  3117.44  3133.64  513728761\n",
+       "2019-11-26  3134.85  3142.69  3131.00  3140.52  986041660\n",
+       "2019-11-27  3145.49  3154.26  3143.41  3153.63  421853938\n",
+       "2019-11-29  3147.18  3150.30  3139.34  3140.98  286602291"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "daily"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -303,12 +543,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -318,7 +558,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAApYAAAHbCAYAAABx3NolAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAA9hAAAPYQGoP6dpAABIgElEQVR4nO3de1xVdb7/8ffmFsHGa4CCNy4piulo2ZT3M2l28dCYzlSmaEk0ltEvHcN0ZvI6mmVeyqn0JKYmk8djTWXqic7PHNOpYZrfZOalEDVJ2SkhbJD7/v3hYSfJnbXZt9fz8fCB7rX2d30XH8A337W+32Wy2Ww2AQAAAC3k4+wOAAAAwDMQLAEAAGAIgiUAAAAMQbAEAACAIQiWAAAAMATBEgAAAIYgWAIAAMAQfs7ugLuoqqrS+fPnJUlBQUEymUxO7hEAAIBj2Ww2FRcXS5Kuu+46+fjUPyZJsGyk8+fPKzw83NndAAAAcIrc3FyFhYXVuw+XwgEAAGAIRiwbKSgoyP73v/3zeI1/uxuTSYqKaKfs7/LFAz29B3X3PtTc+1Bz7+PomhcXF+uWAT0lqVHZh2DZSFfeUxkUFKSgoGAn9qZlTCYpODhYQUHl/ODxItTd+1Bz70PNvU9r1rwx80u4FA4AAABDECwBAABgCIIlAAAADEGwBAAAgCEIlgAAADAEwRIAAACGIFgCAADAEARLAAAAGIJgCQAAAEMQLAEAAGAIgiUAAAAMQbAEAACAIQiWAAAAMATBEgAAAIYgWAIAAMAQBEsAAOB1LLnntPrFZbLknnN2VzyKn7M7AAAA4Agns7NktVpr3Zb1zXG9tPI59YiKUUxsz1r3MZvN6hEV48guehyCJQAA8Dgns7M0avhNDe43KyW53u0Z+zIJl01AsAQAAB6neqTyjU2bFBfXu8nvP3r0iKYkJtY54onaESwBAIDHiovrrYEDBzq7G16DyTsAAAAwBMESAAAAhiBYAgAAwBAESwAAABiCYAkAAABDECwBAABgCIIlAAAADEGwBAAAgCEIlgAAADAEwRIAAMABLLnntPrFZbLknnN2V1oNwRIAAMABLJZcvbTyOVksuc7uSqshWAIAAMAQBEsAAAAYgmAJAAAAQxAsAQAAYAiCJQAAAAxBsAQAAIAhCJYAAAAwBMESAAAAhvBzdgcAAADc1cnsLFmt1lq3ZX1zvMbH2pjNZvWIinFI35yBYAkAANAMJ7OzNGr4TQ3uNyslud7tGfsyPSZcEiwBAACaoXqksk2btvL1bXqkqqysUEHBxTpHPN0RwRIAAKAFfH395O/v7+xuuAQm7wAAAMAQBEsAAAAYgkvhAADAYx09eqRV3+ftCJYAAMDjmM1mSdKUxERD2kHjECwBAIDH6REVo4x9mfWuMTkrJVkr1qxTTGzPWvfxtDUmWwPBEgAAeKTGhMKY2J7qe0P/VuiNd2DyDgAAAAxBsAQAAIAhCJYAAAAwBMESAAAAhiBYAgAArxMWFq4nnkpVWFi4s7viUZgVDgAAvE5YeCc9OXOOs7vhcRixBAAAgCEIlgAAwKVYcs9p9YvLZMk95+yuoIkIlgAAwKVYLLl6aeVzslhynd0VNBHBEgAAAIYgWAIAAMAQLhcsq6qq9Prrr+v2229Xv379lJCQoHfffbfWfa1Wq37xi19ox44d9baZkZGhXr166dNPP63xekVFhVatWqURI0aof//+mjhxov71r38Zdi4AAADexOWWG1q9erVef/11paSk6IYbbtDHH3+s2bNny8fHR2PHjrXvd/HiRT322GPKycmpt70ffvhBzz77bK3bli1bpu3bt2vWrFmKjIxUWlqapk6dqnfeeUfdu3c39LwAAIBnqqysaNX3uTKXCpaXLl3Spk2bNHnyZCUnJ0uSbr31Vh0+fFibN2+2B8uPPvpIS5YsUVFRUYNtLliwQH5+V5/m2bNnlZ6ernnz5mnixImSpKFDh2rMmDFav369Fi9ebOCZAQAAT2M2myVJBQUXDWnHE7hUsAwICFB6ero6duxY43V/f38VFhZKkgoKCjRjxgwlJCRo0qRJmjBhQp3tffDBBzpw4ID+8Ic/aNasWTW2HTx4UBUVFRo9enSN448cOVIZGRkGnhUAAPipk9lZslqttW7L+uZ4jY+1MZvN6hEV45C+NVaPqBhl7Mus9zxmpSRrxZp1iontWes+rnAeRnKpYOnr66u4uDhJks1m04ULF7Rjxw4dOHBACxculCQFBgZq586dio6O1pkzZ+ps6/z581qwYIHmzp2r0NDQq7ZnZWUpODj4qm3du3eXxWJRUVGRgoODa23bZLr8x11V992dzwFNR929DzX3Pu5S8+wTWRo1/KYG95uVklzv9ox9mYqKdm4oq+/41XWIvb6n+t7Q3yHHd3TNm9quSwXLK+3cudM+yjhy5EglJCRIujyqGB0d3eD7f//732vAgAH65S9/edWkHUkqLCysdei5OkxardY6g2VURLs6t7mTqIh2zu4CnIC6ex9q7n1cveb5uZfTypYtW9S7d+8mv//IkSOaNGmS2gebFB3ZzuDeGSc/N0SS1CUsxOH9dFTNi4r8m7S/ywbLfv36acuWLTp27JhWr16tpKQkbd68WaZGROe3335b//jHP/T+++/XuY/NZqu3DR+fuifMZ3+Xr6Cg8gb74apMpstfgNnf5auBTwM8CHX3PtTc+7hLzc9YLt/edn3PXurX/2dNfn9FZZW9nXY5+Qb2zFjV5+nIfjq65sXFDc9nuZLLBstu3bqpW7duGjRokMxms1JTU5WZmalBgwbV+75z585pyZIlmjNnjjp06KCKigpVVV3+AqyqqlJlZaV8fX1lNptrnfxTfZ9ESEhIncew2eTS37CN5Snngaah7t6HmnsfV6+5UX1zl/NsjX466hhNbdOl1rHMy8vTO++8owsXLtR4vU+fPpIki8XSYBsHDhxQYWGh5s2bp/j4eMXHx2vq1KmSpKlTp9on60RHR8tqtSovL6/G+0+dOqXIyEgFBgYacEYAAMBbhYWF64mnUhUWFu7srrQalxqxLCkpUWpqqmbOnKlHH33U/vonn3wiSerVq1eDbfzbv/2btm/fXuO1w4cP69lnn9WCBQs0YMAASdLgwYMlSbt377YvN1RWVqa9e/dq2LBhhpwPAADwXmHhnfTkzDnO7karcqlgGRERofHjx2vt2rXy8/NTnz59lJmZqXXr1mnChAmKjY1tsI327durffv2NV4rLi6WJEVFRdnDaWRkpMaNG6elS5eqtLRUPXr0UFpamgoKCpSUlGT8yQEAAHg4lwqWkjR//nx17dpV27ZtU05Ojjp37qyUlBRNmzbN8GMtXLhQbdq00fr161VcXKz4+HilpaXx1B0AAIBmcLlgGRAQoOnTp2v69OkN7tulSxcdO3aswf1+/vOf17pfQECA5s6dq7lz5zarrwAAAPiRS03eAQAAgPsiWAIAAMAQBEsAAAAYgmAJAAAAQxAsAQAAYAiCJQAAAAxBsAQAAIAhCJYAAAAwBMESAAAAhiBYAgAAwBAu90hHAADgHY4ePdKq74PjESwBAECrMpvNkqQpiYmGtAPXQbAEAACtqkdUjDL2Zcpqtda6Peub45qVkqwVa9YpJrZnrfuYzWb1iIpxZDfRDARLAADQ6hoTCmNie6rvDf1boTcwCsESAADUcDI7q87RxLy8C9rzwbsac1eCOnToWOs+jCZ6L4IlAACwO5mdpVHDb2pwv7e2vlHv9ox9mYRLL0SwBAAAdtUjlW9s2qS4uN5Nfv/Ro0c0JTGxzhFPeDaCJQAAuEpcXG8NHDjQ2d2Am2GBdAAAABiCYAkAAABDECwBAABgCIIlAAAADEGwBAAAgCEIlgAAADAEwRIAALiUsLBwPfFUqsLCwp3dFTQR61gCAACXEhbeSU/OnOPsbqAZGLEEAACAIQiWAAAAMATBEgAAAIYgWAIAAMAQBEsAAAAYgmAJAAAAQxAsAQAAYAiCJQAAAAxBsAQAAIAhCJYAAAAwBI90BAA43cnsLFmt1lq35eVd0J4P3tWYuxLUoUPHWvcxm83qERXjyC4CaASCJQDAqU5mZ2nU8Jsa3O+trW/Uuz1jXybhEnAygiUAwKmqRyrbtGkrX9+m/7dUWVmhgoKLdY54Amg9BEsAgEvw9fWTv7+/s7sBoAWYvAMAAABDECwBAABgCIIlAAAADEGwBAAAgCEIlgAAADAEwRIAAACGIFgCAADAEARLAAAAGIJgCQBoNkvuOa1+cZksueec3RUALoBgCQBoNoslVy+tfE4WS66zuwLABRAsAQAAYAiCJQAAAAxBsAQAAIAhCJYAAAAwBMESAAAAhvBzdgcAAK7tZHaWrFZrrduyvjle42NtzGazekTFOKRvAFwLwRIAUKeT2VkaNfymBveblZJc7/aMfZmES8ALuFywrKqqUlpamt566y2dO3dOPXr0UFJSkhISEq7a12q1KiEhQTNmzNC9995bY9vhw4e1atUqHTp0SDabTfHx8Zo1a5bi4+Pt+1RUVOjll1/W22+/rfz8fMXHxys1NVX9+/d3+HkCgDuoHql8Y9MmxcX1bvL7jx49oimJiXWOeALwLC4XLFevXq3XX39dKSkpuuGGG/Txxx9r9uzZ8vHx0dixY+37Xbx4UY899phycnKuauPUqVOaNGmS+vbtqyVLlshkMmnDhg2aOHGi3n77bUVHR0uSli1bpu3bt2vWrFmKjIxUWlqapk6dqnfeeUfdu3dvtXMGAFcXF9dbAwcOdHY3ALg4lwqWly5d0qZNmzR58mQlJ1++rHLrrbfq8OHD2rx5sz1YfvTRR1qyZImKiopqbWfz5s269tpr9dprrykoKEiSdMstt+gXv/iFtmzZoj/84Q86e/as0tPTNW/ePE2cOFGSNHToUI0ZM0br16/X4sWLW+GM6xbTtb0h7WR9+0Pd7Z6pZ5uDjllvfzhmqxwz2gnHbCqOaewxr6x5U48ZI8kmSTcPataxb67ltfqOmWtpwaMh7xpZZ7ueVM/6jhnd5XK70S04ZkM1r6iorPFvPz/fOrd50ufWpY9psxlyfCO4VLAMCAhQenq6OnbsWON1f39/FRYWSpIKCgo0Y8YMJSQkaNKkSZowYcJV7URHR+vhhx+2h0pJCgoKUqdOnXT69GlJ0sGDB1VRUaHRo0fXOP7IkSOVkZHhiNMDAKf78tC/avybux4BGMmlgqWvr6/i4uIkSTabTRcuXNCOHTt04MABLVy4UJIUGBionTt3Kjo6WmfOnKm1neoRyCudOnVKX3/9tW699VZJUlZWloKDgxUaGlpjv+7du8tisaioqEjBwcFGnh4AON0vrxjVk/53ZMpFVFZWOLsLAFrIpYLllXbu3KlZs2ZJkkaOHGmfvBMQEGC/R7KxSkpKlJqaqoCAAE2aNEmSVFhYKLPZfNW+1WHSarXWGSxNpst/HOnETy5TN9dPu3nizA8ymaSoiHYyfZffasdszDaO6dhjVtc9+7v8Jl01cbfz9KZjfnnoX7rnzpH1Tqzx8/VRRWWV/d+fXrHt6NEjMiUm6i+79qrvDf1rPWb1MT797O/Nusfy888/l24eVOPn5k/Ps/pncUHBxav60BQZ+zIVFR1jb/dK7lBPI46ZnfOD/fvc9JPv88Yes6k1/+nlb3vfTJ71uXXVY5pMUpQcl0ua2q7LBst+/fppy5YtOnbsmFavXq2kpCRt3rxZpiaeodVq1eOPP65Dhw5p9erVioyMlHR5RLQ+Pj51rx0fFdHOI0YzoyLaObsLcALq7jnyc0MkSX3j45sV+vx8L/+c6xIWoujIdvUew8/Xx76/0ceIjrxRx48ft9/y9FNHjhzRpEmTtGXLFvXuXXuADgkJ0fXXX9/k/nmqlnyft0bNYTxH/WwvKvJv0v4uGyy7deumbt26adCgQTKbzUpNTVVmZqYGDWr8DeRnz57Vo48+quzsbK1cuVKjRo2ybzObzbVO/qleEiMkJKTOdrO/y1dQUHkTzsa1NHfkCu6NunueM5bLQayisqrGqOSVfjpieaXq189YCtUuJ7/Zx6hPY44hSb5BoWoXFFrrtpD/7UNIxy5qF173FasT9bTvLYz4Pm+tmsMYjv7ZXlxc+0TpurhUsMzLy9O+ffs0bNiwGhN4+vTpI0myWCyNbuvYsWOaNm2aSktLtWHDhqsCaXR0tKxWq/Ly8tShQwf766dOnVJkZKQCAwPrbNtmc6kJWM3mKeeBpqHunsOoOtb3NdEax2jMe1vahrcx4vPtzD6g6Rz1+W5qmy71rPDqeyG3b99e4/VPPvlEktSrV69GtXP27Fk99NBDMplMSk9Pr3WUc/DgwZKk3bt3218rKyvT3r17NWTIkOaeAgAAgNdyqRHLiIgIjR8/XmvXrpWfn5/69OmjzMxMrVu3ThMmTFBsbGyj2lm8eLEuXLigBQsWyGq16v/9v/9n32Y2mxUbG6vIyEiNGzdOS5cuVWlpqXr06KG0tDQVFBQoKSnJQWcIAHBFltxzSn9zox54cKrCwjs5uzuA23KpYClJ8+fPV9euXbVt2zbl5OSoc+fOSklJ0bRp0xr1/upRR0l69tlnr9p+8803a/PmzZKkhQsXqk2bNlq/fr2Ki4sVHx+vtLQ0nroDAF7GYsnVSyuf022j7yRYAi3gcsEyICBA06dP1/Tp0xvct0uXLjp27NhV7z98+HCjjzV37lzNnTu3WX0FAG9x9OiRVn0fAPfkcsESAOA6qteYnJKYaEg7ADwbwRIAUKceUTHK2JdpX4rtp7K+Oa5ZKclasWadYmJ71rqP2WxWjygeHuluGKVGcxAsAQD1akwojIntqb439G+F3sDRGKVGSxAsAQCAXUOj1I3BKLX3IlgCAIAaCIVoLpdaIB0AAADui2AJAAAAQxAsAQAAYAiCJQAAAAxBsAQAAIAhCJYAAAAwBMsNAQC8wsnsrHqfIHTlx9qwNiPQMIIlAMDjnczO0qjhNzW436yU5Hq3Z+zLJFwC9SBYAgA8XvVIZZs2beXr2/T/+iorK1RQcLFFT6MBvAHBEgDgNXx9/eTv7+/sbgAei8k7AAAAMATBEgDg0sLCwvXEU6kKCwt3dlcANIBL4QAAlxYW3klPzpzj7G4AaARGLAEA8BCW3HOaP3++LLnnnN0VeCmCJQAAHsJiydWCBQtkseQ6uyvwUgRLAAAAGIJgCQBoNibWALgSk3cAAM3GxJrWV9+jKU9k/fhoSput9vfzaEo4EsESAAA30dhHU858gkdTwjkIlgAAuIkGH01pknx9TKqsskm1jFjyaEo4GsESAAA3U+ejKf83WPrUESwBRyNYAgDgZiorK2rfYJKqGhixBByJYAkAgJswm82SpIKCi4a0AxiNYAkAQCuw5J5T+psb9cCDUxUW3qlZbfSIilHGvsx6Z4XPfCJZL760TtExPWvdh1nhcCSCJQAArcBiydVLK5/TbaPvbHawlFRvKDSZLn+Mie2p+L79m30MoLlYIB0AAACGIFgCAADAEARLAAAAGIJ7LAEAXqO5y+009n31PW4x65vjNT7Whok1cHeGBMvS0lIdPXpUFotF/fr1U/v27RUQEGBE0wAAtFhrLNPT2MctzkrhcYvwXC0KlhcvXtQLL7yg999/XyUlJZKkl19+WYWFhdqwYYMWL16sfv36GdJRAEDtjh49Uuc2P18fVVRWNfl9nqahZXqyvjmuWSnJWrFmnWJim7dMT4OPW2wAj1uEJ2h2sLx48aIeeOABZWdny2a7vLy/6X/XOfjmm290/PhxPfzww/rzn/+s2NhYY3oLALCrHj2bkphoSDuerjGjgDGxPdX3hpYt01Pn4xYBL9DsYPnKK6/oxIkT8vPz08SJE7Vp0yb7tuDgYJlMJhUVFemVV17RihUrDOksAOBHLJYNwNU0O1h++OGHMplMevjhhzVz5swawXL69OkqLi7W+vXr9Y9//MOQjgIArsZi2QBcSbOXG7JYLJKkuLi4Wrf37Hn5t+O8vLzmHgIAAABupNnBsn379pKkQ4cO1br9ww8/lCRdd911zT0EAAAA3EizL4WPHDlS27Zt06ZNm2rc37Nr1y5t2bJFBw8elMlk0vDhww3pKAAAAFxbs0csn3zySXXq1EmVlZXavn27fUb4zp079be//U2S1KFDBz322GPG9BQAAAAurdnBsmPHjnrrrbc0cuRISZLNZqvx55ZbbtHWrVsVFhZmVF8BAADgwlq0QHp4eLheffVVnT9/XocPH9bFixcVHBys3r17KyIiwqg+AgAAwA20+JGOxcXFunTpkkaMGGF/7b//+78VEhKikJCQljYPAAAAN9HsS+GS9Pbbb2v48OF644037K9VVVXpt7/9rYYPH6533323xR0EAACAe2h2sNy/f7+eeeYZFRUV6ciRH583e/r0aZWVlenSpUtKTU3V3//+d0M6CgAAANfW7GC5YcMGSVJQUJDuuusu++uhoaGaN2+ezGazbDab1q1b1/JeAgCaLCwsXM8++6zCwsKd3RUAXqLZwfL48eMymUx67LHH9OCDD9pfDw4O1uTJkzV9+nRJ0rFjx1reSwBAk4WFd9L8+fMVFt7J2V0B4CWaPXmnoKBA0uW1KmvTrl07SVJ+fn5zDwEAgNuprKxo1fcBrqTZwTIyMlInT57Ujh07dPfddysgIMC+raysTG+99ZYkqXPnzi3vJQAALs5sNkuSCgouGtIO4I6aHSxvv/12vfbaa8rMzNRtt92mm2++We3bt1d+fr4+/fRTnT9/XiaTSXfccYeR/QUAwCX1iIpRxr7MGo85vlLWN8c1KyVZK9asU0xsz1r3MZvN6hEV48huAg7V7GCZnJys//mf/9HXX3+t8+fP64MPPqix3Waz6frrr9cjjzzS4k4CAOAOGhMKY2J7qu8N/VuhN0Dra/bkneDgYKWnp+v+++9XYGBgjcc5BgYG6r777tPWrVsZ0gcAAPASLXryjtls1vz58/W73/1OJ06cUGFhoUJCQhQVFSV/f3+j+ggAdpbcc0p/c6MeeHAqs50BwMW0+JGOkuTn56eePWu/XwQAjGSx5Oqllc/pttF3EiwBwMU0Olhu2rRJkvRv//Zv6tq1q/3fjZGYmNj0ngEAAMCtNDpY/vGPf5TJZFJkZKS6du1q/3djNCVYVlVVKS0tTW+99ZbOnTunHj16KCkpSQkJCVfta7ValZCQoBkzZujee++tse38+fNaunSp9u/fr4qKCo0YMUJz5sxRWFiYfZ+Kigq9/PLLevvtt5Wfn6/4+Hilpqaqf39uqgYAAGiqZk/ekVRjwk5df5pq9erVWrlypSZMmKDXXntNgwcP1uzZs/X+++/X2O/ixYt69NFHlZOTc1UbFRUVeuSRR/TFF19o/vz5mj9/vj7//HNNmzZN5eXl9v2WLVumjRs3KikpSStXrpSvr6+mTp2qU6dONf2TAQAA4OUaPWK5dOlSSVJ8fHyNfxvp0qVL2rRpkyZPnqzk5GRJ0q233qrDhw9r8+bNGjt2rCTpo48+0pIlS1RUVFRrO7t379ZXX32lnTt3KjY2VpLUu3dvjR07Vrt27VJCQoLOnj2r9PR0zZs3TxMnTpQkDR06VGPGjNH69eu1ePFiw88PAADAkzU6WI4bN67Gv81ms+Lj4xUREWFYZwICApSenq6OHTvWeN3f31+FhYWSLj9KcsaMGUpISNCkSZM0YcKEq9rZv3+/oqKi7KFSkmJjYxUTE6OPP/5YCQkJOnjwoCoqKjR69Ogaxx85cqQyMjIMOycAAABv0exZ4b/73e9UUFCg5ORkPfXUU4Z0xtfXV3FxcZIuX2a/cOGCduzYoQMHDmjhwoWSpMDAQO3cuVPR0dE6c+ZMre1kZWWpR48eV73erVs3ZWdn2/cJDg5WaGhojX26d+8ui8WioqIiBQcHG3JeAAAA3qDZwbK0tFSSaowKGmnnzp2aNWuWJGnkyJH2yTsBAQGKjo6u972FhYXq3r37Va8HBwfbL58XFhbWunh7dZi0Wq11BkuT6fIfd1Xdd3c+BzSdp9T9yvNw93NxNE+peWtoja8rTzkGXIujv8+b2m6zg+WYMWP0l7/8RXv37tXdd98tH58WzQO6Sr9+/bRlyxYdO3ZMq1evVlJSkjZv3tyomej1TRqqfn9DE4vqO5+oiHYeMZoZFdHO2V2AE7h73fNzQyRJXcJCFB3ZzrmdcRPuXvPW0BpfV615jMhQvj+8jaO+z4uKmvbAm2YHy0GDBunTTz/VBx98oE8//VQDBgxQ+/btdc0111wVyp555pkmt9+tWzd169ZNgwYNktlsVmpqqjIzMzVo0KAG32s2m2ud2GO1WhUSEtLgPpLs+9Um+7t8BQWV17nd1ZlMl78As7/LVzMm7sNNeUrdz1gK7R/b5eQ7tzMuzlNq3hpa4+uqNY6R832h/SPfH97B0d/nxcW1T5SuS4vusawe/Tt//ny9E14aGyzz8vK0b98+DRs2rMYEnj59+kiSLBZLo9qJiorSkSNHrnr99OnT6tevnyQpOjpaVqtVeXl56tChg32fU6dOKTIyUoGBgXW2b7PJI35Ie8p5oGncve7VfXf382hNfK4a1hpfV61xjNDQcD377LMKDQ2n5l7GUV9XTW3TkHUsr/x7S9axLCkpUWpqqrZv317j9U8++USS1KtXr0a1M3ToUGVlZembb76xv/bNN98oKytLQ4YMkSQNHjxY0uWliaqVlZVp79699n0AAHAnYeGdNH/+fB53Cqdp9ohlUx7p2FgREREaP3681q5dKz8/P/Xp00eZmZlat26dJkyY0OiJQnfddZdeffVVPfLII/YJQCtWrFDPnj115513SpIiIyM1btw4LV26VKWlperRo4fS0tJUUFCgpKQkw88NAADA0zU5WObl5enAgQM6e/asQkJCdPPNNzc4S7sp5s+fr65du2rbtm3KyclR586dlZKSomnTpjW6jYCAAKWlpWnJkiX6/e9/L39/fw0ZMkTPPPOM/Px+POWFCxeqTZs2Wr9+vYqLixUfH6+0tLRaZ5QDAACgfk0Klm+88YZWrVqlkpKSGq+PHz9eCxcuNGRmeEBAgKZPn67p06c3uG+XLl107NixWrd17txZL7/8coPHmjt3rubOndusvgJAc1lyzyn9zY164MGpXLYE4DEanQT37NmjpUuX6tKlS1fdR/lf//VfWrFihSP7CQCtxpJ7TqtfXCZL7jnHHcOSq5dWPieLJddhxwCA1tboYLlx40ZJl9eBvOGGG5SUlKQ77rhDPj4+stlsevPNN68ayQTQsNYIMWgaQh8ANE+jL4VnZ2fLZDJp8ODB+o//+A/7UkObN2/WkiVLVFpaquzsbPXu3dthnQU8UXWIuW30nVwSBQC4tUaPWFYvJj527NgaT7+5++677X/Py8szsGsAAABwJ40esayoqJCkq56v3b59e/vfy8rKDOoWALi/k9lZ9qd5/VTWN8drfKyN2WxWj6gYh/QNAByh0cHSZrPJZDJdNfP7ytHLqqoq43oGAG7sZHaWRg2/qcH9ZqUk17s9Y18m4RKA22jyOpZ/+9vfVFhY2KRtv/zlL5vcMQBwZ9UjlW9s2qS4uKbfe3706BFNSUysc8QTAFxRk4Plli1brnqtetSyrm0ESwDeKi6utwYOHOjsbgBAq2hSsGzqs78BAADgPRodLGfMmOHIfgAAAMDNESwBAABgiJY/3BsAAAAQwRIAgFYRFhauJ55KVVhYuLO7AjhMk2eFA4AnYPFytLaw8E56cuYcZ3cDcCiCJQCvw+LlAOAYBEsAXofFywHAMQiWgIeo79KuJJlMUn5uiM5YClXXkrTednmXxcsBwFgES8ADNPbSbmNweRcA0FwES8ADNPbSrp+vjyoqq2rdxuVdAEBLESwBD9LQpd36giUAAC3FOpYAAAAwBCOWAFwOa0wCgHsiWAJwKawxCQDui2AJwKWwxiScgcctAsYgWAJwSZ6yxuTRo0da9X1oHh63CBiDYAkADmA2myVJUxITDWkHANwBwRIAHKBHVIwy9mXWOwlpVkqyVqxZp5jYnrXuwyQkAO6GYAkADtKYUBgT21N9b+jfCr0BAMdjHUsAAAAYgmAJAAAAQ3ApHIBLYjY1ALgfgiUAl8JsagBwXwRLAC6F2dQA4L4IlgBcDrOpAcA9MXkHgGEsuee0+sVlsuSec3ZXAABOQLAEYBiLJVcvrXxOFkuus7sCAHACgiUAAAAMQbAEAACAIZi8A7SCk9lZ9c5yvvJjXVxhpnN95yE17lxc4TwAAI5BsAQc7GR2lkYNv6nB/WalJDe4T8a+TKeFssaeh9TwuTjzPAAAjkOwBByseoSvTZu28vVt3rdcZWWFCgou1jta6GjVx35j0ybFxfVuVhtHjx7RlMREp54HAMBxCJZAK/H19ZO/v7+zu9FicXG9NXDgQGd3AwDggpi8AwAAAEMQLAEAAGAILoUDraSyssIp7wUAoLUQLOEQltxzSn9zox54cKrCwjs5uztOZTabJUkFBRcNawsAAFdEsIRDVD/a77bRd3p9sOwRFaOMfZn1rmM5KyVZK9asU0xszzrbYf1HAICrI1gCraAxgTAmtqf63tC/FXrj3sLCwvXEU6kKCwt3dlcAAD9BsATgVsLCO+nJmXMMaevo0SOt+j4A8HQESwBep/pe1SmJiYa0AwC4jGAJt8UEITSXEfe9cs8rAFyNYAm3xQQhtAT3vQKA8VggHQCcgElIADwRI5YA4ARGTkICAFfBiCUAAAAMQbAEAACAIQiWAAAAMATBEgAAAIZwuck7VVVVSktL01tvvaVz586pR48eSkpKUkJCgn2fQ4cOafny5fryyy8VHByse++9VzNmzFBAQIB9n2PHjun555/XF198oYCAAA0ZMkSzZ8/WddddZ9+noqJCL7/8st5++23l5+crPj5eqamp6t+f5UXgnhp6Ioyfr48qKqua9V4AABricsFy9erVev3115WSkqIbbrhBH3/8sWbPni0fHx+NHTtW3377rR566CH97Gc/06pVq5SVlaWVK1cqPz9fCxculCSdP39eU6ZMUefOnbV06VKVlpbqhRde0COPPKJt27bJ399fkrRs2TJt375ds2bNUmRkpNLS0jR16lS988476t69uzM/DUCTGPUkmSvbAgCgqVwqWF66dEmbNm3S5MmTlZycLEm69dZbdfjwYW3evFljx47V+vXrFRwcrD/96U8KCAjQiBEjFBgYqEWLFuk3v/mNIiIi9NFHH+mHH37Qtm3b1K1bN0lSSEiIkpKS9M9//lM333yzzp49q/T0dM2bN08TJ06UJA0dOlRjxozR+vXrtXjxYqd9HvCjk9lZ9T4d5cqPdfGGJ6Q09CQZSTqRdVwzn0jWiy+tU3QMT5MBABjPpYJlQECA0tPT1bFjxxqv+/v7q7CwUJK0f/9+jRgxosZl7zvuuEMLFizQ/v379etf/1qlpaWSao68tGvXTpKUn58vSTp48KAqKio0evToGscfOXKkMjIyHHF6aKKT2VkaNfymBveblZLc4D4Z+zI9PjA1dH4m0+WPMbE9Fd+3+bd7tOSSOZfbAcCzuVSw9PX1VVxcnCTJZrPpwoUL2rFjhw4cOKCFCxeqpKREOTk5ioqKqvG+Dh06yGw2Kzs7W5J05513at26dVq4cKHmzp2r0tJSLV++XKGhoRo8eLAkKSsrS8HBwQoNDa3RVvfu3WWxWFRUVKTg4OBa+2ky/fiftKPE/Ed7Q9rJSvqhznZPPFL3tpYes/rzYzJJsa+3r7GtScec37hjtl9T85eRH1Iu1GijqMj6Y7Bqhc9tc87zl5+NlD5z8DHnS/d8OlL6tP7j1HZM++X2E4nSiR/b+2n7DZrf8Lka+rltpCvbNZlUo5+tccyftssxOSbH5JiNPabtWZvDcklT23WpYHmlnTt3atasWZKkkSNHKiEhwT5qWds9YMHBwfbLgKGhoVqwYIFmzpypXbt2SZLatm2rTZs22d9bWFhYZzuSZLVa6wyWURHt6tzmaqIj29W5LSqi7m0tPWZ+bogkqUtYSKP70xKB1wTUu71LWIjhx66vPUedpzOPGR15o44fP66eW3+8jP6Pf/yjxr43vnejocds6jajjln99duax2zKNo7JMTkmx/wpR/2fXlTk36T9XTZY9uvXT1u2bNGxY8e0evVqJSUlacWKFfW+x/S/sfq9997T008/rTvuuEPjx49XaWmpNmzYoIcfflibN29WTEyMbDZbvW35+NS9ElP2d/kKCipv+kk5wYmc/Dq3ZX+XrwY+Dc0+5hnL5V8Cqj82pj8tUVlV/4mcsRSqncHHru9cHHWezj6mb1DNEf524dEOP2ZTthl1zNb6unX2eXJMjskxPeeYjvo/vbi4qEn7m2wNJSwX8M477yg1NVVbtmzRpEmT9Mwzz2jq1Kk19hk4cKAeeOABzZ49W2PGjFHHjh21detW+/aSkhLddddd6tu3r9asWaPnnntO27Ztu2rEJS0tTcuWLdO//vUvBQYG2l8vKiqyj3B+ceyMgoLcY8SyNibT5d98TuQ45otQkr489C/98q6ReueDvep7Q/Pu56tuo337jvaZ/E1VXl6uH3640KJ+eIrDX/5L99w5Un/ZtbdF91jWx4i6uwJPOY/W+F6Ha6Hm3sfRNS8uLlK/Xl0k1X81t5pLjVjm5eVp3759GjZsWI0JPH369JEkWSwWhYeH69SpUzXed+HCBRUVFSkm5vLkhZycHI0aNarGPoGBgerbt6++/vprSVJ0dLSsVqvy8vLUoUMH+36nTp1SZGRkjVCJ2rV0xjYzkAEA8CwuFSxLSkqUmpqqmTNn6tFHH7W//sknn0iSevXqpSFDhmjv3r165pln7DPD9+zZI19fX91yyy2SLofGzz//XDabzX55vLS0VIcPH7aHz+pJPLt377YvN1RWVqa9e/dq2LBhrXPCbsyoGdveMFsbAABv4VLBMiIiQuPHj9fatWvl5+enPn36KDMzU+vWrdOECRMUGxurpKQk7dy5U0lJSXrooYd08uRJvfjii/r1r3+tiIgISdKTTz6pxx9/XE8++aQmTJigsrIyvfHGG8rNzbXfpxkZGalx48bZF1Dv0aOH0tLSVFBQoKSkJGd+GtxC9UhlmzZt5evb9C+jysoKFRRcrHfdRcBZwsLC9cRTqQoLC3d2VwDArbhUsJSk+fPnq2vXrtq2bZtycnLUuXNnpaSkaNq0aZKkmJgYbdiwQcuXL1dKSorat2+vqVOnKiUlxd7GbbfdpnXr1ulPf/qTZsyYoeDgYPXr10/bt2+3L2ckSQsXLlSbNm20fv16FRcXKz4+XmlpaTx1B3aW3HNKf3OjHnhwqsLCOzm7O2glYeGd9OTMOc7uBgC4HZcLlgEBAZo+fbqmT59e5z433XSTtm3bVm87w4cP1/Dhwxs81ty5czV37txm9dWbVU9kKii4aEg7rspiydVLK5/TbaPvJFgCANAAlwuWcA8NPUIw65vjmpWSrBVr1ikmlscHAgDgDQiWaLbGhMKY2J5uvVwLAABovLpXAQcAAACagBFLeL2WrscpcVkfAACJYAkvZ9R6nBJrcgIAQLCEV6seqXxj0ybFxfVuVhtHjx7RlMRE1uQEAHg9giUgKS6utwYOHOjsbgAA4NaYvAPAMDyxBgC8GyOWAAzDE2sAwLsRLAFdvk/SGe8FAMCTECzh8iorKxz23upHSk5JTGz2MX7aFgAA3opgCYcw4l47o55HfmVbP2XEoymr22epIQCAtyNYwiGMuNeutUIfj6YEAMAYBEu4NEIfAADug+WGAAAAYAiCJeAlwsLC9eyzz7LGJADAYQiWgJcIC++k+fPnKyy8k7O7AgDwUARLAAAAGIJgCQAAAEMQLAEAAGAIgiXclhGLsAMAAOOwjiXclhGLsAMAAOMwYgkAAABDECwBAABgCIIlAAAADEGwBAAAgCEIlgAAADAEwRIAAACGIFgCAADAEARLAAAAGIJgCQAAAEMQLAEAAGAIgiUAAAAMQbAEAACAIQiWAAAAMATBEgAAAIYgWAIAAMAQBEsAAAAYws/ZHYBjnMzOktVqrXWbySTl54bojKVQNlvt7zebzeoRFePAHgIAAE9DsPRAJ7OzNGr4TS1uJ2NfJuESAAA0GsHSA1WPVL6xaZPi4nrXuo+fr48qKqtq3Xb06BFNSUysc8QTAACgNgRLDxYX11sDBw6sdVt9wRIAAKA5mLwD1CMsLFxPPJWqsLBwZ3cFAACXx4glUI+w8E56cuYcZ3cDAAC3wIglAAAADEGwBAAAgCEIlgAAADAEwRIAAACGIFgCAADAEARLAAAAGIJgCQAAAEMQLAEAAGAIgiUAAAAMQbAEAACAIQiWAAAAMATBEgAAAIYgWAIAAMAQLhcsq6qq9Prrr+v2229Xv379lJCQoHfffbfGPocOHdLkyZM1YMAADR06VC+++KLKyspq7FNQUKD58+dryJAhGjBggO677z4dPHiwxj4VFRVatWqVRowYof79+2vixIn617/+5fBzBAAA8EQuFyxXr16tlStXasKECXrttdc0ePBgzZ49W++//74k6dtvv9VDDz2ka665RqtWrdLDDz+stLQ0LV682N5GZWWlHnnkEX300UeaPXu21qxZozZt2ig5OVlHjx6177ds2TJt3LhRSUlJWrlypXx9fTV16lSdOnWq1c8bAADA3fk5uwNXunTpkjZt2qTJkycrOTlZknTrrbfq8OHD2rx5s8aOHav169crODhYf/rTnxQQEKARI0YoMDBQixYt0m9+8xtFRETovffe05dffqkdO3aoV69ekqSbb75ZCQkJ+uSTTxQXF6ezZ88qPT1d8+bN08SJEyVJQ4cO1ZgxY7R+/foaQRUAAAANc6kRy4CAAKWnp+vhhx+u8bq/v79KS0slSfv379eIESMUEBBg337HHXeoqqpK+/fvlyTt2bNHgwYNsodKSbrmmmu0Z88eTZs2TZJ08OBBVVRUaPTo0TWOP3LkSH388ccOO0cAAABP5VLB0tfXV3FxcQoNDZXNZtP58+e1bt06HThwQBMnTlRJSYlycnIUFRVV430dOnSQ2WxWdna2JOno0aOKjY3Vxo0b9Ytf/ELx8fG69957lZmZaX9PVlaWgoODFRoaWqOt7t27y2KxqKioyPEnDAAA4EFc6lL4lXbu3KlZs2ZJkkaOHKmEhAQVFhZKksxm81X7BwcHy2q1SpLy8vK0e/dutW3bVk8//bSuvfZarVu3Tg8//LC2bdumuLg4FRYW1tmOJFmtVvvff8pkuvzHVRnVN1c/TzRNdS2pqfeg5t6HmnsfR9e8qe26bLDs16+ftmzZomPHjmn16tVKSkrSihUr6n2P6X/Pvry8XIWFhdq+fbs6deokSbrxxhs1evRorV+/XitWrJDNZqu3LR+fugdzoyLa1Rk6XUF+bogkyc/XR36+dZ9HXduqX+8SFqLoyHaG9w/OFRXRztldQCuj5t6HmnsfR9W8qMi/Sfu7bLDs1q2bunXrpkGDBslsNis1NVWnT5+WpFovU1utVoWEXA5UwcHBiomJsYdK6fIo54ABA/TVV1/Z/11XO5LsbdUm+7t8BQWVN//kHOyM5fLIbkVllSoqq2rdx8/Xp85t1a+fsRSqXU6+Q/qI1mcyXf7Bk/1dvhr4vQoegpp7H2rufRxd8+Lipt0a6FLBMi8vT/v27dOwYcPUsWNH++t9+vSRJFksFoWHh1+1HNCFCxdUVFSkmJgYSZfvk/zpupbS5XUrAwMDJUnR0dGyWq3Ky8tThw4d7PucOnVKkZGR9v1qY7PJpb9hjeqbq58nmoe6eh9q7n2oufdxVM2b2qZLTd4pKSlRamqqtm/fXuP1Tz75RJLUq1cvDRkyRHv37q0RHPfs2SNfX1/dcsstkqQRI0boyJEjysrKsu/zww8/6PPPP9eNN94oSRo8eLAkaffu3fZ9ysrKtHfvXg0ZMsQxJwgAAODBXGrEMiIiQuPHj9fatWvl5+enPn36KDMzU+vWrdOECRMUGxurpKQk7dy5U0lJSXrooYd08uRJvfjii/r1r3+tiIgISVJiYqJ27Nih5ORkPfXUU7r22mv1yiuvyGQy2ZcbioyM1Lhx47R06VKVlpaqR48eSktLU0FBgZKSkpz5aQAAAHBLLhUsJWn+/Pnq2rWrtm3bppycHHXu3FkpKSn2QBgTE6MNGzZo+fLlSklJUfv27TV16lSlpKTY22jbtq3S09P1/PPPa+HChSovL9fAgQO1detWde7c2b7fwoUL1aZNG61fv17FxcWKj49XWlqaunfv3urnDQAA4O5cLlgGBARo+vTpmj59ep373HTTTdq2bVu97XTq1KnBWeQBAQGaO3eu5s6d26y+AgAA4EcudY8lAAAA3BfBEgAAAIYgWAIAAMAQBEsAAAAYgmAJAAAAQxAsAQAAYAiCJQAAAAxBsAQAAIAhCJYAAAAwBMESAAAAhiBYAgAAwBAESwAAABiCYAkAAABDECwBAABgCIIlAAAADEGwBAAAgCEIlgAAADAEwRIAAACGIFgCAADAEARLAAAAGIJgCQAAAEMQLAEAAGAIgiUAAAAMQbAEAACAIQiWAAAAMISfszsAxzl69Eid2/x8fVRRWdXk9wEAANSFYOmBzGazJGlKYqIh7QAAADQGwdID9YiKUca+TFmt1lq3m0xSl7AQnbEUymarvQ2z2aweUTEO7CUAAPA0BEsPVV8oNJmk6Mh2apeTX2ewBAAAaCom7wAAAMAQBEsAAAAYgmAJAAAAQxAsAQAAYAiCJQAAAAxBsAQAAIAhCJYAAAAwBMESAAAAhiBYAgAAwBAESwAAABiCYAkAAABDECwBAABgCIIlAAAADOHn7A64C5vNZv97cXGxE3vSciaTVFTkr+LiIl1xWvBw1N37UHPvQ829j6NrfmXmsTXiAATLRrryE3vLgJ5O7AkAAEDrKy4ultlsrncfLoUDAADAECZbY8Y1oaqqKp0/f16SFBQUJJPJ5OQeAQAAOJbNZrNftb3uuuvk41P/mCTBEgAAAIbgUjgAAAAMQbAEAACAIQiWAAAAMATBEgCg4uJi7d69W2VlZc7uCgA3RrBEvUpLS5WVleXsbqAVlZWVKSsrS3/729906dIlVVZWOrtLcDCr1apRo0Zp//79jVoAGZ6htLRUBw4c0FtvvaXPPvtMP/zwg7O7BA/AAumok81m05o1a7Rv3z6tXLlSsbGxzu4SHMxqtWr69OnKycnRd999p6ioKCUlJemee+6Rnx8/LjyR1WrVL3/5S11//fV64okndM011zi7S2gFVqtVU6dOVUFBgc6cOaM2bdro+uuv1wsvvKDw8HBndw9ujBFL1MlkMqmyslJff/21Fi5cqKNHjzq7S3CgsrIyPfLII7r22ms1b948bdu2Te3bt9fatWt16dIlZ3cPDmC1WpWQkKCoqCgtXbq0zkBRVVXVyj2DI5WVlWn69Onq0KGDli1bps8++0xJSUnKysrS+vXruUqBFiFYolbVP1iqRy++++47/fGPfyRcerAvv/xSOTk5mjJlim677Tb169dPTz/9tCwWi86fP6+Kigr71wVBw/1VVlZq0aJFslgseuaZZxQRESFJ+uc//6m0tDQtWrRIb775pnJzc+Xj40PNPcgXX3yhnJwcPfTQQ+rfv7/MZrOSkpLUu3dvffrppwRLtAjBErWqXln/2LFj+tWvfqVp06YpJyeHcOnBvv/+e1ksFoWEhNhfq6ysVGBgoNasWaOJEydqzpw5+vbbbwkaHsDHx0cxMTHq3r27Dh48KEnKyMhQYmKi/vznP2vXrl1avny57rvvPp0+fZqae5CzZ88qNzdXffr0ka+vr33C1k033SSLxaLvv//eyT2EOyNYogabzSabzSaTyaTy8nJ9//336ty5sx544AElJiYSLj1Q9WSNAQMGqEOHDnr99deVmZmpQ4cOadGiRWrfvr3atWunbt266e9//7smTZqkc+fONfhYL7iuqqoqmUwmPfTQQ4qMjNRbb72l//t//69WrlypJ554Qhs2bNCBAwe0YMEChYSEaM6cOcrPz6fmHqJXr14ymUzauXOnJCkgIECSdO2116qsrIwJXGgRfkqgBpPJZH8Ouo+Pj26//Xbde++9kqQpU6ZoypQphEsPU13v0NBQzZo1S5mZmXr88cc1ZcoUVVRUKC0tTc8++6xeeOEFPf300yoqKtLevXud22k0S3Vg8PHxUUVFhfz9/fX888/LarVq0aJF6tKli8aNG6fOnTtLksaOHavx48crKytLOTk5zuw6WqC67uXl5ZKkLl26KCUlxX51onokuqqq6qpJeiUlJbp48WIr9hbujmAJFRcXa+XKlfrtb3+rWbNm6dNPP9X58+fl6+ur5ORkhYaG2u+5SUxMrBEujx075uTeozlqq3lRUZHGjx+vPXv2aOvWrfrZz36mYcOGqUuXLvb/kO666y75+vrq7NmzTj4DNFVpaanWrl2rL774QpLk5+en8vJytW3bVr/73e/0/fffKzg4WKGhofbg6efnp4kTJ6qgoEBfffWVk88AzVFcXKxnn31WkydPVkJCgtatW6eCggIlJyfr3//93yX9GCzPnz+vwMBAtWvXTtLlyV0LFy7UY489poqKCmedAtwM64d4ueLiYk2YMEEBAQEKCgpSeXm5pk2bprvvvluTJk3SDTfcIF9fX9lsNlVVVcnHx0eJiYmSpDfffFNz5szR8uXLdf311zv5TNBYtdX84Ycf1tixYzVx4kT1799f5eXl+uqrrxQTEyNJ8vf3V3l5uU6dOqWwsDD17t3byWeBpjp+/Lhee+01nT17VgEBAYqLi5O/v78kqV+/flq0aJG93tUjVxUVFTpy5IjCwsLUrVs3Z3YfzVBUVKT7779fISEhio2N1XXXXadVq1YpOztbs2fPVocOHSTJPkpZWFgoPz8/+fn5qbi4WMuXL9euXbu0efNmlhtDo/GV4uX+9Kc/6ZprrtHLL7+s0NBQBQQE6NVXX1V6erpycnI0c+ZMDRw40H6J/MpwWVJSog8++EBBQUHOPg00QUM1f+qpp3TjjTfqZz/7mfbt26ebb75Zo0eP1pkzZ7RlyxaVlJSoX79+zj4NNEFVVZXCwsLk4+Oj9957T2VlZUpOTrb/Qnjdddfpnnvukclk0tmzZ3X69Gn9/Oc/16lTp7Rjxw75+fmpR48ezj0JNInNZtNzzz2noKAgvfDCC/ZZ/y+++KI2btyoqVOn2oNltepR6oKCAr388st69913tXXrVvXp08cZpwA3xaVwL3f27FlFREQoMjLSPnrxm9/8RjNmzND333+vlStX6ssvv7Tvf+XM0OTkZL3xxhuKjIx0St/RPA3VfNWqVTp9+rQef/xxVVVVac6cORo+fLgef/xxZWRk6KWXXrL/JwX34OPjo5KSEl177bW644479N577+mVV17R119/XWO/0tJSffjhh5o2bZpuvPFG/eY3v9Ff//pXrV27lkWz3Ux5ebmys7PVv39/RURE2C9ljx8/XmVlZTpw4IB93yvvwayoqNCyZcv0l7/8RW+++SahEk3GiKWX8/X11enTpyXJPhPc399fv/rVr2QymbR27Vpt2rRJqamp6tixo6Qfw6WPj4/atm3rzO6jGRqq+UsvvaSXXnpJzz//vF566SUdOnRIx44dU1xcnH7+85+ra9euTj4DNMfx48cVGBio5cuXa8CAAVqwYIEkafr06br++utlMpl0zTXXaMiQIVq8eLFOnDihqKgoDRo0SF26dHFy79FUvr6+Kioq0rlz5yT9eLm7c+fOCgoKUnFxsX3f6gl8P//5z/X++++rqKhIf/7zn7nlBc1CsPRS1UsK/eIXv9DBgwe1fv16PfLII/L397dfDpkwYYLy8vK0Zs0a3X333RoxYoT9fSw74n6aUvNVq1bp7rvv1siRIxUXF+fsrsMAFotFwcHBkqQHHnhAJpNJ8+fPl/RjuJSkmJgY+72WcF8mk0kDBw7UyZMnlZWVpZiYGFVUVKisrEwmk8m+xNCV+vbtq65du+qVV17hEb5oNtKBl6r+DXXw4MHq2bOntm/frl27dkn6cbaodPly94033qg333yzxvvgfppS80GDBmnr1q2SxJp2HuLBBx/Uhg0bJF1e+P7+++/X/Pnz9cEHH1x1WZyauz8fHx/NmDFDU6dOtf+iUD1qWVZWVmMyTlFRkdLT0xUWFqb333+fUIkWIVh6saqqKrVp00ZLlixReXm5Vq9erT179ki6PAu4eomhtm3b2p/MAPfWnJrzy4T7q74vuvo+yeqaXhkuX3vtNfvatNTc/VVVValdu3YaOnSo/d/S5VBZXl6ua6+9VtLlJYWWLFmilStXqri42P4YX6C5CJZezMfHR5WVlerUqZM2b96skpISvfjii9q0aZOky/fo5Ofnq6ioSJ07d1ZFRQUjGW6Omnunn9664uPjY6/r/fffr4ULF+r999/X5s2b+SXSQ9RWc0n2xzVed911qqqq0nPPPaddu3Zpw4YN3D8NQ5hs/K/hFSorK+Xr61vvtrNnz2r27Nn69ttvFRERodjYWJ0+fVpfffWV/vznP3PflZuh5t6nvprXpvq+W0nasWOH+vXrx2VQN9SUuh85ckTjxo3T0qVLdfjwYf3nf/6n0tPTmf0NwxAsvczGjRt1//33KzAwsMZ/KtU/mH744Qft2bNHH374oS5evKguXbro8ccfZwF0N0bNvU9dNa9N9QoPcH+NqbvFYtHdd99tX4Jq69atio+Pd0Jv4akIll7kyy+/1IQJE/SHP/xBEydOvGr7T/+DqV73jCcuuC9q7n0aqjk8U2PrXlJSolGjRun8+fN67733+AUShuPXVC8SERGhYcOGae/evbJarVfdO1cdMKpfr360F9wXNfc+DdUcnqkxda+qqlJgYKBWr16tXbt2ESrhEARLD1U9u/dKHTp00Lhx47Rv3z4dOnRIJpOp1h8+zAh1T9Tc+7Sk5nBfza179S+SN954o6Kiolqlr/A+BEsPVX0jd1ZWVo1ZnnfccYeGDh2qV199VQUFBQQKD0LNvQ81907UHa6MYOnB1q1bp7vvvlvz5s2zr1Xo4+OjMWPG6JtvvtHJkycl/bi+GdwfNfc+1Nw7UXe4KibveJCfzgI8e/asdu/erZ07d+r48eMaNmyYfvWrX2nkyJGaPHmygoOD9eqrrzqxx2gpau59qLl3ou5wFwRLD3HlOmZFRUUqLS1Vhw4dJF1eEPfzzz/XmjVrVFBQoK5du6pfv3766KOPtGjRIt1yyy3O7DqaiZp7H2runag73AnB0gNc+UNn+fLl+sc//qHs7GxFRETovvvu06hRoxQaGiqr1aoDBw5ox44dOnDggMrKyvToo4/q//yf/8O9OG6Gmnsfau6dqDvcDcHSg8ycOVOff/657rrrLrVp00YHDx7Up59+qvvuu0/JycmKjIy075uRkaEDBw7owQcf5Okqboyaex9q7p2oO9yGDW6rsrLS/vcPP/zQdvvtt9sOHDhgq6qqsr++aNEiW9++fW2vvfaarbS01FZeXm7fduXf4R6oufeh5t6JusNdMSvczVy6dEkbN25UXl6efHx87DP+Tpw4oaqqKvXu3Vsmk0nl5eWSpN/97ncaPny4tm7dqkuXLtVY/JqFsN0DNfc+1Nw7UXd4AoKlm3n11Ve1bNkyvf7668rPz7f/8MnNzZV0ebkJm80mPz8/+w+fSZMm6dy5czp06JAzu45moubeh5p7J+oOT0CwdDNPPfWUEhIStGPHDr322mv64Ycf5OPjo+HDh+vbb7/VO++8Y3/igr+/vyQpLy9PoaGh6tq1q5N7j+ag5t6Hmnsn6g5PQLB0I9WP8Vq+fLmGDBmit99+W+vWrVNeXp5GjBihe+65R3/84x+1bds2+yzA77//Xh9//LEiIiLUtm1bZ3YfzUDNvQ81907UHZ6CWeFuoqqqSj4+PiovL7f/pvrb3/5W+/fv17hx4zRjxgzl5+fr+eef1+7du3XLLbfommuu0aVLl3TkyBFt3rxZcXFxTj4LNAU19z7U3DtRd3gSgqULKysrU2FhoQIDAxUcHFzrPjNnztRf//pX/frXv9bjjz8uSdq1a5fefvtt+fj4KCYmRpMmTWLJCTdBzb0PNfdO1B2eimDposrKypSQkKDc3Fy1bdtWt956qyIjIzVw4EDFxMTIz89PHTt2lCT94Q9/UEZGhu655x4lJyerffv2unTpkq699toai+vCtVFz70PNvRN1hydjPQIXVVhYqOuuu07nz5+3z/jLyMjQyy+/LH9/f3Xt2lW9e/dW37599e///u/64osv9N///d8ymUxKSkqyP+7Lx4fbaN0FNfc+1Nw7UXd4MkYsXdjZs2e1aNEinThxQkOHDtWTTz6pI0eOKDMzU0ePHtWhQ4d04cIFBQYGqqSkRGVlZZKkxx57TDNmzOCHjhui5t6Hmnsn6g5PRbB0cWfOnNHixYt1+PBhTZo0SY8++qh9W0lJiS5evKjPPvtMeXl5+uyzz2SxWLRs2TLuuXFj1Nz7UHPvRN3hiQiWbiAnJ0eLFy/WkSNHNG7cOD355JOSfpxJWK28vFw2m00BAQHO6ioMQs29DzX3TtQdnoZg6Sau/OEzfvx4PfHEE5KkiooKHt3loai596Hm3om6w5MQLN1IXT98fvqbLTwHNfc+1Nw7UXd4CoKlm6n+4fP111/r9ttv19NPP+3sLsHBqLn3oebeibrDE/BrkJuJjIzU73//e3Xu3Fl//etflZeX5+wuwcGoufeh5t6JusMTMGLpps6dOyebzabOnTs7uytoJdTc+1Bz70Td4c4IlgAAADAEl8IBAABgCIIlAAAADEGwBAAAgCEIlgAAADAEwRIAAACGIFgCAADAEARLAAAAGIJgCQAAAEMQLAEAAGAIgiUAAAAMQbAEAACAIf4/hOppXsde4GUAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -352,12 +592,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -381,12 +621,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -410,7 +650,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -419,7 +659,7 @@
        "(1563, 5)"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -487,7 +727,7 @@
        "2019-11-05 09:31:00  3080.33  3079.36  3080.33  3079.15       0"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -555,7 +795,7 @@
        "2019-11-08 15:59:00  3091.16  3092.91  3092.91  3090.96       0"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -569,12 +809,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAApYAAAH/CAYAAADt4Z0FAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAA9hAAAPYQGoP6dpAACxpklEQVR4nOzde1xUZf4H8M8ADlfvMowgkIJh3tJMrcy02tQtI3CU2Da2NCJxW4rtApX9tlU2yUrSEosySysJnUB3bbO9ZK5mpnYzM9I0QHQYUJH7jDjn98c4hxmYgRmYYW6f9+vlSzhz5pznPJyZ+c5z+T4SQRAEEBERERH1kI+zC0BEREREnoGBJRERERHZBQNLIiIiIrILBpZEREREZBcMLImIiIjILhhYEhEREZFdMLAkIiIiIrvwc3YB3IVOp0NNTQ0AICgoCBKJxMklIiIiInIsQRDQ1NQEABgyZAh8fDpvk2RgaaWamhqEhYU5uxhERERETlFVVQWZTNbpPuwKJyIiIiK7YIullYKCgsSfv/zmZ5PfHUEiAYaHD8DJ07Xw9kU3WRdtWBdtWBdtWBdtWBdtWBdtWBdtbK2LpqYmXDfxSgCwKvZhYGkl4zGVQUFBCAoKdvD5gODgYAQFXeSLgHUhYl20YV20YV20YV20YV20YV206UldWDO/hF3hRERERGQXDCyJiIiIyC4YWBIRERGRXTCwJCIiIiK7YGBJRERERHbBwJKIiIiI7IKBJRERERHZBQNLIiIiIrILBpZEREREZBcMLImIiIjILhhYEhEREZFdMLAkIiIiIrtgYElEREREdsHAkoiIiIjsgoElEREREdmFn7MLQOaNGDZQ/z+AXyrOO7cw5FSx6weKP/+SynvBm8VGDhB/Pl5R67Ry2EOxshCJimRnF8NtxR7/Vvz5eOwEp5WDqD22WBIRUa8rWLfG2UUgIgdgYElERL2uukrl7CIQkQMwsCQiIiIiu2BgSURERER2wcCSiIiIiOyCgSURERER2QUDSyIiMqtYWejsIhCRm2FgSUREZpUoi5xdBCJyMwwsiYiIiMguGFgSEZFZauaaJCIbMbAkIiKzqtUMLInINgwsiYiIiMguGFgSERERkV0wsCQiIiIiu2BgSUREZvkHBDq7CETkZhhYEhGRWZqWZmcXgYjcDANLIiIiIrILBpZEREREZBcMLImIiIjILhhYEhFRp4qVhc4uAhG5CQaWRETUqYL8NVianensYhCRG2BgSUREnZKFyVFRXubsYhCRG2BgSUTkxhzdTV2sLISaa4YTkZUYWBIRubESZZHDj19dxcCSiKzDwJKIyI2p7Rj0tW/91Go1OH6s1OLjRETtuVxgqdPpsH79esyaNQvjx49HfHw8tm/fbrLP4cOHkZKSgokTJ+LGG2/EqlWroNVqTfb55ptvkJKSgquvvhrXX389nnrqKdTU1Jjs88UXXyAuLq7Dv4ceesjh10lE1FPFykJAYr/jlSiLTILHiGHRqK+rRahMjuPHSlGQv8Z+JyMij+Tn7AK0t3r1aqxfvx4ZGRkYN24cPv/8czzxxBPw8fHB3LlzUVFRgYULF2LChAl45ZVX8MsvvyAvLw+1tbVYtmwZAOD7779HSkoKYmJikJubi4CAALz99tu4++67UVJSgr59+wIAjh49ipCQEKxfv96kDP369ev16yYispW9A73jx0rxUu5yJCqSAegn7Zw8cUwMXmVhcruej4g8j0sFls3Nzdi4cSNSUlKQlpYGALj++utx5MgRbNq0CXPnzsWbb76J4OBg5OfnQyqVYsaMGQgICMDy5cuxePFihIeHY926dejbty82btyI/v37AwCuu+46/Pa3v8Vbb72FzEx92oyjR48iLi4OEyZMcNYlExF1W3cCvWJloRg4tqdpaYZWqzHZptPpUFlRBqnUv1tlJCLv4lJd4VKpFJs3b8aiRYtMtvfp0wcajf7Nbs+ePZgxYwakUqn4+Jw5c6DT6bBnzx4AwIkTJzBp0iQxqASAwMBAjB8/Hrt27RK3/fTTT7jqqqsceEVERK6lq8k+7YcVBQQEIGJYtN3L0T6AJSLP4FKBpa+vL0aNGoXQ0FAIgoCamhoUFBTgiy++wD333IOWlhZUVlZi+PDhJs8bNGgQQkJCcPLkSQDAwIEDcfr06Q7Hr6ioQEVFBQBAo9Hg5MmTqKysxF133YWxY8fi5ptvxvr16yEIguMvlojIBfn4+JgkQ5dK/cWWUXMThbo7oad9AEtEnsGlusKN7dixA4899hgAYObMmYiPj0d9fT0AICQkpMP+wcHBaGhoAAAoFAosXboUf/vb35CamgofHx+88847OH78OFpbWwEAP//8M1pbW3Hy5ElkZmaif//++M9//oMXX3wRdXV1Yne5ORKJ/l9v6c1zuSLD9Xt7PQCsC2PeXhfG70O21EVX719XDI/Brv98Ku4nC5MjUZGEI4e/ReWpsg7P3fZREebNN9+13hmp1B/PZmci54U8m5/bGW+8LyxdqzfWhSWsiza21oWtdeaygeX48ePx3nvvobS0FKtXr0ZqaipefvnlTp8juXz1CxYsQENDA9asWYONGzdCIpFg9uzZuPvuu6FUKgEAV1xxBQoKCjBu3DgMGjQIgH48Z0tLC9avX4/U1FRxkk97w8MHIDg42I5X27kREQN67VyubHj4AGcXwekMdcC6aOOtdTEiYgAC/fVv4bbcF+fPqju8p2zatAkpKSmIiAhHVlYWFi1aJB4/OmoYHntkMZ5f9gy0Wm2H59aeq+7We1RAgD92/nM7Pnhvg0kZ7MXj74tjbT92Vf8eXxc2YF20sbYuGhv72HRclw0so6KiEBUVhcmTJyMkJARZWVkoLy8HADQ2NnbYv6GhwSQQXLhwIe69916Ul5dj4MCBGDRoEJ588kkMGDAAANC3b1/MmDGjw3FmzpyJLVu24JdffrE4qefk6VoEBV3s+UV2YoTRzycqax16LlcnkehfACdP18LbRymcPF3LurjMO++LAeJPJypr0azR98CcPF2LPf/5O2689c4u66Ky8nSH95SCtzZg2i13YuBgGabdcmeH45+orIVOJ0Aq9e/w3FOnKrv1HqXTCeKxjcvQHUuz9D1MOS/keeV9Yan+vbEuLGFdtLG1LpqaOsZcnXGpwPLcuXPYvXs3pk+fjsGDB4vbR48eDQBQq9UICwtDWZnpmrVnz55FY2MjYmJiAOjzXJ45cwazZs0StwHAjz/+KB7rxx9/xLfffovk5GT4+LQNNW1paQEAsRXTHEFAr96Y3v4iMOjtendFhutnXbTx1rowvm5B0Lf4Tbul88ByaXYm/AMCO+xjOFb7Yxr/DAARkVEdnqvVavHRVsszza25jvbns1X55XXMjZ/vTfdFV9fpTXXRFdZFG2vrwtb6cqnJOy0tLcjKysLWrVtNtu/duxcAEBcXh2nTpmHXrl0mA7937twJX19fXHfddQCAr776Co8//jjq6upMjnHs2DH85je/AaAfY/nXv/4V+/btMznXxx9/jIiICAwbNswh10hE5CwV5WW4+dZZNj0nQZEEAAiVySGTtaU3KlYWolhZiJaWZiz/y1M2lyW03bHsuYIQETmPSwWW4eHhUCgUWLt2LdavX499+/bh1VdfxapVqzB//nzExsYiNTUVZ8+eRWpqKj777DNs2LABK1asQFJSEsLDwwEA8fHxCAwMxKOPPoq9e/diy5YtyMjIwDXXXIP4+HgAwOzZszFy5EgxkN29ezeefPJJ/Pe//0V2drZJKyYRkauyJSBTq1WoKC+z+HhklD6tkHHOSkNLZNqSDKirVOKM8RJlEQry1yAgIABNjQ02l9s4B2eJssjiCkLGM9SJyPW5VFc4ADz33HOIjIxEUVERKisrMXToUGRkZOCBBx4AAMTExODtt9/GypUrkZGRgYEDB+L+++9HRkaGeIzQ0FCsX78eubm5ePjhh9GvXz/MmzcPjzzyCHx9fQHo81pu2LABeXl5WLNmDc6fP4+RI0fitddeE1s1iYhcXbVaH1ieOXPGZLu5ROjVVSqTVsf2DEGnVCrtENAZjmXIg6muUqGu7gKkUn/07TegW2U3zmVpqVyf7NiGnNzOZ45HRkXj0IH93SoDEdmXywWWUqkU6enpSE9Pt7jPtddei6KizpP8jh07Fu+9916n+4SGhuL555/vVjmJiFxF8dbCDrl7S5RFVo97NNfqub24CBMnTTXZlqhIbkuwLgFiR8bhyOFvETsyrlvltlcuy4ryMjHAJiLnYn8vEZGbK/mo8y/aBnFXjTW7vX1QFhomtxj0iUGooP85tJMWUGupexgUqtUqhHIdcyKXwMCSiMiN2RJQ+flZ10klk8ktrg1eeUqf9k0WJkflqTJMmjzV7H62qK5SWRwralXgKljuSiei3sXAkojIjclk8g5BmbllFrtaetH4cXWVCn59+lgM9gzjL6VSf4vjH61Z6tEkeJV0f3lIGVsriVwGA0siIg/zUu7yDtvEsZEWGD8uC5Nj3PiJSFuS0WG/vv36Y3uxft/OWksL1q3pspxSqRQA4B8QCJlMbraMhm769kFnsbIQv0+KN9nGGeREzsfAkojIzbVvsTtbo7bp+e3HUyYokpCgSDI7+Sd2ZJw4C9xS93OxshDVVqZBKlYWol+//hYfCw2TY2l2JkqURSbBZYmyCIcOmOYh/mTHNqvOSUSOw8CSiMiNRUZFW5XL0niCTPvWP61WA7XROMdERbLFGeUJiiRoWprFnJfmdNU6ahAqk6Mgfw1kYXIxEbtxGUuURZDJ5NhevAUAUJBv2goqlfqjWFmIBEUSWltbTdIXEZFzMLAkInJjObl5HVosdTodjh8rNdlm3IJoCPyMx0rKwuRmu77bMwScFeVlYjAYGRVt0g2trlLBPyCwy2PJwuRiV3f7QNa4O98QMLafvS6VSsVg09qJSUTkWAwsiYjclKEVsn2LpY+PDzQtzSbbDN3d6iqVGHR+smMbipWFkEqliIyKtnm9b8P+Obl5JgnKZWHybue2NDhbo4ZarTJpydRqNR0n+EjaymGvvJhE1H0MLImI3JShFVJdpUJgYFsL4aTJ13fYt+Vy93XakgyToNPQetnZUo/tabWaDl3hhjREgD7g7ayrvCuG4LG6SoVERTIGD5FdPq+2w6QgQx0kKJLE/YjIeRhYEhG5Oa1Wg9raWgD67u35d9/TYR8fHx/k5OYhUZEsdi13d0xiZ2mGAACC9YGquVbGgvw1JqmIjFs/DYFkZFQ0QsPkYpd7oiK5x62kRNRzDCyJiNyUIXm4VOoPf39/FG8txKGD+5GoSO6QCsg4UNNqtShWFna763jOHXd12GZIHVSsLAQk1h9Lq9V0mLhTrVYhYliUWL4ERVKH7v6K8jKkpWd06PInIudiYElE5KaMJ+2Eh4ej5KMiVFZcXhlH1j6wlBr97C+2Clozo7y9zpKilyiLrE41lKBIglTqL46RNHSfa7VayMLkYotqoiIZdXUXIJX6m7Symgugi7d2L8k6EdkHA0siIjdkPIlFFibH0KFDoa5SWdW9HREZhWq1ClKpFJWnyqyawd2V0DB9gnO12vr1wxMVySYBb2fd5/369UdEZFSHVta09LaZ7JFR0VYlZicix2FgSUTkhgxBHNDWctlZ66NxsCeT6ccm+gcEQir1R+zIOJM8l91hWFqysqJMLE93V8KJGBaFBEWSySQkWZgcaekZYu5KtZk0ReZSLzlCsbKQq/wQWcDAkojIXQn6/xLmJeH06dNoamqETqczu6txwKWuUuHmW2chdmQctFotIqOiUVlh/axwS+rqLog/R0ZF46MtH3T5nA5d2cpCyMLkSFQk4/2i7SaPJSqSETEsCgX5a6zubneEgnVrxGUticgUA0siIjdlCBYT5ycjKysLQUHB8PHRv623nxDT/nk5uXmIjIpGS0szcnLzTCb3dEdkVDSq1Spxucec3DyLQa4x465swPKqPYbrSVuSgWq1yuI65d0ZM2qLpdmZqKwoY85MIgsYWBIReYCUlBRotVoxQOws2bkhSMvJzcPkqdPscv6c3Dz4+PiYpPyxJlg1LmdnQaFhP8P/7QNSa45hD7bk+yTyRgwsiYg8iHHanw6r1FxmHMy1727uicFDZCZrjhtPzLFGtVrVYbUdSywFzoZWXMfODpcgKDiE4yzJJVh6nTsLA0siIg8hlUrFHJMlyiKL3crmWDuTuzOPZz+LtCUZHdYc7yzIba+yotzmpSXb27Rpkzg7vCcfuu2fuzQ7E5FR0ejbrz9un5vA1ktyCba8znuDn7MLQEREtlOrVR1yVRrGTgL6LmHjyTRdscds6vYBoWEcZMG6NZDJ5FYFjNakS+osPZK6SoVNmzZBXaUS82p2N1A1/sBOVCTjkx3bMGbcBDye/SwSFcm475553ToukSdjiyURkRsyJEI3ZhwcysLkTl+VRiaTo1hZiLoL1ge41nSfd3ZdWq0Gp0+fBqAPDI8fK7X63OYU5K9BQf4a8djHj5WKgaqjx3MSuSO2WBIRuaGWlmZxpRpLursWuL1ERkXjpdzl0LQ0W50nM2JY59cEdN5tPywyGhKJBFqtBocO7odW02J1edsztPoaJiRJpf7o16+/+PigwUO6fWwiT8UWSyIiN+Tj42NxaUVAP/Pb2SlxcnLz2loXha7HO8654y6ruuQ720cWJsfJkyfRr98A+EgkCOjBqkKyMDnqjYYT+AcEmowf9fNj2wxRewwsiYg8RMK8ttnUto4rtGYmdk/ILi/52Jmc3LwelyNhXhIuXrwIwNCtLmDWzVPFx22ZzKNvZdVnoV+anYn6utoeTywi8nQMLImI3JC5sYiJ87sf9DgqYNJqNR265DsL7qwpR2fBZ+L8ZISEhODx7GcBABGR0Sj/9YR4TsN4SWvUXbiAiEh91/yhg/s75OWMjIpmyiGidhhYEhG5oZ6ulNN7JGJZDZNdbAnuzOkq+FywYAES5ycj9PL64jqdDgX5a7A0OxPVNqyJrmlphkwm149lFSCmcjLIyc3DoQP7u3UNRJ6KgSURkYeSSv1tyiHpGIKYdqjylD7voy3BXXe8/vrrACCmOJo8dRomTZ6K7cVFnaYqMmaoswRFEg4d2G+SysmYLSmdiLwBA0siIg8VERmFEmVRj1sIe0Iq9UdaegbUapU4mai3ZqsbuszfL9qOQwf2o2+/ASZLTnamIH8NtFoNEhXJqKu7YHEGvrNTOhG5GgaWREQeypBAvfJUmdNyLs654y4kKpJRXaXC4CGyy1slvXJu4y5zQ2tpVymaDGRhcrEL//HsZy3OwA+1Q2J5Ik/CwJKIyMNJpf4dllnsLcYBWezIOBQrCxERGeXwWejtRQyLxuPZz9q0DKMhX2ZnYzplMjkn8BAZYWBJROShIqOicfxYKbRarcukySlRFlm9vKM9pS3JsPmc1i5zub14S3eKROSRGFgSEXmonNw81NfVwpCL0ZkMXcY9XWKxu2wNKiOjoq1qVY2MikYLx1kSiRhYEhG5oc6WNTQlcYnURGnp+q74szXqXu8G746K8jKrgtGc3Dz4+PCjlMiArwYiIjdkbTctIFidYseREhXJSFAkQSqVuky3vDndSc1kHLj/PinensUhcjsMLImIPJhU6i+uQuNsiYpkp7eedrVaTomyyObgMiIySvz50IF9Ts4bSuRcDCyJiDycK7cQ9rac3DyLM8OXZmfi+LFSm/N+pqVnmASTXa2JTuTJGFgSEXmw9ssQEizm9PzsP5+iX7/+3UrN9FLucizNzsTAQUOcljOUyBUwsCQi8mCWEns7iyskFK88VSa2MC7NzhS7xjUtzd3K3Z6oSEZ93QVUlJdh36GjNox/Jeo5tYOXSLUVA0siIuo1htnhztTS0iJ2d3/2n0/x0ZYPxMeqq1Td6srurWUqiYwVKwtR7WIt5H7OLgAREXkPVxjvGRAQAFlY24o5Op0OxcpCcfa8ukrVrZZLV2s5Is9XoiyyIfVY72CLJREReRXDzPSK8jJoWpoRFByC5X95CrEj4/Qz6CWwOae8j48PKiusXy6SyF5cbegFA0siIvIqxuM8Q8PkePavK9BQXwd1lQqJimTIZHKbP6yDgoLRt98AO5eUyLKl2Zk4/P03zi5GBwwsiYjIqxjGeba2tiItXb+GuI+PjzgbPDIqGpFR0TYdc84dd+kn/xD1koryMvELkSvhGEsiIvIqiYpklCiLUHr0B3HMp/GKQN2ZSZ+Tm4dDB/bbtZxEXTH+QuQqXK7FUqfTYf369Zg1axbGjx+P+Ph4bN++3WSfw4cPIyUlBRMnTsSNN96IVatWQavVmuzzzTffICUlBVdffTWuv/56PPXUU6ipqelwvnfffRe33XYbxo8fj8TERHz++ecOvT4iInINxpMe7LEikKt9wJPnc8UlUl0usFy9ejXy8vIwf/58vPHGG7jhhhvwxBNP4B//+AcAoKKiAgsXLoS/vz9eeeUVLFq0CBs2bEBOTo54jO+//x4pKSmoq6tDbm4unn/+eZw6dQp333036uvrxf02bNiAF154AQkJCXj11VcRGRmJ9PR0HDx4sNevm4jIFq7W/eWOjMdR2mNmrat9wJPnc/YSqea4VFd4c3MzNm7ciJSUFKSlpQEArr/+ehw5cgSbNm3C3Llz8eabbyI4OBj5+fmQSqWYMWMGAgICsHz5cixevBjh4eFYt24d+vbti40bN6J///4AgOuuuw6//e1v8dZbbyEzMxMtLS3Iz8/HwoUL8cc//hEAcNNNNyE5ORlr167Fhg0bnFYPRERdYetYzxw/VorYkXHi76xPIvtwqRZLqVSKzZs3Y9GiRSbb+/TpA41Gn3x2z549mDFjBqRSqfj4nDlzoNPpsGfPHgDAiRMnMGnSJDGoBIDAwECMHz8eu3btAgB89913qKurw2233SbuI5FIcNttt2H//v1oaWlx1GUSEfUYW8d65vy5GpMJOqxPIvtwqcDS19cXo0aNQmhoKARBQE1NDQoKCvDFF1/gnnvuQUtLCyorKzF8+HCT5w0aNAghISE4efIkAGDgwIE4ffp0h+NXVFSgoqICAPDLL78AAK644gqTfaKjo3Hp0iWUl5c74AqJiMgVBAUFu9xyl0SewKW6wo3t2LEDjz32GABg5syZiI+PF8dHhoSEdNg/ODgYDQ0NAACFQoGlS5fib3/7G1JTU+Hj44N33nkHx48fR2trKwCI+7Y/VnBwsMnj5kgk+n+9pTfP5YoM1+/t9QCwLox5e10YX7e314Uxa+tCFiZ3WH25ymcE74s2nlgX3b0mW59n6/FdNrAcP3483nvvPZSWlmL16tVITU3Fyy+/3OlzJJevfsGCBWhoaMCaNWuwceNGSCQSzJ49G3fffTeUSiUA/ezzzvj4WG7MHR4+QAxAe8OIiAG9di5XNjx8gLOL4HSGOmBdtPHWujD3vuCtdWFOV3Wx9JmnHPbeGujv5/j37WNtP3Z1Lt4XbTypLtJSF2Lv3r3dvtesrYvGxj42HddlA8uoqChERUVh8uTJCAkJQVZWltg93djY2GH/hoYG9O3bV/x94cKFuPfee1FeXo6BAwdi0KBBePLJJzFgwAAAEPdtbGw0GYtpaKk0PlZ7J0/XIijoYo+vsTMjjH4+UVnr0HO5OolE/wI4eboWgo3LrHmak6drWReXeed9MUD8yfh9wTvrwjxr62LaLXc67L21WdPaq+/bls7F+6KNp9VF8dZCJM5P7tZ9bGtdNDV1jLk641KB5blz57B7925Mnz4dgwcPFrePHj0aAKBWqxEWFoayMtP1WM+ePYvGxkbExMQA0Oe5PHPmDGbNmiVuA4Aff/xRPJZhnGZZWRnGjx8v7lNWVoY+ffogMjLSYjkFAb16Y3rCi8AeerveXZHh+lkXbby1Lsxds7fWhTnOrAtX+4zgfdHGU+qiWFkEAT2bdGZtXdhaXy41eaelpQVZWVnYunWryfa9e/cCAOLi4jBt2jTs2rXLJCH6zp074evri+uuuw4A8NVXX+Hxxx9HXV2dyTGOHTuG3/zmNwCAiRMnIigoCDt37hT3EQQB//rXvzBlyhSTWedERERErqREWeTsIpjlUi2W4eHhUCgUWLt2Lfz8/DB69GgcPHgQBQUFmD9/PmJjY5GamoodO3YgNTUVCxcuxK+//opVq1YhKSkJ4eHhAID4+HgUFBTg0UcfxQMPPIDTp08jNzcX11xzDeLj4wHo0w8tWrQIa9euRZ8+fTBx4kQolUocOXIEGzdudGY1EBEREYmKlYVukxLLpQJLAHjuuecQGRmJoqIiVFZWYujQocjIyMADDzwAAIiJicHbb7+NlStXIiMjAwMHDsT999+PjIy25LahoaFYv349cnNz8fDDD6Nfv36YN28eHnnkEfj6+or7/fGPf4Svry+Kiorw9ttvIzY2Fvn5+Zg0aVKvXzcRERGRsd8nxeP9ou1mWyfVatdcfcvlAkupVIr09HSkp6db3Ofaa69FUVHnTcBjx47Fe++91+k+Pj4+WLJkCZYsWdKtshIRERE5yoH9e7E0OxMAUJC/xmQZ0moXXdbVpcZYEhEREZGej48PKsrLoK5SofKU/n8De6xv7wgMLImIiIhc0OAhMqirVJg0eSqkUn9UnmpbFdC49dKVMLAkIiIickGxI+NQrVahorwMoWFytLZexPFjpSbr3LsaBpZERERELkqr1UKtVkEmkyMoKBialmZUlJd1/UQncbnJO0RERERkIOgn6giAf0AgNC3NJmMtXQ0DSyIiIiIX5h8QiEmTp+on8lxuvXRV7AonIiIiclFSqT8ez35W7P525aASYGBJRERE5NIMq+4kKJKcXJKuMbAkIiLqBcXKQhQrC51dDHJxS7MzTe6TOXfcBUAfVBov6+iqQSbHWBIREfUCw7J87rLmMznHR1s+wKED+8Xfc3LzALTdN5FR0Zg0earL3kdssSQiIuoFx4+VuvRsXnINOp0OAFCwbo3ZxyvKy1w2qAQYWBIREfUKTUuzs4tALm5pdiZ8fHxQeaq807XAXXlIBQNLIiIiO+qsVbJazRZLsqyivAzzFtwDQJ9iyBLDsApXxMCSiIjIjiwFj6EyOUJddH1nch05uXmIiIxCfV2tSy/daAkn7xAREfUCGYNKspJMJkd1lUqcuGPM1cfpssWSiIiIyIVERkUj7qqxZh9LW5Lh0l9S2GJJRERE5ELMtVQaJCqSXXqMJQNLIiIiBytWFkKtVgGCs0tCrkztAZO72BVORETkYCXKIlRXqVB5qgxLszOdXRxyUZUV5c4uQo8xsCQiIrIjrVbTYZu6SgWtVgOp1B8V5WVOKBW5A3P3jjmuupwjwK5wIiIiu9JqtR22GSZbVKtVOH6stLeLRG6gWFmIwUNkVu3LlXeIiIi8iLmVUdKWZCA0TI6zNWonlIhcXcG6NYgdGefsYvQYA0siIiI7M7fOc6IiGTKZ66aJIecpVhai7sIFl89RaQ0GlkRERHbWfp1nw2zfBEUSpFJ/ZxSJXFhBvr61Mm1JhrOL0mMMLImIiBzE0CVuCDQTFcno268/Z4aTCcMyoK48dtJaDCyJiIgcpERZhKXZmQg16gKPHRmHQwf2O7FU7ssQkJsbw+qulmZnQqvVeEQOS4CBJRERkcMcP1aKT3ZsM1mCL0GRxHyW3fTJjm0AzI9hdVcV5WWIiIzuMHzCXTGwJCIichDDDHDj1ih9d6eE+Sx7oLLCswLzSddOhX9AoLOLYRfMY0lEROQghok67VujrE2E7Y0M3dzmxhsacoSOu3qSRwXmObl5HtO9z8CSiIjIQaRSKQCYjLEky4qVhSjIX4O6ugudTmTx8/PzmETzkVHRADxj4g7ArnAiIiK70ul00AlC2+9GPxsYAk4yVaIsAiSApqXZ7ONSqRS/T4oHANTXXejNojmMJ7W8AgwsiYiI7MrHxwc+Eon4e1jY0A75CSOGRfd2sdxHxzjcxKED+wAwOHdVDCyJiIgcSBYm79DNaTxLnNqoq1Soq7uAUAv14x8QiEuXLondx+R6GFgSERE5QGeTMRIUSb1YEvchC5ND09IsLn1pXIfFykLEjoxDYGAgcnLzOjxOroGBJRERkZ2Fhsn14wUt8JSJGvamVqvEiU5LszPxUu5y8bGC/DWIjIoWhxHEXTUWBfmek8/SUzCwJCIisjMZZ4F3j9A2TODQwf0mk3hkYXLk5OaJ41XfL9pu9hCG/JbukufSU1bcMWBgSUREZGfqKhXUHrKSSm+ShcnFYQLVVSoxabhxkGjc2lttJig7dGA/ipWF2F68xcGl7bliZWGXk5XcDQNLIiIiO5JKpZCFybucoMMJKOYZAsdQmRz9+vcHAGwv3mI2b6XZRPMSXO5CF0zGYG7atMkh5e2Jgvw1mDR5qrOLYVcMLImIiOxIKvW3anKOp+Uv7Kml2ZlisN3a2oq6uguYdO1UsbXSsDymKUmHCT4QgPq6WkRERovjXIu3FrpkYGno3vckDCyJiIjsLFGRDHWVClqthi2TVvpkxzYx2Pbz84OmpRk5uXk4dGA/AAFBwSEdnhOfuMBkklSJsghpSzIglfojLb0td2jJR0U4c+aMw6/BVp54bzCwJCIicoBqtQpSqb/HtUjZW7Gy0GzaoDl33AUAqDxVjohh0Xj2rys67GNct8XKQkRGRSNRkYxQWVvu0GJlIVovtuL8+fMOugLbFSsLsTQ70yNbrblWOBERkQNotRqusGMF45RCBgmKJDEwbG29iEmTp3aZoqlgXVvqIeOVjgrWrUF1lQrDhkV0+vxiZWGvpYEqyF+DylNliIj0vPuDLZZEREQOIeEKO11Ymp0JTUszzp+rEWeAA6Yzv4OCgjtt9TXMvq+7cAHVl382PD8yKhrVVSrIwuQYOnRop2Xp1ZyYl1f8rKzwvBZLBpZEREQOIXjkGLqeMs4z+cmObdBqtdDpdADMjzkM7Son6OUgTdPSLHafG1SUlyFUJhfHWy7Nspzb0lzqIkeprNB370ul/r12zt7CwJKIiMiODOtcdzW+0luXddxeXGTyf99+/SGVSsXJOu0Zd2ubY0hGHyozP8NaFiZH4nx9C+Y/d2zrUdntR+jyutyVywWWOp0O69evx6xZszB+/HjEx8dj+3bT7PqHDx9GSkoKJk6ciBtvvBGrVq2CVqs12ae0tBSpqamYMmUKbrzxRmRlZaGmpsZkny1btiAuLq7Dv2XLljn8OomIyDN5w6o7PVmjW6vVolhZqG+pFAT069e/07GoXY17VFepUKwsNDvsQF2lEltBU1JSoNVqxBZTwzUYJg/FXTXW4kQie4sYpp9k1L6F1RO4XGC5evVq5OXlYf78+XjjjTdwww034IknnsA//vEPAEBFRQUWLlwIf39/vPLKK1i0aBE2bNiAnJwc8Rg1NTW47777cPbsWaxYsQJPP/00Dhw4gAcffBAXL14U9zt69CiGDx+ODz/80OTfokWLev26iYjIu3S2lrg51gY8vREYGU+UsUWxshBBwSHitftIJEhbktGz1juJvjzmWoCr1Spx5rU+sNTik8utloYyFKxbgxJlEfz8/FCQv8bsZCJ7WpqdKSZF98SMAS41K7y5uRkbN25ESkoK0tLSAADXX389jhw5gk2bNmHu3Ll48803ERwcjPz8fEilUsyYMQMBAQFYvnw5Fi9ejPDwcPznP//B+fPnUVRUhKioKABA3759kZqaim+++QZTpkwBoA8sx40bhwkTJjjrkomIiKxSoiyyatayIWCaN99xM5yre7Bc5e1zEy7npoRJWiDDNlvJZHJ8c+gri3VjHHAaj2k0rNFdXaUSW5krT5WbX83HzjwxoDRwqRZLqVSKzZs3d2gx7NOnDzQa/R96z549mDFjBqRSqfj4nDlzoNPpsGfPHgAQ9w0JaUumOmDAAABAbW0tAEAQBJSWluKqq65y1OUQERHZjS1rj9vaGmqLnrSIliiLkJObB1mYHFKpv0n3dXeDrQRFEvr262/xceOAc1hklPhzZUWZeC1qtUoMQAcPkTm01ffQwe4F0O7CpQJLX19fjBo1CqGhoRAEATU1NSgoKMAXX3yBe+65By0tLaisrMTw4cNNnjdo0CCEhITg5MmTAIDf/va3CA0NxbJly6BWq1FRUYGVK1ciNDQUN9xwAwCgvLwcjY2NOHz4MGbPno0xY8Zg9uzZKCkp6e3LJiIiD9TlbGYb9eas5c50txvc2PFjpfDr08emYNmSREUyYkfGmX2s/RjGtPQMcXKVVqtt6/YW9MeJGBaFx7OftVtgbhjPaUKwy6Fdlkt1hRvbsWMHHnvsMQDAzJkzER8fj/r6egCmLZEGwcHBaGhoAACEhobir3/9K/785z/jn//8JwCgf//+2Lhxo/jco0ePAgBOnTqF7Oxs+Pn5oaSkBFlZWdBqtUhKsjxbTyLR/+stvXkuV2S4fm+vB4B1Yczb68L4ur29Loy5Ql0YPiPC5PJOy9GdzxJz+xtvK95aiGq1Pm+jo+qiukqFgIDAbh3XcM0SAP/31xUo+ajILuWzVJd/eyFPfBwA5i1IRslHRShRFmLIEBkA/azxSddOFf9m8+YnY5udyvXJjm1iGQy6ui8czdb7wtayumxgOX78eLz33nsoLS3F6tWrkZqaipdffrnT50guX/3f//53PPnkk5gzZw4UCgU0Gg3efvttLFq0CJs2bUJMTAwmT56M119/HVOnTkVQUBAAYPr06Th37hzWrFmDBQsWiMdrb3j4AAQHB9v3gjsxImJAr53LlQ0PH+DsIjidoQ5YF228tS7MvS94a12Y48y6CPT3w4iIAeL/ne23979/R0pKilXH9fGRtB3vWNt243Ps3PERaqqr0MfPx2HvFz4+Emi1Ld36bDLUiVbbgsceWQzZoGC7fMalpS606jjDw/V/l507PsK4cWMAAKdPn0aNuhIjIgaIx7H1b2PJxYtak3LdcsstXd4XvcXa+6KxsY9Nx3XZwDIqKgpRUVGYPHkyQkJCkJWVhfLycgBAY2Njh/0bGhrQt29fAMBrr72GiRMnIi+v7VvCtGnTcPvtt2P16tVYs2YNBg8ejJtvvrnDcWbMmIEvvvgCNTU1CA0NNVu2k6drERR00exj9jLC6OcTlbUOPZerk0j0L4CTp2sheHgXQldOnq5lXVzmnffFAPEn4/cF76wL81yhLpo1rThRWSv+b0lZ+Snk/G0Fpt1yp1XH1ekEs8cz3tasaUVLiwaVlacd9n6h0wnieYu3Foo5IrtSvLUQQ2QROFFZK17LtFvutMtnXFfHMb4vhsgiUFFRhoR5+p7JgnVrxL+V4ThDZBHI+dsK/HPnf5HzQvcn2ggC8PLq18U6+t///ofrbpju1M91W18jTU0dY67OuFRgee7cOezevRvTp0/H4MGDxe2jR48GAKjVaoSFhaGszHQJpLNnz6KxsRExMTEAgMrKSvzmN78x2ScgIABjx47FsWP6r3kHDx5ERUUFEhMTTfbTaDTw9fVF//6WBwILAnr1DcvbPygMerveXZHh+lkXbby1Lsxds7fWhTnOrAvDubsqw4PpGShRFtlUTkt/d+OftVoNpFKpw94vtFoN+vYbAEEAipVFSLByfe1iZRHUahUEQT/20Rl/H0EAysvLLk/WSRbLdde8JJPylF9esae8vKzb5VyanQl5eATeyF+DBEUylmZnQhAEDIuMdonXqbX3ha1ldanJOy0tLcjKysLWrVtNtu/duxcAEBcXh2nTpmHXrl0mCdF37twJX19fXHfddQCAESNG4Ouvv4ZgVBsajQZHjhxBZGQkAODLL79Edna2OOEH0Cdn37lzJyZOnGgy65yIiMjeOksdZG5WsvFa2r3FXDmkUn9xsozahglF6iqVmKbI6el22gVLlv4W7ZeYXJqdafWM8c/+8yk+/Wy/OPO9orwMC5JTnH/tDuZSgWV4eDgUCgXWrl2L9evXY9++fXj11VexatUqzJ8/H7GxsUhNTcXZs2eRmpqKzz77DBs2bMCKFSuQlJSE8PBwAMAjjzyCb775Bo888gh2796Nf//730hNTUVVVRWWLFkCAEhOTkZoaCgWL16Mjz/+GJ999hkeeugh/Pzzz3jyySedWQ1EROTlzM1K1rQ0W/38UDOr0NirHMaszWdZrNRPKrL3TPluM5pCYS6xuiGgNCRXN9heXISCfOtmxdfX1XbY5ulBJeBigSUAPPfcc0hPT0dRUREefPBBbN++HRkZGVi+XJ8SICYmBm+//TZaWlqQkZGBDRs24P7778czzzwjHuPWW29FQUEB1Go1Hn74YTz77LMICgrC1q1bxWToQ4YMwfvvv4+4uDjk5OTg0UcfRXNzM9555x1cffXVzrh0IiIiALa1BJrjyGUluxMcvpS7HFqtxuyyi85gHBCba62sKC9Da2srIqOiTZaA7NtvQJfXYGjRNCxT2b7V09O51BhLQJ8kPT09Henp6Rb3ufbaa1FU1Pm3qJtuugk33XRTp/tER0djzZqe5+MiIiLqDkt5HHuyso29hnIVKwvNlq87waEtra29oas1uhMUSfjbc0/Dz88P3xzSJzQ/dHA/+vXr32mgWKwsRImyCIcO7BeXbTTo6ZcFd+FyLZZERETewlzS856s+tLa2mqybGFPlCiLLCZlj4yKRrGyEFqtxnwS8HZCZXKTuRHOlKBI6rJLOlGRbNQyK0FFeRnKTv6CSZOnoqK8zOI1F+SvgbpKhUMH94vnMHSnDxo0xG7X4MoYWBIREbkQc+Mai5WFVnVBlx79ocvWuJ5Sq1Vi0CSV+ncYh2hO+9Y7Z7JmvXUASFuScfknAeoqFfz8+iAnNw/qKhU+2bHN7HMmTZ6KuroLqKwwrZPfJ8XDz8/lOokdgoElERGRk1g7yaZEWYS0JRldtmaGyuQOnyBi6KYvURZZPd6yorwMUVeMsMsSjr0lUZHc1u0tASKG6dcZN7TimvtbGILs+MS2CUGRUdH46ss9bnXtPcHAkoiIyAHMzTZur/0kG+NgpX13a6IiuctZ2obxj/YIYtRVKpMUR+YCKVmYHMePlVp1vE8/22/UCugecnLzIJX6QyaTi3Wr1WrgHxCIEmWR2S5xTUuzSXCfk5sHWdhQl5m45GgMLImIiBzAmi7X9gFgQf4aMVCz1N1qiXGQY2lspC3SlmSI+SqBjl30hrKfrVFbfUxru6FdyZw77sLxY6Xi9Rpme/9cehQfbfnAZF+1WmV2KMLj2c9a9UXDEzCw9ADFykKrBk8TEZFraR8AysLkqK+rhVarsflYxoGoPfJYGgeBxcpCqNUqk7GelafKTR73VDm5edC0NIutrbIwOfr174+LWg10Oh0Ao6BeMJ+rMlGR7JZBdXcwsPQAJcoim7/ZEhGR85kLALVabaczqC0FccbPkcnkKN7as2DP+DwlyiJUV6lMkoNrtRqo1SrodDqrk4a7M0NgmKBIQlq6PsgMCg7B75Pi8cmObVianelSk5SchYElERGRk7QfY2nIdTh4iMziczoL4oy7W0s+KsLixYu7XbYSZVGHrnpZmNx0rKCgnzDU2fjBpdmZbp8k3Lh727j18dm/rsC5czUA9Es4esPKOl2xS2Cp0Wjw3Xff4V//+heqqqpcJlcVERGRWxH0QaXx2Mb2LI2flEqlJt2tx38uxZYtW3pWHknHSURt5/OHLEyOx7Of7TRwrCgvc/uAy1z559xxFxIVyeKXA1vGmnqyHgWWFy5cwLPPPovrrrsOycnJyMjIwA8//ICPP/4Y8fHx+P777+1VTiIiIo9nCNRsZS7PZY0dAh2ZTI7txVugrlKJXd8GEZH69DuJimSrcll6GuNg0z8g0G4rHrm7bgeWFy5cwO9+9zts3boVzc3NEARBfOz48eP4+eefsWjRIhw/ftwuBSUiIvIG3ZnkUbBujcPS2Wi1GkyaPBURkdGorGibsDPp2qlu38VtD+oqFTQtzXZb8cjddTuwXLduHU6cOAFfX1/84Q9/MHksODgYEokEjY2NWLduXY8LSURE5A26Wk/aUiDXfm1xe6e2qSgvw6Rrp5rMVs/Jzeuyi7tYWWh1nku3JdG3WMZdNdbZJXEJ3Q4s//Wvf0EikWDRokV4+umnTR5LT09HamoqBEHAoUOHelxIIiIiryB0/rC5LmfD7G3jYDJRkQyp1B/h4eE9Ko66SiWm1Dl0YD90Op1NQWuJsgj1dbU9KoOrk8nkiB0Zh/eLtju7KC6h24GlWq0fuzFq1Cizj1955ZUAgHPnznX3FERERG6nu62F3c1HbEhc3r4L/a7EBRg6dGi3jgnoW0/TlmQgICAQarUKsjA5AgICbOqqV1ep0LffgG6XwR1ERkV7zXKN1uh2YDlw4EAAwOHDh80+/q9//QsAMGTIkO6egoiIyO10NxF2RXmZyZKH/gGBViceN5eNJecF22Zitz9XdZUKiYpkRERGobpKhQRFEiIibRtT2d3JSO4kJzfP7ZaqdCS/7j5x5syZKCoqwsaNG9HQ0CBu/+c//4n33nsP+/btg0QiwU033WSXglLn2s8GJCIi92Ac0BkHpf369UeJssjKQLWLPnQrtG/5NHyuyGRyMcjsDm9YccYbrtFa3W6xfOSRRyCXy3Hp0iVs3boVEokEALBjxw58+eWXAIBBgwZhyZIl9ikpERGRBypRFplNem7LLG97zUguWKcvR7Gy0OT8hiDTUgB1/FgplxYmAD0ILAcPHowPP/wQM2fOBAAIgmDy77rrrsMHH3wAmczy6gFkP5YS5hIRkeszXnfbIEGR1KszqtVqlTi73NB6adBVkKtpafbKXJbUUbe7wgEgLCwMr7/+OmpqanDkyBFcuHABwcHBuOqqq3o8E41sY269WSIicm2GSR/tk48nKJKQqEjGU4//yepxlt21NDsTObl5qK5SwT8gEEuzM6GuUonBpDW5KkPD5JzAQgB6GFgCQFNTE5qbmzFjxgxx26effoq+ffuib9++PT08Wan9erNEROT6DMHbyRPHTHJRGnc5lyiLusxv2ZPGhU92bENObp44Aah9y6M1yzHKZHIcOfxth+1dlZs8T4+WdCwuLsZNN92Ed999V9ym0+nw+OOP46abbsL27czpRERE1BWp1N/szO7BQ/TDyYyDTv+AwA779bRxYWl2JlpamsXfK0/Z1q2doEgyG9zWXbjQo3KR++l2YLlnzx489dRTaGxsxNGjR8Xt5eXl0Gq1aG5uRlZWFg4cOGCXghIREXkidZUKUqnUZFUbg9iRcQBMM39ojAJAezG0UhrKYC7I7UyiItnsxHRHlJVcW7cDy7fffhsAEBQUhNtvv13cHhoaimeeeQYhISEQBAEFBQU9LyVZxdHjcIiIyL4SFEni5EtD62T7x4HOJ8/Yo7tZrVYhVCaHVOrf7eNxEikBPQgsf/75Z0gkEixZsgS///3vxe3BwcFISUlBeno6AKC01MPXCHUh7WfxERGRazMeS2lonbT0OGB+VZ/264R3R2VFOR7PfhZarQaVFWXw8fGxatIOUXvdDizr6uoA6HNVmjNgwAAAQG1tbXdPQVZSq1XdXkKMiIjcX08/A7RazeVVdqIBSBA9PMaqSTvtte854+Id3qfbgWVERAQA4KOPPuowFkOr1eLDDz8EgB6tU0rW6cmKCERE5Fy2zOi21DPVk88ArVYDnU4HQD8JSKvVdHsykHH5lmZnYtLkqd0uF7mnbqcbmjVrFt544w0cPHgQt956K6ZMmYKBAweitrYW+/fvR01NDSQSCebMmWPP8pIZ/EZIROS+DEsmOovxjPQERRL27/tft49lnMuyorwM737wUY/LR+6l24FlWloa/vvf/+LYsWOoqanBxx9/bPK4IAgYOXIkHnzwwR4Xkjpny7JfRETkfhw93EkqlQKAmJS9u+fjBB7qdld4cHAwNm/ejOTkZAQEBJgs5xgQEIC7774bH3zwAUJCQuxZXiIiIo9y/FgpdIJg9co17XuputtrZRgPGSqTIz6xLZCUSv271bWu1WrMpkwi79KjlXdCQkLw3HPPYenSpThx4gTq6+vRt29fDB8+HH369LFXGYmIiDyWpqUZ48ZP7HSfEmWRGOzJwuQ4ZvRYd3utDMeUhclNJupEDIvq1vEiIqNNuvQ5q9w79XhJRwDw8/PDlVdeaY9DEREReR1XyuyRtiSje89Lz8BLucvF39svDUnewerAcuPGjQCAm2++GZGRkeLv1vjDH/5ge8mIiIi8hLVdzwmKJIfnLO7uDPNERTIK1q2xc2nI3VgdWD7//POQSCSIiIhAZGSk+Ls1GFgSERH1XKIiuUNg2d3WTsMKO/ZYucegp2uWk/vr9uQdACYTdiz9IyIiou7ralJPd1sYKyvK9T/Y+aOaywt7N6tbLFesWAEAGDNmjMnv5Do4UJqIyPNUq1UmE3QSFEnYa/R4sbLQ5uByaXYmmpubsDQ70+4p6wyTguzZEkruw+rAMjEx0eT3kJAQjBkzBuHh4XYvFHUPB0oTEXkm4+7uREUynjj+rfi78Yxxa1WUlyEwMNChnxvOTPpOztPtrvClS5fi1ltvRV6e7WuJEhERkXW0Wq1Dlu2VSv3tfkzAvmM2yf10O7DUaPRJUGNjY+1WGCIiIjJl76TjhjGQc+64y67HNais0LeCcrlh79TtwHL27NkQBAG7du0SF68nIiIi12aYVW6cFN2etFotfp8Uj0mTpzrk+OTaup0gffLkydi/fz8+/vhj7N+/HxMnTsTAgQPh7+8PHx/TePWpp57qcUGJiIi8kSO6rB3VXR0ZFY0D+/ei9OgPeL9ou0POQa6t24Hl0qVLxTyWNTU1+Pe//21xXwaWvcPadWaJiMh9SKVSux5PXaVC9eXA8vD33+D2uQl2O3ZObh4+2bHNbscj92OXPJbGPzOPpfNUc8A0ERF1ofJU20zwpsYGh3SJc3yl9+p2i6UtSzoSERGReaF2ziPZFa1W67AZ4QDgHxDosGOT67M5sDx37hy++OILnDlzBn379sWUKVMwYsQIR5SNLutO8lsiInIPnrYM4uPZzzq7CORENgWW7777Ll555RW0tLSYbFcoFFi2bFmHSTvdodPpsGHDBnz44YdQqVS44oorkJqaivj4eHGfw4cPY+XKlfjhhx8QHByMefPm4eGHHzYZh1JaWooXX3wR33//PaRSKaZNm4YnnngCQ4YMEfdpbW3Fa6+9huLiYtTW1mLMmDHIysrC1Vdf3ePrsCdrk9/29rdeIiJybadPn+6wTafTiSmMBg+R2f2cbAjxblZHgjt37sSKFSvQ3NzcYRylUqnEyy+/bJcCrV69Gnl5eZg/fz7eeOMN3HDDDXjiiSfwj3/8AwBQUVGBhQsXwt/fH6+88goWLVqEDRs2ICcnRzxGTU0N7rvvPpw9exYrVqzA008/jQMHDuDBBx/ExYsXxf1yc3PxzjvvIDU1FXl5efD19cX999+PsjL3XMHG0771EhFRz8YrnjlzpsM2fSOQfvJt7Mi4bh+byByrWyzfeecdAIBEIsHYsWMxdepUnDp1Cp9++il0Oh3ef/99/OlPf0JAQEC3C9Pc3IyNGzciJSUFaWlpAIDrr78eR44cwaZNmzB37ly8+eabCA4ORn5+PqRSKWbMmIGAgAAsX74cixcvRnh4OP7zn//g/PnzKCoqQlRUFACgb9++SE1NxTfffIMpU6bgzJkz2Lx5M5555hncc889AIAbb7wRs2fPxptvvmkSqBIRETmLvdfy1uPkWnIMq1ssT548CYlEghtuuAFFRUV4/PHH8corr4iphDQaDU6ePNmjwkilUmzevBmLFi0y2d6nTx9xpZ89e/ZgxowZJt3ec+bMgU6nw549e8SyAPr1zA0GDBgAAKitrQUA7Nu3D62trbjttttMzj9z5kx8/vnnPboOIiIiaxmvA96dx7tSvLXQ5HepVOrQyTvk3awOLBsbGwEAc+fOFfNXAsAdd9wh/nzu3LkeFcbX1xejRo1CaGgoBEFATU0NCgoK8MUXX+Cee+5BS0sLKisrMXz4cJPnDRo0CCEhIWJg+9vf/hahoaFYtmwZ1Go1KioqsHLlSoSGhuKGG24AAPzyyy8IDg5GaGioybGio6OhVqvF6yUiInKkrsYk9nTMYslHRSa/RwyLFsfk9zRoJWrP6q7w1tZWAKatgAAwcOBA8WetVmunYgE7duzAY489BgCYOXMm4uPjUV9fb7YMABAcHIyGhgYAQGhoKP7617/iz3/+M/75z38CAPr374+NGzeKz62vr7d4HABoaGgQf25PItH/6y2dna94ayESFUniPr1Zrt5iuCZPvDZbsS7aeHtdGF+3t9eFMW+sC0vv/ebuEQAIk8uRME//uTFvvndMtPHG+8ISW+vC1jqzOrAUBAESiaTDzG/j1kt7rhk+fvx4vPfeeygtLcXq1auRmpra5QQhQ1n+/ve/48knn8ScOXOgUCig0Wjw9ttvY9GiRdi0aRNiYmK6TN7e2Qz34eEDLAadjhDo74cREQPMPrZzx0f49NNPu9zPEwwPH+DsIjidoQ5YF228tS7Mvda9tS7M8fi6ONb2Y2fv/eHh4R0eD/T3w2OPLHZs+VyUx98XNrC2Lhob+9h0XJvzWH755Zdiy6G1jyUkJNh6GkRFRSEqKgqTJ09GSEgIsrKyUF5eDgBmu6kbGhrQt29fAMBrr72GiRMnIi+vbTWBadOm4fbbb8fq1auxZs0ahISEWDwOAPFY5pw8XYugoIsWH7cH48ygzZpWnKisNbuf8WOd7efOJBL9C+Dk6Vr05mJOxVsLkdju27y5bb3p5Olap9SFK3LWfeFcA8SfjF/r3lkX5nljXcy+Y57Z936JBBg6dKjJZ0Px1kKP/azojDfeF5bYWhdNTbYNDbQ5sHzvvfc6bDO0FFp6zNrA8ty5c9i9ezemT5+OwYMHi9tHjx4NAFCr1QgLC+uQDujs2bNobGxETEwMAKCyshK/+c1vTPYJCAjA2LFjceyY/mveiBEj0NDQgHPnzmHQoEHifmVlZYiIiOh0drsgoFdvzM7OZ/xYb5ert/X29b2RvwYJ7cY2mdvWm7zlb20Lb60Lc9fsrXVhjjfVRYIiuctrNTxerCwy+d3beNN90RVr68LW+rIpo7ml9cC7+metlpYWZGVlYevWrSbb9+7dCwCIi4vDtGnTsGvXLpPxnDt37oSvry+uu+46APqg8euvvzY5t0ajwZEjRxAZGQkA4iSeTz75RNxHq9Vi165dmDZtmi3V4nDqKuvWAOcgbPsyt/Y612MnInfHzwpyJKtbLB9++GFHlgOAfiyIQqHA2rVr4efnh9GjR+PgwYMoKCjA/PnzERsbi9TUVOzYsQOpqalYuHAhfv31V6xatQpJSUkIDw8HADzyyCP44x//iEceeQTz58+HVqvFu+++i6qqKnGcZkREBBITE7FixQpoNBpcccUV2LBhA+rq6pCamurwa7WFuWDGsMyjcdCZqEjm8o92YKhDrVbD+iQij2JtQwVRd7lUYAkAzz33HCIjI1FUVITKykoMHToUGRkZeOCBBwAAMTExePvtt7Fy5UpkZGRg4MCBuP/++5GRkSEe49Zbb0VBQQHy8/Px8MMPIzg4GOPHj8fWrVsxatQocb9ly5ahX79+ePPNN9HU1IQxY8Zgw4YNiI6O7pVr7YmSy90Z7YNOa5d/JMva6lCCgvw1rE8i8hiyMDnf08ihbB5j6WhSqRTp6elIT0+3uM+1116LoqIii48DwE033YSbbrqpy3M9/fTTePrpp7tV1t7iHxBodnuJsojrgzuAukqFYmUhpFIpu76JiIhsYNMYS3IOc2u5qi8HPFwf3P4qT5XhpdzlCA2Tmw3ci5WFZp5FREREDCzdVGVFGdRqFcfLOEDffgNwtkaNtPSMDoF7qEyOgnVrLD53aXamo4tHRETkshhYupm21jIJqqtU7Kq1s2JlIWJHxmHS5OvFcUiGYHFpdiZkYXJUX+4qN+eTHdsYXBKRy2FPC/UWBpZupkRZJI7/C5V17Kr11jQS9nrTLFEWIUGRhPeLtovbPtmxDcXKQnyyYxvUahW0Wo04eao9nSDgs/98apeyEBHZi6X3LCJ7Y2DpZtRqlfgGIQuTQyaTmwRV3jrbz55vmu3rMO6qsXgpdzn8AwJRXaUCYH7h1KXZmWi9qEXsyDi2DhCRS1Gzd4t6CQNLN7I0O/NyYKMXGRWNBEWSSVDlrQFNd98029dX++NERkXDz88P9XW10LQ0X94qiGNbjZ9/6OB+SKX+ANg6QESupZrj8amXMLB0I5/s2Gbye0V5WYfWNW8NaCoryro1trF9UF5ZUW7yeEW5fvnQiGHRCL08kSc+MQmyy0MQDM8vVhaKb9yRUdE4fqwUv0+Kt6ks3vqlgIiIPAcDSzdivIwlmZJK/cUg0FaGgK5g3Rr07dff5LEERRISFElIW5KBtCUZmHPHXcjJzevw/K0ffqAf8yqTo6K8DJqWZpQe/cGmYNFbvxQQkePx84N6CwNLN6LVasSf59xxlxNL4pq6k3pJrVahIF+fPqi6StUhZ2iiItnkX/ug8vixUiz/y1P45tB+1NVdQNoS/QpQholV3QkW2XJJRPZmWKKWyNEYWLoBdZUKS7MzodPp9L+rVR0CHG835467LM2p6VR1lUp8XqgNyeaPHyvVj3lVq9DU2IDoK2KgaWkWhybIwuSAYP65S7MzzXbbq9X6v7Mh0CUisqcSZREn8ZDDMbB0A9VqFSrKyxAQEKD/nYOwO8jJzTMJ5Iy/mXf2LT1UJheToMvC5Fana6qvu4CK8jL4+flBp9MhbUlGh8C0+nIC+/ZBZEV5mdlu++oq/d9ZxmU6iciOEua1va+1H0dOZG8MLN2AIVelVOpvdolBb81daaxYWYhqtUqcMGPI9wmg05Vy2gdx1qZrkkqlAIB5C+5BqEyOREWy2YBQFia3aewnWxOIyN4S57e9rxkPqSJyBAaWbkAmk+P4sVJ9d6/QNgjbEFB6a+5KYyXKImi1GhzYvxcA0NraajJ20t7irhqL48dKkZObh8eznwVgGuCr1SqzXwIsMQTBntQazfFcRETeh4GlG1BfXroxJzfv8hKO+j5fBpSmIoZFw8dHf0v7+flZ3aXcnUk/7xdtR33dBQBtfweTv4eg/3f8WKlVxy/IX4OmpkaPmrnJWe5ErmPwEJmzi0BegoGlG5CFycWACYCYhJv0lmZnIjIqGrIwuU11I459lHSvda2zLiVZmBxpSzL0wacVk4pkYXL4+fVhNxUROUT7jBdEjsLA0g1wDGXnKsrLkJObhwRFEiIio7A0O1NsKTQOGJdmZ5r8vr1YP0NSJpOjIH8NIqOi7VKeyKhoREZFX27BFDosu2lJ3379ERQcYrdyEBEBQPHWQn6OUK9hYOkGXKHL2x3GyyUqkiG7nKC8X7/+gETfHRt31VgA+pWLXspdDsBwPRJUV6mQoEgSZ97bwlLXUk5unpgOytwSj5Ym6Dye/SzGjZ/Y7UTvRETmlHxUJH6OGCYeEjkKA0s3Y0uuRXtyl/FykVHROPz9N5CFtaUR8vPzAwD4BwTibI0axcpClCiLEDEsCnPuuAuJiuRujW00TNqxhsk4SzP5LQ0tnGxVICJ7M7z/qKtUHEpFDsfA0k0YvmWay5fYW7qzFrcjdNZ6mpObh6bGBiQokjpMmunXrz+kUn8xSJaFycWWRa1WY3NQZ21L8vFjpSj79Rfxd3OTigytlK7QOk1EnsXwXljNdGbUCxhYuomIYfpxd5byJTqaukqFT3Zs6/XzmlOQv6bT4HLwEJk+QJNAHK9YrCyELEyOiGFRAPTd0e0DSUcFdf3698fAQUNMtrU/N/NXEhGRJ2Bg6SYMa1A7S+WpMjQ1NTq1DAaVp8pMlj1sP9nF0EVtGG8JtCVJT1uSgcioaFRXqUwCSUd2D8lkcnFGZrGy0GwQ6Un5K4nIdTmrx4u8BwNLN2EcBDljHJ5U6g8/vz69ft72fp8UD78+UsjC2mZaHzq432Qfsy2Pgr7eLLVKGloyHSFBkYTIqGj8PikeJcoiVFepUKIswu+T4l1meAEReQcuGUuOxsDSDXXWZdudZN/Wioh0XPBlrdKjPyAsbCgAo6UazUyGMTC0DsrC5GK9VZSXdfjW7qgWYcPkoJzcPJQe/QGAvsVAXaVC6dEfOAOciIg8CgNLD+OowdmhMrnV+RgdyT8gELIwudidvTQ7s9Nv4Ja6mNsHko4aX2mYHATo13xXV6kwafJU1NVdEIcWtK9T5rEkIkfgAgzUGxhYklUMwZu5tEO9GWxqWpqRoEjCoQP67u/txVss7pugSNKvr+4iZDK5OBP98exnxaEFBflr4B8QKO7HVkwicgwrlgEj6iEGlh6uN4K+3s5xaZjx7R8QiJaW5k73M7QYtp8w46y8nIZyJCqSxRRSsjC52eXWnN06TESehcnRqTcwsPRwxrOneyoyKtqhYzhtIZPJ0a9/f1wxIrbLruMERZJJl3iCIslpichtmf3tLknpiYiIDBhYejh7jrnMyc0zO56xt4LN4q2FppNuBODTz/abjGM0J1GRbPK8REWy0xKRm1vhx1yQy9ZKIiJyRwwsqcd6azWHgnVrxMDW1gkurpBiQ12lMhk839n4T3HGOxERkRthYOmBHNnaZa51zdEzDYu36q/n15O/iAGlpdZTS1xhDe72AbihpbVEWWRSPnWVCpUVnMBDRETuh4GlB7LX2DxDgNpVEm9z3bv2VPKR/np0Op1Jt7ctwaIrrMEdGibH4CEys48Zly9tSYbdVgJilzoRGWi1GqYzI4djYOlhQu3Y5VuiLMLS7EyTNcJLlEUoVhaaBCyOXA7R2JB2QZkrBIs2EYCbb53V5W72vC5OACIiA6nUv8sx6UQ95efsApB9yYwmqfS0tUpdpcKB/Xs7bDfMNDcEQI5OYaGuUmHx4sXo17+/Q8/jaGlLMpwSDBcrC90vCCciu7NnwwORJWyx9GA9ba2Shcnh59cHOp2uw3bj8Y3+AYFWrXnd3UBXXaXCiRMnkJbumGUXe4stwZ1Wq+mQe7O7OBHINXGdeOptMhkDS3I8BpYepv24wzl33NWjlkvDxJzOxuXEjoyzarWYnubUTJzvPa1uWq0WZSd/sUurMycC2aa3xqV+smMbfp8U3yvnIiLqLQwsPUz7VrFJk6f2qOVSKvWHj4+PuIRie7Z8CPdWWiJP0b6luDtkYXJIpf69PonHnVvjenNc6qED+6zelxOxqKdcITsGeT4Glh7O3IekLR/6EcOiMG/BPUhb0rEbulhZiJdylzs0Qbrhw/TMmTMOO4ezddbl3dMgx3BsQ2txb7bGuaOl2Zkus7pUe5yIRT3FsdbUGxhYeiFbPvRlYXLk5OaJb0iRUdFisFKiLIKmpdls0NledwOagvw1CAgIxMmTJ7v1fFcXGRVtdplHnU4HH5+evzyrq1QIDZOLrcWOHm9ZrCzE0uxMh6egcoRiZSEOHdwvjh92dKtrqI3j3Vw14CXXlpKS4uwikJdhYOnBHPFBVFFeJgZCarUKWq3Wqm/Bxq0tNgWZEv1/zc3NNpXTXRw6sN9sgBEqkyMoKNguf0PDgP1iZaFNa5V3R4myyG1bK0uURaiuUol13v467N3aa+tqUJWnyu16fvIODCyptzGw9GD2GNNoaUyOukqF6nZLFFqjWFloU5deZUU5+vXvj6FDh9p0HndRrVaZDTBiR8YhVCbv1t/QOM+occthb7RWHj9WCsDxKagcQV2lgk4QxC8z7TmiK9qW8a+OXuGKiMgeGFh6qa4+zAyPt2+NVFep0NTUKAY8llaSaU9dpYJ/QCAK8tfY1ArXt19/yMLkWLFihdXP8RTWDDEwpyB/jRgEabUaHD9WCp0giF8EHNXFW7BuDc7WqOEfEOiW+fJkYXL4SCSAoL///QMCTYJ0e6V/AtpeXxHDonqcLYGIyJUwsPRQXQWOXbW+tF+/2iBtSYY4W7mpqRH9+lmXtFwWJkfsyDhAYlsXYOzIOCTMS/K67pwERVK3B9pXq/XduUuzMxEUHAJNS7M+YAIQMSzaqtRQ3SLo/+vXr79b5xytVqtQoixCfV0tCvLXoCB/jd2GERhelyXKIkRGRetfC5LOX6/tV7oiInJlDCw9VImyCP4BgZ3u050Pq0RFMqRSKULD5NDpdGKQ2Fmey2JlYdvjgs2n9Kr8lQbdDSoNf9NqtQoV5WUYN36i+JhWq7V5XJ8tDMeWhcnddvbpnDvuAqBvnZRK/SELk6PyVLndusENy6SqL/99EhRJgND5Fz1DcBsUHGKXMhARORIDSw+maWlGgiLJYtezNa2W5kRERkMm0+dHNLRqdtYKVqIsEh93ZGBD+iDE3BeK0DC5w8fo6YMxqVvnysvJzUNomFxMKq++PHzAMFGtp9RqFbYXF6HuwgWxVbqrcbTVahUggcmXBCIiV8XA0kOpq1QIlelbjipPldm1K00mk0NdpULEsCirW6bUalWnrZreSqvVdDrm1NaxiuKQg8sSFEkIDZOLXwQcSgDiE7vfhe8qZDI5Wlpa4B8QiMpTZfDx8cGlS5fsEpjrx7lqoWlpFuup/d/Y3BjYygrOCCci9+BygaVOp8P69esxa9YsjB8/HvHx8di+fbvJPocPH0ZKSgomTpyIG2+8EatWrTJpTbjlllsQFxdn9t8tt9wi7rdlyxaz+yxbtqzXrtcR1FUqk9nGWq3WpPXRPyCwx2lsKk9ZN06vWFkoLitoaLVkPr42Uql/p5N0bF3b1zDBxBAEJSqSkZaecTmo149DcET9FysLxZyn7i4yKhohffvh8exnAUgQfUUMhg6N6DIw7+6Xt/Z/Y3Ppmrr6AkJE5Cr8nF2A9lavXo3169cjIyMD48aNw+eff44nnngCPj4+mDt3LioqKrBw4UJMmDABr7zyCn755Rfk5eWhtrZWDAhfe+21Dt1W3377LVasWIHk5LbWlKNHj2L48OHIzc012XfIkCGOv1AHstS1VqwsRKIiGf369beY5sZArVZZDGoSFElQq1UdJmiYm0lekL8GdXUXTD+ULaRz8Vb2bOGrrlIBgv7LhCHITFQkI1GRjEMH95skuLcnT1gVxlAvObl5mDR5KhIVyShYt0ZsoTceIGzuXi9RFom/G15r7YXK9EMSjHOXJiiSLC6ZakwWJsexn7t1aUREvcalAsvm5mZs3LgRKSkpSEtLAwBcf/31OHLkCDZt2oS5c+fizTffRHBwMPLz8yGVSjFjxgwEBARg+fLlWLx4McLDwzF69GiT4zY0NODPf/4zZs6cKR4X0AeW48aNw4QJE3rzMnuFuS5UwwefLKzz/IhdzYA1fGAaf3Cqq/QzadVqlcn2arUKDQ31mH/3vW3jLG1shfNkhskidnU5cG//N5TJ5KgoL2P9W2BcX4Z72FBXaUsyxDygS7MzxXvZXPBYrCxEQf4aJCqSsTQ706QVVxYmx6TJUzFp8lSTcxmnHDKkhDI8zz8gEHV1F+x1mUREDuVSXeFSqRSbN2/GokWLTLb36dMHGo2+a2/Pnj2YMWOGSQLmOXPmQKfTYc+ePWaPm5+fj3PnzuH//u//xG2CIKC0tBRXXXWVA67E+YyDB6nUv0MrVWcTEUqURdBqNeIEBnM6fKBaCGb055ciJzdP31rG7jwTjug6tjSeUl3l2HGu7jxpBzD/mjDUWaIiGTKZHMXKQrGrun1dGi91ahgqsr14S4djGi+RKjJqxR939SSTyXCPZz8LHx8ft69fIvIOLhVY+vr6YtSoUQgNDYUgCKipqUFBQQG++OIL3HPPPWhpaUFlZSWGDx9u8rxBgwYhJCTE7HrSp0+fxsaNG/HAAw8gIiJC3F5eXo7GxkYcPnwYs2fPxpgxYzB79myUlJR0WU6JxPH/enK+9s+5K3EBqqtUkEiAEmUhJBJ9q4il51erVejXbwCGRUZbfc4wo1ZQ4+0Bl2coSyTA317Iw0NLMlCtVll1zBJlIaKios1ekzf9a38vdFYXhtbooeERaGpqNHnsoSUZ+NsLeQ4r57z5yU6pG/sdS+iwzbjOoqKi8eY6/dr11WoVTlWUmexbefl3/etAgmezMzu8zizd+2FhcvHnPn38OtSrVCrFvHZptxxZF+7+zxvqwtrPiN783HL1f6yH7teFLVyqK9zYjh078NhjjwEAZs6cifj4eNTX1wMAQkI65nMLDg5GQ0NDh+3vvvsupFIp/vCHP5hsP3r0KADg1KlTyM7Ohp+fH0pKSpCVlQWtVoukJMutA8PDByA4OLjb12arEREDbNrfx0eCQH8/8bkfvLcBgwcPRu25auzc8ZH4WKC/n9ljG9YkHjdujNXnHnPVlfjm0FcdyjtkyCBotS3itsceWYznlz1j1XEfe2QxgMXi78PDrSuLJxlz1ZXYg8/E3w11YKkuoqOGAQA+/fRT9OnTx6Se9fVp/u++adOmHiWhN3dMS/eXvdnjvti0aRMCAgI6lNdQZwDwwXsbMGvWLHzxRTnq6y8gOmqYyf5arRYjIgag8lQ5AgL8sb1kC+Ryuck+NdVVZuvEuK6MX7sG5spm7jje+BqxxOPr4ljbj129znx8JL3yWnQHHn9f2MDaumhs7GPTcV02sBw/fjzee+89lJaWYvXq1UhNTcXLL7/c6XMk7cJqjUaDrVu3Yv78+ejf33SFmMmTJ+P111/H1KlTERQUBACYPn06zp07hzVr1mDBggUdjmdw8nQtgoIu9uDqujbC6OcTlbU2PVenE9CsaTV5bktLC06dqoT24iVx0k6zptXssfv0kXb6uDlPPpuLDz8sQkNDvclztBcvYUhomMk2nU6w6rjFWwuReLkVbHj4AJw8XQuhGwnW3dmTz+bijbfeEH8/ebq207po1rQiYV4STlTWQiqVmq1nc3/Xgrc2YNotd3a7nOaOacv90x32vC9y/raiw31qTrOmFRHDonCqotzk+oq36ifzXH/DTRAEYEhoGE5VlOGKESNNjmnpHMbHav/aBYxfMwPEbcaPe/NrpD1vrAtL962hLqy5tz2dN94XlthaF01NjTYd32UDy6ioKERFRWHy5MkICQlBVlYWysv1LWmNjR0vsqGhAX379jXZtmfPHjQ0NODOOzt+YA4ePBg333xzh+0zZszAF198gZqaGoSGhpotmyCgV2/M7pzL8BzD/337DYCmpVnMb2l4rLNj3zUvyaZz65Nwa02eY3wu4/2sOW6xsggJRmPRerveXZHx37V9XRQrC1FVpUKCIhmCoF++0Vx9mXtuVZUKz2Rldjrm09L68ZaO2Vt/L3ucR12lwphxE7o8TpVKhUmTp+JURRmqVCpx/2JlEaRSfxw8sA/DR4zEg+kZKMhf06FsoTLz977xfu3/N96ns9/bH8fbeVNddHWdMivfc72BN90XXbG2LmytL5caY3nu3DmUlJTg7NmzJtsNs7zVajXCwsJQVlZm8vjZs2fR2NiImJgYk+27du3CsGHDMG7cuA7nOnjwIIqLizts12g08PX17dDC6e6Mk2YD6DQnX6hMLiZXt4kA9O3XX0zwbC7RM8BZ4Y5SoiwymTxl0ypHgvn8ie2Pbzx72Zi7J7/3Dwi0+hpycvMglfp3yKwQERklLgOZqEjuND+pOZbyYBYrCx2TPYCIyAFcKrBsaWlBVlYWtm7darJ97969AIC4uDhMmzYNu3btMpnBuXPnTvj6+uK6664zed63336La665xuy5vvzyS2RnZ5tM+NHpdNi5cycmTpxoMuvckxjqTSqVmp2hbUh03Z2lF6vVKsSOjBNntH605QNERkWbnc1q+BC154pAZMqWWcQyK5d8tJQYv7MlPd3BzbfOsmqGviGYnHPHXQgNk4tfngx5XeMTF4j1bpzT0hqWcoGWKIs8IvE8EXkHlwosw8PDoVAosHbtWqxfvx779u3Dq6++ilWrVmH+/PmIjY1Famoqzp49i9TUVHz22WfYsGEDVqxYgaSkJISHh4vHunTpEk6cOIHY2Fiz50pOTkZoaCgWL16Mjz/+GJ999hkeeugh/Pzzz3jyySd765IdxlJaH0PwEBomh7lE5T1JdN0+d6ZOpzObWkVdpRJbviy1gFHPWWpxtpzyqfOpf8ePlQKQeOSXAVsD45zcPKSlZ4itvJUV5UhUJHe43xMUSTbd455Yt0TkXVwqsASA5557Dunp6SgqKsKDDz6I7du3IyMjA8uXLwcAxMTE4O2330ZLSwsyMjKwYcMG3H///XjmmWdMjlNbW4vW1lb069fP7HmGDBmC999/H3FxccjJycGjjz6K5uZmvPPOO7j66qsdfp2OpNVqzSZAN27lTUvPMOmSNnygqatUUKtV3cqZN+naqVZ1Jxq3iHaWqJ1sY/WKOhbiR6lU2mlgc7ZGjYjIKI9YZQfoXhDnfzl9FqAP3A1f1Cy19iYqklF5qqzLcxleb4Yk7IbXEQNNInI3Ljd5RyqVIj09Henp6Rb3ufbaa1FU1PmH2+DBg1FaWtrpPtHR0VizxvNazLRajYWufAFSqRQJiiQkKpJNAoSCdfqVQqrVqu6Nr0Rbsu/77pnX6X6GVhxLYzCpe8pO/oKBg7pejrSzMa6GFWPMkUqlHjM+1rB6jq33uaalud0WSZf3sVarxUu5yzs9l+H1WF2lEldIAjxjqUwi8i4u12JJPWdpYo5U6g+p1N/sB1y3J31Y0FlLS6IiGXV1F7qcLOKINa09mZ+fHx7PfrZHxzDkMG3v90nxiE9sa8UuVha6dWvaJzu2ifdXsbKw25OPIiKjsL24qNMx2VKpP87WqK36IhUqk4utl8XKQn0PAlerIiI3wsDSA0mlUjHNT3vttzsqOCi5nH7Fkn6XZ937BwRa/sBlSgibWPrSYAtLXbqHvztkMoGksxni7sA/IBBlJ38Rf+/u5Ji09AxotVpEDLMcmEZERmHwEBk++8+nXQ8xkei/eBnGIXd3Ih0RkbMwsPRQlj6M2m9v39Wm1Wrs0kKiP4blyNDQpdqvf3+LEyf4geo45r5QhIbJLY6zNPclwVLrpjuIHRkHnU6HYmVhj7qbExX65RY7Sy2Ulp6B2JFx0LQ0dxr4JyiSxJ6DarUK1WoVjh8r5RrhRORWGFh6qARFUpcfSOYCSEMevh6TwKTr1BytVoPKCvNBZU+6J72VpVZqc8wFUzKZHFKpf5eBVmRUNNRqlVXpiVyZj48PXspd3uMhF121FFvbinzowH6T37VaDc7WqHvcCk1E1JsYWHqoREVylx9IlmaO97SFJDIqGtVVqi67F8ddPclid/lLucs7fNBS56z9QmDruL1iZaEYtCYoknDo4H6TMbnuOgkrKChYPxnHRYZcfLJjm5gI3T8gEM3NzQgKDnFyqYiIbMPA0otY06LVt1//HreQWBMQRkZF49zZGotl0rQ0syvcBkuzM60OFs2N2zNutWt/nBJlkdjVm6hIRnWVClqtVvxS0NUkLFcVGiZHqI1jGNvnarW0rT1rvqyFhsnFL2OPZz8LWdhQjBs/0eqyERG5AgaWHshcsJagSLLqA7T90o/dIuk6iM3JzUPakgyLZTKeHUtdqygvsylASlAkmax+VFlRhgRFEkJlcrMt2R2/bAiIiIxCsbLQLbvEDSvlTLp2qm0rFJm5r9PSu1660Zova8bHSVQkI3ZkHF8DROR2GFh6IHMBhuGDzfiDqn1Ly++T4u0ycUcms64VKFGRbPGD07DeMlnP2iBETMadvwbFykIcOrBfHCeoX9pR2+WSm1KpP2QyOUqURdBqtW6XGqq6SoVERTIOHdhv05ALc3Vs7X3a1Xrf5o7D1wARuRsGll7G+IPKuPWlqakRh7871OnsVmtFRkVfXv7PuvIwT599WBuEJCqSUZC/BpWnylCiLML24i3iYwmKJGi1GnECT2cTeRIUSVBXqTB4iMxlxilaw3jMaNqSDJuWc+xJoMf1vonIGzCw9HKGoE6n09klDyKg/wDtuEJJJzpfopocwLhF2bgr29y67pbolyssR+zIOLcaD2ucf7OzVnNnc9VykftJmMd7iXoPA0sPZOkDydz2arUKS7MzO01m3h22pL7xlGUC3Yk+XZB+7XipVGrSTWt8L5gbbznnjrvEv2/ffv0dXFL7k4XJTVrmXbW72VXLRe4ncT7vJeo9DCw9kKUPpPbbDYHmJzu2dbokXXfY2qVerCw0SVvDHJZd62ocZGcM6YLUVSqMu3qSSTetVCqFukpl8biGiVcAxCUkXb117fdJ8Sa/M2gjInIMBpZezJEfrrYeuyB/DbYX68fzLc3OtGncmzdampWJl3KXA0C3l1Y0JMN/v2i7yfY5d9yFarUKBev0xzU3Xtbw9zV0Jbt6oHbowD5nF4GIyCswsCSni4yKhixMjohIfSvl9uIitlh2oaKiTBzHaq672hrjrr7GbNCYk5uH0DA5qqtUCJXJcbZG3elxLAWVrjopi/cWEZHjMLAkAPoxkbaMi7QnQ+vkpGunAtC3pHEGrW26k+7n/aLtFidZGca99mRSTncDXkfw8fERh1qwNZyIyHEYWBKAngUQ9nLowH4szc50WoDrzqq72TroHxBodru6qm0tcHuPv3WG6CtiuEQoEVEvYGBJIme3MMnC5Dh0YL9LBLnuojsTd4C2WfsW00JJYDRr3L4ZA5xBFmZ+RSEiIrIvBpZezpp1jnuDWq1CgiKJH/42ME5kbqnl0ZKugneZTA6p1B9qtarbLciGwNRVuMq9TkTkyRhYejsXWDElMioaZSd/QaIi2S3XnXaetszyNiWkh3XpgaRSKaqrVN1uQXa5v6XQ/RZeIiKyDgNLL1etVsE/INCpeQhzcvOg0+kAuF4rlyuLiIwCoA/gbA3iDDO5O2uNDA1z3oQuexKDSQnEFEpEROQYDCwJmpZmJCqSXaKr0MfHB62trc4uhlswzNyWSv0RMax7KXQsJbJPUCRBJpNDFiZ3+eTnXSnIXwN1lQoymT6FUndm0BMRkXUYWJIoLd221XLsafAQGQAgKCgYfn5+TiuHuzHkiuxud3VnqzQZAkpXT37emWJlobiEY2RUNJqaGl1i+AcRkafiJ7iXMyTCBpwbQBiWBpxzx12YNHmq08rhbgyTnRzRqujOAaXBS7nLcfOts5CoSEaiIhkfbfnA2UUiIvJoDCy9nKF70NkMQQwTo1tHXWU6W9tRQaA7B5dLszOhrjqDz/7zqbgtKCjY5nXsiYjIeuwK93IJiiSXGFtJtnHV5RJdyaGD+xEYGGgyY37OHXe5dbBMROTq2GLp5fgh655kYXJERkXjwP69iL4ixtnFcUnVVaoOk5rYIk5E5FhssSQGl26keKs+dY4sTC6maXLlrl1n5o0Mlekn7XAlJyKi3sPAksiNlHxUhE2bNom/+/j4uPQa2IaVgZxBFiY3md1ORESOx8CSyI2oq1TYtGmTOMYyKCgYFeVlTi6Va2OLPBFR7+EYSyI3oq5SQdrHl5N3iIjIJbHFksjNnD59Whw3OOeOu5xcmu7jut1ERJ6HgSWRm9Fo2tYFz8nNc9sxhM4cf0lERI7BwJLIzfj7+5vMdHbXMYRcs5uIyPMwsCRyI1qt1tlFsBtXWPGJiIjsi5N3iNyIVquBROLsUriHyKjornciIiK7YoslkRtKmOee4yqNabWarnfqpmJlIdMwERE5AVssidyITqeDv78/EucnQxCcXZqecWS3fkH+Gocdm4iILGOLJZEb8fHxrJesNSmHupWWSAKXXuqSiMhTedanFJGHk0r9nV0Eu5FK/a1KOVSiLLI5uKyuUrntbHkiInfGwJLIrQgmeSzd1dLsTPTt1x9qtQpLszM73VddpWLXNhGRm2BgSeRGpFJ/+Pu7R6ulVCq1+FhFeRliR8ahsqIM24s7b7WcNHmqvYtGREQOwsCSyI3IwuQIDw93djGs0lm3/fFjpZd/knTZvX/o4H7AxhRLoTJ51zsREZHdMbAkciOyMDmGDh3q7GJYTW0mCXqxshBna9SIjIpGS0sz/AMCOz1GdZUKsHEGvPHKRERE1HsYWBK5mZSUFGcXwWrVZpZtNEzYycnNQ0BAADQtzd06TmeYHJ2IyDlcLrDU6XRYv349Zs2ahfHjxyM+Ph7bt2832efw4cNISUnBxIkTceONN2LVqlUmOfFuueUWxMXFmf13yy23iPu1trbilVdewYwZM3D11VfjnnvuwXfffddr10rUHe4UWIZ20XJo7Sx3S8fZtGmT2e1Mjk5E5BwulyB99erVWL9+PTIyMjBu3Dh8/vnneOKJJ+Dj44O5c+eioqICCxcuxIQJE/DKK6/gl19+QV5eHmpra7Fs2TIAwGuvvdYh+fK3336LFStWIDm5LQVJbm4utm7disceewwRERHYsGED7r//fpSUlCA6mi0eRD0lszDWcfAQWYdtxcpCsymCQmVyi8fZtGkTpt1yp8m2pdmZZrvgiYjI8VyqxbK5uRkbN25ESkoK0tLScP311yM7OxtTpkwRWybefPNNBAcHIz8/HzNmzMCiRYvw1FNPYcuWLTh9+jQAYPTo0ZgwYYL4LzY2Fhs3bsTMmTORlpYGADhz5gw2b96MJ598EikpKbjllluwfv16DBgwAG+++abT6oDI06mrVIgdGQfAtCXSXEqhpdmZ4qxwa3NZVpSXMTk6EZGTuFRgKZVKsXnzZixatMhke58+fcTcfXv27MGMGTNMUpnMmTMHOp0Oe/bsMXvc/Px8nDt3Dv/3f/8nbtu3bx9aW1tx2223mZx/5syZ+Pzzz+15WURkpPJUmdiiaNwSaW4c5aGD+5GTmwcAViVTN2BydCIi53CpwNLX1xejRo1CaGgoBEFATU0NCgoK8MUXX+Cee+5BS0sLKisrMXz4cJPnDRo0CCEhITh58mSHY54+fRobN27EAw88gIiICHH7L7/8guDgYISGhprsHx0dDbVajcbGRsdcJJGXsDQuUir1F2dtJyiSxP20Wk2HZOnVlwNQdZWK3dtERG7A5cZYGuzYsQOPPfYYAGDmzJmIj49HfX09ACAkJKTD/sHBwWhoaOiw/d1334VUKsUf/vAHk+319fUWjwMADQ0N4s/tSST6f72lN8/ligzX7+31AACJiiQA7lEXYZcDxvZl1Wq14mto3vxkvLluDe5NiodU6o+vD+7vsL9EAoTJOx7L8HOJshCCACTOTxa3u0P99JS5uvCG6+6KN9aFpWv1xrqwhHXRxta6sLXOXDawHD9+PN577z2UlpZi9erVSE1Nxcsvv9zpcyTtrl6j0WDr1q2YP38++vfvb/KYIHSeGM/Hx3Jj7vDwARaDTkcYETGg187lyoaHD3B2EZzuzxmLAbhHXQT6699e2t+/Wq0Ggf5+4valzzyF9PR0TJkyBd999x32/vfv4sz3iIhwjIgYgLTUhXjhhRfMvhbeLngNAPDYI/q6qT1X7RWvGXPX6A73RW/x+Lo41vZjV/e7x9eFDVgXbayti8bGPjYd12UDy6ioKERFRWHy5MkICQlBVlYWysvLAcBsN3VDQwP69u1rsm3Pnj1oaGjAnXfe2WH/kJAQi8cB0OFYxk6erkVQ0EWbrsdWI4x+PlFZ69BzuTqJRP8COHm6Fl18H/B4J0/Xuk1dNGtaAZi/f5s1reL2abfcCY1mES5eAlpaNCh4a4M403vgYBlOVNZi2i134uLfVpgcSyLRD3W52KqDLEwuPnbqVKUHv2YGiD+1rwt3uS8czRvrwtL97o11YQnroo2tddHUZNvQQJcKLM+dO4fdu3dj+vTpGDx4sLh99OjRAAC1Wo2wsDCUlZnmqDt79iwaGxsRExNjsn3Xrl0YNmwYxo0b1+FcI0aMQENDA86dO4dBgwaJ28vKyhAREYGAgACL5RQE9OqN6e0vAoPerndXZLh+d6gLQdCPjTRXzrvmJZls1+l0qFKp0NLSjCqVyux1hsrkHY515swZ6HRCl/t5InPX6A73RW/xprro6jq9qS66wrpoY21d2FpfLjV5p6WlBVlZWdi6davJ9r179wIA4uLiMG3aNOzatcskT+XOnTvh6+uL6667zuR53377La655hqz57rhhhsAAJ988om4TavVYteuXZg2bZpdrofI21laMaf9rG0fHx/IwuQICAgwWY6xqxV0goKCEBAQaHIeQ3oiIiLqfS7VYhkeHg6FQoG1a9fCz88Po0ePxsGDB1FQUID58+cjNjYWqamp2LFjB1JTU7Fw4UL8+uuvWLVqFZKSkhAeHi4e69KlSzhx4gTmzp1r9lwRERFITEzEihUroNFocMUVV2DDhg2oq6tDampqb10yEQFi+rD2K/F0tYJOU1MTdDrTr9NcdYeIyHlcKrAEgOeeew6RkZEoKipCZWUlhg4dioyMDDzwwAMAgJiYGLz99ttYuXIlMjIyMHDgQNx///3IyDBNiFxbW4vW1lb069fP4rmWLVuGfv364c0330RTUxPGjBmDDRs2cNUdIgdZmp1pdmJcfGISJk2eiiOHv7X4XK7/TUTk+lwusJRKpUhPT0d6errFfa699loUFXWeLHnw4MEoLS3t8lxPP/00nn766W6VlYhsU1FehqCgjhkVDEnQza2+Y/xcwHTpR41Gg759+6OlpdkBpSUiIlu51BhLIvJ8c+64y+Jj1izFaBx8XnHFFYi9Mg7+AYF2KRsREfUMA0si6lWG1klzOluKUV2lwtLsTFSrVeK64eHh4UiYl4R+l/PUFisL2WVOROREDCyJyKUYAsOl2ZkmyzimLcnAZ//5FE1NjSbrhifOTwYEiMtBdha4EhGRYzGwJKJeo7aQfsiYYSxlRXmZSdd4oiIZ9XUXEBAY1GHd8LQlGagoLzMJOImIqPcxsCQihzJ0WwNAdVXXgaWBWq0y2zX+7F9XoK7uAoq3th03UZGM48dKcfxY5xP2iIjIsRhYEpFDGVoRl2ZnQqvVWP28yoryDtukUikSFcmoVqvw7FOPYcSItsVPNS3N6Nevf88LTERE3cbAkoh6hb6LW2LVvvpWTsvriAUEBODiRS1ef/11k+3Gq/YQEVHvc7k8lkTkuaxpsYyMisbyvzzV6T76FXo6BqkJiqTuFo2IiOyAgSURuZRDB/ajob4OMbFxHR4LlelbJEPD5B3CSq1W22m6IiIicjwGlkTUawxrgndGFiZH5akys8nSDdvS0jPMBJbWj98kIiLHYGBJRL3i+LHSy13YnUtQJOHI4W/Ntj4atiUqkiGxbrgmERH1Ik7eIaJeUV9Xi1ArJtckKpLFLm9bWNMaSkREjsXAkoh6hVTqD5mVAaM1a4a3FzGMSzkSETkbA0sicpjQMDmOHysVc1haO2u7O5NwuhOMEhGRfTGwJCKHkcnkOFujRkV5GSKGRTt01jZnhBMROR8DSyJyGOMWSiYvJyLyfAwsichhjFsRmbyciMjzMbAkol7BrmoiIs/HwJKIiIiI7IKBJRE5lDVJ0YmIyDMwsCQih5JKpVCrVc4uBhER9QIGlkTkcNVVDCyJiLwBA0siIiIisgsGlkTkUNasD05ERJ6BgSUROYQhb6W164MTEZH7Y2BJRA7BvJVERN6HgSURERER2QUDSyIiIiKyCwaWRERERGQXDCyJyOG0Wq2zi0BERL2AgSUROZxWq3F2EYiIqBcwsCQiIiIiu2BgSURERER2wcCSiIiIiOyCgSUROZS6SgUfH77VEBF5Az9nF4CIPJssTA5InF0KIiLqDWxGICKHSlAkcb1wIiIvwcCSiByKa4YTEXkPBpZEREREZBcMLImIiIjILhhYEpHDJSiSnF0EIiLqBZwV7qJOnDqPEREDcKKyFhCcXRpypuMPnHd2EXqM4yzt43hFrbOLQC7ieOwEZxeByCy2WBIRERGRXTCwJCIiIiK7cLnAUqfTYf369Zg1axbGjx+P+Ph4bN++3WSfw4cPIyUlBRMnTsSNN96IVatWQavVmuxTV1eH5557DtOmTcPEiRNx9913Y9++fSb7bNmyBXFxcR3+LVu2zOHXSURERORpXG6M5erVq7F+/XpkZGRg3Lhx+Pzzz/HEE0/Ax8cHc+fORUVFBRYuXIgJEybglVdewS+//IK8vDzU1taKAeGlS5fw4IMP4vTp03jiiScwePBgbNy4EWlpadiyZQtGjRoFADh69CiGDx+O3NxckzIMGTKk16+biIiIyN25VGDZ3NyMjRs3IiUlBWlpaQCA66+/HkeOHMGmTZswd+5cvPnmmwgODkZ+fj6kUilmzJiBgIAALF++HIsXL0Z4eDj+/ve/44cffsBHH32EuLg4AMCUKVMQHx+PvXv3mgSW48aNw4QJE5x1yUREREQew6W6wqVSKTZv3oxFixaZbO/Tpw80Gg0AYM+ePZgxYwakUqn4+Jw5c6DT6bBnzx4AwM6dOzF58mQxqAQAf39/7Ny5Ew888AAAQBAElJaW4qqrrnL0ZRERERF5BZcKLH19fTFq1CiEhoZCEATU1NSgoKAAX3zxBe655x60tLSgsrISw4cPN3neoEGDEBISgpMnTwIAfvrpJ8TGxuKdd97BLbfcgjFjxmDevHk4ePCg+Jzy8nI0Njbi8OHDmD17NsaMGYPZs2ejpKSkNy+ZiIiIyGO4VFe4sR07duCxxx4DAMycORPx8fGor68HAISEhHTYPzg4GA0NDQCAc+fO4ZNPPkH//v3x5JNPIjAwEAUFBVi0aBGKioowatQoHD16FABw6tQpZGdnw8/PDyUlJcjKyoJWq0VSkuWEzhKJ/p8jGY7v6PO4A9ZFG9ZFG9ZFG9ZFG9ZFG9ZFG9ZFG1vrwtY6kwiC4JLpt8vLy1FVVYXS0lKsXr0acXFxePnll3HTTTchJycHCxYsMNn/pptuwsyZM7Fs2TKMHj0affr0wc6dOyGXywEADQ0NuO2223DDDTfg5ZdfxtmzZ/H9999j6tSpCAoKEo+zcOFCHDt2DP/73/8gMarNxsZGMaBtaGhAcHBwL9QCERERkfPYGv+4bItlVFQUoqKiMHnyZISEhCArKwvl5eUA9BfZXkNDA/r27QtA33oZExMjBpWAvpVz4sSJ+PHHHwEAgwcPxs0339zhODNmzMAXX3yBmpoahIaGmi3bydO1CAq62ONr7IxEAgwPH4CTp2vhmqF/72FdtGFdtGFdtGFdtGFdtGFdtGFdtLG1LpqaOsZcnXGpwPLcuXPYvXs3pk+fjsGDB4vbR48eDQBQq9UICwtDWVmZyfPOnj2LxsZGxMTEAACio6M75LUEgNbWVgQEBAAADh48iIqKCiQmJprso9Fo4Ovri/79+1sspyCg127M3jyXq2NdtGFdtGFdtGFdtGFdtGFdtGFdtLG2LmytL5eavNPS0oKsrCxs3brVZPvevXsBAHFxcZg2bRp27dplEjju3LkTvr6+uO666wDoWx2PHj2KX375Rdzn/Pnz+PrrrzFp0iQAwJdffons7Gxxwg+gT86+c+dOTJw40WTWORERERF1zaVaLMPDw6FQKLB27Vr4+flh9OjROHjwIAoKCjB//nzExsYiNTUVO3bsQGpqKhYuXIhff/0Vq1atQlJSEsLDwwEAf/jDH/DRRx8hLS0NmZmZCAwMxLp16yCRSMR0Q8nJySgsLMTixYvxyCOPIDAwEB988AF+/vlnvP/++86sBiIiIiK35FKBJQA899xziIyMRFFRESorKzF06FBkZGSIAWFMTAzefvttrFy5EhkZGRg4cCDuv/9+ZGRkiMfo378/Nm/ejBdffBHLli3DxYsXcc011+CDDz7A0KFDAehX13n//ffx8ssvIycnB42NjRg3bhzeeecdXH311U65diIiIiJ35rKzwl2N8eSgL7/52WQmuSNwoHEb1kUb1kUb1kUb1kUb1kUb1kUb1kUb2yfvNOG6iVcCAOrr682mfDTmci2WrqqpqUn82VDBRERERN6iqampy8DSpSbvEBEREZH7Yle4lXQ6HWpqagAAQUFBJsnTiYiIiDyRIAhir+2QIUPg49N5myQDSyIiIiKyC3aFExEREZFdMLAkIiIiIrtgYElEREREdsHAkoisxiHZeoIgsC6MsC6ovYqKCmcXwWWoVCpnF6FXMbAksgI/OPUM2RC8vT4kEgkzQxhhXZjy9tdHeno60tPT0dDQ4PV18eijjyInJwcXL170mrpggnQSbd26FdXV1WhtbcVdd90FmUyGgIAAZxfLKT755BPU1tbCx8cHd9xxB4KDg51dJKd57733UFlZidOnT2P69OmYMmUKoqKioNPpukw74WlKSkpw5swZ1NTU4JZbbsGVV16J0NBQZxfLKQoKCnDq1CnU1tYiKSkJV199tbg6mbcpKSmBWq3GpUuXcO+993ptPQBASkoKDhw4gLCwMPj6+nr1l477778fX375JUaOHAnAe76AMd0QAQAeeOABnDhxAhKJBBcvXoRWq8WCBQuQnJyMYcOGObt4vSo1NRUnTpxAQ0MDJBIJAgMD8dBDD2H27NkYNGiQs4vXqxYtWoTq6mqMGDECDQ0NKCsrQ2BgIJ5//nmMGzfOq4LLBx54ANXV1RgwYACam5tx5swZjB07Fk888QRiYmKcXbxe9eCDD6K8vBzh4eGoqqrC6dOn8Ze//AWJiYkQBMFrPkABIC0tDeXl5dBqtaivr8egQYNQUFCA6OhoZxet16WkpKC6uhoPPvggVq1ahfXr1yMuLs6r7geDe++9FzU1NUhISMDWrVvxwQcfIDQ01DvqQiCvl5+fL9x2223CDz/8IJw9e1bQaDTC008/LUybNk1IT08XTpw44ewi9pqXXnpJuO2224RvvvlGqKysFMrLy4WHHnpImDBhgvC3v/1NUKlUzi5ir8nLyxOmT58u/PTTT4JOpxMEQRCUSqUwduxYYcKECcI333wjCIIgXLp0yYml7B0rVqwQZsyYIfz000+CRqMRBEEQ1q5dK8TFxQlz584Vjh496uQS9p63335buO2224Sff/5ZaGlpEQRBEJKSkoQFCxaY7Ge4ZzzZiy++KNx2223C0aNHBZVKJRw5ckS48cYbhaeeesrZRet19957rzBr1izhxIkTQmVlpTBmzBjho48+cnaxnMJQF2VlZcJPP/0kxMXFCbt27XJ2sXqNdzQ1UKdOnz6N4cOHIy4uDoMGDYJUKsXf/vY33HPPPfjpp5+wcuVKrxmIXVFRgUmTJmHChAkIDw9HZGQkXn/9ddx5553Ytm0b3nrrLXEFJk9XWlqKkSNHIiYmBjqdDgAwb948XHvttdBqtUhLS8P3338PHx8fjx471NLSgh9//BGTJk3ClVdeCV9fXwDAkiVLcNVVV+HMmTN4+umncezYMSeXtHdUVFSgb9++kMvl8Pf3BwBMmTIFcrkcX3/9Nb799ltUVlZCIpGI940nunTpEo4fP47x48cjLi4OYWFhiImJwciRIzFgwACo1WrU1taioaHB2UV1uOTkZFRXV2Pt2rW44oorMGTIEIwZMwYHDhwAoK8rb5GYmIjz589j7dq1iIyMRGhoKCIiInD48GEA3lEXDCwJFy5cwLlz5+Dnpx9yq9VqAeg/OJOSkvDjjz9iw4YNqKurc2YxHcrwAXj27FmcPXtW3G6oi2XLluG3v/0tlEoltm3bJm73VFqtFlVVVbh48SL8/Pzg6+uLlpYWAMDgwYPx0EMP4YorrsDy5ctx+vRpj+7eaW1thUqlgk6ng0QiEevi0qVLkMvlUCgUaGlpwdq1a3Hu3DlnF9fhmpqacPbsWZMvE1999RV27dqFBx54AA888ADuvvtufP311x79pUMQBJw7d87k/vf398f58+ehVCoxa9YszJkzB3/9619RVlbm5NI6TkVFBYKDg/Hqq68iNjYWEokEUqkUEydOxL///W/U19eLX8Y83fHjx3Hx4kW8/PLLYl0MGjQIEydOFD83vKEuGFgSZs2ahVOnTqGwsBAAIJVKcfHiRQDA4sWLMWvWLGzbtg2lpaUAPG/G47lz58RxgtOnT8exY8ewa9cuAKZ18dxzz2H69Ol46623UF1dDcDz6sLAx8cH11xzDUpLS6FUKgEAAQEB2L59Oz7//HPccccdWLBgAcrLy/G///0PADyuderXX38FAPj5+SEmJgbffvst9u7dC0BfF//4xz/www8/4L777sOcOXPw+eef46effgLgmfeF4e/7hz/8ARcvXkRycjKeeOIJzJs3DzU1NXjppZfwySefICcnB2FhYcjOzkZNTY3Hfunw8/PDnXfeie+//x6LFy/Gu+++i3vuuQcXLlzAo48+io0bNyIhIQH79u3DW2+9Ba1W63H3xYEDBxAZGYl169aJE1QM98ns2bPh4+ODjz/+2JlF7DWCICA2NhZKpRJxcXEA2uri5ptvRl1dHb788kuT7Z6KgaUXqq2txblz59Dc3AwAuPrqq3HFFVdgy5Yt4gdnnz59xIDqmWeeQXR0NN577z0AnjWzbd68eXjiiSfQ2toKALj11luh0+mwadMm/PzzzwBM6+L5559HYGAgNmzYAMCz6kKlUqGiogIXLlyAn58f5s+fjyFDhuCll17C/Pnzce+99+LJJ59ERkYGYmJisGDBAsTExGDnzp0A4FGTeO666y489dRT0Gg0CAgIQHp6Os6fP49ly5Zh8eLFePjhh5GVlYWHHnoI4eHhyMjIgEwmw7Zt2wB41n3xxhtvoLGxUfz7xsbGYvXq1Rg9ejQCAgJQXl6Oxx57DLfeeivCwsLw29/+FklJSVCr1Sat/57g3LlzqK2tFd87Z82ahYyMDFRVVeG///0vjh49imXLluHuu+/G+PHjkZ2djZkzZ2L37t24dOmSR90X8+bNw8qVK9HY2AipVCpuN9wnY8aMgVwux44dO8THPC2wNtBoNCat1gaGupgxYwYCAwNRXFwsbvfUugAYWHqd//u//8NDDz2EefPm4aGHHkJZWRkiIyORnZ2NiooKvPrqq9i3bx8A04AqJiZGbKXzFCkpKWhpacGTTz4JPz8/6HQ6xMTEIDc3F/v27cNrr72G48ePA9DXhU6nQ3BwMCIjI6FWq51cevvKyspCWloa5s+fj6SkJHz33XcYNWoUVq1ahXnz5mHQoEEICwvDm2++iZSUFDEQDw8PR21trXMLb2eG6/vLX/4Cf39/XLp0CePHj8fGjRsRFxeHmpoaNDc3Y926dbj33nvFMVMymczjAqmDBw8iLy8POTk54lhBqVSKa6+9VvzC0djYiLFjx8LX11d8vwgNDUVgYCACAwOdWXy7evrpp7Fo0SIkJCQgJSUFu3fvxpAhQ5CWlobi4mIkJiYiMDAQY8eOhY+Pj1gXsbGxEATBo1qpDO+dOTk5ZlOxXbp0CVKpFI899hgOHz6M999/H4BnfeEyyMrKwquvvor6+nqzj+t0OoSEhGDJkiXYu3cvPvnkEwCeWRcGDCy9yOLFi3HgwAHcfvvtmDt3Ls6cOYPMzExcuHABV199NfLz81FaWoqXX35Z/JbZp08ftLS0QKPRICwsDK2trR7xBnnfffehuroaq1evxpVXXgmg7dvl9ddfj5deegn//e9/sXLlShw8eFB8vLGxEX5+fhg4cKDHrL7y8MMPi126f/rTn9CvXz9kZGSgpqYGcXFxyMzMREFBAV588UVMnz4dgL4bUKvV4uLFi4iLi/OYD84//OEPqKmpwSuvvCLeF4YxUePHj8cLL7yArVu3Yt26dbj55pvFxxsbGxEQECCmHfKEugD0wbKvry+Ki4uRlZWFpqYmAG3Xd+nSJfj5+WH37t0A9O8Xzc3N+OqrrxAREYGQkBCnld2e/vjHP+LQoUO4/fbbcffdd6N///5IT0/HSy+9JA6ZOH/+PFpaWlBeXg6grS6OHz+OUaNGwdfX1yPeL1JSUnD27FmsXr1a7P5uz/CaGTVqFG644QZs27YN33//fW8Ws9dIJBJs2LABW7ZsMTtRy/C5MmnSJAwbNgzbtm3DqVOneruYvYoJ0r3E/v37cfLkSSxbtgxTp04FAPTt2xebNm0CoP+AuPbaa7Fx40ZkZWXh5Zdfxv/+9z+MGjUKx48fx65du7Bu3Tpxgo87e+CBB/DDDz9g69atGDZsGCQSCaqqqvDzzz9DpVJh3LhxuP322zFgwAA8/PDDOHPmDG6++WbExsbi22+/xcGDB/Hggw96xDfOn376CceOHUN2drYYKIWEhCAnJwdNTU3QarViN1dTUxM++ugj/PTTT5gyZQp++ukn/O9//8PatWs9YiWazMxMfPvtt9i8eTNiYmLg4+OD06dP49tvv0VFRQXGjx+PqKgoREREoLm5GVu3bkVVVRUmTZqEr776CocOHcKDDz4IwDOGBeh0OgwdOhRjxoxBVFQU9u/fj0cffRSvvPIKgoKCAOhbrEeOHImNGzfi7NmziI6Oxrfffovi4mK88sorHpH39eeff8bx48fx5JNP4tZbbwWgn9z2xhtvYO3ataivr0dGRgZmzJiBlStXIj8/H8nJyQgKCsLu3buxY8cOvPrqqx6x2EROTg4OHTqEd955RwwqT506hS+++AK//vorxo4dixEjRmDUqFEA9C3Xv/vd7/DYY4/h3XffRWZmpsfkRTbk8A0KCsKlS5fw4osvoqGhAQ888IDZVtyYmBikpqYiKysLRUVFSEtL85gvXu25f5RAVjl37hwqKysRHh4ubouOjoZWq8VLL72E48ePY+7cuVAoFFi/fj0KCwvxySefYM+ePRg6dCjy8vIwbdo0j0h+fMUVV+Cbb74BoG9VOHLkCP70pz+hqakJDQ0N8PHxwfz58/HEE0/gww8/xOuvv47i4mKx1fbll1/Gdddd5xF1cf78eZSVlZm82YeFheHSpUtYtWoVjh07ht/85jeYNWsWxowZA19fX+zevRtffPEFBg0ahJUrV+L666/3iLqIiYnBp59+Kq64dOTIETz00EPQ6XRoamqCRqPBzTffjCVLliAuLg4VFRUoKirC1q1b0b9/f7zwwguYMmWKsy/Dbnx8fODj44MhQ4ZAKpXiz3/+M5YtW4bMzEy88sorYlf3a6+9hr/85S/YvHkzAP3ra9WqVbj55ps94r4wvEYiIyMB6AMKqVSKP/3pTwgODsbKlSvh7++PZ599FmvWrMFTTz2FL7/8EgEBARgwYABeeOEF3HjjjR5RFyNGjICfnx9OnjyJKVOm4Mcff8SiRYvg5+eH1tZWbNiwAaNHjxYDbQC48cYb8cc//hHPP/880tPTnXwF9mP48nj8+HHcfvvtGDVqFPLy8uDj44OFCxeaBJeGv/3tt9+Ow4cPo6CgAAsWLPDYwJIJ0r3Erl27hNGjRwu7d+8WtyUkJAg33nijkJKSIvzud78T4uLihGeffVa4ePGicOnSJeHSpUvC+fPnhfr6ekEQ9AmP3TnpsaHsNTU1wt133y0sWLBAKC0tFeLj44XHH39c2Ldvn1BaWiqsWrVKiIuLE9asWSMIgiA0NTUJdXV1wqlTp4SzZ8+Kx3LnujD46aefhAkTJgjFxcViovPExEThpptuEv70pz8Jf/zjH4XRo0cLDz30kFBVVSXodDqhtbVVqK6uFs6fPy8IgvvXhXHZH374YeHmm28WSktLhd/97ndCdna28N133wnnz58XNm7cKIwdO1Z4+umnBUEQhMbGRuHChQvCyZMnBbVaLR7LnevCWGtrqyAIgvDyyy8L2dnZgiAIQlFRkXDNNdcIf/rTn4RVq1YJt99+u6DRaIT6+nqhpqZGOHPmjFBbWysIgufURWVlpXDLLbcIb7zxhpgc31A3gqBfYGLUqFHCtm3bBEEQhPLycuHLL78UvvnmG+HUqVOCIHhOXQiCIDz33HPC5MmThW+++UZITU0Vli5dKpSWlgqCIAg7duwQZs2aJaSmpgqnTp0yueby8nJnFdlhGhoahNtuu0147bXXhMbGRuHFF18URo0aJbz66qtCQ0OD2ec0NjYKx44d6+WS9i4Gll6ipaVFWLdunXDu3DlBEARBpVIJf/7zn4UDBw4IjY2NgiC0vUF+/fXXzixqr/jnP/8p3HnnncLvf/974ZFHHhEDA4Pc3Fxh3Lhxwq+//uqkEvYOrVYrFBYWikHixYsXhWeffVb46quvxA/RDz/8UIiLixP+9a9/ObGkjmX4APzuu++E+Ph4Ye7cuUJ6erpQWVlpst/69euFq666Sjh8+LAzitmrDHXyv//9T5g9e7ZQX18v1NfXC59++qkwbtw4IS4uTiguLnZuIXvBxYsXhUWLFgmzZs0SvvvuO3G7cXD52GOPCTfccINQU1PjjCL2CsMXT7VaLfzud78Tpk2bJixatEj45ZdfTPYrLi4WRo8eLezZs8fscTwlwBYE/fvn8uXLxUCxrq5OWLVqldng0tx1e1JdGHP/gUBkkXGGf39/fyxevBgDBw4EoB+U/8wzz+Caa64Rx0slJyejX79++PrrrwF4VmqI9pMpbr31VkyaNAkHDx6ETqdDaGgoAIiznefNm4fAwECPXE3FuC769OmDu+++GwMGDACgn5Tz1FNPYdKkSeLYyqSkJISFheHQoUMAPOu+MLxGDF2UY8aMwdy5c3Hs2DFoNBoMHToUAMQZvgqFAgMGDMB3330HwLPqov1rRCKRQBAEDBgwAOfPn0djYyNCQkLwww8/4NKlSwgICMC//vUvcUKPJzGuCz8/P+Tm5qK5uRkrV64UJ+v4+vqK949CoUBra6v4mCfeF4au38GDB+Pee+9FfX09WlpacMUVVwBoe+9MSEhAaGgovvrqKwAd68KdhwO0f4306dMHjz76KGJjYwHo5y08+OCDSEtLw9q1a7FhwwY0NjYCMH/d7lwXnWFg6cEMM/NKSkpw4sQJcbtwebzHoEGDTCYZVFVVISAgANHR0QA866Y3XOdnn32G06dPo0+fPsjKykJiYiLuu+8+AG0zXAGgoaEBEokEffv2dVqZHcVQFxs3bjQ7UzMwMFDcRxAEnDx5En369BGT/nrSfWH8Gvnll1/g6+uL++67D6mpqUhPT4dEIkFrayv69OkDADhz5gx8fX0RFhYGwLPqwtx9IZFIMHr0aAwbNgxnz57Fa6+9hvXr1yMnJwfPPfcc/vOf/+CRRx7xuGXq2r9fhIaG4sUXX8Qvv/yCZ599Fj/99BNaW1vF+8eQjswQRHnqffHtt9/Cx8cHt912GzIzM5GZmSmmVvLz84MgCPj111/h6+srBpyeWBefffYZVCoVAHQYJxkSEiIGl2+88YaYB9abMLD0UIY3uH//+9/Izs42ubENL/T6+npUVlaKP//73/+GRCIRA0tPs337djzyyCNoampCa2srAgICkJOTg0mTJqG+vh7nz58HoA8qd+/ejZCQEMjlcieX2jH27duHV1991ezSlBcuXBBXkDl//jw+/fRTNDU1iel3PI3hNdLU1GSSf+/aa69FXV2duBxfbW2t+BqJiopycqkdw9x9IQgC/P39kZqaioKCAqxcuRKJiYmYNWsWli9fjvvuu88jl6n7xz/+Ib5fAMDUqVPx0ksv4eTJk8jKysLHH38MnU6Hqqoq7NmzB3379oVMJnNyqR3DcF8Y0s316dMH999/P6699lqcP38eP/74IwCgpqYGO3fu9Oj3C8N90dka8Ibg8t5770VBQYHH5YDuikTwpDZ7L3fixAnU19fD398fsbGxYuvbTz/9JKZ/MLh48SJKSkrw+uuvIyQkBKGhofjmm2/w/PPPY/bs2c4ovl3t378fZ8+excCBAzF27Fj07dsXly5dwtGjRzF27FiTfZubm7F582YolUoMHjwYQUFB2L9/P3Jzcz2iLg4fPoxz584hODgYV1xxBYYMGQJAf7+MGDHCZF9BEPCPf/wDL774InQ6HYYNG4YTJ05g2bJlmDNnjjOKb1efffYZqqqq0L9/fzGNDgCUlpaKLbIGWq0WW7Zswbp169CvXz8MHjwYP/74o8e8Rqy5Lwy9G++//z7ef/99ZGRkmNwHly5dEvMzunPL1PHjx6HVahEUFCS2tGm1Whw/fhyjR4822ffEiRPIzMxEdXU1Ll68iMGDB0OlUuGFF17wmvvCQKfT4aOPPsKLL74IABg6dChOnz7tMe8XttwX5jQ0NKC6uhrDhw93cEldCwNLD/Hoo4+irKwMarUadXV1uPnmm3HHHXeIb3Tm3vjPnz+PF198ERqNBpGRkbjxxhtx7bXXuv2HxCOPPIIjR47g7NmzaG5uxq233or09PQOAaWxY8eO4YUXXsClS5cQHR2N3/72t5g6darb18XDDz+M8vJyXLhwAefPn8f48eMxe/ZspKSkAGjLxWaspaUF69evx4ULFxAREYGrr74aEyZM8Ii6+PHHH9HU1ITa2lqMHz8eaWlp+M1vfmPxOefPn8dLL72ElpYWDBs2DNOnT/eI14it90VlZSUaGxsRGxvrETk6jT366KP4+eefcebMGfTp0wdPP/00EhISzO5r+LtrtVp8/vnnOHr0KAYOHIhx48Z5zGukO+8XGzZsQG1tLYYOHYqJEyfi6quvdvu6sOW+sIa714dNemeOEDnSn/70J2HOnDnC3r17hfLycmHXrl3CDTfcIEyfPl3YvHmzuJ9hVl/7n9tz55lqjz76qDB37lxh7969wokTJ4RPP/1UGDVqlLBs2TJBEKy7NsNsT3dPEfLnP/9ZmDVrlnDgwAHhwoULwnfffScsWLBAGDt2rPDaa6+J+xnPbjX+uT13rousrCxh7ty5Yl18/fXXwpQpU4T09HTh0qVLZq/NU18j3bkvPNUjjzwi3H777cK//vUv4eOPPxYyMzOFq6++Wvj5559N9jP+e3vqa4TvF226c19QGwaWbu6HH34QZs6cKXz44YcmH4R79uwR4uLihFmzZgkffPBBh+ddunRJzMkoCJ7xAjl+/Lgwd+5cYceOHSZ18fzzzwsTJ04UVCqV2eddunRJqKurE3/3hLooLy8Xbr31VuHNN980efP//vvvhauuukqYMGGCkJeXJ243XHNra6vFenJXKpVKiI+PFzZv3mxSFxs2bBDi4uKE48ePm32eJ75GeF+0KS8vF+bOnSv84x//ELft3r1bmDhxovDdd9+JadgMDHVx6dIlMbevp+B90aYn94Wl3JXexrP6NLxQXV0dzpw5g8jISPj4+KC1tRWXLl2Cv78/rrzySgwePBibN2/G//73P/E5Op0O69atw3PPPScOQPaEJvoLFy7g2LFjGDx4MHx8fMTUELGxsWhqahJTxhjT6XR46623kJ+fD41GA8Az6qK2thanTp3CsGHD4Ovri4sXL6K1tRVBQUEYP348brnlFmzfvh1KpRJAW2qZd955Bw8//DBqa2s9JmVKXV0dSktLMWTIEPj6+or3hWHck7l0OZ76GuF90aaxsRHHjh0zyfwQGhoKiUSCF198Ebfccgsef/xx7Nq1C4C+Li5duoS33noLa9euRcv/t3fv0THeeRzHP3PJReKSC2XjbtQITSkVlFYkpKlbI1sbekQRctByXFvttta6bNFKl0oIioaj9hRFKJU0oipuQRCSIG7NRcJECLnMZOa7f2Tn+SUSFk2Meeb7OqfnNJOZnGfefs/ML5Pn+T0lJRba8prH40L4M+NixYoVshoXz4onllbKvBOr1Wqo1WokJSWhqKgIarUaKpUKaWlp0Gq1mDx5Mm7evIkdO3ZIj1UqlSgsLES/fv1kdUmpevXqoWHDhjhz5gyKi4ulY4HMlyus7iw+pVKJ9PR0eHl5wcHB4blub20wjwtnZ2e4u7sjISEBBQUFsLOzg1qtxokTJ+Ds7Cxdy3jnzp3Q6XQAxJtFaGgoXFxcZDGRAsrX3dNoNPj999+lS3YCkE5KqG5iqVQqUVBQIJt9hMdFVeYTsq5cuSL90jl37lzUqVMHbdq0QWBgIBISErBixQqcO3dOetylS5fg5eUli2t/87ioisdFDbDI56SsRoWGhlLXrl1p1apVtH//flqxYgVptVqKiYkhovLLsGm1Wjp9+nSVx8rhz3sVLV26lKKjoyv9Kfzw4cOk1WopNTVVus1oNFa5qoocWlR8DrNnzyZPT0/6/PPP6T//+Q8tXry40tVS4uPjSavVUnx8/GN/jhx8//33tHnzZjIYDNJtKSkppNVq6dixY9JtZWVlVS63JocWPC6qt3//fukSlEREUVFRdPz4cWmcHD9+nDp27Ejff/+9dB9zAzm04HFRPVsfF3+W2tITW/Z0oqOjkZGRgfr160Oj0SAwMBDLly/HzJkzsWLFCqjVatjb22P+/PkYNGgQAKBLly6oU6cOrl27hs6dO1c6s8+af8v85ptvMGbMGLi4uKCsrAxqtRrTp0+HwWCAUqmUzsLLzc0FUP7JFVC+1NL69etx5swZzJ8/H25ubgCsu0VkZCQuXrwIlUqFDh06IDQ0FF9++SUcHBwQFxeHvXv3wsnJCV9++SUCAwNBROjUqRNcXFyQnp6Ovn37ymZcLFmyBAEBAfDy8pKex6hRo6QxYh4XeXl5AKqOi9jYWCxbtgweHh4ArLsFjwuhunHRv3//SvcZPXo01Gq19PrRrVs3tG3bVvpkiiqc2WvNLXhcCDwuah5PLK1IaGgoMjIy4O7uDoPBgHXr1uHAgQOYPXs2IiMjce7cOahUKri6ukqXogPK15qrW7eudNk+OSwXUlxcjKioKFy9ehXz589HgwYNpBc681VSzDv4vXv3oFAo4OjoCKPRiA0bNiA8PBzh4eHSpNKajRs3DlevXpXWWQsPD0dcXBw++eQTzJ07F2FhYTAYDKhXr16lSfSDBw/g7OwsTaDkMC4AYMuWLUhNTcXHH38MT09P6Xbzuq4VLxAAlC9mTERYv369NC7MTawZj4vKHjUuKrK3t6909Zzc3FyYTCbp/nKYNPC4qIzHRS2wzAel7Glt2bKFfH196dSpU0REdOfOHdqxYwd5e3vTe++9RykpKdJH8Pn5+ZSQkEA5OTmUn59PERER5OPj88izX62NyWSiBw8eUM+ePUmr1dLYsWPp7t271d6PqPzPGJ07d6abN29SREQEabVa2rNnT6X7WKs9e/aQj48PJSUlERGRwWCgEydOUJ8+fahv374UGxsrneWp0+koJiaGLl++TJmZmbRy5Urq1atXpUMErJnBYCCTyUT+/v6k1Wpp2LBhj31u27dvl84Kj4yM5HHB44Ly8/MpKSmJdDod3bx5k1auXEndunWr9jAia8TjQuBxUXt4YmklFi9eTIGBgVVuP3XqFPXq1YuCg4OlneL48eM0ZMgQ0mq1NGTIEOratSvt27fveW9yrSosLKTu3bvT9OnTqXfv3jRq1KhqJ5dEROvWrSMvLy9atGhRlcmDtU8goqKiyNfXV/rafGxpbm4u+fn5kZ+fHyUkJBARUWpqKr3//vuk1Wqpf//+5O3tLbtxodfrqU+fPvTZZ5/RgAEDaMiQIY98s9i5cydptVqaM2cOjwseF0RElJCQQD179iQvLy8aNGgQ9ezZU1YteFxUxuOidvDE0kpERUXRO++8U+2aYWfOnKEePXrQhAkTpNt+++03+uGHH+jHH3+ks2fPEpH1fwpT0cmTJ6lnz5504sQJ2rNnD3l7ez9ychkTE0NarZa0Wi39/PPPRCSPyQNR+eSoZ8+elJaWJt1mPsD89u3b1LdvXxo2bJi0HmNaWhrt37+f4uLipBdQOXQwu3TpEnl7e1NiYiIlJyeTr68vvfvuu9W+WSQmJkrjYu/evUTE44LHBdHWrVvpu+++o59++okuXLhARDwueFzIe1zUNJ5YWokDBw5Qhw4daOPGjdV+PzY2ljp27EirVq165M+Q0w6QmJhIgwYNovv375Ner6ddu3ZVmVyan29hYSENHz6c4uLipNvl0uL06dPUrVs3Wrx4caVJtfnNIjU1lbp06UILFiyw1CY+V6mpqTRw4EDKy8sjovJfQPz8/B75ZjFu3DiKjY0lIh4Xcva040KueFxUxuOidvDE0or84x//oM6dO9OhQ4eqfK+wsJCmTp1K48aNo+LiYtm8QT5KQUEBXb16Vfq6uLiYYmJiqkwujUYjGY1GunPnDhHJa/Jg9u2331KHDh1oy5YtVFpaKt1uPlbqq6++osGDB5NOp5Pdc3+YyWSq8qn+494sSkpKpMfJrQ2PC+Fpx4Wc8bgQeFzUDnmc1iVz9L+z0cLCwtC1a1dMnToVR44cqXSfunXrwt3dHdevX4fJZJL9WWoNGjRAixYtpK8dHR3Rr18/fPHFF0hLS8O0adNw9+5dKJVKKJVK6Yx4hUIhmzbmK8hMnDgRQ4YMwcKFC7Fz505pwW+VSgUAcHJyQn5+PtRqtWye+6MoFAq89NJLlW7r0qULlixZgvv37+Pvf/87zp8/L33PvCg+jwt5PPdHedpxIUc8LqricVE7eGJpBcw7t4eHB2bOnAkvLy989NFHiImJwd27dwGUL51y7949tG3bVvYvBmYPL3dhnlzOmTMHx44dw4cffoiysjILbV3tMz9/lUqFWbNmISAgAPPmzUN0dDT++OMPAOVLLd2+fRutW7eWzSXX/p/qxn+XLl3w9ddfIycnB7Nnz672KkxyweOiejwueFxUx9bHRW1QkK2MHhnJyMhAZGQkfv75Z/Tp0weNGjXCgwcPEBsbi2+//RY+Pj6W3kSLKi4uRmxsLNzd3dGrVy9Lb85zc//+fURERGDDhg3w9PREkyZNoNfrcfToUSxbtgx+fn6W3kSLIiKcOnUKZWVl6N69u6U357nhcfF4PC54XFTHVsdFTeCJpRX74YcfkJCQgBs3bqBly5YYPnw4fHx8Kl0FwFaZF0u3xRa//PILjh8/jrNnz0Kj0WDgwIF48803bbLFo1h7i4pXPXlSch0Xz9LiUay9xbOQ67ioSdzi6fDE8gWg1+thb2//TI8tKSkBUP7i6uTkVOnqANboz7SwdQ+/+BkMBgCAnZ2d1Y8LJty6dQuNGjV64jc7OY+Lp23BBDmPC2ZZfIylhX366ac4ePDgUz/OvOM7ODjA0dERTk5OAKz7JIRnbSFHJSUl0Ov1MBqNT/yYh//d7ezsKl3e0lrHxbO0kKsPPvgAQ4cOxYMHD57431Ou4+JZWtiKJ/m8SK7j4mH82dnzx9cKt6CQkBDcuHEDkyZNeurHyu2C93+mhdz861//QkZGBgoKCuDr64vQ0FA4OjpaerMsglsIISEhOHHiBNzd3WVzneZnxS2EDRs2ICcnByUlJRg6dCg8PT2l1Q5sDbd4Mdj2HmlBISEhuHXrFtauXYvmzZtX+b4t/ZbFLYTQ0FDEx8ejRYsWqF+/PlxdXStNpLiFbbYICQmBTqdDeHg4DAYDUlNTber5V8QthPHjx2Pz5s1ITk7Gr7/+iokTJ+LQoUOW3iyL4BYvDv7E0gLGjh2LrKwsbNy4UVpDq7i4GCUlJVAoFKhTpw4cHBxgNBqltcUqqsmD1S2NWwg7duxAZmYmli9fjg4dOgAonzzduXMHRARnZ+fHtnjU7daIWwghISHIy8tDZGQkHB0dUVpaimvXrqFLly5P9HhuIcipxapVq3Djxg1ERESgWbNmqFOnDt5++238+OOP6Nevn3S/R71GcgtBTi1eBPJ4R7Yip06dwpUrV9CtWze4urrCzs4O6enpmDBhAoYNG4agoCBMmTIFf/zxB1QqlXRcmV6vR1paGoDy9cjMi91aM25RWU5ODogITZo0AQCkpaVhxIgRGDp0KN577z1MnTq12hYnT54EUL4+HbeQV4tRo0YhNzcXERER0Gg0aNq0KV577TUkJCSgrKzskc+RWwhybAEA165dw0svvYSmTZtKn+T36NEDbm5uSE1NxcWLF1FQUAClUinrfQTgFi8anlg+Z506dUJAQACSk5ORkpKCK1euYOTIkVAqlQgMDETv3r1x4cIFhISEIDs7GyqVCkSEHTt2YPTo0Vi0aBGAqouDWyNuUc78Z7yioiIolUq4ubkhJycHI0eORIMGDRASEoI333wTFy5cwIgRI5CZmSm1iIuLw+jRozFt2jQA3EJOLTIyMuDq6oqVK1eibdu20u2enp44duwYiouLpSW1HsYtBLm1MLtz5w4KCgpgZ2cnHWt/7tw5/PLLLxg2bBhGjhyJ4cOH48aNG9LEiVvIv8WLgJcbsgC9Xo+//e1vUCqV6NKlC0pLS/HJJ5+gbt26AIB9+/Zh6dKl6N69O+bOnQu1Wo309HRkZmbi4MGDCAwMfOI//bzouIWQkpKCkJAQTJ06FR4eHti9ezfmz5+P+vXrAwD279+PRYsW4dVXX8WSJUtgb2+PGzduoKioCGvXroWvry8GDBhg4WdRM7hFuQcPHsDZ2RmA+DPe5cuXERISgtDQUIwbN67ax3ELQY4tAODIkSOYOHEiPD090b59e6SmpiIvLw/Tp0/HK6+8gmPHjmHdunVwdnZGdHQ06tatyy1soMWLgKfoz0F2djYyMjKkNSft7e2xbNky3L59G5s2bcLLL7+MunXrSr9tBwQEoFu3bjhz5oz0aYxWq8Vbb70FhUKBevXqWfLp/CncQni4hUajga+vL3bv3o01a9ZAqVSifv360mUp/f394ePjg3PnzkGv1wMAWrRogfbt26Ndu3Zo06aNxZ7Ln8UthOzsbFy+fBnFxcXSRAoQK0D85S9/QcuWLXHgwAHpuVf8fICIuMX/yK1FxX3E29sb4eHhqFOnDgoKCpCeno7PPvsM77zzDlq1aoXg4GAEBQUhKysL+fn5AOS1j3CLFxefvFPLZsyYgbNnz+LWrVtwd3fHBx98gN69e6NNmzYYOXIk4uPj8cYbb0j3Nx9ErNFokJiYiPv370uTJzs7O0ybNq3SC6w14RbCwy1GjRqFwYMHY9KkSZgyZQquXLmCVq1aAQDUajXKysqgVqvh6emJffv2oaioSPpUFwBGjBhhtctqcAuhun3krbfeQqtWraBQKGA0GuHs7Ixp06ZhzJgx2LZtG0aMGFFp2bGK/88t5Nli1KhR8PX1lf47cuQI4uLi0KlTJ6hUKhgMBtjZ2cHDwwMqlarKRSe4hWDNLV5UPLGsRTNmzEBqairGjx8PV1dXxMfHIzw8HIcPH8bUqVMxfvx4DBw4EE2aNEFJSQkcHR2hUqlQXFyM9PR0aDQaacFaMxcXF8s8mT+JWwiPa/HFF18gPDwc48aNw65du/Dyyy9j/PjxUKvVKC0txfnz59G8efMqazla6ye33EKorsU333yDxMRETJgwAZ07d5aOD+vYsSMGDhyI6OhotGvXDl27dq32Z3ILQY4twsLC0LVrV+j1ehgMBpw4cQIDBgyAnZ0diouLkZycjNatW0sX0DDjFoK1tnihEasVN2/eJH9/f9q2bVul26Ojo8nPz4+GDx9OycnJRESk0+lo9erVFBERQTt27KCFCxfSq6++SgcOHLDAltc8biE8roWvry8FBwfT9evX6eLFixQUFETt27eniRMn0rx582jmzJnk5eVFcXFxFtr6msUthMe16NevH40YMYJOnTpV6XuHDh2igIAAmjRpEl2+fPl5bm6t4hbCk7Q4c+YM6XQ68vf3p3fffZc2btxI+/fvp4ULF1KnTp1s4rXT1lq86HhiWUvS09OpQ4cOdPLkSSIiKikpkb63detW6t+/P40dO5YuX75M9+7do+nTp5NWqyVvb28KCgqi+Ph4IiIymUwW2f6axC2E/9fCz8+PxowZQ7du3aLMzEyKioqiwYMHk7+/P02aNIkOHjxIRNzC1lqY95GLFy9WetyaNWtIq9VSWlrac93e2sQthCdpMWbMGNLpdHTy5EkKDg4mLy8v8vb2psDAQIqNjSUi29lHbKXFi44nlrXEaDRSQEAAzZw5k4xGIxER6fV66fubN28mb29vCg8PJyKi/Px8ysvLo6ysLNLpdERUvgPIYSfgFsKTtOjWrZvUwsxgMFBpaSkRcQtbbWHeRwwGAxkMBul7169ff+7bW5u4hfCk+8jSpUuJiOj27dt048YNun79Ot2+fZuIbGsfsZUWLzo+K7yWmEwm+Pn5ITk5Gdu2bQNQfsKJwWAAAGmx5+joaGRlZcHV1RWNGjWCh4cH3NzcAJQfeC6Ha4FzC+FJWgQFBWHjxo3Izs6WHqdWq6FWlx8SzS1ss8XQoUOxadMm5OXlQa1WSws9my+DSjJZOY5bCE+zj2RlZcHd3R3NmzdHixYt4O7uDsC29hFbafGi44llLVGr1Rg9ejScnZ3x3XffITY2FkD5jmBeFiMsLAx2dnY4cuSIJTe11nEL4UlbqNVqJCYmVnqs3Bbw5RbCk7ZQqVRSC/Ml6MxvlHJ5w+QWAr92CtzCesjr1fkFYjKZ0LBhQ0RGRqK4uBhLly5FTEwMTCaTtNxBXl4eVCoVXF1dLby1tYtbCNxC4BYCtxC4hcAtBG5hPXhiWQOq+7OL+ZqkHh4e2Lx5M4gIK1aswNdffw29Xo+MjAzEx8dDrVajWbNmFtjq2sEtBG4hcAuBWwjcQuAWArewbnxJxxpkvuSY+XJjgFjkOzc3F1999RWOHj0KnU4Hd3d3lJaWYv78+QgICLDwltc8biFwC4FbCNxC4BYCtxC4hXXiiWUNWbt2LZKSkrBq1aoq3zPvCEVFRcjJycHRo0fRsGFDNG/eHB06dAARyeaYIIBbVMQtBG4hcAuBWwjcQuAW1ouvvFMDiAgqlQqnT5/G8ePH4e3tXen75mtcOzk5QaPRQKPRWGhLax+3ELiFwC0EbiFwC4FbCNzCuvExljVAoVCgZ8+ecHBwwOHDhwGUH2j88H0e93i54BYCtxC4hcAtBG4hcAuBW1g3nlg+pUcdOdC+fXsEBwcjOjoaV65ckd1yKNXhFgK3ELiFwC0EbiFwC4FbyA//Sz0l829C69evx44dO3Dt2jXpewEBAWjWrBl++uknlJWVyWaR3kfhFgK3ELiFwC0EbiFwC4FbyA9PLJ9BTk4O4uPjMXv2bEyZMgWrV69GYWEhNBoNevfujV27dsFkMkGhUMh+R+AWArcQuIXALQRuIXALgVvIC58V/gQqLnVQ0W+//YbY2Fjs2rULrVu3hr+/PwIDAzFy5EgMHjwY06ZNs8DW1i5uIXALgVsI3ELgFgK3ELiFvPHE8v+ouAOcPHkSubm5yMvLg4+PD1q2bAmFQoGMjAxERkbi7NmzKCwsRKNGjeDk5ITly5ejcePGFn4GNYdbCNxC4BYCtxC4hcAtBG4hfzyxfIyKa2H9+9//xs6dO1FYWAij0QiFQoH3338fwcHBaN68OUpKSpCfn49NmzZh9+7dyMvLw969e9G6dWsLP4uawS0EbiFwC4FbCNxC4BYCt7ARxKowmUyVvo6OjqbXX3+dtm/fThcuXKDs7GyaNWsWderUiebNm0e3bt2qdP+0tDS6dOnS89zkWsMtBG4hcAuBWwjcQuAWArewLTyxfMj9+/eJiMhoNJLJZKKioiKaOHEiLVq0iPR6faX7/vOf/yRPT0/at28fERGVlpZW+XkP71DWhFsI3ELgFgK3ELiFwC0EbmF7+KzwCmbPno1FixahoKAASqUSCoUCpaWlOHv2LBwcHGBnZwcAKCsrAwDMmTMHWq0WW7duBQDY29tX+ZnWulArtxC4hcAtBG4hcAuBWwjcwjbxJR0r0Ol0OH/+POrVq4ewsDC4uLjAZDLB0dERWVlZAMqPEVEqldKxIk2aNIFOp7Pwltc8biFwC4FbCNxC4BYCtxC4hW3iTywhLhW1Zs0a9OrVC9u3b0dUVBTy8/Ph5uaG4cOHIyYmBtu2bYNCoZB+8yosLAQRwdPTs9LPsWbcQuAWArcQuIXALQRuIXALG/f8/ur+YisrK5P+f8aMGdS9e3datGgR3b17l3Q6HX300Uek1WopIiKCLl++TOfOnaPw8HDq3LkzHT161IJbXvO4hcAtBG4hcAuBWwjcQuAWtouXG4JYAkGv10vHdMyYMQO///47/vrXv2Ly5Mm4c+cOVq9ejS1btsDJyQlOTk5Qq9X49NNP8fbbb1daRsGacQuBWwjcQuAWArcQuIXALWybzU4sV6xYgSZNmqBdu3ZwcXFBixYtqtxn1qxZ+PXXXzF8+HBMmjQJdevWxdmzZ3H+/Hk0btwYLVu2hEajkS4xZa07AbcQuIXALQRuIXALgVsI3IKZ2eTEcvXq1QgPD5e+9vDwQMOGDdGyZUv06NEDjRs3xhtvvAGlUomPP/4YSUlJ8Pf3R1hYGNzc3Cy45TWPWwjcQuAWArcQuIXALQRuwSqyybPCBw4ciDNnzuDUqVNwdXVF//79kZKSgqSkJOzduxdlZWVwcnJCx44dodFooNPpEB8fD71ejylTpsDFxcXST6HGcAuBWwjcQuAWArcQuIXALVhFNvmJJQBkZ2dj3rx5yMzMxJAhQxAWFgYASEpKwt27d3H8+HGkp6cjNzcXV69eBQCoVCrs2rULGo3Gkpte47iFwC0EbiFwC4FbCNxC4BbMzGYnlgCQmZmJBQsWICUlBcHBwZg8eXKV++Tn50On0+Hq1atwc3PD66+/boEtrX3cQuAWArcQuIXALQRuIXALBtj4xBIAsrKysGDBAqSmpiIoKAhTpkwBAOlsNpPJBKVSLPcp54OKuYXALQRuIXALgVsI3ELgFszmJ5ZA5R3BvBQCABiNRqhUKgtv3fPFLQRuIXALgVsI3ELgFgK3sG08sfyfijvCsGHD8OGHH1p6kyyGWwjcQuAWArcQuIXALQRuYbv4ko7/07RpU3z++ed45ZVXsGHDBixbtszSm2Qx3ELgFgK3ELiFwC0EbiFwC9vFE8sKmjZtitmzZ+O1116Dt7e3pTfHoriFwC0EbiFwC4FbCNxC4Ba2if8UXo3S0lI4ODjwJaXALSriFgK3ELiFwC0EbiFwC9vCE8tq8OAXuIXALQRuIXALgVsI3ELgFraFJ5aMMcYYY6xG8DGWjDHGGGOsRvDEkjHGGGOM1QieWDLGGGOMsRrBE0vGGGOMMVYjeGLJGGOMMcZqBE8sGWOMMcZYjeCJJWOMMcYYqxE8sWSMMcYYYzWCJ5aMMcYYY6xG/Bf2Zzod8pVoFwAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -584,7 +824,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -629,7 +869,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -638,7 +878,7 @@
        "(33, 6)"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -715,7 +955,7 @@
        "2016-05-03  106422100  "
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -792,7 +1032,7 @@
        "2016-06-16  149533100  "
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -807,12 +1047,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -836,12 +1076,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAo0AAAHcCAYAAACzl5CCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAA9hAAAPYQGoP6dpAABOhElEQVR4nO3dd3hUZd7G8XuSTIAklEQgCwGB0ETUFUGUIuriKqAUEZfVUAQUEbEgoMiL2NZEQJEiKs2lClhQLIgLuoDYQQSRIiW0SAkkAZIAmWTO+0fMbCaFyUzKnJn5fq4rF8nUZ36cTO552rEYhmEIAAAAuIggbzcAAAAA5kdoBAAAgEuERgAAALhEaAQAAIBLhEYAAAC4RGgEAACASyHeboAZ2O12nTx5UpIUFhYmi8Xi5RYBAACUL8MwlJmZKUmqWbOmgoIu3pdIaJR08uRJRUdHe7sZAAAAXnH8+HHVrl37ordheBoAAAAu0dOo3CHpPN9v+d3pZzOxWKRGdWso8Y80cR6fkqFmnqFu7qNm7qNm7qNm7qNmxcvMzNT1rZpJUomyD6FRcprDGBYWprCwcC+2pngWixQeHq6wMBsHfglRM89QN/dRM/dRM/dRM/dRs5IpyXoOhqcBAADgEqERAAAALhEaAQAA4BKhEQAAAC4RGgEAAOASoREAAAAuERoBAADgEqERAAAALhEaAQAA4BKhEQAAAC4RGgEAAOASoREAAAAuERoBAADgEqERAAAALhEaAQAA4BKhEQAAAC4RGgEA8HM2m01N6keqSf1I2Ww2bzcHPorQCAAAAJcIjQAAAHApxNsNAAAAFaeo4Wmr1eqFlsDXEBoBAAggVzWPKXTZ3sOpXmgJfA3D0wAAAHCJnkYAAHyAzWZTi9jakqRdiScUEuLZkPK23UkMR8MjhEYAAAKI1WolNMIjDE8DAADAJUIjAAAAXCI0AgAAwCVCIwAAuChOQwiJ0AgAAIASIDQCAADAJdOFRrvdrqVLl6p79+5q1aqVOnfurPj4eKWnpxe6bXZ2tv7xj39oxowZha47ePCgHnvsMXXs2FGtW7fWPffco++++64iXgIAAH7LZrM5fSFwmG6fxrlz52rq1KkaMmSI2rVrp8TERE2fPl179uzR22+/LYvFIkm6cOGCnnzySW3dulU33HCD02OkpqaqX79+qlGjhsaNG6eIiAi99957Gjx4sBYsWKC2bdt646UBAODzCp6GkFMQBg5ThUa73a45c+aob9++GjVqlCSpffv2ioyM1MiRI7V9+3ZdeeWV2rRpk1544QUdP368yMf56KOPlJqaqvfff1/R0dGSpA4dOqhnz56aN28eoREAAMBNphqeTk9PV8+ePXXHHXc4XR4bGytJOnz4sCTpoYceUt26dbVixYoiHyc6Olr33XefIzBKUnBwsBo0aKBDhw6VU+sBAPB/23Ynaef+E44vBA5T9TRWq1ZN48ePL3T52rVrJUlNmjSRJC1evFjNmzcv9nG6deumbt26OV12+vRp/fTTT7r++usv2gaLJffLjPLaZdb2mRE18wx1cx81cx81c0/+Orn7t6o09y14/9BQ3zoNIcdZ8dytialCY1G2bt2q2bNn6+abb1azZs0k6aKBsSh2u13PPPOM0tPTdf/991/0to3q1lB4eLjH7a0IjerW8HYTfA418wx1cx81cx81K5n8i04a1a3hVnDLf9/YGPfuWxb3NwOOs8IyMtz7fzR1aNy8ebOGDRumevXqKSEhwaPHsNlsGjt2rL744gtNmDBBV1111UVvn/hHmsLCzLkazGLJPegT/0iTYXi7Nb6BmnmGurmPmrmPmrknf3BL/CNNISGehcb9SWmlCo2e3N+bOM6Kl5mZ4dbtTRsaV61apbFjx6phw4aaO3euIiMj3X6MM2fOaMSIEfrpp5/0zDPPKC4uzuV9DEOmP6h8oY1mQ808Q93cR83cR81KJn+N3K1Zae5bFvc3A19td3lytx6mDI3z5s3T5MmT1bZtW82cOVNVq1Z1+zGOHTumQYMG6ciRI5oyZYq6du1aDi0FAAAIDKYLjcuWLdOkSZPUrVs3TZw4UaGhoW4/Rnp6ugYOHKiTJ0/q3//+t9q0aVMOLQUAwLzyDymzCTfKgqlCY3JyshISEhQTE6O4uDjt2LHD6fpLL71UUVFRLh9n+vTpOnDggB555BGFhITol19+cVwXGhqqyy+/vKybDgCAqbSIre3tJsDPmCo0rl+/XufPn1dSUlKR8w8TEhLUu3dvl4/zn//8R5I0Y8aMQqcYjImJ0VdffVU2DQYAAAgQpgqNffr0UZ8+fdy6z+7duwtdtm7dujJqEQAAvin/xts2m63Q6f8Ad5kqNAIAgLLhS9viwDeY6jSCAAD4M5vNpib1I9WkfiSLU+Bz6GkEAMDH2Gw2pz326FVERSA0AgDgY65s5jw/ce/hVC+1BIGE0AgAgJ+zWq0ES5QaoREAAB/z6+9Jbp17GigLhEYAAHyM1WolNKLCsXoaAAAALtHTCACASXH+aJgJoREAAJPy1vmjCwZUAiskQiMAACjAW2EV5kZoBADApPKfP1qSLBapecNa2p+U5rS5N1ARCI0AAJhUwTO9WCwV87wFw6rNZtNVzWOKuTUCBaERAAA44bSEKApb7gAAAMAlehoBAPCCgiuS6d2D2REaAQDwgoJzBDk3NMyO4WkAAAC4RE8jAABesG13EkPS8CmERgAAvMBqtRIa4VMYngYAAIBLhEYAAAC4RGgEAACAS8xpBAAAF2W1WtkSCPQ0AgAAwDVCIwAAAFwiNAIAAMAlQiMAAABcIjQCAADAJUIjAAAAXCI0AgAAwCX2aQQABCSbzVboMs4FDRSP0AgACCg2m00tYmsXeR0bWAPFY3gaAAAALtHTCAAIWNt2JzEkDZQQPY0AgIBltVqdvlD2bDabmtSPVJP6kUXOI4XvIDQCAADAJUIjAAAAXCI0AgAAwCUWwgAAUE4KzuFjTh98GaERAIByUtx+kIAvYngaAFDhbDabGteLlMVi8aneN1YCI5DR0wgAQDnZuf+E0882m01XNY/xUmuA0iE0AgBQTtj7Ef6E0AgAKHcsCAF8H6ERAFDuWBAC+D4WwgAAAMAlehoBAOWOBSGA7yM0AgDKHQtCclmtVu09nOrtZpS7/HNWmb/qPwiNAACfYrPZHHMkd+4/QSA1Ieaw+ifmNAIAAMAlehoBAECZyj+Hlfmr/oPQCAAAyhRTBvwTw9MAAMC0ON+3eRAaAQAA4BLD0wAAn1VUz1NFDY1687kBbyA0AgA8VtxwYUWFp6IWWJT1PojF7TlYEc8NmAmhEQDgseL24/On8MSeg0AuQiMAwG35N9j2pm27k7w2JOzN5wa8gdAIACgVb4Ynq9Va7s9d3J6DFfHcgJkQGgEApeLv4cmfXxvgDrbcAQAAgEumC412u11Lly5V9+7d1apVK3Xu3Fnx8fFKT08vdNvs7Gz94x//0IwZMwpdl5GRoeeff14dOnRQq1at9MADD2j//v0V8RIAAAD8julC49y5c/Xiiy/qpptu0syZMzV48GCtXLlSjzzyiAzDcNzuwoULGjVqlLZu3Vrk44waNUqrV6/WqFGjNHHiRB0/flwDBgzQ6dOnK+qlAACAfGw2W6Ev+A5TzWm02+2aM2eO+vbtq1GjRkmS2rdvr8jISI0cOVLbt2/XlVdeqU2bNumFF17Q8ePHi3ycLVu26L///a9mz56tG2+8UZLUpk0bde7cWe+8844eeuihCntNAAAgF3tb+jZT9TSmp6erZ8+euuOOO5wuj42NlSQdPnxYkvTQQw+pbt26WrFiRZGPs3HjRoWFhaljx46Oy6KionTttddq/fr15dR6AAAA/2WqnsZq1app/PjxhS5fu3atJKlJkyaSpMWLF6t58+bFPs6+fftUr149BQcHO11+6aWX6pNPPrloGyyW3C8zymuXWdtnRtTMM9TNfYFWs/yv05P3zdLc35efu7R88TjL39Zffy+8PZOr11JW/9++VLOK4m5NTBUai7J161bNnj1bN998s5o1ayZJFw2MknT27FlFREQUujw8PFwZGRkXvW+jujUUHh7ueYMrQKO6NbzdBJ9DzTxD3dwXKDXLPxctNqaG29vS5L9/o7ru3b8sn9vd+5f2ucuKLx1n+WvWvGGtCv3/ys+XalZRMjLcq6WpQ+PmzZs1bNgw1atXTwkJCSW+X/4FMwVZXMTqxD/SFBZmzom5FkvuQZ/4R5ou8hKRDzXzDHVzX6DVLP8f8v1JaaUKAol/pCkkxLPgVtrndvf+pX3u0vLF48yb/1+Sb9asomRmXrwjrSDThsZVq1Zp7NixatiwoebOnavIyMgS3zciIkInT54sdHlGRoaqVq160fsahkx/UPlCG82GmnmGurkvUGqW/zV68ppLc39ffu6y4kvHmTf/vwo+jq/UrKK4Ww9TLYTJM2/ePD3xxBO6+uqrtWTJEtWu7d75TRs1aqQjR47Ibrc7XX7w4EE1bty4LJsKAAAQEEwXGpctW6ZJkyapa9eumjt3rsuewaJ07NhRGRkZ+vrrrx2XpaSkaNOmTerQoUNZNhcAUErs2wf4BlMNTycnJyshIUExMTGKi4vTjh07nK6/9NJLFRUV5fJxrr32WrVt21ZjxozRmDFjVKNGDc2YMUNVq1bVPffcU17NBwB44Mpmznv3sW8fYE6mCo3r16/X+fPnlZSUpLi4uELXJyQkqHfv3iV6rNdff10vv/yyJk2aJLvdrmuuuUZTp05V9erVy7rZAAATK9h7SW8m4BlThcY+ffqoT58+bt1n9+7dRV5evXp1JSQkuLXqGgBQ8X79Pcmt1dPuahHr3rx4AEUzVWgEAAQeq9VarqERQNkgNAKAD7PZbI6etJ37T3hts2kz27n/hNPPNputyHMgA7g4QiMAwK8RpIGyYbotdwAAFcNms6lJ/Ug1qR/J4hAALhEaAQAA4BKhEQAAAC4RGgEAAOASoREAAAAusXoaAFAi+RfLsHAGCDyERgBAiXBmFSCwMTwNAD6sy6wf1eCpT73dDAABgJ5GAPBRnV//xvF9SYNjaYaY859ZhbOqAIGH0AgAAaQ0Q8z5z6xitVq193BqWTQJgI9geBoAAAAu0dMIAAGEIWZUNHd7pQtOm2ClvnkQGgHAB+WfzyhJByfeIT14ophb/0/+Ieb8Cv5hLu52QHljlb55ERoBAIV6HJmvCOR+mMoLsTv3nwj4D1OERgDwE/QWwh/kn0IhMY3CTAiNAOBjCg5N5ylNb+G23UmETJgCx6F5ERoBwMcdnHhHqR/DarXyxxrARREaAcBP0FsIoDwRGgHAT9BbWDJsTA54hs29AcCHFDefEQDKG6ERAHzY6gfbersJHrFardp3JFWGYZSod9Rmszl9Aah4DE8DAEyPDZ8B76OnEQAAAC7R0wgAPqLgfMYvR3QImKFazpkNeB+hEQBgeqwKB7yP4WkAAAC4RGgEAB/AVjsAvI3QCAA+6MsRHbzdBAABhjmNABCgODMKAHfQ0wgAAACXCI0AYHLMZwRgBgxPA4CPCfT5jAyrA95BaAQAoIQIrAhkDE8DAADAJUIjAJhYUacOBABvIDQCAADAJUIjAAAAXCI0AoBJFbXVjs1mK/QFoGg2m02N60XKYrHwu1IGWD0NAD7iyxEd1KR+pLebASBA0dMIAAAAl+hpBAAfsnP/CaefbTabrmoe46XWAAgkhEYAMKHiTh1otVoruCUAkIvhaQDwAezPCMDbCI0AAABlzGazqUn9SDWpH+k3K7cJjUA58Mc3CwBAYCM0AoDJcOpAAGbEQhjAhaJ6ClmMAAAVr+D7Me/FFYvQCBTDZrOpRWztIq/bezi1glsDACi4vRTvxRWL4WkAMJHittoBAG+jpxEogW27kxgGgVcwnxH4H199L/aXYXVCI1ACVqvVZ3/JAcBf+Op7sb8MqxMaAQCAaVmtVp8NWf6G0AgAJsF8RsA/+eqwekGERgAwKeYzAv7BV4fVC2L1NAAAAFwiNAKAF+U/5SQAmBmhEQBMoMFTnzr9zNA0ALMpkzmNFy5c0K5du3TixAldddVVioyMVGhoaFk8NAAAAEygVD2Np0+f1jPPPKPrr79e//znP/Xoo49q+/btWrVqlXr06KFt27aVVTsDns1mU+N6kbJYLEWeCxkAAKA8eRwaT58+rXvuuUfvv/++zp07J8MwHNft3btXv//+uwYPHqy9e/e69bh2u11Lly5V9+7d1apVK3Xu3Fnx8fFKT0933ObgwYMaNmyY2rRpo+uuu07PPvus0/WSlJSUpMcee0zt2rXTddddp+HDh+vQoUOevlwAKDcFh6YBwIw8Do1vvvmm9u/fr+DgYA0YMMDpuvDwcFksFmVkZOjNN99063Hnzp2rF198UTfddJNmzpypwYMHa+XKlXrkkUdkGIbOnDmjgQMH6uTJk3r55Zc1atQorVq1So899pjjMc6fP6/Bgwdr+/bteuaZZxQfH6+kpCT1799fZ86c8fQlA0CFYD4jADPyeE7jmjVrZLFYNHjwYD3xxBNauHCh47qHHnpImZmZmjNnjjZv3lzix7Tb7ZozZ4769u2rUaNGSZLat2+vyMhIjRw5Utu3b9e3336rtLQ0rVixQlFRUZKk6OhoDR06VJs3b1br1q21adMmHThwQPPnz1e7du0kSY0aNVLXrl315Zdf6s477/T0ZQMAAB9ks9mUb1BUUuFzQBec/sV0MGceh8YTJ05Iki677LIir2/WrJkkKSUlpcSPmZ6erp49e6pr165Ol8fGxkqSDh8+rI0bN6p169aOwChJHTt2VHh4uDZs2KDWrVvrwoULknJ7PPPUqFFDkpSWllbi9gAAAN+SP+jl//7KZjGFblvw9IQtYmuXX8P8gMehMTIyUsnJyfr111/VrVu3QtevWbNGklSzZs0SP2a1atU0fvz4QpevXbtWktSkSRPt27ev0PMFBwerXr16SkxMlJQbIhs3bqzJkycrPj5elStXVnx8vMLCwnTLLbdctA0WS+6X2eRvk1nbaEZ5dfKkXqWpua//f5WmboHK05p1mfWj089fPeLe0LQvH2scZ+6jZq65E/zcfV/3t78D7rbJ49B400036d1339XChQudFqF8/vnnWrx4sb777jtZLBZ16tTJ06eQJG3dulWzZ8/WzTffrGbNmuns2bNOPYh5wsPDHe2oVKmSXnrpJQ0bNswREkNDQ/XWW2+pfv36F32+RnVrFPn43pb/01K9WuGFutT94fRE5alR3Rpu3yd/zWNjarhV49Lc10w8qVugK23NYmPcu78/HGscZ+6jZu7LyMhw+bczKyvL6WebzebIBP74dyAjw702eRwaH3vsMW3YsEHHjh3T+++/L8ufcfWzzz5z3CYqKkrDhw/39Cm0efNmDRs2TPXq1VNCQoIkOa3SLiivDT/++KOGDBmia665RoMGDVJQUJCWL1+uESNGaM6cOWrTpk2xj5H4R5rCwsw3hyH/wVdUqN13JLXQZcj9FNWobg0l/pFWaC6LK/lrvj8pzeM3C3fvawalqVugKqua7U9Kc+v2vnyscZy5j5q5tivxhON7m83mGJY+kpyhkBD3fj/8/e9AZmaGW7f3ODRecsklWr58uZ599lmtX7++UJi7/vrr9fzzz6t2bc/mB6xatUpjx45Vw4YNNXfuXEVG5p5iKyIiQhkZhV9kenq6oqOjJUlvvfWWoqOjNWfOHMcm4x07dtQ///lPxcfHa8WKFcU+r2HIlL+IrtpkxjabiSf/r/lvX5L7FzePxqzHVEn4ctu9pbQ1K+/j1Ix8td3eRM2Klz8Ylvb3ozT394XfTXfbVKozwkRHR+utt97SyZMn9dtvv+n06dMKDw9XixYtVLduXY8fd968eZo8ebLatm2rmTNnqmrVqo7rGjVqVGi/xZycHB05ckS33nqrpNw9Gq+44gqns9IEBQWpdevWWrJkicftMotff09y+9MSyh8TqOGuzq9/4/TzJ4NbFVqtacbeCQCBqdSnEczMzNS5c+d04403Oi77z3/+o6pVqzqFvZJatmyZJk2apG7dumnixImFTkfYoUMHzZs3TykpKY4V1Bs3blRmZqY6dMidQB4bG6tt27YpKyvLcX/DMLRlyxaXcxp9gdVqJTQCfuiq5q5XdwKAt5TqNIIffvihOnXqpAULFjgus9vtGj16tDp16qSPP/7YrcdLTk5WQkKCYmJiFBcXpx07duiXX35xfKWkpOjee+9VpUqVNGjQIK1Zs0bvvfeexowZo06dOumaa66RJA0fPlzJycm6//779eWXX2r9+vV67LHH9MsvvzhtAg6UpZ37Tzi+tu1O8nZzECCsVqv2Hk7V3sOp9EoCKFce9zRu3LhRTz/9tCwWi3bu3Om4/NChQ47VR0899ZTq1Kmja6+9tkSPuX79ep0/f15JSUmKi4srdH1CQoJ69+6thQsXKj4+XqNHj1Z4eLi6dOmiJ5980nG7K6+8UosXL9a0adM0evRoWa1WNW/eXAsXLlTbtm09fcnARfEHG+4oODQtSdt2J3EcATAtj0Pj22+/LUkKCwtz2jexVq1a+r//+z9NmzZN6enpmj17dolDY58+fdSnTx+Xt2vWrJnmz59/0dv89a9/dbQRAMzu4MQ7ZH3wBKERgGl5HBp///13WSwWDR8+3KlXMDw8XP3791dWVpYmT56s3bt3l0lDAQAAvKUki9SK20XDX3gcGs+cOSNJTqfzy4/T9gEAAH9RcKFaUYvU/H0XDY8XwsTE5BZvxYoVhXZQz8rK0vLlyyVJderUKUXzAMD/FJzPeHDiHV5qCQCUnMc9jbfeeqtmzZqlTZs2qXPnzmrbtq0iIyOVlpamH374QSdPnpTFYlGXLl3Ksr0AAAAVriQL1Xbudz4bTVHbaPkyj0Pj0KFD9dVXX2nPnj06efKkVq1a5XS9YRhq2rSpHnjggVI3EgAAwJusVqvL0OjvC9k8Hp4ODw/X0qVL9c9//lOVK1eWYRiOr8qVK6tv37565513FBERUZbtBQAAgBeU6owwEREReu655zR+/Hjt379fZ8+eVdWqVdWoUSO/T9sA4ImC8xlXP9hWLSZ6qTEA4IZSn0ZQkkJCQtSsWbOyeCgAAACYUIlD48KFCyVJN998s+rXr+/4uSQGDBjgfssAAABgGiUOjfHx8bJYLIqJiVH9+vUdP5cEoREAij51IAD4ilINTxuG4fI2JQ2WABBovhzRwS/PGgH4C6vVWuQm3oGqxKExISFBktSyZUunnwEAAOD/Shwa77zzTqefIyIi1LJlS9WtW7fMGwUEOpvN5jgd1c79J9iNAADgdR7v0zh+/Hh17txZr732Wlm2BwD8UsH5jF+O6OCllgCAZzwOjRcuXJAkNWnSpMwaAwAAAHPyODTedtttMgxD69atk91uL8s2AQAAwGQ8Xj197bXX6ocfftCqVav0ww8/qFWrVoqMjFSlSpUUFOScRZ9++ulSNxQAfBVb7QDwBx6HxvHjxzu20zl58qTWrl1b7G0JjcDFFdx2xZvbsORfhLMr8YRCQliEU9aYzwjAF5XZPo3F7dnIPo2Aa3khDQAAs/I4NLpzGkEAAAD4NrdDY0pKir799lsdPXpUVatWVdu2bRUbG1sebQMCxs79J5x+ttlsuqp5jJdag7LEfEYA/sKt0LhgwQJNnTpV58+fd7r8rrvu0gsvvFBoAQyAkmHz7sDBfEYAvqrEKe+LL75QQkKCzp07J8MwnL4++OADvfrqq+XZTgAAAHhRiUPj/PnzJeUubLnyyit1//33q0uXLgoKCpJhGFqyZEmhHkgAAAD4hxIPTycmJspisah9+/aaO3euY1X0okWL9NJLL+nChQtKTExUixYtyq2xAOBLOHUgAH9S4p7GjIwMSdIdd9zhtI3O7bff7vg+JSWlDJsGAAAAsyhxaMzOzpYkRUREOF0eGRnp+D4rK6uMmgUAAAAzKXFozNu8u+AK6fy9jpyDGgBysdUOAH/j9j6N33//vc6ePevWdb169XK7YQDgT5jPCMDXuR0aFy9eXOiyvN7G4q4jNAIAAPg2t0JjceeXBgAAgH8rcWgcMWJEebYDRbDZbEV+D8DcmM8IwB8RGk2sRWxtbzcBQBlgPiMAf8DJogEAgF+yWq3adyRVhmHIarV6uzk+z+2FMKg4O/efcHxvs9l0VfMYL7YGAAAEMkKjifGpCJ6w2WyOqQ0795/gOKpgf5vBqQMB+CdCI4Bi2Ww25d80gQAKAIGL0AigWFc2c54SsfdwqpdaAgDwNhbCBAibzaYm9SPVpH4k2/eg3AT6cdZw7GfebgIAlBt6GoE/FQw5gRh6Cvr19ySFhDAk7SnmMwLwJ4RG4E/si1mY1WolNAIAJDE8DQAAgBKgpxH4U/59MSX2xoR7Cm61AwD+htAI/IntZFCWmM8IwN8QGoFiWK1WtpgBAOBPhEbA5Aqu4qZHFADgDYRGP8X2Mf6j4LxKej/Np/PrnDoQgP8jNPopto8xj6ICO72FAABfQ2gEyllRK7Dd6S3ctjvJ1CEzfyimRxsA/Beh0U+xfYx35S2iaVI/skwey8yhMdB7tQsOTQOAvyI0+ikzh4xAUjC8w/999UgHGYa3WwEAZY/QCJSjQAjv+YMxPdoA4L84jaCPsFqt2nckVYZhBEQQge/IGz43+zA6AKB0CI3wWzabTY3rRcpisbBAA+WC+YwAAgmhEQDKyIGXb/d2EwCg3BAaAQAA4BKhEYAp2Gw2NakfqSb1I5lOAAAmRGgEAA8UnM/41SOcOhCAf2PLHcAPcFYWAEB5IzQCfiDQz8riawj5AHwRoTEAFfwjxd56gHtKu9UOIR+ALyI0BqCCZ+zYezjVSy1BWeGsLN715QjmMwLwf6YLjXa7XcuXL9c777yjI0eOKCoqSp07d9ajjz6qiIgISdLBgweVkJCgTZs2KTg4WF26dNGYMWMc10tSVlaWXn/9dX388cdKSUlRw4YNNWzYMHXr1s1bLw0oN/QW+5aizknO/yEAszNdaJw7d66mTp2qIUOGqF27dkpMTNT06dO1Z88evf322zp79qwGDhyomjVr6uWXX1ZKSoomT56sI0eOaN68eY7HGT16tL755huNGjVKDRs21MqVK/XEE08oIiJCnTp18uIr9L5tu5P4AwV4Eb9/AHyRqUKj3W7XnDlz1LdvX40aNUqS1L59e0VGRmrkyJHavn27vv32W6WlpWnFihWKioqSJEVHR2vo0KHavHmzWrdurU2bNumLL77Q7NmzdeONN0qS2rVrp4MHD2rDhg0BHxo5RzDgzGazOeYZ7tx/4qK/H5w6EECgMlVoTE9PV8+ePdW1a1eny2NjYyVJhw8f1saNG9W6dWtHYJSkjh07Kjw8XBs2bFDr1q21evVqXXrppY7AKEkWi0XLli2rmBcCIGAwnxFAoDDV5t7VqlXT+PHj1bp1a6fL165dK0lq0qSJ9u3bp0aNGjldHxwcrHr16ikxMVGStGvXLjVt2lSffPKJunbtqssvv1xdu3Z1PA4AAADcY6qexqJs3bpVs2fP1s0336xmzZrp7NmzCg8PL3S78PBwpaenS5JSUlJ04MAB/fbbbxo5cqRq1aqld955RyNGjNDs2bMvOjxtseR+mVFeuzxpX/77mPk1liVffs2laXtpX7e3ntub/19l0e7S/H4GKmrmPmrmPm/VzBf+BrnbJlOHxs2bN2vYsGGqV6+eEhISJEmGYRR7e8ufr95msyk5OVkrVqxQy5YtJUnXX3+9evbsqTfeeOOiobFR3RpFhlIzaVS3htv3yb83Y2xMjQqd02iz2RQaGiopd1V7RT13/tfcqG7FvubSKs3/V2n/r0tTN2+2uzRK+twNx37m9POBl28vdBtPfj8DHTVzHzVzX0XXzJvvaSWVkeFem0wbGletWqWxY8eqYcOGmjt3riIjIyVJERERysjIKHT79PR0RUdHS8rtdaxVq5YjMEq5Q9jt2rXT8uXLL/q8iX+kKSzMnGdosFhyD/rEP9J0kexcpPwH7/6kNK/9Qa7I587/vIl/pCkkxHy/sMUpTc1KW+/S1M2b7S4NT597f1Ka4/vS/H4GKmrmPmrmPm/VzJvvaSWVmVk4T12MKUPjvHnzNHnyZLVt21YzZ85U1apVHdc1atRIhw4dcrp9Tk6Ojhw5oltvvVWS1KBBAx09elSGYTh6HyUpOztblStXvuhzG4ZM/4voSRvz376iX6O3njv/82Rl2WS3O19vxl/gPKWpWWnr7a3n9sVjtKjb+cJ7iNlQM/dRM/f5yvtKRXK3TaZaCCNJy5Yt06RJk9S1a1fNnTvXKTBKUocOHfTTTz8pJSXFcdnGjRuVmZmpDh1yVzHeeOONSktL0zff/G9rjKysLH399deFFtkgMFzZLEYtYms7fQHuYKsdAIHOVD2NycnJSkhIUExMjOLi4rRjxw6n6y+99FLde++9Wrx4sQYNGqQRI0YoLS1NkydPVqdOnXTNNddIkrp3767Fixdr9OjRGjVqlKKjo7Vw4UIdO3ZM06ZN88ZLA+Bn2GoHQKAxVWhcv369zp8/r6SkJMXFxRW6PiEhQb1799bChQsVHx+v0aNHKzw8XF26dNGTTz7puJ3VatW///1vTZkyRa+99poyMjJ0+eWXa/78+U7zHFEy7mx8bFa//p7kU3MaAQAwG1OFxj59+qhPnz4ub9esWTPNnz//orepXr26nn/+eT3//PNl1Dr4MqvVSmhEucn/wWpX4gmONQB+yXRzGgHAbArOZ2RoGkAgIjTC1Gw2m5rUj1ST+pHKzMyUzWZzfAEAgIpjquFp4GKuah7j9PPew6leagkAAIGHnkYAAAC4RE8jfMa23Uk+uXIbvo35jACQi9AIn2G1WgmNAAB4CcPTAAAAcImeRpS5giubK3Klc/7nYoU1SotTBwLA/xAaUea8eV5nzimN8sR8RgAlZbVa/W6XD0IjALjJm73pAOAthEaUuZ37Tzj9bLPZCu2xWBHPXZHPC/9RkgBIjzaAQERoRJnz5gpnVlejtPI+aDR46lOnyxmaBhDoCI0A4CZv9qYDgLew5Q4A5LNtd1KhUFhQ3p6h+b8AwN8RGgEgH0IgABSN0AgABXDqQAAojDmNgAn54/5eAADfRk8j/JbVatW+I6kyDIPhRgAASonQCAD5dJn1o7ebAACmRGgEgItgPiMA5GJOY4BgjhxQMWw2mwzjfz8zNQKAvyA0AkAZurKZ8ybffFgD4C8YngaAP3HqQAAoHj2NAFCGfv09SSEhDEkD8D+ERgAoQ1arldAIwC8xPA0AKjw0DQBwRmgEgCIwnxEAnBEaAQAA4BJzGlEkm83m8vs87EMHAID/IzSiSC1iaxd5+VXNYwpd5s4+dAVDJ4ETZsCpAwHANUIjKlTB0MnGx95XMMgX1ZscaNydz2i1WrXvSKpiY2pof1Ka0xlhAMBfEBpRpJ37Tzi+t9lsjrC3bXcSvYN+prheZX9HOAYA9xAaUaTigqHVai1VaCR0oiQqYu5s/rDMdjsA4BqhERWqtKETZS9/r7Lk3LPsLaWdO+uOgoFx9YNty+V5AMDXseUOEODygnzeV1hYmPYdSZVhGKUK+DabzenLbHbuP1EoMAMAikdPI4ByUZpFTxUxjeFiUzAAAIURGgGYTkVNY+j8+jfl/hwA4C8IjYAf8+Zm7L646IlTBwJA8QiNgB+ryAUlBbHoCQD8CwthAAAA4BI9jYAf88Uh4orCfEYAcA+hEfBjDBGXHPMZAeDiGJ4GAACAS4RGAAAAuERoBBBwCs5nZGgaAFwjNAIAAMAlQiMAAABcIjQC8As2m01N6keqSf3IIs+Ek4etdgDAM4RGAAGN+YwAUDLs0wjAa/L3CF6sdxAA4H2ERpQ7q9VaYec7hm9pEVvb200AAJQQw9MAAgbzGQHAc/Q0wiV6ClFedu4/4fjeZrPpquYxFfr8zGcEgJIjNAJ+xpdCPufFBgDfwfA0AAAAXCI0AggInDoQAEqH0AgAAACXCI0AAABwiYUwAPxOwY3Cu8z60UstAQD/QWgEUGbMsnK74NY9DZ761Oln5jMCgPsYngYAAIBL9DQC8Dvbdic57QHJ8DQAlJ7pehrtdruWLl2q7t27q1WrVurcubPi4+OVnp7uuM3Bgwc1bNgwtWnTRtddd52effZZp+sL2r59u1q2bKkVK1ZUxEsA4GVWq9XxRWAEgLJhup7GuXPnaurUqRoyZIjatWunxMRETZ8+XXv27NHbb7+ts2fPauDAgapZs6ZefvllpaSkaPLkyTpy5IjmzZtX6PGysrI0duxYZWdne+HVwBP5FzEUXNAA5Cl4bJT0WGE+IwB4xlSh0W63a86cOerbt69GjRolSWrfvr0iIyM1cuRIbd++Xd9++63S0tK0YsUKRUVFSZKio6M1dOhQbd68Wa1bt3Z6zKlTp+rs2bMV/lrguRaxtb3dBPgAjhMAqFimGp5OT09Xz549dccddzhdHhsbK0k6fPiwNm7cqNatWzsCoyR17NhR4eHh2rBhg9P9fv75Zy1evFgTJkwo/8YDAAD4MVP1NFarVk3jx48vdPnatWslSU2aNNG+ffvUrVs3p+uDg4NVr149JSYmOi47d+6cnn76aT344INq3rx5+TYcZWrn/hOO7202W6HtUwDJ+TiRij5WOHUgAJQdU4XGomzdulWzZ8/WzTffrGbNmuns2bMKDw8vdLvw8HCnxTCvvvqqwsLC9OCDD+rYsWMlfj6LJffLjPLaZdb2lZXQ0P+tes3/Wj35vwmUmpU1b9TN3f/r/MdJSe9fnq+HY8191Mx91Mx91Kx47tbE1KFx8+bNGjZsmOrVq6eEhARJkmEYxd7e8uer/+GHH7R8+XK99957Cglx7yU2qlujyFBqJo3q1vB2EypM/sUNsTE1nLZRcUcg1awsVWTdSvt/XZL7x8bU8Lh9JcWx5j5q5j5q5j5qVlhGhnvvs6YNjatWrdLYsWPVsGFDzZ07V5GRkZKkiIgIZWRkFLp9enq6oqOjlZGRoaeffloPPPCAmjRpouzsbNntdkm5C22ys7MvGiQT/0hTWJg5V+xaLLkHfeIfabpIdvYr+YPA/qQ0t4NEINasLHijbqX9vy54/9veKrzVzv6kNI/b5wrHmvuomfuomfuoWfEyMwvnqYsxZWicN2+eJk+erLZt22rmzJmqWrWq47pGjRrp0KFDTrfPycnRkSNHdOutt2r79u1KSkrSzJkzNXPmTKfb/d///Z/+7//+T7t37y72uQ1Dpj+ofKGNZSX/6yzN6w6kmpWliqxbaf+vC96/oC9HdKiQ18Kx5j5q5j5q5j5qVpi79TBdaFy2bJkmTZqkbt26aeLEiQoNDXW6vkOHDpo3b55SUlIcK6g3btyozMxMdejQQc2aNdP777/vdJ/k5GQ99NBDGjFihG666aaKeikAAAB+w1ShMTk5WQkJCYqJiVFcXJx27NjhdP2ll16qe++9V4sXL9agQYM0YsQIpaWlafLkyerUqZOuueYaSdKVV17pdL8jR45IkmJiYgpdB3OzWq3aezjV280AACDgmSo0rl+/XufPn1dSUpLi4uIKXZ+QkKDevXtr4cKFio+P1+jRoxUeHq4uXbroySef9EKLAZgRpw4EgLJnqtDYp08f9enTx+XtmjVrpvnz55f4cevVq3fReYwA/Bv7MwJA6ZnqjDAAAAAwJ0IjAAAAXCI0AvArDZ761OlnhqYBoGwQGgEAAOASoREAAAAuERoB+I2CQ9MAgLJDaATgt5jPCABlx1T7NAIIXJz9BwDMjZ5GAAAAuERoBOAXCp46kKFpAChbhEYAAAC4RGgEAACASyyEAeAXVj/YVi1ia0uSdu4/4eXWAID/oacRAAAALhEaAQAA4BKhEQAAAC4RGgEAAOASoREAAAAuERoBAADgEqERAAAALhEaAQAA4BKhEQAAAC4RGgEAAOASoREAAAAuERoBAADgEqERAAAALhEaAQAA4BKhEQAAAC4RGgEAAOASoREAAAAuERoBAADgEqERAAAALhEaAQAA4BKhEQAAAC4RGgEAAOASoREAAAAuERoBAADgEqERAAAALhEaAQAA4FKItxsAAGXBarVq7+FUbzcDAPwWPY0AAABwidAIAAAAlwiNAAAAcInQCAAAAJcIjQAAAHCJ0AgAAACXCI0AAABwidAIAAAAlwiNAAAAcInQCAAAAJcIjQAAAHCJ0AgAAACXCI0AAABwidAIAAAAlwiNAAAAcCnE2w0wA8MwHN9nZmZ6sSUXZ7FIGRlWZWZmKF+TcRHUzDPUzX3UzH3UzH3UzH3UrHj5M49RguIQGuVctOtbNfNiSwAAACpeZmamIiIiLnobhqcBAADgksUoSX+kn7Pb7Tp58qQkKSwsTBaLxcstAgAAKF+GYThGW2vWrKmgoIv3JRIaAQAA4BLD0wAAAHCJ0AgAAACXCI0AAPg5ZqKhLBAagXzyv7HyJovyxPGF8paenq7Ro0crLS2NBZ4oE4RGP5aTk6OsrCxvN8On5H9jzfvebrd7qzk+IysrS+np6d5uhk/hj7j7CNoll56ergEDBujTTz/V+vXrJVE/VzIzMzVr1izt27fP200xLTb39lO//fabFixYoN9//13R0dHq2LGj7rnnHoWE8F9enF27dunzzz/X7t27VbNmTV199dXq2bOnrFarcnJyFBwc7O0mmtK2bdv01ltv6fDhw4qMjNTgwYN10003ebtZprZ371599dVXOnr0qBo1aqS+ffuqUqVK3m6Wqe3bt08//vijevToofDwcG83x9TS09PVvXt31alTRzVr1tSpU6ck8UHFlc8++0yvvfaaTp48qXvvvVeNGjXydpNMh55GP7R161YNHjxYaWlpuvrqq3Xq1CnNmjVLb731Fp80i7Flyxb1799fe/bsUXR0tBITE/XGG2/o4YcfVlZWloKDg5WTk+PtZprOtm3bNGjQIBmGoXbt2qlKlSpq2LCht5tlalu2bFFcXJzWrl2rzZs3a+LEiXr66ae93SzTynvPWrZsmWbOnKmPP/5YGRkZXm6VeaWnp6tHjx6qV6+epk2bpubNm+u3336TxKiJK40bN5YkffTRR1q4cKEOHTrk5RaZD91OfiYtLU3x8fG67bbbNHr0aFWrVk2ZmZkaOnSoVq9erfvvv1+VK1f2djNNJTU1Vc8++6xuvvlmPfPMM6patarOnz+vqVOnav78+RowYIAWLFigSpUqyW63u9z8NBAYhqGsrCzNnj1bf/vb3zR+/HhVr15dUu4fpkOHDql27dqqVKkSvRv5pKSkaMKECerWrZseeeQRhYaG6osvvtCECRO0efNmtW7d2ttNNB3DMGSxWNSoUSOdPHlSCxYskGEYuvPOO1WlShVvN89U0tPTdfvttys2NlYTJ05UrVq11LJlS61YsULp6ekuTxEX6Bo3bqyWLVsqIiJCS5cuVU5Ojh544AHVr1/f200zDf76+ZnMzEwdP35c7dq1U7Vq1ZSTk6OwsDD169dPe/fu1e7du73dRNM5c+aMjh49qrZt26pq1arKyclR5cqVdc899+iSSy7R7t27NXDgQGVlZSkoKIjeWuUOc4WGhurAgQOqW7euIzBOmzZNd9xxh7p166a7775b8fHxzKvN5+zZs0pPT9ff/vY3RUVFKSIiQg0aNFCVKlV0+vRprVu3Tnv27KFXO5+8D2kZGRmKjo5WpUqVNHnyZH300Uc6d+6cl1tnHjk5OZowYYJiY2P18ssvq3bt2pKkVq1aKTMzU1u3bpVEb2Nx8t7Xc3Jy9Mgjj2jcuHF69913NWfOHB0/flxSbgdDoKOn0c/k5OTo2LFjjjfTvHl4NWvWlCRduHDBa20zq3Pnzuns2bOOHrG8f7OysnT55Zerbdu2evvttzVp0iSNGzeOnsY/ZWVl6dy5c44329mzZ2v+/Pnq16+fLr30Un355Zf69NNPdfLkSU2aNElWq9XLLfa+nJwcHT16VGfPnnVcdurUKaWnp+vZZ59VcnKyatasqe7du2vUqFHMQc5n165d6tSpk1588UX17dtXr7zyiiSpV69e9Dgq971+wIABatCggSIjIx2Xt2/fXtWqVdPq1avVoUMH3r+KYbFYVL16dbVs2VJr1qzR008/7ZjaFRoaqt27d6tKlSqaOXNmQL+XcfT4mapVq+qmm27S5s2blZqaWqhXjDeMwqpXr66mTZvq3Xff1bZt2xQUFKQLFy7oX//6l0JDQzVgwAB17NhR69atY1Xdn3JyclSpUiXdfvvt+uKLL/Tdd99pz549Gjt2rEaOHKm7775br7zyinr16qUffvhBa9as8XaTTSE8PFwdOnSQlBu6MzMzNWHCBN1+++2aMmWK1qxZo1atWumTTz7RunXrvNtYk8jJyVF2drYOHjzoWCy0fPlyNW3aVK+88go9jvlcffXVToEx7/e0R48e+uabb/Trr796sXXmUdRoUd5ltWrV0s8//yxJGjlypMaMGaPFixdr+/bt6t69e0AHRonQ6PNOnTqlQ4cOadeuXZKkGjVq6PHHH1ffvn0VGRnp6DXLG+7K33Nx7NgxzZ8/X9nZ2RXfcC/Kq9nOnTslSXXq1NH999+vAwcOaNiwYfrHP/6hzp0769ixY3rmmWdUqVIlPfzwwzpx4oTjzSQQpaSk6PTp05L+14PdoUMHWSwWvffee9q8ebPq16+voKAg2Ww2RURE6LHHHpPVatWmTZu82XSvOXr0qLZs2aJPPvlEp06dUnR0tKZPn65u3bopNDRUYWFhWrhwoZ566im1adNG9evXV3x8vOx2e8Aea2fPnlVycrKSkpIk5R5rISEhevPNNzVixAinhTGBHhwzMzM1Y8YMPf3005owYYJ++uknRy+23W53/J7eeOONSk5O1nfffee4LlBduHBB06ZN0969e4u8/oYbbtD58+cdo3L79+9XlSpVdO7cOW3ZskUHDx6syOaaDmMfPuznn3/W888/r2PHjkmSYmJi9Nhjj+naa69VWFiYJDkWbuStNsy7PCkpSSNHjpRhGBowYIB3XoAXFFeznj17qk6dOvrPf/6j1NRUXXvttXr44Ycd9QoPD1elSpUC8g+T3W5XWlqa+vfvr7vuuku9e/dWjRo1JEnXXXed7rnnHiUkJEjKXYgl5X44MQxDlStXVp06dWSz2bzUeu/ZsmWLJkyYoNTUVJ06dUqXXHKJHnroId15552O29jtdjVv3tzp57CwMF1yySUBOXf2l19+0auvvqpDhw7JarXqr3/9q1599VVJuT1AebKzsxUSEqJly5bpn//8p6ZMmSKLxaIePXo4fmf9XUZGhu666y4FBweratWqSklJ0Zdffqn27dtr5MiRqlu3rrKzsxUcHKzWrVurf//+evPNN9WxY0ddfvnljgVGgebnn3/WokWLdPz4cQ0dOtSxrU5eLS655BIdP35chw4d0ttvv61169bpww8/1BdffKHXXntNVqtVo0ePDtgeR0Kjj9q3b5+GDx+u2267TW3atFGVKlU0Z84cjRw5Uv369VP//v2d3mRPnDghKXdu4/HjxzVq1Cilp6dr5cqVCgoKCohVwcXV7LHHHtPAgQM1ZMgQtW3b1nH7/As4UlNTFRUVpbp163qj6V4VFBSkqKgonTt3TosWLVKlSpXUvXt3VatWTZI0cOBASVJCQoKmTZumqlWr6oYbblBOTo6SkpKUmpoacKsPd+/erYceekg9e/bU3/72N8XExOj555/X9OnTdfXVV6tly5ZOv3MZGRkKDw9XUFCQ9u7dq/Pnz6tBgwZefhUVa+fOnRoyZIhuv/12devWTYcOHdKiRYtUr149jRw5UtL/PgSHhIQ4Bce4uDg999xzqlmzpm655RYvv5KKMX36dFWrVk1Tp07VX/7yFwUFBWnixIlas2aNRo4cqVdeeUX169d31OmOO+7QTz/9pFdffVXPPfdcwP1O5qlXr57sdrvWr1+vnJwcDR8+3LFNWE5OjurWravGjRtr0KBBslgsmjFjhho2bKgHH3xQwcHBuummmwI2MEqERp+1detW1axZU0OHDlVMTIwk6ZZbbtGTTz6ppUuX6ty5c3rwwQcdC2DyhiP27Nmj1157TWfOnNHKlStltVodbyr+7mI1W7JkiTIzM/XAAw+odu3aSkxM1Ouvv67o6GhFRUVp7dq1ioyMVOfOnb38Kipe3h/q0NBQHTp0SJMnT5bdblfPnj2dgmNwcLBmzpypUaNG6ZZbbpFhGI7J44MHD/byq6hYa9euVdOmTTVkyBDHKtZ//etf6tGjhz788EO1bNnSERh37dqlTz75RHXr1lVQUJBWrlypatWq6e677/bmS6gwhmHIMAx9+umnatWqlUaOHKnIyEhlZWVp27ZtOnLkiOO2+T/Y5g+OS5Ys0YQJEwJqU/mjR48qOjpaderUcfRKP/XUU4qJidGiRYs0ZswYTZkyxfFB9/LLL1evXr00efJkzZ8/X+PGjQvIExbkjbpdccUVjnnDecExODhYwcHBatq0qY4cOaLp06erVatWjl7Z+++/34stNwf/7lryY4cPH1ZaWpoj/OT1ik2aNEldu3bVRx99pGXLljl+QfJuN2rUKJ0+fTrgAqN08Zp169ZNH330kd59912dP39eVapUUWRkpN577z198cUXql27thYvXhyQm3wHBQXp2LFjOn36tKZMmaIePXpo8uTJWrlypdMq4H79+mnSpEnq0aOHvv/+e/3xxx+6+uqr9f777yskJCSg6rZv3z5lZGQ4AqPdbldERIRq1aql5ORkp9ueOXNGGzZs0Isvvqjly5erdu3aWr58ecAcaxaLRUFBQTp48KAyMjIcCzlCQ0NVq1Yt7dq1Sw8++KCGDBmizz//3OmYywuOkvTCCy84/ezvzp8/r9OnTzvqlzcFpF+/fhowYIBOnTqlKVOm6MyZM477xMXFaeDAgerXr19ABkYpt+Okdu3amjlzpu655x7997//1RtvvKEDBw44bjNu3DgtXbpUrVq1ksSZdJwY8EnffPON0bZtW+Pjjz92XJaVleX4fuTIkca1115rbNmyxTAMw/j555+N5s2bG//4xz8Mm81mGIbh+DdQlKRmbdq0MX755RfHZWfPnjUyMjIMu91uGEbg1SzPr7/+ajRv3tzYsmWLkZ2dbYwaNcq44oorjIULFxpnzpwpdPtz5845/RxodZs0aZLRpUsXY+fOnYZhGI7jp1+/fsZ9991nGIZh5OTkOG6fkpJiHDp0yDh16lTAHWt2u92w2+3GU089ZfTq1cs4duyYYRiGsX37dqN58+bGwIEDjWHDhhm9evUyrr76auP99983DMO5foEk7/j4/PPPjVatWhkLFixwXJf//eyVV14xOnToYKxbt84wDMO4cOFCxTbUpGbNmmXce++9jp9fe+01o02bNsaYMWOMxMRE7zXMR9DT6KMaNGig6OhoffDBB46V01ar1fFpc8qUKfrLX/6iGTNmSMrd4PXll1/WkiVLnIZ1AklJalanTh1Nnz7dcZ+IiAiFhYXJYrHIMIyAq1meJk2aaOjQobrqqqsUHByshIQEdenSRZMmTdJHH33k1Ptjt9udzqMciHXr1q2bLrvsMsfPeT0V+ecx5v2bnp6ukJAQ1a9fX1FRUbJYLLLb7QFTM4vFIovFori4OA0fPtwxFzs1NVUDBgzQlClT9Oabb+rDDz/UFVdcoYULF8owDL+fg12cvGPpr3/9q6699lrHaIjk/H42atQoRUVFaeXKlZJye24h3X///Y6Fe5L0+OOPKy4ursgeRxQWmL91Ps4wDMXExGjcuHH64Ycf9NZbb2n//v2Sct808oZde/XqpcTERMdu9r169QrYwOhuzU6ePFnoMQJ1iMJut6ty5cp6/PHHHWfEsVqtTsEx/1B1UFCQU60CrW6GYahly5Z6/vnnHcHRMAxduHBBaWlpjpXnUu4uBmPHjtXq1audHiPQApFhGLryyiv197//3fHa27Ztq0cffVRRUVGOOdl33XWXDh48qAMHDgTk6vL86tSpo2HDhslms2nOnDn6z3/+I0mOaUeS1LBhQ8c2Wfjfh7ZLL71U0v+2ossfHGfNmsV+vBcRWO9MfiKvJ+L666/Xq6++qjVr1mjatGnasWOHpP99orxw4YIqV65c6GwJgRYYJfdrxqfy/ynYM5YXAkNCQpSQkKCuXbvq1Vdf1dKlSx1zaANZXn3yFgkZf06it9vtOnfunMLDwyXlBsZRo0Zpx44dTtvwBKKCHywMw1BoaKjjXMl5x15ycrLq1aunmjVrBtyHkaK0atVKzz33nM6cOaOZM2dq6dKlknJ/N0+fPq3U1FTVrVvXsdgo0BX8MJZ/3vDjjz+u/v3768MPP9TChQsDcpuwkgi89OCDjCL208o7+Lt16yZJGj16tFJSUtSrVy917dpVO3bs0FdffaXLLrtMVatWrfA2exs180xRdbuYkJAQxcfH6/Tp0/r666/1wAMPlGPrzMlVzfKuu3Dhgux2u0JDQ5WcnKxHH31U58+f1xdffOFYKBQoixNKWrM//vhDFotFf/nLX7Rv3z6tWbNGzZo1c4TJQGcYhq6//nrFx8fr9ddf19SpU/X111+rdu3aSkpK0q5du/Tcc88RsC8iLzgGBwfr0UcfldVq1W233RbQ2+pcjMXg44ep5b252mw2x0Fc1BvuTz/9pEmTJunAgQOOFYh169bVO++8I6vVGhD7MOahZp4pad2KkpOT41jF6W7w9GXu1Cw9PV09evRQixYtdO7cOR09elQff/xxwO1iUNKapaSk6LnnntO2bdtUtWpVx/6My5cvV0hISED8frrzGg8fPqxvv/1W7777rux2u+rWravHH39cTZs2LedWmounx0UgfWgrDUKjD8jOzlbv3r111113OTZSzi/vl+TEiRNKTk7Wjh07FB0drQ4dOig4ODig/iDloWaecVU3VwLhD3lBJa3ZuXPn1K9fP/3222+64oortHTp0oALjHlKWrPvvvtOa9asUXBwsBo2bKi+ffsGzLzs/CHm8OHDqlq1qsLCwko0dcYwDNlstoCbZlOamqFk/Pu3zk+cO3dOderU0ffff6+ePXs6TaSX/jfsWrt2bdWuXVstW7Z0XJeTk+P3b65FoWaecVU3VwItMEolr1mVKlV05513qkqVKpo/f37AhJ+ilKRmhmGoXbt2ateundPlgfD7aRiGI/zknVP63Llz6tatm+6++27Hqe8KyvvQZrFYAm541dOawT2B9w7vg6pWrarOnTvr22+/VVJSkqSSn3A+ULvbqZlnSlO3QOVOzbp3765FixYFdGCUSlazvOHqgoNh/v77abfbHa99zJgxWrdunf72t7/pyiuv1KJFi/TGG28Uu7o3/4e2QJkiIpWuZnAPw9Mmc7F5Fffee6/CwsL0xhtv0N2eDzXzDHVzX1nVLJDmfXKceSYjI0MTJkxQ79691aFDB0nS66+/roULF+qGG27Q8OHD1bhxYy+30lyoWfmjp9FkgoODde7cOT388MP6/PPPdfjwYUm5f2T+/ve/KzExUYmJiZLoAcpDzTxD3dxXVjULlMAocZx54uWXX1bHjh21ZcsWx6koJWnEiBEaOHCgvv76a73xxhuOvWZBzSoKodGENm3apL1792rcuHEaMmSIFi5cqFOnTikuLk5Wq1VLliyRFJjzx4pDzTxD3dxHzdxHzS4u/znGDcNQq1at1LRpU6Wmpjr2Ps3bsPvhhx/WwIED9d1332nixIkBewYTauYdDE+bQHHDNx9//LG+//57ffzxx2rYsKE6d+6syMhILVu2TJMmTdJVV13lhdaaAzXzDHVzHzVzHzXzzIYNG9S+fXtJ0saNG/XSSy+pUqVKmjNnjurUqeM0D/bVV1/VZ599pqVLlyo6OtqbzfYqalaxCI1elndAZ2ZmatasWUpPT1d0dLSGDh3quM3OnTv1/vvv67///a+OHj2qSpUq6cknn9S9994bUHOj8lAzz1A391Ez91Ezz3zyyScaM2aMRo8erUGDBknKDUHPP/+8wsPDNXv27EIhKCUlRVFRUd5stldRs4pHaPSivE/j6enp6tu3r9LT0yVJx48fV+/evRUfH++4bVZWlrKysvTvf/9b69ev1/Hjx/Xuu++qTp063mq+V1Azz1A391Ez91Ezz6WmpmrmzJlatmyZHn/88YuGIDaizkXNvMBAhcvJyXF8f/78eePuu+82+vfvb+zdu9dISkoyRowYYTRv3twYN26c43YXLlxwfP/zzz8bd9xxh7FmzRrDMAzDbrdXXOO9hJp5hrq5j5q5j5qVnN1uN7KzswtdZhiGkZaWZrz44otGixYtjDlz5hjZ2dlGdna2sW7dOuPvf/+70alTJ+PYsWPeaLZXUTPzCMxZx15y8uRJZWdnKygoyDGJd8OGDTp//ryeeeYZNW7cWMHBwbJarWrTpo0++OADjRs3TpIUGhrqWFnYqlUrXbhwQRs3bpTk3ysxqZlnqJv7qJn7qFnJ5S3KsFgsjh6vJUuW6OjRo7JYLDIMQ9WrV9cjjzyie++9V1OmTNH8+fNlt9vVsWNHPfnkk6pevbqysrK8+TIqFDUzH0JjBfntt98UFxent956S9nZ2Y5fgKSkJJ0+fVrVqlWTJC1YsEAHDx7UI488orvvvlsrVqzQiy++6LRNxZdffqmsrCynN2p/RM08Q93cR83cR81KLisrS3feeafeeOMNx2WrVq1SfHy8EhISdOLECacQNHz4cHXv3l2vvfaa3n33XeXk5Ojmm2/WsmXLVL9+fS++kopDzcyJ0FgBLly4oJkzZ+rgwYP68ssvNW/ePNlsNklSvXr1dMkllyg6OlorV67U/Pnz9cQTT+i6667TLbfcIin3k9W0adMcp4c6e/asgoODFRcX57dzNKiZZ6ib+6iZ+6iZe5KTk1WvXj1Nnz5d8+fPlyR169ZN9913n7Zv364XX3xRx48fl8Vikd1uV1RUlHr06KHs7Gy9+OKLeueddxQcHKywsDDvvpAKRM1MymsD4wFm9erVRvPmzY127doZ3bt3N2bNmuWY07N//37DMAzjrrvuMl566SXDMHLn+8yePdsYNGiQ8fvvvxeaz5GWllaxL8ALqJlnqJv7qJn7qJl79u/fbzz11FNG8+bNjTlz5jgunzRpktGpUydjxIgRxtGjRx2Xb9y40XjiiSeMxYsXG3v27PFGk72OmplPYJ741Atuu+023X333UpNTdWxY8f0zjvvyGKxaNCgQWrUqJGSk5N16tQpx072x48f14YNGxQbG6umTZtKyl2ZaLFYFBQUpOrVq3vz5VQIauYZ6uY+auY+auaeRo0aObYdeuWVVyRJ999/v8aMGSNJ+uyzz/Tcc89pwoQJCgoK0ueff+5YhR6o5yinZuZDVcuBUcw+Y02aNNGGDRv00ksvafLkyVqwYIEk6b777lOtWrXUokULTZ06VT///LP27NmjiIgIPfPMM47H9MdhmzzUzDPUzX3UzH3UrGzExsYWG4KCgoL04Ycf6tZbb1WdOnWUlpamRYsWBXz4oWbmwj6N5SArK0uhoaGON9r8+0N169ZNN998s0aOHKkhQ4bowIED6t+/vwYPHqzff/9dixYtUlJSkho0aKBnnnlGISEhAbG/FDXzDHVzHzVzHzUrW/v379fs2bP10Ucf6cknn9TgwYMlSWvWrNGuXbtks9nUu3dvNWzY0LsNNRFqZhIVPiDu57Zv32488MADxo8//ui0D1ne91988YVx9913G0eOHDHS0tKMuLg444YbbjD+/e9/O+b4pKenO+5ns9kq9gV4ATXzDHVzHzVzHzUrH/v27TOeeuopo2XLlsYHH3zgdJ0/71NZGtTM+1g9XYYOHTqkgQMHasOGDbrvvvv07LPP6oMPPpCUuyeZJF122WW6cOGCVqxYoerVq2v69Olq0KCBFixYoNdff13Z2dkKDw+XlDt84+/d7NTMM9TNfdTMfdSs7Bl/Du7FxsbqgQce0HXXXaeVK1cqLS3NsW8lnFEz8yA0lqHQ0FC1bNlSMTExql+/vpKSkvT6669r8ODBWrdundLT03XppZdqyJAhWrJkibZt26aoqCjNmDFD4eHh2rNnj9OQjT9ucFsQNfMMdXMfNXMfNSt7+WvQuHFjNW7cWKdOnVKVKlUUFBRU6DagZmbCnMYy9scff+iFF17QiRMndNlll+n222/XjBkzdOLECdWuXVtPPvmkIiMjNWvWLDVr1kz9+/eX1WpVenq6qlSpouDg4GInnfsrauYZ6uY+auY+ala2vv/+e9lsNt1www1KSUlRfHy8Tp8+rWnTprGnYDGomXkQGsvBkSNH9K9//Uu///67+vfvr0GDBmn16tVavny5Nm3apK5du2rXrl0KDw/XvHnznA76QJ0gTs08Q93cR83cR83KRk5Ojt5//30999xzaty4sapUqaJDhw5p4cKFat68ubebZ0rUzFwIjeUkKSlJL774orZv364BAwY4tgx499139cMPP+jHH39UcnKyxo8fr379+nm5teZAzTxD3dxHzdxHzcpGenq6Vq9erW+++UZ16tRRnz59FBsb6+1mmRo1Mw9CYzlKSkrSv/71L/3222+666679Nhjj0nK3eT28OHDeu+99/TSSy8F/MTw/KiZZ6ib+6iZ+6hZ2bHb7bJYLAzbu4GaeR+hsZzlvcnu3LlTvXv31qOPPlroNtnZ2bzJ5kPNPEPd3EfN3EfNgMBFaKwASUlJeumll7Rr1y79/e9/19NPP+3tJpkeNfMMdXMfNXMfNQMCE1vuVICYmBiNHz9e0dHRSkpKEjndNWrmGermPmrmPmoGBCZ6GivQyZMnFRUVpaCgILagKCFq5hnq5j5q5j5qBgQWQqMX2O12x4akKBlq5hnq5j5q5j5qBgQGQiMAAABc4qMhAAAAXCI0AgAAwCVCIwAAAFwiNAIAAMAlQiMAAABcIjQCAADAJUIjAAAAXCI0AgAAwCVCIwAAAFz6f6L0lFrMSmY4AAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -851,7 +1091,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -883,12 +1123,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -898,7 +1138,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -908,7 +1148,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -949,12 +1189,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1000x718.75 with 2 Axes>"
       ]
@@ -1001,7 +1241,11 @@
     "- **`tline_use` to indicate whether to use the 'open','high','low', or 'close', _or an average of any combination of ohlc_ for determining the trend line.**\n",
     "\n",
     "\n",
-    "- **`tline_method` to indicate whether to simply draw the trend line from point-to-point (the default method) or to use a \"linear least squares fit\" to determine the trend line.**\n"
+    "- **`tline_method` to indicate whether to simply draw the trend line from point-to-point (the default method) or to use a \"linear least squares fit\" to determine the trend line.**\n",
+    "\n",
+    "- **`extend_start` to extend the trend line by `extend_start` units from start date (default 0).**\n",
+    "\n",
+    "- **`extend_end` to extend the trend line by `extend_end` units from end date (default 0).**"
    ]
   },
   {
@@ -1016,7 +1260,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -1031,7 +1275,7 @@
        " '2016-06-16']"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1044,7 +1288,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -1058,7 +1302,7 @@
        " ('2016-06-08', '2016-06-16')]"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1071,12 +1315,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/suman/miniconda3/lib/python3.8/site-packages/pandas/core/indexes/base.py:5277: FutureWarning: Indexing a timezone-naive DatetimeIndex with a timezone-aware datetime is deprecated and will raise KeyError in a future version.  Use a timezone-naive object instead.\n",
+      "  start_slice, end_slice = self.slice_locs(start, end, step=step, kind=kind)\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -1101,12 +1353,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/suman/miniconda3/lib/python3.8/site-packages/pandas/core/indexes/base.py:5277: FutureWarning: Indexing a timezone-naive DatetimeIndex with a timezone-aware datetime is deprecated and will raise KeyError in a future version.  Use a timezone-naive object instead.\n",
+      "  start_slice, end_slice = self.slice_locs(start, end, step=step, kind=kind)\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -1114,9 +1374,17 @@
      "metadata": {},
      "output_type": "display_data"
     },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/suman/miniconda3/lib/python3.8/site-packages/pandas/core/indexes/base.py:5277: FutureWarning: Indexing a timezone-naive DatetimeIndex with a timezone-aware datetime is deprecated and will raise KeyError in a future version.  Use a timezone-naive object instead.\n",
+      "  start_slice, end_slice = self.slice_locs(start, end, step=step, kind=kind)\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAo0AAAHcCAYAAACzl5CCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAA9hAAAPYQGoP6dpAABXxUlEQVR4nO3deXhTVf7H8U/aBqRlKyIdKAgUBBVhRBDF4oqjgCyKOIyyCbgggsgAgv4QF8aWRRFBVDYHcAFcUFwQBnEAcRcRRAHZl8reFmgLNG3u7w+msWnTNkmz3CTv1/PkgWY9+eYm+eSce861GIZhCAAAAChFVLAbAAAAAPMjNAIAAKBMhEYAAACUidAIAACAMhEaAQAAUCZCIwAAAMoUE+wGmIHdbtexY8ckSbGxsbJYLEFuEQAAgH8ZhqGcnBxJUs2aNRUVVXpfIqFR0rFjx5SQkBDsZgAAAATF4cOHVatWrVKvw/A0AAAAykRPo84NSRf4dsPvTn+bicUiNaxTXbv/yBTH8XEPNfMOdfMcNfMcNfMcNfMcNStZTk6Orm7ZRJLcyj6ERslpH8bY2FjFxsYFsTUls1ikuLg4xcba2PDdRM28Q908R808R808R808R83c4858DoanAQAAUCZCIwAAAMpEaAQAAECZCI0AAAAoE6ERAAAAZSI0AgAAoEyERgAAAJSJ0AgAAIAyERoBAABQJkIjAAAAykRoBAAAQJkIjQAAACgToREAAABlIjQCAACgTIRGAAAAlInQCAAAgDIRGgEACHM2m02N68Wrcb142Wy2YDcHIYrQCAAAgDIRGgEAAFCmmGA3AAAABI6r4Wmr1RqEliDUEBoBAIggLZomFjtvx/6MILQEoYbhaQAAAJSJnkYAAEKAzWbTJUm1JElbdx9RTIx3Q8qbtqUxHA2vEBoBAIggVquV0AivMDwNAACAMhEaAQAAUCZCIwAAAMpEaAQAAKXiMISQCI0AAABwA6ERAAAAZTJdaLTb7Vq4cKG6dOmili1bqn379kpJSVFWVlax6+bl5envf/+7pk+fXuyyvXv3atiwYWrXrp1atWqlu+++W998800gngIAAGHLZrM5nRA5TLdO45w5czR16lQNHDhQbdu21e7duzVt2jRt375dr7/+uiwWiyTp7Nmzeuyxx7Rx40Zde+21TveRkZGh3r17q3r16nriiSdUuXJlvfvuuxowYIDmz5+vNm3aBOOpAQAQ8ooehpBDEEYOU4VGu92u2bNnq2fPnhoxYoQk6ZprrlF8fLyGDx+uzZs3q3nz5vrxxx/17LPP6vDhwy7v58MPP1RGRobee+89JSQkSJKSk5PVrVs3zZ07l9AIAADgIVMNT2dlZalbt27q3Lmz0/lJSUmSpP3790uSHnroIdWpU0dLlixxeT8JCQm69957HYFRkqKjo1W/fn3t27fPT60HACD8bdqWpi27jjhOiBym6mmsWrWqxo4dW+z8zz//XJLUuHFjSdKbb76ppk2blng/nTp1UqdOnZzOO3HihH744QddffXVpbbBYjl3MqOCdpm1fWZEzbxD3TxHzTxHzTxTuE6efleV57ZFb1+hQmgdhpDtrGSe1sRUodGVjRs3atasWbrxxhvVpEkTSSo1MLpit9v15JNPKisrS/fdd1+p121Yp7ri4uK8bm8gNKxTPdhNCDnUzDvUzXPUzHPUzD2FJ500rFPdo+BW+LZJiZ7d1he3NwO2s+Kysz17HU0dGtevX69Bgwapbt26Sk1N9eo+bDabxowZoxUrVmjcuHFq0aJFqdff/UemYmPNORvMYjm30e/+I1OGEezWhAZq5h3q5jlq5jlq5pnCwW33H5mKifEuNO5KyyxXaPTm9sHEdlaynJxsj65v2tC4bNkyjRkzRg0aNNCcOXMUHx/v8X2cPHlSQ4YM0Q8//KAnn3xSvXr1KvM2hiHTb1Sh0EazoWbeoW6eo2aeo2buKVwjT2tWntv64vZmEKrt9idP62HK0Dh37lxNnjxZbdq00YwZM1SlShWP7+PQoUPq37+/Dhw4oClTpqhjx45+aCkAAEBkMF1oXLRokSZNmqROnTpp4sSJqlChgsf3kZWVpX79+unYsWP697//rdatW/uhpQAAmFfhIWUW4YYvmCo0Hj16VKmpqUpMTFSvXr3022+/OV1+4YUXqkaNGmXez7Rp07Rnzx4NHTpUMTEx+vnnnx2XVahQQZdeeqmvmw4AgKlcklQr2E1AmDFVaFyzZo3OnDmjtLQ0l/sfpqamqnv37mXez3/+8x9J0vTp04sdYjAxMVFffPGFbxoMAAAQIUwVGnv06KEePXp4dJtt27YVO2/16tU+ahEAAKGp8MLbNput2OH/AE+ZKjQCAADfCKVlcRAaTHUYQQAAwpnNZlPjevFqXC+eySkIOYRGAABCjM1mczq5o/7oT/zcKoQ7hqcBAAgxzZs475+4Y39GqdfvMPN7SeeCY8H/Vw1J9k/jELboaQQAIIy1f/mrYDcBYYKeRgAAQswvv6e5dexpAiN8iZ5GAABCjNVqdTq5UlZgJFDCU4RGAADCDIEQ/kBoBADApLyZJV1SYHQ18YVwCU+wTyMAACbl6fGjywqMq4YkuxUUiwZU1pSERGgEACAseNLDWBZPwyoiA8PTAACY1JZdR5xOW3cfkWEYxSa/lCcwMkQNd9HTCACASRUNhxZL8et4GhjdGaLesuuI0982m00tmiaWcG1ECnoaAQAIUb4aki56P0WX9ClpWR9EFkIjAAAhqDyBkUMIwhsMTwMAEARFZyR70pt303TfTXoB3EVPIwAAQdCiaaIuSarlOLmrwZhPXZ5f3sDIhBiUhdAIAECI8GUPI72S8BTD0wAABMGmbWkeDUn7ch3G0h6DMImS0NMIAEAQeDI72V+BkYAITxAaAQAwsUD0MALuIDQCAGBSJQXGL4b6LzAyIQYlITQCAGBCJYW3PRNu8+nj0GMJdxEaAQAwmWD0MJb2+FarVTv2Z2jH/gyODhPBCI0AAIQAf/YI0tsIdxAaAQAwEVe9jIQ6mAGhEQAAkzBTYGRCDIoiNAIAYALBDoz0ZqIshEYAAIIs2IGxJPQ2ojBCIwAAQWSmwGiGoArzIjQCABAk9OQhlBAaAQARyWazFTsFUoeZ37s832y9fQRbFIgJdgMAAAgkm82mS5Jqubxsx/6MgLSh/uhPXJ5vhsC4akgyQREu0dMIAEAAmTkwloQQCYmeRgBABNu0LS2gh8ULlSFpehvhCj2NAICIZbVanU7+VFIIM1tg9DWbzabG9eLVuF58wPcbhW8RGgEA8LNwCIz0PILQCACAH5UUtpY/2CbALfFMKAVaBAahEQAAPykpMO6d2DnALfENehsjG6ERAAA/CIfASG8jCiM0AgDgY+EQGIGiCI0AgICz2WxqVDdeFoslpGbUujMTONwDI0PUkYvQCACAj5Q26WXLriPatC0twC0qP4aoUYDQCACAD5S2rE6g1oIMFHobIxOhEQDgdzabrdgpnITDOoylCZfngfLhMIIAAL+7JKlWsJvgN+EeGIEC9DQCAOClSAqMRZ8TQ9SRh55GAIDfbdl1xOlvm82mFk0Tg9Qa3+gw83uX54djYAQkehoBAAFQeCJIOEwIqT/6E5fnlxUYrVarduzP0I79GSFfA6nk3sZw3n81ktHTCAAIKTabzbGP5JZdRwIevrwNjOFg1ZBkt4alw3kf1khGTyMAAG5iSLo49m2MHIRGAADcEEmTXkrjzvPdsuuI4xSKC5rDNYanAQAoA4HRM+GwvyaKo6cRAIBSlHZoQJzjzyFqd473jcAgNAIAUIKSwtDeiZ0D3BJzoYc1MhEaAQAhKxiHJywIjOF+aERPMSEm/LFPIwDAayUFpUDt0+ZqgfAd+zN8ct+uQtDHA1qqxUT/P3YocHf5HYQPQiMAwGslrccX6uHJVRjaO7GzIzACkYjQCADwWOEFtoNp07Y0n/dqlhQYA/HYoa79y1+xv2MYIzQCAMolmOHJ14ckdBUYlz/YRnrw3LGzCx8zOxwOh1heDFFHFibCAADKJVyOK+0q/KwakhwWzy2QCJHhi9AIAIh4BB3vMRwdOUwXGu12uxYuXKguXbqoZcuWat++vVJSUpSVlVXsunl5efr73/+u6dOnF7ssOztbzzzzjJKTk9WyZUvdf//92rVrVyCeAgAghHC0F8A9pguNc+bM0fjx43XDDTdoxowZGjBggJYuXaqhQ4fKMAzH9c6ePasRI0Zo48aNLu9nxIgRWr58uUaMGKGJEyfq8OHD6tu3r06cOBGopwIAMLkOM793eT6BsXxKCuKsbRnaTDURxm63a/bs2erZs6dGjBghSbrmmmsUHx+v4cOHa/PmzWrevLl+/PFHPfvsszp8+LDL+9mwYYP++9//atasWbr++uslSa1bt1b79u319ttv66GHHgrYcwIAmFP90Z+4PJ/A6Dl3J8RE+tqWoc5UPY1ZWVnq1q2bOnd2XtogKSlJkrR//35J0kMPPaQ6depoyZIlLu9n3bp1io2NVbt27Rzn1ahRQ1deeaXWrFnjp9YDAEIFgdH/2E80/Jiqp7Fq1aoaO3ZssfM///xzSVLjxo0lSW+++aaaNm1a4v3s3LlTdevWVXR0tNP5F154oT7++ONS22CxnDuZUUG7zNo+M6Jm3qFunou0mhV+nt58bpbn9uV97JKGpL8YWnZgLO9jl5eZt7MvhibrpunOQbFojX75vfjyTGU9F19ta2asWbB5WhNThUZXNm7cqFmzZunGG29UkyZNJKnUwChJp06dUuXKlYudHxcXp+zs7FJv27BOdcXFxXnf4ABoWKd6sJsQcqiZd6ib5yKlZoX3RUtKrO7xUjSFb9+wjme3L89jNxjzqcvz90y4ze+P7Uuhsp0lJVZ3qlnTBheUa1spT81DpWaBlJ3tWS1NHRrXr1+vQYMGqW7dukpNTXX7doUnzBRlKSNW7/4jU7Gx5twx12I5t9Hv/iNTpTxFFELNvEPdPBdpNSv8Rb4rLbNcQWD3H5mKifEuNHry2EV7wQp8MTRZu9Iy/frYvhJq21mDMZ9qxaA2jr/Lu614c/tQq1kg5eSU3pFWlGlD47JlyzRmzBg1aNBAc+bMUXx8vNu3rVy5so4dO1bs/OzsbFWpUqXU2xqGTL9RhUIbzYaaeYe6eS5Salb4OXrznMtze29uW9L+dcsfbOP3x/YHs25nribEBHNbKXo/ZqxZMHlaD1NNhCkwd+5c/fOf/9Tll1+ut956S7VqeXZ804YNG+rAgQOy2+1O5+/du1eNGjXyZVMBACZXUmB0dTxp+F5J+5Ai9JguNC5atEiTJk1Sx44dNWfOnDJ7Bl1p166dsrOz9eWXXzrOS09P148//qjkZGbGAYCZ+HPdPgJj4DEDPXyZanj66NGjSk1NVWJionr16qXffvvN6fILL7xQNWrUKPN+rrzySrVp00ajRo3SqFGjVL16dU2fPl1VqlTR3Xff7a/mAwC80LyJ89p9vlq3r7Qh6Usm+uQhgIhiqtC4Zs0anTlzRmlpaerVq1exy1NTU9W9e3e37uvll1/WhAkTNGnSJNntdl1xxRWaOnWqqlWr5utmAwBMprTAyFFIAq/+6E/o3Q0DpgqNPXr0UI8ePTy6zbZt21yeX61aNaWmpno06xoAEHi//J7m0ezpspQ2JE0PY2C4e4QYhBZThUYAQOSxWq0+C43sw2heJR2FB6HDdBNhAADus9lsalwvXo3rxUf8sGtpQ9Jbdh1xnDZtSwtwyyITE2LCDz2NAICQV1JgJLgAvkNPIwBEqHDppSQwhg7WbAxthEYAQMgqKYQQGM2B1yG8EBoBACGppIkVBBVzY1Z16CI0AgBCDoExdCx/sE2wmwAfITQCAEIKQ9JAcBAaAQBu8ecxot3FpJfwwBB1aGLJHQCAWy5JqhXUxycwhq69EzuzuHcYoKcRAGB6pS3cjdBEb2PoITQCQAQpzxCz2Y6qwqEBQwuvV+hjeBoAIkh5hpitVqvT/3fsz/BFk8rkqkeKAAIEHj2NAADTchUYGZIOHwxRhxZ6GgEggmzZdcTxf5vNphZNE4PYmtK5ChSrhiSH9CEPI1HRXumygmLR15fX2zwIjQAQQQoPMRdW9Iu5pOsFSkmBEeGn/ctfOb22wZ6lj5IxPA0AUIumibokqZbjFEwMWYa3UAr/NptNjevFq3G9eHo8RU8jAIQNs/UWeoO1GFF4FwrJ/LtRRBJCIwCEiaJfrJ7Mbt60LS3oIZPAGLkKD1EHeztEyRieBgDIarU6nQKNwBhZeF1DEz2NABAmzNBb6I1bX/ve5fkEi8hSdEIMzIeeRgAIE8HuLfRGSccj9md4KFgCZsf+jJCpUzgiIIYeQiMAICiCERhhbsycNzdCIwAg4DrM9GxIujzHzIZ58QMhtLBPIwAgoLyZ9BLstSMB0NMIAAggZkmjLAxRmxehEQAQECWFgS+Glh0Yt+w64jht2pbm66YhiPjBEDoIjQAAvyspMO6ZcJtbtw/FmeHwHr2N5kRoBAD4VXl6GBEZ6G0MDYRGAIDfsA8jED4IjQAAvyAwojwYojYfQiMARCh/HhmFwAhPsW2YH6ERAOBTBEb4Cr2N5kJoBAD4DIER5cF2Ym4cEQYA4BOBCowFw+oAAovQCAAot0jpYSSwBl5JxylH4DE8DQAol0gJjAgMthvzIjQCALxGYEQg1B/9SbCbABEaAQBeIjDCX9iGzInQCADwGIERiDyERgAIITabrdgp0AiMCAZvhqhtNpsa1Y2XxWIJynsl3DB7GgBCyCVJtYL6+ARGBMqqIcks7m0y9DQCAMqFwIhAYfmd4KKnEQBCyJZdR5z+ttlsatE0MSCP7arXh8AIf6K30VwIjQAQQqxWa1Ael8AIgOFpAECpCIwwE3oeg4fQCAAoEYERwbb8wTbBboJXbDabGteLV+N68WEzc5vQCPhBOH5YIPLQowOzYtsMDkIjAKAYltaBmeyd2DnYTYCYCAOUyVVPYbAmIwCBQGBEKLDZbHwWBxihESiBzWYrcSHlHfszAtwaIDAIjAgVHWZ+z3YZYAxPAwAkERhhbgxRBx89jYAbNm1LYxgEYY3AiFDU/uWvQmIbLbqbU6h+nxAaATdYrdaQfZMDZSEwIlQsf7BNSB5KsOhRm0J1FydCIwBEMAIjzM5qtYZsyAo3hEYAiFAERoSDUBiiDpddnJgIAwARiMCIUBWK22jBLk6hvqsToREAIgyBEeGGI8QEBqERAIIo0IecJDAiHLC9BgehEQAiBIERQHn4JDSePXtWGzdu1MqVK3X48GHl5ub64m4BAD5CYES4Y4ja/8oVGk+cOKEnn3xSV199tf7xj3/okUce0ebNm7Vs2TJ17dpVmzZt8lU7I57NZlOjuvGyWCwBGcICED4IjAhHbL+B53VoPHHihO6++2699957On36tAzDcFy2Y8cO/f777xowYIB27Njh0f3a7XYtXLhQXbp0UcuWLdW+fXulpKQoKyvLcZ29e/dq0KBBat26ta666io99dRTTpdLUlpamoYNG6a2bdvqqquu0uDBg7Vv3z5vny4AhCQCIyIJvY3+5XVofPXVV7Vr1y5FR0erb9++TpfFxcXJYrEoOztbr776qkf3O2fOHI0fP1433HCDZsyYoQEDBmjp0qUaOnSoDMPQyZMn1a9fPx07dkwTJkzQiBEjtGzZMg0bNsxxH2fOnNGAAQO0efNmPfnkk0pJSVFaWpr69OmjkydPevuUASCkEBgR7tiWA8vrxb1Xrlwpi8WiAQMG6J///KcWLFjguOyhhx5STk6OZs+erfXr17t9n3a7XbNnz1bPnj01YsQISdI111yj+Ph4DR8+XJs3b9bXX3+tzMxMLVmyRDVq1JAkJSQk6IEHHtD69evVqlUr/fjjj9qzZ4/mzZuntm3bSpIaNmyojh07atWqVbrjjju8fdoAEBIIjIAzm82mQoOikoofA7ro7l/sDubM69B45MgRSdLFF1/s8vImTZpIktLT092+z6ysLHXr1k0dO3Z0Oj8pKUmStH//fq1bt06tWrVyBEZJateuneLi4rR27Vq1atVKZ8+elXSux7NA9erVJUmZmZlutwcAQhGBEZGs/ctfafmDbSQ5h77mTRKLXbfo4QkvSarl38aFOK9DY3x8vI4ePapffvlFnTp1Knb5ypUrJUk1a9Z0+z6rVq2qsWPHFjv/888/lyQ1btxYO3fuLPZ40dHRqlu3rnbv3i3pXIhs1KiRJk+erJSUFJ133nlKSUlRbGysbr755lLbYLGcO5lN4TaZtY1mVFAnb+pVnpqH+utVnrpFKm9rVt5tpejtSwqMXww1X2BkO/McNSvui6HJumm683bvbvjz9HM93L4HPG2T16Hxhhtu0DvvvKMFCxY4TUL57LPP9Oabb+qbb76RxWLRdddd5+1DSJI2btyoWbNm6cYbb1STJk106tQppx7EAnFxcY52VKxYUc8995wGDRrkCIkVKlTQa6+9pnr16pX6eA3rVHd5/8FW+NdS3QviinWph/JhiQKhYZ3qHt+mcM2TEqt7VOPy3NZMvKlbpPO0ZuXdVgrf/tbXvnd5nT0TbvPoPgON7cxz1Kx09Ud/or0TOzudl52dXeZ3Z9ElA202myMThOP3QHa2Z23yOjQOGzZMa9eu1aFDh/Tee+/J8r+4+umnnzquU6NGDQ0ePNjbh9D69es1aNAg1a1bV6mpqZLkNEu7qII2fP/99xo4cKCuuOIK9e/fX1FRUVq8eLGGDBmi2bNnq3Xr1iXex+4/MhUba759GApvfK5C7c4DGcXOw7lfUQ3rVNfuPzKL7ctSlsI135WW6fWHhae3NYPy1C1SeVuz8m4rBbevP/oTl5d/MTRZu9IyPbrPQGE78xw1c81Vb+PW3Udks9kcw9IHjmYrJsb7H2Xh+D2Qk5Pt0fW9Do3nn3++Fi9erKeeekpr1qwpFuauvvpqPfPMM6pVy7v9A5YtW6YxY8aoQYMGmjNnjuLj4yVJlStXVnZ28SeZlZWlhIQESdJrr72mhIQEzZ49WxUqVJB0bsj6H//4h1JSUrRkyZISH9cwZMo3YlltMmObzcSb17Xw9d25feEPiML/N+s25Y5QbnuweFozT7czV7cvKTCuGpIcEq8f25nnqFnZYmKsPnl/eXv78j52IHjaJq9Do3Ru1vJrr72mY8eO6ddff9WJEycUFxenSy65RHXq1PH6fufOnavJkyerTZs2mjFjhqpUqeK4rGHDhsXWW8zPz9eBAwd0yy23SDq3RuNll13mCIySFBUVpVatWumtt97yul1m8cvvaR7/WoL/sQM1ysvVTM2yeic6zHQ9JM2kF0S6whNi4BvlCo2SlJOTo9OnT+v66693nPef//xHVapUcQp77lq0aJEmTZqkTp06aeLEiU7BT5KSk5M1d+5cpaenO2ZQr1u3Tjk5OUpOPvchmZSUpE2bNik3N9dxe8MwtGHDhjL3aQwFVquV0AiEoRZNy57d6Q4CIyLRqiHJLO7tZ+U6jOAHH3yg6667TvPnz3ecZ7fbNXLkSF133XX66KOPPLq/o0ePKjU1VYmJierVq5d+++03/fzzz45Tenq67rnnHlWsWFH9+/fXypUr9e6772rUqFG67rrrdMUVV0iSBg8erKNHj+q+++7TqlWrtGbNGg0bNkw///yz0yLggC9t2XXEcdq0LS3YzUEEcPUFSWAE/lRSTzy843VP47p16/T444/LYrFoy5YtjvP37dvnmH00evRo1a5dW1deeaVb97lmzRqdOXNGaWlp6tWrV7HLU1NT1b17dy1YsEApKSkaOXKk4uLi1KFDBz322GOO6zVv3lxvvvmmXnrpJY0cOVJWq1VNmzbVggUL1KYNXdXwDzPu5IzQsmlbWrm2IwIjIh29jf7ldWh8/fXXJUmxsbFO6yZecMEF+r//+z+99NJLysrK0qxZs9wOjT169FCPHj3KvF6TJk00b968Uq/z17/+1dFGAAgFVquVHx+Aj7lafgfe8Xp4+vfff5fFYtHgwYOdegXj4uLUp08fPfTQQ5Kkbdu2lb+VAAAn9KYArvmrx91mszmdvL1OKPO6p/HkyZOS5HQ4v8I4bB8ABA5D04B/FZ2o5mqSWrivouF1T2Ni4rniLVmypNgK6rm5uVq8eLEkqXbt2uVoHgAAQPmUtJYpPON1T+Mtt9yimTNn6scff1T79u3Vpk0bxcfHKzMzU999952OHTsmi8WiDh06+LK9ABDxGJoGSuePCTHuTFTbsuuI4/82m83lMlqhzOvQ+MADD+iLL77Q9u3bdezYMS1btszpcsMwdNFFF+n+++8vdyMBACVjaBoo262vfV+u94o7E9XCfSKb18PTcXFxWrhwof7xj3/ovPPOk2EYjtN5552nnj176u2331blypV92V4AAIAy8WPK98p1RJjKlSvr6aef1tixY7Vr1y6dOnVKVapUUcOGDcM+bQMAAESSch9GUJJiYmLUpEkTX9wVAKAURffTojcFcF/7l7/iPVMObofGBQsWSJJuvPFG1atXz/G3O/r27et5ywAAAMph+YNtOJSgD7kdGlNSUmSxWJSYmKh69eo5/nYHoREAAJgBvY3e83oijCSnyS8lnQAAvsHQNOC58hxC0Gq1asf+DO3Yn8FcDXnQ05iamipJatasmdPfAAAACH9uh8Y77rjD6e/KlSurWbNmqlOnjs8bBUQ6m83mOBzVll1H+IULAD7EELV3vB6eHjt2rNq3b68XX3zRl+0BALjA0DTgvfIMUeNPXofGs2fPSpIaN27ss8YAAAAEAofj9JzXofHWW2+VYRhavXq17Ha7L9sEAADgUysGtQl2E0Ke14t7X3nllfruu++0bNkyfffdd2rZsqXi4+NVsWJFRUU5Z9HHH3+83A0FgEhFjwgAM/A6NI4dO9axTuOxY8f0+eefl3hdQiNQOpvNVurfgVR4Es7W3UcUE8MkHLNhf0bAN5gQ45lyHUaw8DqMJa3J6O4C4EAkKwhpAAD/WTUkmZ77cvA6NHpyGEEAgHf4ggP8i95G93kcGtPT0/X111/r4MGDqlKlitq0aaOkpCR/tA2IGFt2HXH622azqUXTxCC1BmbGlxtQPvQ2es+j0Dh//nxNnTpVZ86ccTr/zjvv1LPPPltsAgwA97B4NwDA7NxOeStWrFBqaqpOnz5d7PjS77//vl544QV/thMAIg69IUBg8F5zj9uhcd68eZLOTWxp3ry57rvvPnXo0EFRUVEyDENvvfVWsR5IAIDvMDQN+AbvJe+4HRp3794ti8Wia665Ru+8845GjhypqVOnOpbTOXv2rHbv3u23hgIAAPgLvY1lczs0ZmdnS5I6d+7stIzObbfd5vh/enq6D5sGAJGLLzDAv+ht9JzboTEvL0+SVLlyZafz4+PjHf/Pzc31UbMAAIXxBQcg2NwOjQWLdxedIV2415FjUAMAgFBFD3/pPF6n8dtvv9WpU6c8uuz222/3uGEAEKn44gICgzUbPeNxaHzzzTeLnVfQ21jSZYRGAPAeQ9NA4HCEmJJ5tBp30fUZ3T0BAACYEQHRfW73NA4ZMsSf7YALNpvN5f8BhC+GygCYFaHRxC5JqhXsJgAIMnpBgMBjiNo1DhYNAADCktVq1c4DGTIMQ1artcTrERDdQ2g0sS27jjhOm7alBbs5APysw8zvg90EAP/DriLFERpNzGq1Op0Ad9hsNjWuF6/G9eLZFzbE0fsBBA7vt7J5vOQOgMhhs9lUeAEEfrwAQOSipxFAiZo3SdQlSbUcJwCIJAxROyM0RgiGLBEIbGfeqz/6E6e/GSoDAo/3XekYngb+p2jIIfRIv/yeppgYhqQBRC6W3/kToRH4H4Zfi7NarYRGABGF41GXjOFpAAgyhqYBhAJCI/A/hdfFLLw2Zv3Rn7B+HgBEMHoezyE0Av9TdF3MLq9vKNYDBAAIf/T2u0ZoBFxw9auSX5rwh6K92HxZAebEdwChEfBIMD40bDab0wkA4H/8gCuO2dNhiuVj/CfQyy+0aJro9PeO/RkBe2wAAAoQGsMUy8eYh6vAzuH4IDHcBYSaSF+zkeFpoIiiX+SuPiA8+bJv0dT5UHyeBvpN29KcZnWbDcPnvrP8wTbBbgKAQiI5ILpCaAxTJS0fA+94GhytVqvPhpGLzuo2m8JhuOhQOgCEm0geIWB4OkyZMVyEo7KGKszYMwhziOQvHiCUcISYP9HTGGLqj/5Et77GQtP+UtoHgzfDFEV7Cc3aW1ge9Gj7xt6JnYPdBABuitQQSWgMEVar1Wmh6UjdYAOtaFAs7/6N4SicAzEASOzbWIDQGMIiPayUxWazqVHdeFksFp9O0CA4orzYXgCEIkIj4CMEAXiLoWkg9ETiZz6hMYR8MZQeLn9yZ6kddy4DAIQfPvcJjSFnz4Tbip1HcAwOhql9y2azqXG9eDWuFx/W6z2yjQDhI9Lez4RGoBwIjigvFvQGQkek9zYSGkMQw9S+5+v6Bfr14KgsAAB/IzSGKHq4/MuTX5Nm+OXJUVlCg6v3KCEfCG2R9N1LaIxA9Er5HiEe3tg7sTMhHwgxZugoCBZCYwjzNqi0aJro1DMV6XwV7oIZHDkqCwAET6R0EpguNNrtdi1cuFBdunRRy5Yt1b59e6WkpCgrK8txnb1792rQoEFq3bq1rrrqKj311FNOl0tSbm6upkyZohtuuEEtWrRQ165dtWzZskA/Hb+jh8v3fP0rMhCvB0dlMT9X20HhsL9jfwavHRAiIrW3MSbYDShqzpw5mjp1qgYOHKi2bdtq9+7dmjZtmrZv367XX39dp06dUr9+/VSzZk1NmDBB6enpmjx5sg4cOKC5c+c67mfkyJH66quvNGLECDVo0EBLly7VP//5T1WuXFnXXXddEJ9h8G3alsaXk59wYHu4K1K/dACELlOFRrvdrtmzZ6tnz54aMWKEJOmaa65RfHy8hg8frs2bN+vrr79WZmamlixZoho1akiSEhIS9MADD2j9+vVq1aqVfvzxR61YsUKzZs3S9ddfL0lq27at9u7dq7Vr14ZdaHQVVNq//FWJX0r0RvmXp68Hgs9mszl21diy6wjvDwAei4TPeVMNT2dlZalbt27q3Nn5kFpJSUmSpP3792vdunVq1aqVIzBKUrt27RQXF6e1a9dKkpYvX64LL7zQERglyWKxaNGiRRo7dmwAnglChSdHgfEEuw2gMF57IPyEe0B0xVShsWrVqho7dqxatWrldP7nn38uSWrcuLF27typhg0bOl0eHR2tunXravfu3ZKkrVu36qKLLtLHH3+sjh076tJLL1XHjh0d9xOOCCmhgdcEUmR+2QCRINw/4001PO3Kxo0bNWvWLN14441q0qSJTp06pbi4uGLXi4uLc0yGSU9P1549e/Trr79q+PDhuuCCC/T2229ryJAhmjVrVqnD0xbLuZMZFbSrpPZ9MTRZN00vPiz6xdBkp9uY+Tn6kjfP2Zd1cfV6uPsY5Xm9yvtaB+uxg7mN+uKxy3p/lvR4kcyTmuEcauY5f9bM1ee8q8cz6/eup20ydWhcv369Bg0apLp16yo1NVWSZBhGide3/O/Z22w2HT16VEuWLFGzZs0kSVdffbW6deumV155pdTQ2LBOdZeh1Ewa1qnu0fWTEqs7rceYlFg9oPts2Ww2VahQQdK5We2BeuzCz7lhneLPucGYT4vdJimxuk/bsGfCbcUe56bpX7k8hnhh5Xm9yvtal1U3fz12sLdRXz120fdnILazUOfpZxqomTcCVbOC93cwP9PclZ3tWZtMGxqXLVumMWPGqEGDBpozZ47i4+MlSZUrV1Z2dnax62dlZSkhIUHSuV7HCy64wBEYpXND2G3bttXixYtLfdzdf2QqNtacC15bLOc2+t1/ZKqk7OzqV0+DMZ9qxaA/j2+7Ky0zaF/IgXzswo+7+49MxcSU/rhfDE3WrrRMn7ejpNfE1eEgC5SnZuWtt6d189VjB2s78dVju/P+lPy3nYUid2uGP1EzzwW6ZgWf78H8THNXTk7xPFUaU4bGuXPnavLkyWrTpo1mzJihKlWqOC5r2LCh9u3b53T9/Px8HThwQLfccoskqX79+jp48KAMw3D0PkpSXl6ezjvvvFIf2zBk+jdiWW10NXv31te+d/v2vlb4sQL52IUfJzfXJrvd/esHwk3TS55pV56albfewXrsYG0nvn7ssm5v9s+XYAiFz12zoWae81fNXH3nFn0ss75enrbJVBNhJGnRokWaNGmSOnbsqDlz5jgFRklKTk7WDz/8oPT0dMd569atU05OjpKTz30BX3/99crMzNRXX/35Iubm5urLL78sNskGkaF5E+ej4HSY+X3ZN/IhJj4AQOQI1wkxpgqNR48eVWpqqhITE9WrVy/99ttv+vnnnx2n9PR03XPPPapYsaL69++vlStX6t1339WoUaN03XXX6YorrpAkdenSRc2aNdPIkSP17rvvau3atRo8eLAOHTqkIUOGBPlZBoarkFJ/9CdBaEloCESoY4Z75PHXkk4AzCVS3tumGp5es2aNzpw5o7S0NPXq1avY5ampqerevbsWLFiglJQUjRw5UnFxcerQoYMee+wxx/WsVqv+/e9/a8qUKXrxxReVnZ2tSy+9VPPmzXPazzHcueoy9yY4hsPCx7/8nua0b16gexoLsPA3ACBUmSo09ujRQz169Cjzek2aNNG8efNKvU61atX0zDPP6JlnnvFR6xDKrFarRxM6Ao3gGNoK/7DauvuIqbc1AIERrM4JfzLV8DR8z1UQCccN2RPBHjIkHEaGYG9nAAIrEt7jhMYIEMr70tlsNjWuF6/G9eKVk5Mjm83mOIWyUH5NAADuCbe5BIRGhIwWTZ1nQIc6giMAhJdw720kNEaI5Q+2KXZeJAaUUHjOodBGlI7XEEA4IjRGkL0TOxc7L5S+3DZtS9OWXUccJ18I9q/CYD8+AoPXGYhc4TRETWhEyLBarU6ncMFkJQAIH+H8I5HQGGFCvbexPMz8PFmMPXwUPmQnAEjh0xFAaIxArvZv9KXCM5wDPdPZk8cNhV+DBMfQFwrbGQDfCtf3vakW90bw+HJx6WDObA7lWdWujhYDAAht4RQg6WmMUCz3Yk7s3xgaSupNp2cYQIFVQ5LDKjBK9DTCD4rObLbZbGrRNDHgj134cYvuZ2bmNzLHpw4uV7s1FJ145W6PNq8ZgHBCT2ME81dvY9FZzoGc6RyuM6wROEUXkQ/lXR4AwJcIjRGOYWpzYjF2cyu8XuiWXUe0aVsaQ9MAwh6hEWEvVL/MI3l5pGAquoi8q4Xk3elNZ2gaQLghNCLiehtD6cuc4Bh4wdy9AgDMjNAISZEXHAFfYoY7gEhAaARMyGq1asf+DO3Yn0GgD0Gh1JsNAO4iNMIh3MKJ1Wottj9jqH6Zh9trAwAIPYRGOGFxafMiOJoTrwGASEFoBAAfWjHIv8d2B4BgITRGiML7yJU1G9RVj1YoLlsTjj1A9Daan6vDCwJAOCA0wqVwCY6Fher+jEURHM3DVd2bN0nkaDIAwhKhEQgTBMfgc7WuJgCEC0IjShTKk2LCPUCFS69pOPrl97RSjyYDAKGK0IhShctQ6BdDwy9khctrE6pKqjVHkwEQrgiNQAgL5d7gcMPQNIBwR2hEmZY/WHwJEXq0zC3UJy0BAMyH0Ai3hFIvStFAu2fCbUFqSWCwfyMAIBAIjXDJnbXm2r/8FevQmUQ4LpFkZkV/mLjqjQeAcENohEuF15lr0TRRkuveRk/3n2PhY/9h/0YAgD8RGhFQLZr6d+Fj9rUsrqyaFA3yhHnPWa1W7TyQIcMwmDENIGwRGuFS4XXmNm1Lc5z/8YCWxa5r5qAWjkvtlMab/RsLh/jCPcvhztugXHR7Z59SAJGC0AiXSlprzmq1lmt9wE3bWPjY38Jhtnsgej8jMSgDQHnEBLsBiCz+XPA41IKRP+2d2LnYRJj2L3/lMvAXDe82my3oIcrV4+/YnxGElgAACtDTCK+EwtFIGDYsztVrVLRXOTY21if755l9P8mSdsEojdm2cQAIJHoa4bVVQ5KLfYmW1JuFwHPV2xhIRXsLPekp3LQtze8TSoruduFNTybbOoBIQk8jEMZCdf/Gor2fzEgGgOAjNKJczDJMzYxW12w2W9CCY7hNegqFsA0A/kRoRLmZJTiiuIJ1MV3x92sU7j2F/DABEGkIjUAECKVjhwMAzInQCJ8IZm8jvZolKzxEHKr7N5oBdQIAQiN8yCzD1Awb/qnoELFZXqNQxzYGIBIRGgEQHAEAZSI0wqdc9cB0mPm93x6PsOM5esk8wzYGAOcQGuFzrkJJoBaZJhC5h2Fq77GNAYhUhEYgQhEcAQCeIDTCL4LZ24jyITj+iVoAwJ8IjfAbfw/jcRSY8gunmtlsNjWuF6/G9eJls9n88hjhVC8A8BShEQHlz0kx8I6rIHTTdHrYAADOCI3wK/abCw2uXqcGYz71++PabDank5mwnQKAs5hgNwDwBl/ogXHT9K/8OiRb0nGxzYihaQCRjp5G+F0gehv5Qi8/aggAKA2hEWWyWq3asT9DO/ZnyGq1enUfDFOHhkC/TgXHxd6y64g2bUvz2+N4im0TAIojNCLk8IVeuvKG/EAGx6LHxjYremEBgNCIAPJXGOELPTAI6wAQ2QiNCCiGqUPDF0MjN4izPQKAa4RGAC7tmXBbsfMiMVDRkw0A5xAaEXDl6W3kKDCB5arHMRKDIwCA0IggYZg6tJn9tTLzouEAEKpY3BtAqVYNSXY7JBbM3A62Fk0Tnf52t030ZANAyehpRNB42tvIcauDh55hAAChEUFVnjBCL1BghVJw3LQtzWnhcABA+ZkuNNrtdi1cuFBdunRRy5Yt1b59e6WkpCgrK8txnb1792rQoEFq3bq1rrrqKj311FNOlxe1efNmNWvWTEuWLAnEUwAQZN4sGs7QNACUznShcc6cORo/frxuuOEGzZgxQwMGDNDSpUs1dOhQGYahkydPql+/fjp27JgmTJigESNGaNmyZRo2bJjL+8vNzdWYMWOUl5cX4GcCd5XUg8UkBvMxU29j0ckubCsA4F+mmghjt9s1e/Zs9ezZUyNGjJAkXXPNNYqPj9fw4cO1efNmff3118rMzNSSJUtUo0YNSVJCQoIeeOABrV+/Xq1atXK6z6lTp+rUqVMBfy7wjKvJFh1mfq+9EztLkuqP/qTY9REcrl6r9i9/FfDX5JKkWgF9PACIdKbqaczKylK3bt3UuXNnp/OTkpIkSfv379e6devUqlUrR2CUpHbt2ikuLk5r1651ut1PP/2kN998U+PGjfN/44EIYqYeR19gaBoAymaq0Fi1alWNHTu2WG/h559/Lklq3Lixdu7cqYYNGzpdHh0drbp162r37t2O806fPq3HH39cDz74oJo2ber/xqPcXH1RF+1hBAoUnuiyZdcRbdqWFuwmAUBYM9XwtCsbN27UrFmzdOONN6pJkyY6deqU4uLiil0vLi7OaTLMCy+8oNjYWD344IM6dOiQ249nsZw7mVFBu8zaPn9xFRzdrUGk1qy83KnbF0OTddP04sPU3h63uvBjufM+rFDBeYKLp7d3ty2e3oZtzX3UzHPUzHPUrGSe1sTUoXH9+vUaNGiQ6tatq9TUVEmSYRglXt/yv2f/3XffafHixXr33XcVE+PZU2xYp7rLUGomDetUD3YT/GbPhNvUYMynZV7HU+FcM38qq26uXq+bpn/l1WtUeCJLUmJ1t2c9l/f2rra3pMTqHj12YWxrnqNmnqNmnqNmxWVne/Y5a9rQuGzZMo0ZM0YNGjTQnDlzFB8fL0mqXLmysrOzi10/KytLCQkJys7O1uOPP677779fjRs3Vl5enux2u6RzE23y8vJKDZK7/8hUbKw5Z2FaLOc2+t1/ZKqU7BzyXPVgFbYrLdPt+4qUmvlaeevWYMynHvc4Fg59u9IyyxUavbl9gS+GJnu0jRVgW/McNfMcNfMcNStZTk7xPFUaU4bGuXPnavLkyWrTpo1mzJihKlWqOC5r2LCh9u3b53T9/Px8HThwQLfccos2b96stLQ0zZgxQzNmzHC63v/93//p//7v/7Rt27YSH9swZPqNKhTa6E/ePPdIr5m33KlbSYcZ9LTeha/vzetV3tu7uh9vb8+25hlq5jlq5jlqVpyn9TDVRBhJWrRokSZNmqSOHTtqzpw5ToFRkpKTk/XDDz8oPT3dcd66deuUk5Oj5ORkNWvWTO+9957T6dVXX5UkDRkyRO+9915Anw+8U9LsVWa1mlOozqYOhTYCgFmYKjQePXpUqampSkxMVK9evfTbb7/p559/dpzS09N1zz33qGLFiurfv79Wrlypd999V6NGjdJ1112nK664QpUrV1bz5s2dTk2aNJEkJSYmqnnz5kF+lnAXATG0hGpwLIxtDgBKZqrh6TVr1ujMmTNKS0tTr169il2empqq7t27a8GCBUpJSdHIkSMVFxenDh066LHHHgtCi+FvfImHvmAs/A0A8D1ThcYePXqoR48eZV6vSZMmmjdvntv3W7du3VL3YwTgGyXt32hGodJOADALUw1PAwh9oTpMTW8oAJSO0AjA50I1OAIASkZoBBAwZgmOZmkHAIQSQiMAvwil4d5QaisABAuhEYDfMEwNAOGD0AjAr8wWHAmtAOAdQiOAoDBLeGNoGgDcQ2gE4HfuBDOr1aod+zO0Y3+GrFZrAFoFAPAEoRFAQJhhmNosvZsAEIoIjQACxgzBsTCGpgHAfYRGAEFHDyAAmB+hEUBABat3j2AKAOVDaAQQcGYYpmZoGgA8Q2gEEBRmCI4AAPcRGgGYCsERAMyJ0AggaAI1RFw0iDI0DQCeIzQCCCqGqQEgNBAaAQQdwREAzI/QCMC0fBEcGZoGAN8gNAIwBcIcAJgboRGAaTBMDQDmRWgEYCq+DI4MTQOA7xAaAYQEehwBILgIjQBMhx5BADAfQiMAUyrvMDU9kwDgW4RGAKbly/0b6b0EgPIhNAIIOfQiAkDgERoBmJo3PYQdZn7vh5YAQGQjNAIwvfIOUzM0DQDlR2gEEBJY+BsAgovQCCCkFQ2O9Ud/EqSWAEB4IzQCCBneDDMzNA0AvkFoBBBSGKYGgOAgNAIIOa6CY4eZ3zM0DQB+RGgEELYYmgYA3yE0AghJBEIACCxCI4CQRXAEgMAhNAIIaSUFRwIlAPgWoREAAABlIjQCCHmFexVXDUmmlxEA/CAm2A0AAF8gKAKAf9HTCAAAgDIRGgEAAFAmQiMAAADKRGgEAABAmQiNAAAAKBOhEQAAAGUiNAIAAKBMhEYAAACUidAIAACAMhEaAQAAUCZCIwAAAMpEaAQAAECZCI0AAAAoE6ERAAAAZYoJdgPMwDAMx/9zcnKC2JLSWSxSdrZVOTnZKtRklIKaeYe6eY6aeY6aeY6aeY6alaxw5jHcKA6hUc5Fu7plkyC2BAAAIPBycnJUuXLlUq/D8DQAAADKZDHc6Y8Mc3a7XceOHZMkxcbGymKxBLlFAAAA/mUYhmO0tWbNmoqKKr0vkdAIAACAMjE8DQAAgDIRGgEAAFAmQiMAAGGOPdHgC4RGoJDCH6x8yMKf2L7gb1lZWRo5cqQyMzOZ4AmfIDSGsfz8fOXm5ga7GSGl8Adrwf/tdnuwmhMycnNzlZWVFexmhBS+xD1H0HZfVlaW+vbtq08++URr1qyRRP3KkpOTo5kzZ2rnzp3Bboppsbh3mPr11181f/58/f7770pISFC7du109913KyaGl7wkW7du1WeffaZt27apZs2auvzyy9WtWzdZrVbl5+crOjo62E00pU2bNum1117T/v37FR8frwEDBuiGG24IdrNMbceOHfriiy908OBBNWzYUD179lTFihWD3SxT27lzp77//nt17dpVcXFxwW6OqWVlZalLly6qXbu2atasqePHj0vih0pZPv30U7344os6duyY7rnnHjVs2DDYTTIdehrD0MaNGzVgwABlZmbq8ssv1/HjxzVz5ky99tpr/NIswYYNG9SnTx9t375dCQkJ2r17t1555RU9/PDDys3NVXR0tPLz84PdTNPZtGmT+vfvL8Mw1LZtW1WqVEkNGjQIdrNMbcOGDerVq5c+//xzrV+/XhMnTtTjjz8e7GaZVsFn1qJFizRjxgx99NFHys7ODnKrzCsrK0tdu3ZV3bp19dJLL6lp06b69ddfJTFqUpZGjRpJkj788EMtWLBA+/btC3KLzIdupzCTmZmplJQU3XrrrRo5cqSqVq2qnJwcPfDAA1q+fLnuu+8+nXfeecFupqlkZGToqaee0o033qgnn3xSVapU0ZkzZzR16lTNmzdPffv21fz581WxYkXZ7fYyFz+NBIZhKDc3V7NmzdJNN92ksWPHqlq1apLOfTHt27dPtWrVUsWKFendKCQ9PV3jxo1Tp06dNHToUFWoUEErVqzQuHHjtH79erVq1SrYTTQdwzBksVjUsGFDHTt2TPPnz5dhGLrjjjtUqVKlYDfPVLKysnTbbbcpKSlJEydO1AUXXKBmzZppyZIlysrKKvMQcZGuUaNGatasmSpXrqyFCxcqPz9f999/v+rVqxfsppkG335hJicnR4cPH1bbtm1VtWpV5efnKzY2Vr1799aOHTu0bdu2YDfRdE6ePKmDBw+qTZs2qlKlivLz83Xeeefp7rvv1vnnn69t27apX79+ys3NVVRUFL21OjfMVaFCBe3Zs0d16tRxBMaXXnpJnTt3VqdOnXTXXXcpJSWF/WoLOXXqlLKysnTTTTepRo0aqly5surXr69KlSrpxIkTWr16tbZv306vdiEFP9Kys7OVkJCgihUravLkyfrwww91+vTpILfOPPLz8zVu3DglJSVpwoQJqlWrliSpZcuWysnJ0caNGyXR21iSgs/1/Px8DR06VE888YTeeecdzZ49W4cPH5Z0roMh0tHTGGby8/N16NAhx4dpwX54NWvWlCSdPXs2aG0zq9OnT+vUqVOOHrGCf3Nzc3XppZeqTZs2ev311zVp0iQ98cQT9DT+T25urk6fPu34sJ01a5bmzZun3r1768ILL9SqVav0ySef6NixY5o0aZKsVmuQWxx8+fn5OnjwoE6dOuU47/jx48rKytJTTz2lo0ePqmbNmurSpYtGjBjBPsiFbN26Vdddd53Gjx+vnj176vnnn5ck3X777fQ46txnfd++fVW/fn3Fx8c7zr/mmmtUtWpVLV++XMnJyXx+lcBisahatWpq1qyZVq5cqccff9yxa1eFChW0bds2VapUSTNmzIjozzK2njBTpUoV3XDDDVq/fr0yMjKK9YrxgVFctWrVdNFFF+mdd97Rpk2bFBUVpbNnz+pf//qXKlSooL59+6pdu3ZavXo1s+r+Jz8/XxUrVtRtt92mFStW6JtvvtH27ds1ZswYDR8+XHfddZeef/553X777fruu++0cuXKYDfZFOLi4pScnCzpXOjOycnRuHHjdNttt2nKlClauXKlWrZsqY8//lirV68ObmNNIj8/X3l5edq7d69jstDixYt10UUX6fnnn6fHsZDLL7/cKTAWvE+7du2qr776Sr/88ksQW2cerkaLCs674IIL9NNPP0mShg8frlGjRunNN9/U5s2b1aVLl4gOjBKhMeQdP35c+/bt09atWyVJ1atX16OPPqqePXsqPj7e0WtWMNxVuOfi0KFDmjdvnvLy8gLf8CAqqNmWLVskSbVr19Z9992nPXv2aNCgQfr73/+u9u3b69ChQ3ryySdVsWJFPfzwwzpy5IjjwyQSpaen68SJE5L+7MFOTk6WxWLRu+++q/Xr16tevXqKioqSzWZT5cqVNWzYMFmtVv3444/BbHrQHDx4UBs2bNDHH3+s48ePKyEhQdOmTVOnTp1UoUIFxcbGasGCBRo9erRat26tevXqKSUlRXa7PWK3tVOnTuno0aNKS0uTdG5bi4mJ0auvvqohQ4Y4TYyJ9OCYk5Oj6dOn6/HHH9e4ceP0ww8/OHqx7Xa74316/fXX6+jRo/rmm28cl0Wqs2fP6qWXXtKOHTtcXn7ttdfqzJkzjlG5Xbt2qVKlSjp9+rQ2bNigvXv3BrK5psPYRwj76aef9Mwzz+jQoUOSpMTERA0bNkxXXnmlYmNjJckxcaNgtmHB+WlpaRo+fLgMw1Dfvn2D8wSCoKSadevWTbVr19Z//vMfZWRk6Morr9TDDz/sqFdcXJwqVqwYkV9MdrtdmZmZ6tOnj+688051795d1atXlyRdddVVuvvuu5Wamirp3EQs6dyPE8MwdN5556l27dqy2WxBan3wbNiwQePGjVNGRoaOHz+u888/Xw899JDuuOMOx3XsdruaNm3q9HdsbKzOP//8iNx39ueff9YLL7ygffv2yWq16q9//ateeOEFSed6gArk5eUpJiZGixYt0j/+8Q9NmTJFFotFXbt2dbxnw112drbuvPNORUdHq0qVKkpPT9eqVat0zTXXaPjw4apTp47y8vIUHR2tVq1aqU+fPnr11VfVrl07XXrppY4JRpHmp59+0htvvKHDhw/rgQcecCyrU1CL888/X4cPH9a+ffv0+uuva/Xq1frggw+0YsUKvfjii7JarRo5cmTE9jgSGkPUzp07NXjwYN16661q3bq1KlWqpNmzZ2v48OHq3bu3+vTp4/Qhe+TIEUnn9m08fPiwRowYoaysLC1dulRRUVERMSu4pJoNGzZM/fr108CBA9WmTRvH9QtP4MjIyFCNGjVUp06dYDQ9qKKiolSjRg2dPn1ab7zxhipWrKguXbqoatWqkqR+/fpJklJTU/XSSy+pSpUquvbaa5Wfn6+0tDRlZGRE3OzDbdu26aGHHlK3bt100003KTExUc8884ymTZumyy+/XM2aNXN6z2VnZysuLk5RUVHasWOHzpw5o/r16wf5WQTWli1bNHDgQN12223q1KmT9u3bpzfeeEN169bV8OHDJf35IzgmJsYpOPbq1UtPP/20atasqZtvvjnIzyQwpk2bpqpVq2rq1Kn6y1/+oqioKE2cOFErV67U8OHD9fzzz6tevXqOOnXu3Fk//PCDXnjhBT399NMR954sULduXdntdq1Zs0b5+fkaPHiwY5mw/Px81alTR40aNVL//v1lsVg0ffp0NWjQQA8++KCio6N1ww03RGxglAiNIWvjxo2qWbOmHnjgASUmJkqSbr75Zj322GNauHChTp8+rQcffNAxAaZgOGL79u168cUXdfLkSS1dulRWq9XxoRLuSqvZW2+9pZycHN1///2qVauWdu/erZdfflkJCQmqUaOGPv/8c8XHx6t9+/ZBfhaBV/BFXaFCBe3bt0+TJ0+W3W5Xt27dnIJjdHS0ZsyYoREjRujmm2+WYRiOnccHDBgQ5GcRWJ9//rkuuugiDRw40DGL9V//+pe6du2qDz74QM2aNXMExq1bt+rjjz9WnTp1FBUVpaVLl6pq1aq66667gvkUAsYwDBmGoU8++UQtW7bU8OHDFR8fr9zcXG3atEkHDhxwXLfwD9vCwfGtt97SuHHjImpR+YMHDyohIUG1a9d29EqPHj1aiYmJeuONNzRq1ChNmTLF8UP30ksv1e23367Jkydr3rx5euKJJyLygAUFo26XXXaZY7/hguAYHR2t6OhoXXTRRTpw4ICmTZumli1bOnpl77vvviC23BzCu2spjO3fv1+ZmZmO8FPQKzZp0iR17NhRH374oRYtWuR4gxRcb8SIETpx4kTEBUap9Jp16tRJH374od555x2dOXNGlSpVUnx8vN59912tWLFCtWrV0ptvvhmRi3xHRUXp0KFDOnHihKZMmaKuXbtq8uTJWrp0qdMs4N69e2vSpEnq2rWrvv32W/3xxx+6/PLL9d577ykmJiai6rZz505lZ2c7AqPdblflypV1wQUX6OjRo07XPXnypNauXavx48dr8eLFqlWrlhYvXhwx25rFYlFUVJT27t2r7Oxsx0SOChUq6IILLtDWrVv14IMPauDAgfrss8+ctrmC4ChJzz77rNPf4e7MmTM6ceKEo34Fu4D07t1bffv21fHjxzVlyhSdPHnScZtevXqpX79+6t27d0QGRulcx0mtWrU0Y8YM3X333frvf/+rV155RXv27HFc54knntDChQvVsmVLSRxJx4mBkPTVV18Zbdq0MT766CPHebm5uY7/Dx8+3LjyyiuNDRs2GIZhGD/99JPRtGlT4+9//7ths9kMwzAc/0YKd2rWunVr4+eff3acd+rUKSM7O9uw2+2GYURezQr88ssvRtOmTY0NGzYYeXl5xogRI4zLLrvMWLBggXHy5Mli1z99+rTT35FWt0mTJhkdOnQwtmzZYhiG4dh+evfubdx7772GYRhGfn6+4/rp6enGvn37jOPHj0fctma32w273W6MHj3auP32241Dhw4ZhmEYmzdvNpo2bWr069fPGDRokHH77bcbl19+ufHee+8ZhuFcv0hSsH189tlnRsuWLY358+c7Liv8efb8888bycnJxurVqw3DMIyzZ88GtqEmNXPmTOOee+5x/P3iiy8arVu3NkaNGmXs3r07eA0LEfQ0hqj69esrISFB77//vmPmtNVqdfzanDJliv7yl79o+vTpks4t8DphwgS99dZbTsM6kcSdmtWuXVvTpk1z3KZy5cqKjY2VxWKRYRgRV7MCjRs31gMPPKAWLVooOjpaqamp6tChgyZNmqQPP/zQqffHbrc7HUc5EuvWqVMnXXzxxY6/C3oqCu/HWPBvVlaWYmJiVK9ePdWoUUMWi0V2uz1iamaxWGSxWNSrVy8NHjzYsS92RkaG+vbtqylTpujVV1/VBx98oMsuu0wLFiyQYRhhvw92SQq2pb/+9a+68sorHaMhkvPn2YgRI1SjRg0tXbpU0rmeW0j33XefY+KeJD366KPq1auXyx5HFBeZ77oQZxiGEhMT9cQTT+i7777Ta6+9pl27dkk696FRMOx6++23a/fu3Y7V7G+//faIDYye1uzYsWPF7iNShyjsdrvOO+88Pfroo44j4litVqfgWHioOioqyqlWkVY3wzDUrFkzPfPMM47gaBiGzp49q8zMTMfMc+ncKgZjxozR8uXLne4j0gKRYRhq3ry5/va3vzmee5s2bfTII4+oRo0ajn2y77zzTu3du1d79uyJyNnlhdWuXVuDBg2SzWbT7Nmz9Z///EeSHLsdSVKDBg0cy2Thzx9tF154oaQ/l6IrHBxnzpzJeryliKxPpjBR0BNx9dVX64UXXtDKlSv10ksv6bfffpP05y/Ks2fP6rzzzit2tIRIC4yS5zXjV/mfivaMFYTAmJgYpaamqmPHjnrhhRe0cOFCxz60kaygPgWThIz/7URvt9t1+vRpxcXFSToXGEeMGKHffvvNaRmeSFT0h4VhGKpQoYLjWMkF297Ro0dVt25d1axZM+J+jLjSsmVLPf300zp58qRmzJihhQsXSjr33jxx4oQyMjJUp04dx2SjSFf0x1jh/YYfffRR9enTRx988IEWLFgQkcuEuSPy0kMIMlysp1Ww8Xfq1EmSNHLkSKWnp+v2229Xx44d9dtvv+mLL77QxRdfrCpVqgS8zcFGzbzjqm6liYmJUUpKik6cOKEvv/xS999/vx9bZ05l1azgsrNnz8put6tChQo6evSoHnnkEZ05c0YrVqxwTBSKlMkJ7tbsjz/+kMVi0V/+8hft3LlTK1euVJMmTRxhMtIZhqGrr75aKSkpevnllzV16lR9+eWXqlWrltLS0rR161Y9/fTTBOxSFATH6OhoPfLII7Jarbr11lsjelmd0lgMfn6YWsGHq81mc2zErj5wf/jhB02aNEl79uxxzECsU6eO3n77bVmt1ohYh7EANfOOu3VzJT8/3zGL09PgGco8qVlWVpa6du2qSy65RKdPn9bBgwf10UcfRdwqBu7WLD09XU8//bQ2bdqkKlWqONZnXLx4sWJiYiLi/enJc9y/f7++/vprvfPOO7Lb7apTp44effRRXXTRRX5upbl4u11E0o+28iA0hoC8vDx1795dd955p2Mh5cIK3iRHjhzR0aNH9dtvvykhIUHJycmKjo6OqC+kAtTMO2XVrSyR8EVelLs1O336tHr37q1ff/1Vl112mRYuXBhxgbGAuzX75ptvtHLlSkVHR6tBgwbq2bNnxOyXXTjE7N+/X1WqVFFsbKxbu84YhiGbzRZxu9mUp2ZwT3i/68LE6dOnVbt2bX377bfq1q2b04700p/DrrVq1VKtWrXUrFkzx2X5+flh/+HqCjXzTll1K0ukBUbJ/ZpVqlRJd9xxhypVqqR58+ZFTPhxxZ2aGYahtm3bqm3btk7nR8L70zAMR/gpOKb06dOn1alTJ911112OQ98VVfCjzWKxRNzwqrc1g2ci7xM+BFWpUkXt27fX119/rbS0NEnuH3A+UrvbqZl3ylO3SOVJzbp06aI33ngjogOj5F7NCoariw6Ghfv70263O577qFGjtHr1at10001q3ry53njjDb3yyislzu4t/KMtUnYRkcpXM3iG4WmTKW2/invuuUexsbF65ZVX6G4vhJp5h7p5zlc1i6T9PtnOvJOdna1x48ape/fuSk5OliS9/PLLWrBgga699loNHjxYjRo1CnIrzYWa+R89jSYTHR2t06dP6+GHH9Znn32m/fv3Szr3JfO3v/1Nu3fv1u7duyXRA1SAmnmHunnOVzWLlMAosZ15Y8KECWrXrp02bNjgOBSlJA0ZMkT9+vXTl19+qVdeecWx1iyoWaAQGk3oxx9/1I4dO/TEE09o4MCBWrBggY4fP65evXrJarXqrbfekhSZ+4+VhJp5h7p5jpp5jpqVrvAxxg3DUMuWLXXRRRcpIyPDsfZpwYLdDz/8sPr166dvvvlGEydOjNgjmFCz4GB42gRKGr756KOP9O233+qjjz5SgwYN1L59e8XHx2vRokWaNGmSWrRoEYTWmgM18w518xw18xw1887atWt1zTXXSJLWrVun5557ThUrVtTs2bNVu3Ztp/1gX3jhBX366adauHChEhISgtnsoKJmgUVoDLKCDTonJ0czZ85UVlaWEhIS9MADDzius2XLFr333nv673//q4MHD6pixYp67LHHdM8990TUvlEFqJl3qJvnqJnnqJl3Pv74Y40aNUojR45U//79JZ0LQc8884zi4uI0a9asYiEoPT1dNWrUCGazg4qaBR6hMYgKfo1nZWWpZ8+eysrKkiQdPnxY3bt3V0pKiuO6ubm5ys3N1b///W+tWbNGhw8f1jvvvKPatWsHq/lBQc28Q908R808R828l5GRoRkzZmjRokV69NFHSw1BLER9DjULAgMBl5+f7/j/mTNnjLvuusvo06ePsWPHDiMtLc0YMmSI0bRpU+OJJ55wXO/s2bOO///0009G586djZUrVxqGYRh2uz1wjQ8SauYd6uY5auY5auY+u91u5OXlFTvPMAwjMzPTGD9+vHHJJZcYs2fPNvLy8oy8vDxj9erVxt/+9jfjuuuuMw4dOhSMZgcVNTOPyNzrOEiOHTumvLw8RUVFOXbiXbt2rc6cOaMnn3xSjRo1UnR0tKxWq1q3bq33339fTzzxhCSpQoUKjpmFLVu21NmzZ7Vu3TpJ4T0Tk5p5h7p5jpp5jpq5r2BShsVicfR4vfXWWzp48KAsFosMw1C1atU0dOhQ3XPPPZoyZYrmzZsnu92udu3a6bHHHlO1atWUm5sbzKcRUNTMfAiNAfLrr7+qV69eeu2115SXl+d4A6SlpenEiROqWrWqJGn+/Pnau3evhg4dqrvuuktLlizR+PHjnZapWLVqlXJzc50+qMMRNfMOdfMcNfMcNXNfbm6u7rjjDr3yyiuO85YtW6aUlBSlpqbqyJEjTiFo8ODB6tKli1588UW98847ys/P14033qhFixapXr16QXwmgUPNzInQGABnz57VjBkztHfvXq1atUpz586VzWaTJNWtW1fnn3++EhIStHTpUs2bN0///Oc/ddVVV+nmm2+WdO6X1UsvveQ4PNSpU6cUHR2tXr16he0+GtTMO9TNc9TMc9TMM0ePHlXdunU1bdo0zZs3T5LUqVMn3Xvvvdq8ebPGjx+vw4cPy2KxyG63q0aNGuratavy8vI0fvx4vf3224qOjlZsbGxwn0gAUTOTCtrAeIRZvny50bRpU6Nt27ZGly5djJkzZzr26dm1a5dhGIZx5513Gs8995xhGOf295k1a5bRv39/4/fffy+2P0dmZmZgn0AQUDPvUDfPUTPPUTPP7Nq1yxg9erTRtGlTY/bs2Y7zJ02aZFx33XXGkCFDjIMHDzrOX7dunfHPf/7TePPNN43t27cHo8lBR83MJzIPfBoEt956q+666y5lZGTo0KFDevvtt2WxWNS/f381bNhQR48e1fHjxx0r2R8+fFhr165VUlKSLrroIknnZiZaLBZFRUWpWrVqwXw6AUHNvEPdPEfNPEfNPNOwYUPHskPPP/+8JOm+++7TqFGjJEmffvqpnn76aY0bN05RUVH67LPPHLPQI/UY5dTMfKiqHxglrDPWuHFjrV27Vs8995wmT56s+fPnS5LuvfdeXXDBBbrkkks0depU/fTTT9q+fbsqV66sJ5980nGf4ThsU4CaeYe6eY6aeY6a+UZSUlKJISgqKkoffPCBbrnlFtWuXVuZmZl64403Ij78UDNzYZ1GP8jNzVWFChUcH7SF14fq1KmTbrzxRg0fPlwDBw7Unj171KdPHw0YMEC///673njjDaWlpal+/fp68sknFRMTExHrS1Ez71A3z1Ezz1Ez39q1a5dmzZqlDz/8UI899pgGDBggSVq5cqW2bt0qm82m7t27q0GDBsFtqIlQM5MI+IB4mNu8ebNx//33G99//73TOmQF/1+xYoVx1113GQcOHDAyMzONXr16Gddee63x73//27GPT1ZWluN2NpstsE8gCKiZd6ib56iZ56iZf+zcudMYPXq00axZM+P99993uiyc16ksD2oWfMye9qF9+/apX79+Wrt2re6991499dRTev/99yWdW5NMki6++GKdPXtWS5YsUbVq1TRt2jTVr19f8+fP18svv6y8vDzFxcVJOjd8E+7d7NTMO9TNc9TMc9TM94z/De4lJSXp/vvv11VXXaWlS5cqMzPTsW4lnFEz8yA0+lCFChXUrFkzJSYmql69ekpLS9PLL7+sAQMGaPXq1crKytKFF16ogQMH6q233tKmTZtUo0YNTZ8+XXFxcdq+fbvTkE04LnBbFDXzDnXzHDXzHDXzvcI1aNSokRo1aqTjx4+rUqVKioqKKnYdUDMzYZ9GH/vjjz/07LPP6siRI7r44ot12223afr06Tpy5Ihq1aqlxx57TPHx8Zo5c6aaNGmiPn36yGq1KisrS5UqVVJ0dHSJO52HK2rmHermOWrmOWrmW99++61sNpuuvfZapaenKyUlRSdOnNBLL73EmoIloGbmQWj0gwMHDuhf//qXfv/9d/Xp00f9+/fX8uXLtXjxYv3444/q2LGjtm7dqri4OM2dO9dpo4/UHcSpmXeom+eomeeomW/k5+frvffe09NPP61GjRqpUqVK2rdvnxYsWKCmTZsGu3mmRM3MhdDoJ2lpaRo/frw2b96svn37OpYMeOedd/Tdd9/p+++/19GjRzV27Fj17t07yK01B2rmHermOWrmOWrmG1lZWVq+fLm++uor1a5dWz169FBSUlKwm2Vq1Mw8CI1+lJaWpn/961/69ddfdeedd2rYsGGSzi1yu3//fr377rt67rnnIn7H8MKomXeom+eomeeome/Y7XZZLBaG7T1AzYKP0OhnBR+yW7ZsUffu3fXII48Uu05eXh4fsoVQM+9QN89RM89RMyByERoDIC0tTc8995y2bt2qv/3tb3r88ceD3STTo2beoW6eo2aeo2ZAZGLJnQBITEzU2LFjlZCQoLS0NJHTy0bNvEPdPEfNPEfNgMhET2MAHTt2TDVq1FBUVBRLULiJmnmHunmOmnmOmgGRhdAYBHa73bEgKdxDzbxD3TxHzTxHzYDIQGgEAABAmfhpCAAAgDIRGgEAAFAmQiMAAADKRGgEAABAmQiNAAAAKBOhEQAAAGUiNAIAAKBMhEYAAACUidAIAACAMv0/dWmxqHinBvYAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -1124,9 +1392,17 @@
      "metadata": {},
      "output_type": "display_data"
     },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/suman/miniconda3/lib/python3.8/site-packages/pandas/core/indexes/base.py:5277: FutureWarning: Indexing a timezone-naive DatetimeIndex with a timezone-aware datetime is deprecated and will raise KeyError in a future version.  Use a timezone-naive object instead.\n",
+      "  start_slice, end_slice = self.slice_locs(start, end, step=step, kind=kind)\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 2 Axes>"
       ]
@@ -1152,12 +1428,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/suman/miniconda3/lib/python3.8/site-packages/pandas/core/indexes/base.py:5277: FutureWarning: Indexing a timezone-naive DatetimeIndex with a timezone-aware datetime is deprecated and will raise KeyError in a future version.  Use a timezone-naive object instead.\n",
+      "  start_slice, end_slice = self.slice_locs(start, end, step=step, kind=kind)\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1080x776.25 with 2 Axes>"
       ]
@@ -1185,12 +1469,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/suman/miniconda3/lib/python3.8/site-packages/pandas/core/indexes/base.py:5277: FutureWarning: Indexing a timezone-naive DatetimeIndex with a timezone-aware datetime is deprecated and will raise KeyError in a future version.  Use a timezone-naive object instead.\n",
+      "  start_slice, end_slice = self.slice_locs(start, end, step=step, kind=kind)\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1064x764.75 with 2 Axes>"
       ]
@@ -1218,12 +1510,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/suman/miniconda3/lib/python3.8/site-packages/pandas/core/indexes/base.py:5277: FutureWarning: Indexing a timezone-naive DatetimeIndex with a timezone-aware datetime is deprecated and will raise KeyError in a future version.  Use a timezone-naive object instead.\n",
+      "  start_slice, end_slice = self.slice_locs(start, end, step=step, kind=kind)\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1064x764.75 with 2 Axes>"
       ]
@@ -1245,17 +1545,222 @@
     "        )"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "\n",
+    "**Try using `extend_start` and `extend_end` to extend trend lines:**"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 800x575 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mpf.plot(df, tlines = dict(tlines = datepairs[1:-1], tline_use = 'high', extend_start = 0, extend_end = 0), \n",
+    "        show_nontrading=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 800x575 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mpf.plot(df, tlines = dict(tlines = datepairs[1:-1], tline_use = 'high', \\\n",
+    "                           extend_start = 3, extend_end = 3), show_nontrading=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/suman/miniconda3/lib/python3.8/site-packages/pandas/core/indexes/base.py:5277: FutureWarning: Indexing a timezone-naive DatetimeIndex with a timezone-aware datetime is deprecated and will raise KeyError in a future version.  Use a timezone-naive object instead.\n",
+      "  start_slice, end_slice = self.slice_locs(start, end, step=step, kind=kind)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 800x575 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mpf.plot(df, tlines = dict(tlines = datepairs[1:-1], tline_use = 'high', extend_start = 0, extend_end = 0), \n",
+    "        show_nontrading=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/suman/miniconda3/lib/python3.8/site-packages/pandas/core/indexes/base.py:5277: FutureWarning: Indexing a timezone-naive DatetimeIndex with a timezone-aware datetime is deprecated and will raise KeyError in a future version.  Use a timezone-naive object instead.\n",
+      "  start_slice, end_slice = self.slice_locs(start, end, step=step, kind=kind)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 800x575 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mpf.plot(df, tlines = dict(tlines = datepairs[1:-1], tline_use = 'high', \\\n",
+    "                           extend_start = 3, extend_end = 3), show_nontrading=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 800x575 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mpf.plot(df, tlines = dict(tlines = datepairs[1:-1], tline_use = 'high', tline_method = 'least-squares', \\\n",
+    "                           extend_start = 0, extend_end = 0), \n",
+    "        show_nontrading=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 800x575 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mpf.plot(df, tlines = dict(tlines = datepairs[1:-1], tline_use = 'high', tline_method = 'least-squares', \\\n",
+    "                           extend_start = 3, extend_end = 3), show_nontrading=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/suman/miniconda3/lib/python3.8/site-packages/pandas/core/indexes/base.py:5277: FutureWarning: Indexing a timezone-naive DatetimeIndex with a timezone-aware datetime is deprecated and will raise KeyError in a future version.  Use a timezone-naive object instead.\n",
+      "  start_slice, end_slice = self.slice_locs(start, end, step=step, kind=kind)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 800x575 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mpf.plot(df, tlines = dict(tlines = datepairs[1:-1], tline_use = 'high', tline_method = 'least-squares', \\\n",
+    "                           extend_start = 0, extend_end = 0), \n",
+    "        show_nontrading=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/suman/miniconda3/lib/python3.8/site-packages/pandas/core/indexes/base.py:5277: FutureWarning: Indexing a timezone-naive DatetimeIndex with a timezone-aware datetime is deprecated and will raise KeyError in a future version.  Use a timezone-naive object instead.\n",
+      "  start_slice, end_slice = self.slice_locs(start, end, step=step, kind=kind)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 800x575 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mpf.plot(df, tlines = dict(tlines = datepairs[1:-1], tline_use = 'high', tline_method = 'least-squares', \\\n",
+    "                           extend_start = 3, extend_end = 3), show_nontrading=False)"
+   ]
   }
  ],
  "metadata": {
+  "hide_input": false,
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -1269,7 +1774,49 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.5"
+   "version": "3.8.13"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": false,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  },
+  "varInspector": {
+   "cols": {
+    "lenName": 16,
+    "lenType": 16,
+    "lenVar": 40
+   },
+   "kernels_config": {
+    "python": {
+     "delete_cmd_postfix": "",
+     "delete_cmd_prefix": "del ",
+     "library": "var_list.py",
+     "varRefreshCmd": "print(var_dic_list())"
+    },
+    "r": {
+     "delete_cmd_postfix": ") ",
+     "delete_cmd_prefix": "rm(",
+     "library": "var_list.r",
+     "varRefreshCmd": "cat(var_dic_list()) "
+    }
+   },
+   "types_to_exclude": [
+    "module",
+    "function",
+    "builtin_function_or_method",
+    "instance",
+    "_Feature"
+   ],
+   "window_display": false
   }
  },
  "nbformat": 4,
diff --git a/src/mplfinance/_utils.py b/src/mplfinance/_utils.py
index 447a52ea..366fb0d4 100644
--- a/src/mplfinance/_utils.py
+++ b/src/mplfinance/_utils.py
@@ -482,7 +482,8 @@ def _valid_lines_kwargs():
                         'Description' : 'Draw one or more TREND LINES by specifying one or more pairs of date[times]'+
                                         ' between which each trend line should be drawn.  May also be a dict with key'+
                                         ' `tlines` as just described, plus one or more of the following keys:'+
-                                        ' `colors`, `linestyle`, `linewidths`, `alpha`, `tline_use`,`tline_method`.',
+                                        ' `extend_start`, `extend_end`, `colors`,'+
+                                        ' `linestyle`, `linewidths`, `alpha`, `tline_use`,`tline_method`.',
                         'Validator'   : _bypass_kwarg_validation },
 
         'colors'    : { 'Default'     : None,
@@ -519,7 +520,15 @@ def _valid_lines_kwargs():
 
         'tline_method': { 'Default'     : 'point-to-point',
                           'Description' : 'method for TREND LINE determination: "point-to-point" or "least-squares"',
-                          'Validator'   : lambda value: value in ['point-to-point','least-squares'] }
+                          'Validator'   : lambda value: value in ['point-to-point','least-squares'] },
+        
+        'extend_start':  { 'Default'     : 0,
+                          'Description' : 'number of time points by which the tline is to be extended from start',
+                          'Validator'   : _bypass_kwarg_validation },
+
+        'extend_end':  { 'Default'     : 0,
+                          'Description' : 'number of time points by which the tline is to be extended from end',
+                          'Validator'   : _bypass_kwarg_validation }
     }
 
     _validate_vkwargs_dict(vkwargs)
@@ -1349,7 +1358,8 @@ def _construct_vline_collections(vlines,dtix,miny,maxy):
     lcollection = LineCollection(lines,colors=co,linewidths=lw,linestyles=ls,antialiaseds=(0,),alpha=al)
     return lcollection
 
-def _construct_tline_collections(tlines, dtix, dates, opens, highs, lows, closes):
+def _construct_tline_collections(tlines, dtix, dates, opens, highs, lows, closes, \
+        show_nontrading):
     """construct trend line collections
 
     Parameters
@@ -1364,10 +1374,14 @@ def _construct_tline_collections(tlines, dtix, dates, opens, highs, lows, closes
     tlines may also be a dict, containing
     the following keys:
 
-        'tlines'     : the same as defined above: sequence of pairs of date[time]s
-        'colors'     : colors for the above tlines
-        'linestyle'  : line types for the above tlines
-        'linewidths' : line widths for the above tlines
+        'tlines'      : the same as defined above: sequence of pairs of date[time]s
+        'colors'      : colors for the above tlines
+        'linestyle'   : line types for the above tlines
+        'linewidths'  : line widths for the above tlines
+        'extend_start': number of time points before the tlines start time point
+                        from where line has to be drawn (default = 0)
+        'extend_end'  : number of time points after the tlines end point till where 
+                       line has to be drawn (default = 0)
 
     dtix:  date index for the x-axis, used for converting the dates when
            x-values are 'evenly spaced integers' (as when skipping non-trading days)
@@ -1377,6 +1391,7 @@ def _construct_tline_collections(tlines, dtix, dates, opens, highs, lows, closes
     ret : list
         lines collections
     """
+
     if tlines is None:
         return None
 
@@ -1389,8 +1404,8 @@ def _construct_tline_collections(tlines, dtix, dates, opens, highs, lows, closes
     tline_use    = tconfig['tline_use']
     tline_method = tconfig['tline_method']
 
-    #print('tconfig=',tconfig)
-    #print('tlines=',tlines)
+    # print('tconfig=',tconfig)
+    # print('tlines=',tlines)
 
     # reconstruct the data frame:
     df = pd.DataFrame({'open':opens,'high':highs,'low':lows,'close':closes},
@@ -1404,11 +1419,43 @@ def _construct_tline_collections(tlines, dtix, dates, opens, highs, lows, closes
     def _tline_point_to_point(dfslice,tline_use):
         p1 = dfslice.iloc[ 0]
         p2 = dfslice.iloc[-1]
-        x1 = p1.name
+        
+        # import pdb
+        # pdb.set_trace()
+
+        dates_pos = np.arange(len(dates))
+        xs = mdates.date2num(dfslice.index.to_pydatetime())
+        
+        x1 = xs[0]
         y1 = p1[tline_use].mean()
-        x2 = p2.name
+        x2 = xs[-1]
         y2 = p2[tline_use].mean()
-        return ((x1,y1),(x2,y2))
+
+        if show_nontrading:
+            # m: slope of trend line
+            m = (y2 - y1) / (x2 - x1)
+            x0 = x1 - tconfig['extend_start']
+            x3 = x2 + tconfig['extend_end']
+            y0 = y1 - m * (x1 - x0)
+            y3 = y2 + m * (x3 - x2)
+        else:
+            # m: slope of trend line: len(xs) is the number of bars
+            m = (y2 - y1) / len(xs)
+            x1_pos = dates_pos[dates == x1]
+            x2_pos = dates_pos[dates == x2]
+            x0_pos = x1_pos - tconfig['extend_start']
+            x3_pos = x2_pos + tconfig['extend_end']
+            y0 = y1 - m * (x1_pos - x0_pos)
+            y3 = y2 + m * (x3_pos - x2_pos)
+            y0 = y0[0]
+            y3 = y3[0]
+            x0 = dates[x0_pos][0]
+            x3 = dates[x3_pos][0]
+             
+        x0 = mdates.num2date(x0)
+        x3 = mdates.num2date(x3)
+        
+        return ((x0,y0),(x3,y3))
 
     def _tline_lsq(dfslice,tline_use):
         '''
@@ -1427,10 +1474,14 @@ def _tline_lsq(dfslice,tline_use):
         a  = np.vstack([xs, np.ones(len(xs))]).T
         m, b  = np.dot(np.linalg.inv(np.dot(a.T,a)), np.dot(a.T,ys))
         x1, x2 = xs[0], xs[-1]
+        x0 = x1 - tconfig['extend_start']
+        x3 = x2 + tconfig['extend_end']
         y1 = m*x1 + b
         y2 = m*x2 + b
-        x1, x2 = mdates.num2date(x1).replace(tzinfo=None), mdates.num2date(x2).replace(tzinfo=None)
-        return ((x1,y1),(x2,y2))
+        y0 = m*x0 + b
+        y3 = m*x3 + b
+        x0, x3 = mdates.num2date(x0), mdates.num2date(x3)
+        return ((x0,y0),(x3,y3))
 
     if isinstance(tline_use,str):
         tline_use = [tline_use,]
diff --git a/src/mplfinance/plotting.py b/src/mplfinance/plotting.py
index b3d4f341..77bbc92b 100644
--- a/src/mplfinance/plotting.py
+++ b/src/mplfinance/plotting.py
@@ -13,8 +13,8 @@
 import statistics as stat
 
 from itertools import cycle
-#from pandas.plotting import register_matplotlib_converters
-#register_matplotlib_converters()
+from pandas.plotting import register_matplotlib_converters
+register_matplotlib_converters()
 
 from mplfinance._utils import _construct_aline_collections
 from mplfinance._utils import _construct_hline_collections
@@ -490,9 +490,11 @@ def plot( data, **kwargs ):
     if config['show_nontrading']:
         formatter = mdates.DateFormatter(fmtstring)
         xdates = dates
+        show_nontrading = True
     else:
         formatter = IntegerIndexDateTimeFormatter(dates, fmtstring)
         xdates = np.arange(len(dates))
+        show_nontrading = False
 
     # Will have to handle widths config separately for PMOVE types ??
     config['_width_config'] = _determine_width_config(xdates, config)
@@ -619,7 +621,8 @@ def plot( data, **kwargs ):
     else:
         tlines = [tlines,]
     for tline_item in tlines:
-        line_collections.append(_construct_tline_collections(tline_item, dtix, dates, opens, highs, lows, closes))
+        line_collections.append(_construct_tline_collections(tline_item, dtix, dates, opens, highs, lows, closes, \
+                show_nontrading))
      
     for collection in line_collections:
         if collection is not None: