diff --git a/notebooks/analysis.ipynb b/notebooks/analysis.ipynb
index 6350b13..c9d684e 100644
--- a/notebooks/analysis.ipynb
+++ b/notebooks/analysis.ipynb
@@ -2,7 +2,29 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 3,
+   "id": "0c5945d5-0bf3-47f2-8e79-15eb43cf8c62",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting psycopg2-binary\n",
+      "  Downloading psycopg2_binary-2.9.6-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.0 MB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.0/3.0 MB\u001b[0m \u001b[31m6.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
+      "\u001b[?25hInstalling collected packages: psycopg2-binary\n",
+      "Successfully installed psycopg2-binary-2.9.6\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install psycopg2-binary"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
    "id": "a0dcf44b-c609-4701-8007-b270cf8c3d35",
    "metadata": {},
    "outputs": [
@@ -51,7 +73,7 @@
        "      <th>0</th>\n",
        "      <td>81917300</td>\n",
        "      <td>840391145528</td>\n",
-       "      <td>2023-06-25 20:31:00.725924</td>\n",
+       "      <td>2023-06-26 08:30:15.975341</td>\n",
        "      <td>Toys</td>\n",
        "      <td>None</td>\n",
        "      <td>1</td>\n",
@@ -60,7 +82,7 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2023-06-25 20:31:00.725924</td>\n",
+       "      <td>2023-06-26 08:30:15.975341</td>\n",
        "      <td>0.625000</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.6</td>\n",
@@ -71,7 +93,7 @@
        "      <th>1</th>\n",
        "      <td>84821007</td>\n",
        "      <td>9781801433983</td>\n",
-       "      <td>2023-06-25 20:31:00.736690</td>\n",
+       "      <td>2023-06-26 08:30:16.020495</td>\n",
        "      <td>School &amp; Office Supplies</td>\n",
        "      <td>[cardboard]</td>\n",
        "      <td>1</td>\n",
@@ -80,7 +102,7 @@
        "      <td>NaN</td>\n",
        "      <td>30.23</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2023-06-25 20:31:00.736690</td>\n",
+       "      <td>2023-06-26 08:30:16.020495</td>\n",
        "      <td>0.253333</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.6</td>\n",
@@ -91,7 +113,7 @@
        "      <th>2</th>\n",
        "      <td>15432753</td>\n",
        "      <td>883929408115</td>\n",
-       "      <td>2023-06-25 20:31:00.742077</td>\n",
+       "      <td>2023-06-26 08:30:16.027120</td>\n",
        "      <td>Movies, Music &amp; Books</td>\n",
        "      <td>None</td>\n",
        "      <td>1</td>\n",
@@ -100,7 +122,7 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2023-06-25 20:31:00.742077</td>\n",
+       "      <td>2023-06-26 08:30:16.027120</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.6</td>\n",
@@ -111,7 +133,7 @@
        "      <th>3</th>\n",
        "      <td>84199597</td>\n",
        "      <td>194425194489</td>\n",
-       "      <td>2023-06-25 20:31:00.746501</td>\n",
+       "      <td>2023-06-26 08:30:16.034166</td>\n",
        "      <td>Party Supplies</td>\n",
        "      <td>[cardboard]</td>\n",
        "      <td>24</td>\n",
@@ -120,7 +142,7 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2023-06-25 20:31:00.746501</td>\n",
+       "      <td>2023-06-26 08:30:16.034166</td>\n",
        "      <td>0.625000</td>\n",
        "      <td>NaN</td>\n",
        "      <td>14.4</td>\n",
@@ -131,7 +153,7 @@
        "      <th>4</th>\n",
        "      <td>86345566</td>\n",
        "      <td>23271231140</td>\n",
-       "      <td>2023-06-25 20:31:00.751118</td>\n",
+       "      <td>2023-06-26 08:30:16.041984</td>\n",
        "      <td>Home</td>\n",
        "      <td>[metal]</td>\n",
        "      <td>1</td>\n",
@@ -140,7 +162,7 @@
        "      <td>58.42</td>\n",
        "      <td>2.54</td>\n",
        "      <td>58.42</td>\n",
-       "      <td>2023-06-25 20:31:00.751118</td>\n",
+       "      <td>2023-06-26 08:30:16.041984</td>\n",
        "      <td>0.353333</td>\n",
        "      <td>1581.9000</td>\n",
        "      <td>0.6</td>\n",
@@ -171,7 +193,7 @@
        "      <th>162</th>\n",
        "      <td>83388852</td>\n",
        "      <td>4717592035292</td>\n",
-       "      <td>2023-06-25 20:31:01.380622</td>\n",
+       "      <td>2023-06-26 08:30:16.699857</td>\n",
        "      <td>Sports &amp; Outdoors</td>\n",
        "      <td>[plastic]</td>\n",
        "      <td>1</td>\n",
@@ -180,7 +202,7 @@
        "      <td>NaN</td>\n",
        "      <td>12.70</td>\n",
        "      <td>24.13</td>\n",
-       "      <td>2023-06-25 20:31:01.380622</td>\n",
+       "      <td>2023-06-26 08:30:16.699857</td>\n",
        "      <td>0.366667</td>\n",
        "      <td>95.2575</td>\n",
        "      <td>0.6</td>\n",
@@ -191,7 +213,7 @@
        "      <th>163</th>\n",
        "      <td>80836585</td>\n",
        "      <td>841821016982</td>\n",
-       "      <td>2023-06-25 20:31:01.384865</td>\n",
+       "      <td>2023-06-26 08:30:16.703110</td>\n",
        "      <td>Patio &amp; Garden</td>\n",
        "      <td>None</td>\n",
        "      <td>1</td>\n",
@@ -200,7 +222,7 @@
        "      <td>30.48</td>\n",
        "      <td>30.48</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2023-06-25 20:31:01.384865</td>\n",
+       "      <td>2023-06-26 08:30:16.703110</td>\n",
        "      <td>0.112500</td>\n",
        "      <td>10886.2050</td>\n",
        "      <td>0.6</td>\n",
@@ -211,7 +233,7 @@
        "      <th>164</th>\n",
        "      <td>75477923</td>\n",
        "      <td>93422863070</td>\n",
-       "      <td>2023-06-25 20:31:01.388505</td>\n",
+       "      <td>2023-06-26 08:30:16.705946</td>\n",
        "      <td>Holiday Shop</td>\n",
        "      <td>[fabric]</td>\n",
        "      <td>1</td>\n",
@@ -220,7 +242,7 @@
        "      <td>12.06</td>\n",
        "      <td>5.71</td>\n",
        "      <td>5.71</td>\n",
-       "      <td>2023-06-25 20:31:01.388505</td>\n",
+       "      <td>2023-06-26 08:30:16.705946</td>\n",
        "      <td>0.403571</td>\n",
        "      <td>58.9800</td>\n",
        "      <td>0.6</td>\n",
@@ -231,7 +253,7 @@
        "      <th>165</th>\n",
        "      <td>85634544</td>\n",
        "      <td>194425213968</td>\n",
-       "      <td>2023-06-25 20:31:01.391389</td>\n",
+       "      <td>2023-06-26 08:30:16.709418</td>\n",
        "      <td>Household Essentials</td>\n",
        "      <td>None</td>\n",
        "      <td>1</td>\n",
@@ -240,7 +262,7 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2023-06-25 20:31:01.391389</td>\n",
+       "      <td>2023-06-26 08:30:16.709418</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.6</td>\n",
@@ -251,7 +273,7 @@
        "      <th>166</th>\n",
        "      <td>80239765</td>\n",
        "      <td>724235717129</td>\n",
-       "      <td>2023-06-25 20:31:01.394481</td>\n",
+       "      <td>2023-06-26 08:30:16.714451</td>\n",
        "      <td>Kitchen &amp; Dining</td>\n",
        "      <td>[stoneware]</td>\n",
        "      <td>1</td>\n",
@@ -260,7 +282,7 @@
        "      <td>11.43</td>\n",
        "      <td>31.75</td>\n",
        "      <td>11.43</td>\n",
-       "      <td>2023-06-25 20:31:01.394481</td>\n",
+       "      <td>2023-06-26 08:30:16.714451</td>\n",
        "      <td>NaN</td>\n",
        "      <td>622.2000</td>\n",
        "      <td>0.6</td>\n",
@@ -274,17 +296,17 @@
       ],
       "text/plain": [
        "          tcin         gtin13             ingestion_time  \\\n",
-       "0     81917300   840391145528 2023-06-25 20:31:00.725924   \n",
-       "1     84821007  9781801433983 2023-06-25 20:31:00.736690   \n",
-       "2     15432753   883929408115 2023-06-25 20:31:00.742077   \n",
-       "3     84199597   194425194489 2023-06-25 20:31:00.746501   \n",
-       "4     86345566    23271231140 2023-06-25 20:31:00.751118   \n",
+       "0     81917300   840391145528 2023-06-26 08:30:15.975341   \n",
+       "1     84821007  9781801433983 2023-06-26 08:30:16.020495   \n",
+       "2     15432753   883929408115 2023-06-26 08:30:16.027120   \n",
+       "3     84199597   194425194489 2023-06-26 08:30:16.034166   \n",
+       "4     86345566    23271231140 2023-06-26 08:30:16.041984   \n",
        "..         ...            ...                        ...   \n",
-       "162   83388852  4717592035292 2023-06-25 20:31:01.380622   \n",
-       "163   80836585   841821016982 2023-06-25 20:31:01.384865   \n",
-       "164   75477923    93422863070 2023-06-25 20:31:01.388505   \n",
-       "165   85634544   194425213968 2023-06-25 20:31:01.391389   \n",
-       "166   80239765   724235717129 2023-06-25 20:31:01.394481   \n",
+       "162   83388852  4717592035292 2023-06-26 08:30:16.699857   \n",
+       "163   80836585   841821016982 2023-06-26 08:30:16.703110   \n",
+       "164   75477923    93422863070 2023-06-26 08:30:16.705946   \n",
+       "165   85634544   194425213968 2023-06-26 08:30:16.709418   \n",
+       "166   80239765   724235717129 2023-06-26 08:30:16.714451   \n",
        "\n",
        "             primary_category    materials  packaging    origin    weight  \\\n",
        "0                        Toys         None          1  imported       NaN   \n",
@@ -300,17 +322,17 @@
        "166          Kitchen & Dining  [stoneware]          1  imported    829.60   \n",
        "\n",
        "     height  width  depth             ingestion_time  material_score  \\\n",
-       "0       NaN    NaN    NaN 2023-06-25 20:31:00.725924        0.625000   \n",
-       "1       NaN  30.23    NaN 2023-06-25 20:31:00.736690        0.253333   \n",
-       "2       NaN    NaN    NaN 2023-06-25 20:31:00.742077             NaN   \n",
-       "3       NaN    NaN    NaN 2023-06-25 20:31:00.746501        0.625000   \n",
-       "4     58.42   2.54  58.42 2023-06-25 20:31:00.751118        0.353333   \n",
+       "0       NaN    NaN    NaN 2023-06-26 08:30:15.975341        0.625000   \n",
+       "1       NaN  30.23    NaN 2023-06-26 08:30:16.020495        0.253333   \n",
+       "2       NaN    NaN    NaN 2023-06-26 08:30:16.027120             NaN   \n",
+       "3       NaN    NaN    NaN 2023-06-26 08:30:16.034166        0.625000   \n",
+       "4     58.42   2.54  58.42 2023-06-26 08:30:16.041984        0.353333   \n",
        "..      ...    ...    ...                        ...             ...   \n",
-       "162     NaN  12.70  24.13 2023-06-25 20:31:01.380622        0.366667   \n",
-       "163   30.48  30.48    NaN 2023-06-25 20:31:01.384865        0.112500   \n",
-       "164   12.06   5.71   5.71 2023-06-25 20:31:01.388505        0.403571   \n",
-       "165     NaN    NaN    NaN 2023-06-25 20:31:01.391389             NaN   \n",
-       "166   11.43  31.75  11.43 2023-06-25 20:31:01.394481             NaN   \n",
+       "162     NaN  12.70  24.13 2023-06-26 08:30:16.699857        0.366667   \n",
+       "163   30.48  30.48    NaN 2023-06-26 08:30:16.703110        0.112500   \n",
+       "164   12.06   5.71   5.71 2023-06-26 08:30:16.705946        0.403571   \n",
+       "165     NaN    NaN    NaN 2023-06-26 08:30:16.709418             NaN   \n",
+       "166   11.43  31.75  11.43 2023-06-26 08:30:16.714451             NaN   \n",
        "\n",
        "     weight_score  packaging_score  origin_score         score  \n",
        "0             NaN              0.6           0.0           NaN  \n",
@@ -328,7 +350,7 @@
        "[167 rows x 17 columns]"
       ]
      },
-     "execution_count": 81,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -338,9 +360,7 @@
     "import pandas as pd\n",
     "import matplotlib\n",
     "import matplotlib.pyplot as plt\n",
-    "%matplotlib inline\n",
-    "\n",
-    "matplotlib.rcParams['figure.figsize'] = [20, 15]\n",
+    "%matplotlib widget\n",
     "\n",
     "engine = create_engine('postgresql://sustainability_score:sustainability_score@postgres:5432/sustainability_score')\n",
     "\n",
@@ -357,15 +377,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 46,
    "id": "0f00acc1-4dec-45f9-9e38-dcae2b7a271d",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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+      "text/html": [
+       "\n",
+       "            <div style=\"display: inline-block;\">\n",
+       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+       "                    Figure 27\n",
+       "                </div>\n",
+       "                <img 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' width=1500.0/>\n",
+       "            </div>\n",
+       "        "
+      ],
       "text/plain": [
-       "<Figure size 2000x1500 with 1 Axes>"
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
       ]
      },
      "metadata": {},
@@ -373,13 +408,15 @@
     }
    ],
    "source": [
+    "fig=plt.figure(figsize=(10, 5))\n",
     "plt.hist(products[\"score\"], color='blue', edgecolor='black', bins=50)\n",
+    "plt.close(fig)\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 45,
    "id": "87ed5f21-e0bf-4af2-855a-09994118d13c",
    "metadata": {},
    "outputs": [
@@ -393,9 +430,24 @@
     },
     {
      "data": {
-      "image/png": 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+       "                </div>\n",
+       "                <img src='data:image/png;base64,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' width=500.0/>\n",
+       "            </div>\n",
+       "        "
+      ],
       "text/plain": [
-       "<Figure size 2000x1500 with 1 Axes>"
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
       ]
      },
      "metadata": {},
@@ -411,21 +463,61 @@
     "print(f\"scored: {scored/total * 100} %\")\n",
     "print(f\"unscored: {unscored/total * 100} %\")\n",
     "\n",
+    "plt.close(fig)\n",
+    "fig=plt.figure(figsize=(5, 5))\n",
     "plt.bar([\"scored\", \"unscored\"], [scored/total, unscored/total])\n",
-    "plt.show()\n"
+    "\n",
+    "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 47,
    "id": "04e2b9c5-4eff-405f-a3c3-44e1bdfd483f",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "score: material_score\n",
+      "mean: 0.37393179765130985\n",
+      "standard deviation: 0.14423493346860647\n",
+      "\n",
+      "score: weight_score\n",
+      "mean: 4144.165578947368\n",
+      "standard deviation: 7283.537743557334\n",
+      "\n",
+      "score: packaging_score\n",
+      "mean: 3.247904191616767\n",
+      "standard deviation: 14.239047104655448\n",
+      "\n",
+      "score: origin_score\n",
+      "mean: 0.3143712574850299\n",
+      "standard deviation: 0.28247517197684663\n",
+      "\n"
+     ]
+    },
     {
      "data": {
-      "image/png": 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+       "\n",
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+       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+       "                    Figure\n",
+       "                </div>\n",
+       "                <img 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umn48QTT4yBAwfG1KlTI+Jv73ovLCyMo48+Oh577LFYt25dfP3rX692ztGkSZPo379/TJs2bbOP9en53Fe/+tVqx88444xo2HDT/yD/1FNPrfZ1r169IiKqnYdur4MPPjgaN24c3/rWt2LixInx5ptvbrTmkUceiSZNmsSFF1642fv59Fzts/+i8Ctf+Uo0b948/ud//qfa8V69ekW3bt2qHavpuTAAOw/BHYAtatWqVbWvGzduHM2aNYsmTZpsdHz16tUREXH//ffHV7/61dh7773jnnvuiZkzZ8asWbPiwgsvzK3ZmnfffTf+8Ic/RKNGjapdPv380M/G7LKysm2631GjRsUPf/jDOO200+IPf/hDPPvsszFr1qzo3bt3fPLJJ9t0H5tz7rnnxp133hkLFy6ML3/5y9G2bdvo06dP7i+nERHvvffeVn9Z2Pvvv7/J59OuXbvc9f/ss2s//Sz4K664YqP9Gz58eERsvH8AABERxx9/fET8Lao//fTTsXbt2jjuuOPi+OOPz4Xixx9/PI466qho2rRp7rzjiCOO2Oi847777tviOcen5zQlJSXVjjds2DD22muvTd7ms8c//WiWHT2Pi4jo0qVLPP7449G2bdu47LLLokuXLtGlS5e45ZZbcmvee++9aNeuXTRosPmc8v7770fDhg2jTZs21Y4XFBREaWnpVs/lImp+LgzAzsNnuAOQ3D333BOdO3eO++67r9ovxqqqqtrm+2jdunX06tUrrr/++k1e/2l8/tRnfwHXlmb7+te/HmPHjq12vLKyMj73uc9t83ybc8EFF8QFF1wQq1atiqeeeirGjBkTJ598cvz5z3+OTp06RZs2beKvf/3rFu9jr732iiVLlmx0/NNfCNa6detqxz/73D+9fvTo0TF06NBNPsaOfFY9ALDrat++fXTr1i0ef/zx2GeffeLwww+Pz33uczFo0KAYPnx4PPvss/HMM8/kfrHnp+cd//Vf/xWdOnWq0WN9Gs/ffffd2HvvvXPH161bt1GUrivHHHNMHHPMMbF+/fqYPXt2/N//+39j5MiRUVJSEmeddVa0adMmnn766diwYcNmo/tee+0V69ati/fee69adM+yLCoqKuKII46otn5T57E1PRcGYOchuAOQXEFBQTRu3LjaXx4qKiri97///UZrCwsLN/mOpJNPPjkefvjh6NKlS+y5555JZ/vsL8566KGH4u2334799tsv2eM0b948hgwZEmvWrInTTjst5s6dG506dYohQ4bEr371q5g/f/5mo/egQYNi3Lhx8fzzz8ehhx6aO3733XdHQUFBDBw4cIuP3b179+jatWv86U9/2uj/WAAA2Jrjjz8+fvOb30SHDh3ipJNOioiIbt26RceOHeNf/uVfYu3atbl3wn/hC1+Ihg0bxl/+8pf48pe/XKPHOfbYYyMi4r777qt2zvNf//VfsW7duu2ef3PnlzWxxx57RJ8+fWL//fePX//61/H888/HWWedFUOGDIl777037rrrrs1+rMygQYNi/Pjxcc8998R3v/vd3PHf/va3sWrVqhg0aNBWH7+2zoUBqH2COwDJnXzyyXH//ffH8OHD44wzzojFixfHj370oygrK4vXX3+92tqDDjoopk2bFn/4wx+irKwsioqKonv37nHdddfF1KlTo1+/fvHtb387unfvHqtXr4633norHn744fj5z3++1Y9m2dxsd911V+y///7Rq1evmDNnTvzrv/7rdt3XZ1100UXRtGnTOOqoo6KsrCwqKipi3LhxUVxcnHsn03XXXRePPPJIHHvssXH11VfHQQcdFB9++GE8+uijMWrUqNh///3ju9/9btx9991x0kknxXXXXRedOnWKhx56KG677ba49NJLN/qMz035j//4jxgyZEh84QtfiPPPPz/23nvv+OCDD2LevHnx/PPPx3/+53/u8PMFAHZNgwYNittuuy0qKyvj5ptvrnZ8woQJseeee8Zhhx0WERH77LNPXHfddXHNNdfEm2++GSeeeGLsueee8e6778Zzzz0XzZs3z70b/rMOPPDAOPvss+PGG2+MPfbYI4477riYO3du3HjjjVFcXLzFj23ZkoMOOigmT54c9913X+y7777RpEmTOOigg7Z6u5///OfxxBNPxEknnRQdO3aM1atXx5133hkR//ionbPPPjsmTJgQl1xyScyfPz8GDhwYGzZsiGeffTZ69OgRZ511VpxwwgnxhS98Ib7//e/HihUr4qijjoqXXnopxowZE4ccckice+65W52lts6FAah9gjsAyV1wwQWxdOnS+PnPfx533nln7LvvvnHVVVfFX//6143+wnXLLbfEZZddFmeddVZ8/PHHuV+uVVZWFrNnz44f/ehH8a//+q/x17/+NYqKiqJz5865v8htj1tuuSUaNWoU48aNi48++igOPfTQuP/+++MHP/jBDj/vY445Ju666674zW9+E8uWLYvWrVvH0UcfHXfffXfunxPvvffe8dxzz8WYMWPihhtuiPfffz/atGkTRx99dO7z8tu0aRMzZsyI0aNHx+jRo2PFihWx7777xvjx42PUqFHbNMvAgQPjueeei+uvvz5GjhwZy5Yti7322isOOOCAjX4xGQDAPzvuuOOiQYMG0bRp0+jbt2/u+PHHHx8TJkyIgQMHVovho0ePjgMOOCBuueWWuPfee6OqqipKS0vjiCOOiEsuuWSLjzVhwoQoKyuLO+64I/7t3/4tDj744PjNb34TJ5544nZ/3N+1114bS5YsiYsuuihWrlwZnTp1irfeemurtzv44INjypQpMWbMmKioqIgWLVpEz54948EHH4zBgwdHxN8+X/7hhx+OcePGxb333hs333xzFBUVRe/evePEE0+MiL/9i8rf/e53UV5eHhMmTIjrr78+WrduHeeee26MHTt2o39tuSm1dS4MQO0ryLIsy/cQAAAAABERM2bMiKOOOip+/etfxznnnJPvcQCgRgR3AAAAIC+mTp0aM2fOjMMOOyyaNm0af/rTn+KGG26I4uLieOmll6JJkyb5HhEAasRHygDANtjaL+5q0KDBdn/OKADA7qply5YxZcqUuPnmm2PlypXRunXrGDJkSIwbNy5pbF+/fn1s6f2GBQUFscceeyR7PAB2X97hDgBb8dZbb0Xnzp23uGbMmDFRXl5eNwMBAFAj++yzTyxcuHCz13/6e4QAYEd5hzsAbEW7du1i1qxZW10DAMDO6Q9/+ENUVVVt9vqioqI6nAaAXZl3uAMAAAAAQAI+bBYAAAAAABLwkTLsNjZs2BDvvPNOFBUVRUFBQb7HAQDqgSzLYuXKldGuXTu/GHkn5jwPAKgp53nUFsGd3cY777wTHTp0yPcYAEA9tHjx4mjfvn2+x2AznOcBANvLeR6pCe7sNj79JTiLFy+Oli1b5nkaAKA+WLFiRXTo0MEv09vJOc8DAGrKeR61RXBnt/HpPy9u2bKlv4gBADXiY0p2bs7zAIDt5TyP1HxAEQAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAk0DDfAwDUV4sWLYrKysqtrmvdunV07NixDiYCAGrLtvzc9zMfAADBHWA7LFq0KLp37xGrV3+81bVNmjSL+fPn+Qs4ANRT2/pz3898AAAEd4DtUFlZ+fe/dN8TET22sHJerF49LCorK/3lGwDqqW37ue9nPgAAgjvADuoREYfmewgAoE74uQ8AwJb5pakAAAAAAJCA4A4AAAAAAAkI7gAAAAAAkIDgDgAAAAAACQjuAAAAAACQgOAOAAAAAAAJCO4AAAAAAJCA4A4AAAAAAAkI7gAAAAAAkIDgDgAAAAAACQjuAAAAAACQgOAOAAAAAAAJCO4AAAAAAJCA4A4AAAAAAAkI7gAAAAAAkIDgDgAAAAAACQjuAAAAAACQgOAOAAAAAAAJCO4AAAAAAJCA4A4AAAAAAAkI7gAAAAAAkIDgDgAAAAAACQjuAAAAAACQgOAOAAAAAAAJCO4AAAAAAJCA4A4AAAAAAAkI7gAAAAAAkIDgDgAAAAAACQjuAAAAAACQgOAOAAAAAAAJCO4AAAAAAJCA4A4AAAAAAAkI7gAAAAAAkIDgDgAAAAAACQjuAAAAAACQgOAOAAAAAAAJCO4AAAAAAJCA4A4AAAAAAAkI7uTd7bffHr169YqWLVtGy5Yto2/fvvHII4/krs+yLMrLy6Ndu3bRtGnTGDBgQMydOzePEwMAAAAAbExwJ+/at28fN9xwQ8yePTtmz54dxx13XHzpS1/KRfXx48fHTTfdFLfeemvMmjUrSktL44QTToiVK1fmeXIAAAAAgH8Q3Mm7U045Jb74xS9Gt27dolu3bnH99ddHixYt4plnnoksy+Lmm2+Oa665JoYOHRo9e/aMiRMnxscffxyTJk3K9+gAAAAAADmCOzuV9evXx+TJk2PVqlXRt2/fWLBgQVRUVMTgwYNzawoLC6N///4xY8aMLd5XVVVVrFixotoFAAAAAKC2CO7sFF5++eVo0aJFFBYWxiWXXBIPPPBAHHDAAVFRURERESUlJdXWl5SU5K7bnHHjxkVxcXHu0qFDh1qbHwAAAABAcGen0L1793jxxRfjmWeeiUsvvTTOO++8ePXVV3PXFxQUVFufZdlGxz5r9OjRsXz58txl8eLFtTI7AAAAAEBERMN8DwAREY0bN4799tsvIiIOP/zwmDVrVtxyyy3x/e9/PyIiKioqoqysLLd+6dKlG73r/bMKCwujsLCw9oYGAAAAAPgn3uHOTinLsqiqqorOnTtHaWlpTJ06NXfdmjVrYvr06dGvX788TggAAAAAUJ13uJN3V199dQwZMiQ6dOgQK1eujMmTJ8e0adPi0UcfjYKCghg5cmSMHTs2unbtGl27do2xY8dGs2bN4pxzzsn36AAAAAAAOYI7effuu+/GueeeG0uWLIni4uLo1atXPProo3HCCSdERMSVV14Zn3zySQwfPjyWLVsWffr0iSlTpkRRUVGeJwcAAAAA+AfBnby74447tnh9QUFBlJeXR3l5ed0MBAAAAACwHXyGOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAB1Yty4cVFQUBAjR47MHcuyLMrLy6Ndu3bRtGnTGDBgQMydOzd/QwIAwA4Q3AEAgFo3a9as+MUvfhG9evWqdnz8+PFx0003xa233hqzZs2K0tLSOOGEE2LlypV5mhQAALaf4A4AANSqjz76KL72ta/FL3/5y9hzzz1zx7Msi5tvvjmuueaaGDp0aPTs2TMmTpwYH3/8cUyaNCmPEwMAwPYR3AEAgFp12WWXxUknnRTHH398teMLFiyIioqKGDx4cO5YYWFh9O/fP2bMmLHZ+6uqqooVK1ZUuwAAwM6gYb4HAAAAdl2TJ0+O559/PmbNmrXRdRUVFRERUVJSUu14SUlJLFy4cLP3OW7cuLj22mvTDgoAAAl4hzsAAFArFi9eHN/5znfinnvuiSZNmmx2XUFBQbWvsyzb6Ng/Gz16dCxfvjx3Wbx4cbKZAQBgR3iHOwAAUCvmzJkTS5cujcMOOyx3bP369fHUU0/FrbfeGvPnz4+Iv73TvaysLLdm6dKlG73r/Z8VFhZGYWFh7Q0OAADbyTvcAQCAWjFo0KB4+eWX48UXX8xdDj/88Pja174WL774Yuy7775RWloaU6dOzd1mzZo1MX369OjXr18eJwcAgO3jHe4AAECtKCoqip49e1Y71rx589hrr71yx0eOHBljx46Nrl27RteuXWPs2LHRrFmzOOecc/IxMgAA7BDBHQAAyJsrr7wyPvnkkxg+fHgsW7Ys+vTpE1OmTImioqJ8jwYAADUmuAMAAHVm2rRp1b4uKCiI8vLyKC8vz8s8AACQks9wBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHfybty4cXHEEUdEUVFRtG3bNk477bSYP39+tTXnn39+FBQUVLsceeSReZoYAAAAAGBjgjt5N3369LjsssvimWeeialTp8a6deti8ODBsWrVqmrrTjzxxFiyZEnu8vDDD+dpYgAAAACAjTXM9wDw6KOPVvt6woQJ0bZt25gzZ04ce+yxueOFhYVRWlpa1+MBAAAAAGwT73Bnp7N8+fKIiGjVqlW149OmTYu2bdtGt27d4qKLLoqlS5du8X6qqqpixYoV1S4AAAAAALVFcGenkmVZjBo1Ko4++ujo2bNn7viQIUPi17/+dTzxxBNx4403xqxZs+K4446Lqqqqzd7XuHHjori4OHfp0KFDXTwFAAAAAGA35SNl2KmMGDEiXnrppXj66aerHT/zzDNz/92zZ884/PDDo1OnTvHQQw/F0KFDN3lfo0ePjlGjRuW+XrFihegOAAAAANQawZ2dxuWXXx4PPvhgPPXUU9G+ffstri0rK4tOnTrF66+/vtk1hYWFUVhYmHpMAAAAAIBNEtzJuyzL4vLLL48HHnggpk2bFp07d97qbd5///1YvHhxlJWV1cGEAAAAAABb5zPcybvLLrss7rnnnpg0aVIUFRVFRUVFVFRUxCeffBIRER999FFcccUVMXPmzHjrrbdi2rRpccopp0Tr1q3j9NNPz/P0AAAAAAB/4x3u5N3tt98eEREDBgyodnzChAlx/vnnxx577BEvv/xy3H333fHhhx9GWVlZDBw4MO67774oKirKw8QAAAAAABsT3Mm7LMu2eH3Tpk3jscceq6NpAAAAAAC2j4+UAQAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQa5nsAANgeixYtisrKyq2ua926dXTs2LEOJgJS879zAACgvhHcAah3Fi1aFN2794jVqz/e6tomTZrF/PnzxDioZ/zvHAAAqI8EdwDqncrKyr9HuHsioscWVs6L1auHRWVlpRAH9Yz/nQMAAPWR4A5APdYjIg7N9xBArfK/cwAAoP7wS1MBAAAAACABwR0AAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3AEAgFpx++23R69evaJly5bRsmXL6Nu3bzzyyCO567Msi/Ly8mjXrl00bdo0BgwYEHPnzs3jxAAAsGMEdwAAoFa0b98+brjhhpg9e3bMnj07jjvuuPjSl76Ui+rjx4+Pm266KW699daYNWtWlJaWxgknnBArV67M8+QAALB9BHcAAKBWnHLKKfHFL34xunXrFt26dYvrr78+WrRoEc8880xkWRY333xzXHPNNTF06NDo2bNnTJw4MT7++OOYNGlSvkcHAIDtIrgDAAC1bv369TF58uRYtWpV9O3bNxYsWBAVFRUxePDg3JrCwsLo379/zJgxI4+TAgDA9muY7wEAAIBd18svvxx9+/aN1atXR4sWLeKBBx6IAw44IBfVS0pKqq0vKSmJhQsXbvE+q6qqoqqqKvf1ihUr0g8OAADbwTvcAQCAWtO9e/d48cUX45lnnolLL700zjvvvHj11Vdz1xcUFFRbn2XZRsc+a9y4cVFcXJy7dOjQoVZmBwCAmhLcAQCAWtO4cePYb7/94vDDD49x48ZF796945ZbbonS0tKIiKioqKi2funSpRu96/2zRo8eHcuXL89dFi9eXGvzAwBATQjuAABAncmyLKqqqqJz585RWloaU6dOzV23Zs2amD59evTr12+L91FYWBgtW7asdgEAgJ2Bz3AHAABqxdVXXx1DhgyJDh06xMqVK2Py5Mkxbdq0ePTRR6OgoCBGjhwZY8eOja5du0bXrl1j7Nix0axZszjnnHPyPToAAGwXwR0AAKgV7777bpx77rmxZMmSKC4ujl69esWjjz4aJ5xwQkREXHnllfHJJ5/E8OHDY9myZdGnT5+YMmVKFBUV5XlyAADYPoI7AABQK+64444tXl9QUBDl5eVRXl5eNwMBAEAt8xnuAAAAAACQgHe4A0CeLFq0KCorK7e4pnXr1tGxY8c6mggAAADYEYI7AOTBokWLonv3HrF69cdbXNekSbOYP3+e6A4AAAD1gOAOAHlQWVn599h+T0T02MyqebF69bCorKwU3AEAAKAeENwBIK96RMSh+R4CAAAASMAvTQUAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEd/Ju3LhxccQRR0RRUVG0bds2TjvttJg/f361NVmWRXl5ebRr1y6aNm0aAwYMiLlz5+ZpYgAAAACAjQnu5N306dPjsssui2eeeSamTp0a69ati8GDB8eqVatya8aPHx833XRT3HrrrTFr1qwoLS2NE044IVauXJnHyQEAAAAA/qFhvgeARx99tNrXEyZMiLZt28acOXPi2GOPjSzL4uabb45rrrkmhg4dGhEREydOjJKSkpg0aVJcfPHF+RgbAAAAAKAa73Bnp7N8+fKIiGjVqlVERCxYsCAqKipi8ODBuTWFhYXRv3//mDFjRl5mBAAAAAD4LO9wZ6eSZVmMGjUqjj766OjZs2dERFRUVERERElJSbW1JSUlsXDhws3eV1VVVVRVVeW+XrFiRS1MDAAAAADwN97hzk5lxIgR8dJLL8W999670XUFBQXVvs6ybKNj/2zcuHFRXFycu3To0CH5vAAAAAAAnxLc2Wlcfvnl8eCDD8aTTz4Z7du3zx0vLS2NiH+80/1TS5cu3ehd7/9s9OjRsXz58txl8eLFtTM4AAAAAEAI7uwEsiyLESNGxP333x9PPPFEdO7cudr1nTt3jtLS0pg6dWru2Jo1a2L69OnRr1+/zd5vYWFhtGzZstoFAAAAAKC2+Ax38u6yyy6LSZMmxe9///soKirKvZO9uLg4mjZtGgUFBTFy5MgYO3ZsdO3aNbp27Rpjx46NZs2axTnnnJPn6QEAAAAA/kZwJ+9uv/32iIgYMGBAteMTJkyI888/PyIirrzyyvjkk09i+PDhsWzZsujTp09MmTIlioqK6nhaAAAAAIBNE9zJuyzLtrqmoKAgysvLo7y8vPYHAgAAAADYDj7DHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3NkpPPXUU3HKKadEu3btoqCgIH73u99Vu/7888+PgoKCapcjjzwyP8MCAAAAAGyC4M5OYdWqVdG7d++49dZbN7vmxBNPjCVLluQuDz/8cB1OCAAAAACwZQ3zPQBERAwZMiSGDBmyxTWFhYVRWlpaRxMBAAAAANSMd7hTb0ybNi3atm0b3bp1i4suuiiWLl2a75EAAAAAAHK8w516YciQIfGVr3wlOnXqFAsWLIgf/vCHcdxxx8WcOXOisLBwk7epqqqKqqqq3NcrVqyoq3EBAAAAgN2Q4E69cOaZZ+b+u2fPnnH44YdHp06d4qGHHoqhQ4du8jbjxo2La6+9tq5GBAAAAAB2cz5ShnqprKwsOnXqFK+//vpm14wePTqWL1+euyxevLgOJwQAAAAAdjfe4U699P7778fixYujrKxss2sKCws3+3EzAAAAAACpCe7sFD766KN44403cl8vWLAgXnzxxWjVqlW0atUqysvL48tf/nKUlZXFW2+9FVdffXW0bt06Tj/99DxODQAAAADwD4I7O4XZs2fHwIEDc1+PGjUqIiLOO++8uP322+Pll1+Ou+++Oz788MMoKyuLgQMHxn333RdFRUX5GhkAAAAAoBqf4c5OYcCAAZFl2UaXu+66K5o2bRqPPfZYLF26NNasWRMLFy6Mu+66Kzp06JDvsQEA2IJx48bFEUccEUVFRdG2bds47bTTYv78+dXWZFkW5eXl0a5du2jatGkMGDAg5s6dm6eJAQBgxwjuAABArZg+fXpcdtll8cwzz8TUqVNj3bp1MXjw4Fi1alVuzfjx4+Omm26KW2+9NWbNmhWlpaVxwgknxMqVK/M4OQAAbB8fKQMAANSKRx99tNrXEyZMiLZt28acOXPi2GOPjSzL4uabb45rrrkmhg4dGhEREydOjJKSkpg0aVJcfPHF+RgbAAC2m3e4AwAAdWL58uUREdGqVauIiFiwYEFUVFTE4MGDc2sKCwujf//+MWPGjLzMCAAAO8I73AEAgFqXZVmMGjUqjj766OjZs2dERFRUVERERElJSbW1JSUlsXDhws3eV1VVVVRVVeW+XrFiRS1MDAAANecd7gAAQK0bMWJEvPTSS3HvvfdudF1BQUG1r7Ms2+jYPxs3blwUFxfnLh06dEg+LwAAbA/BHQAAqFWXX355PPjgg/Hkk09G+/btc8dLS0sj4h/vdP/U0qVLN3rX+z8bPXp0LF++PHdZvHhx7QwOAAA1JLgDAAC1IsuyGDFiRNx///3xxBNPROfOnatd37lz5ygtLY2pU6fmjq1ZsyamT58e/fr12+z9FhYWRsuWLatdAABgZ+Az3AEAgFpx2WWXxaRJk+L3v/99FBUV5d7JXlxcHE2bNo2CgoIYOXJkjB07Nrp27Rpdu3aNsWPHRrNmzeKcc87J8/QAAFBzgjsAAFArbr/99oiIGDBgQLXjEyZMiPPPPz8iIq688sr45JNPYvjw4bFs2bLo06dPTJkyJYqKiup4WgAA2HGCOwAAUCuyLNvqmoKCgigvL4/y8vLaHwgAAGqZz3AHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEGuZ7AACobfPmzdvqmtatW0fHjh3rYBoAAABgVyW4A7ALWxIRDWLYsGFbXdmkSbOYP3+e6A4AAABsN8EdgF3YhxGxISLuiYgeW1g3L1avHhaVlZWCOwAAALDdBHcAdgM9IuLQfA8BAAAA7OL80lQAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEd3YKTz31VJxyyinRrl27KCgoiN/97nfVrs+yLMrLy6Ndu3bRtGnTGDBgQMydOzc/wwIAAAAAbILgzk5h1apV0bt377j11ls3ef348ePjpptuiltvvTVmzZoVpaWlccIJJ8TKlSvreFIAAAAAgE1rmO8BICJiyJAhMWTIkE1el2VZ3HzzzXHNNdfE0KFDIyJi4sSJUVJSEpMmTYqLL764LkcFAAAAANgk73Bnp7dgwYKoqKiIwYMH544VFhZG//79Y8aMGZu9XVVVVaxYsaLaBQAAAACgtgju7PQqKioiIqKkpKTa8ZKSktx1mzJu3LgoLi7OXTp06FCrcwIAAAAAuzfBnXqjoKCg2tdZlm107J+NHj06li9fnrssXry4tkcEAAAAAHZjPsOdnV5paWlE/O2d7mVlZbnjS5cu3ehd7/+ssLAwCgsLa30+AAAAAIAI73CnHujcuXOUlpbG1KlTc8fWrFkT06dPj379+uVxMgAAAACAf/AOd3YKH330Ubzxxhu5rxcsWBAvvvhitGrVKjp27BgjR46MsWPHRteuXaNr164xduzYaNasWZxzzjl5nBoAAAAA4B8Ed3YKs2fPjoEDB+a+HjVqVEREnHfeeXHXXXfFlVdeGZ988kkMHz48li1bFn369IkpU6ZEUVFRvkYGAAAAAKhGcGenMGDAgMiybLPXFxQURHl5eZSXl9fdUAAAAAAANeAz3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABJomO8BAAAAdieLFi2KysrKLa5p3bp1dOzYsY4mAgAgFcEdAACgjixatCi6d+8Rq1d/vMV1TZo0i/nz54nuAAD1jOAOAABQRyorK/8e2++JiB6bWTUvVq8eFpWVlYI7AEA9I7gDAADUuR4RcWi+hwAAIDG/NBUAAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAACoNU899VSccsop0a5duygoKIjf/e531a7PsizKy8ujXbt20bRp0xgwYEDMnTs3P8MCAMAOEtwBAIBas2rVqujdu3fceuutm7x+/PjxcdNNN8Wtt94as2bNitLS0jjhhBNi5cqVdTwpAADsuIb5HgAAANh1DRkyJIYMGbLJ67Isi5tvvjmuueaaGDp0aERETJw4MUpKSmLSpElx8cUX1+WoAACwwwR3AAAgLxYsWBAVFRUxePDg3LHCwsLo379/zJgxY7PBvaqqKqqqqnJfr1ixotZn3Vbz5s3boesBAKjfBHcAACAvKioqIiKipKSk2vGSkpJYuHDhZm83bty4uPbaa2t1tppbEhENYtiwYfkeBACAPPIZ7gAAQF4VFBRU+zrLso2O/bPRo0fH8uXLc5fFixfX9ojb4MOI2BAR90TEnC1cfpSn+QAAqAve4Q4JLVq0KCorK7e4pnXr1tGxY8c6mggAYOdVWloaEX97p3tZWVnu+NKlSzd61/s/KywsjMLCwlqfb/v0iIhDt3C9j5QBANiVCe6QyKJFi6J79x6xevXHW1zXpEmzmD9/nugOAOz2OnfuHKWlpTF16tQ45JBDIiJizZo1MX369PjJT36S5+kAAKDmBHdIpLKy8u+x/Z742zubNmVerF49LCorKwV3AGC38NFHH8Ubb7yR+3rBggXx4osvRqtWraJjx44xcuTIGDt2bHTt2jW6du0aY8eOjWbNmsU555yTx6kBAGD7CO6Q3Nb+GTEAwO5j9uzZMXDgwNzXo0aNioiI8847L+6666648sor45NPPonhw4fHsmXLok+fPjFlypQoKirK18gAALDdBHcAAKDWDBgwILIs2+z1BQUFUV5eHuXl5XU3FAAA1JIG+R4AAAAAAAB2BYI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguFMvlJeXR0FBQbVLaWlpvscCAAAAAMhpmO8BYFsdeOCB8fjjj+e+3mOPPfI4DQAAAABAdYI79UbDhg29qx0AAAAA2Gn5SBnqjddffz3atWsXnTt3jrPOOivefPPNLa6vqqqKFStWVLsAAAAAANQWwZ16oU+fPnH33XfHY489Fr/85S+joqIi+vXrF++///5mbzNu3LgoLi7OXTp06FCHEwMAAAAAuxvBnXphyJAh8eUvfzkOOuigOP744+Ohhx6KiIiJEydu9jajR4+O5cuX5y6LFy+uq3EBAAAAgN2Qz3CnXmrevHkcdNBB8frrr292TWFhYRQWFtbhVAAAAADA7sw73KmXqqqqYt68eVFWVpbvUQAAAAAAIkJwp5644oorYvr06bFgwYJ49tln44wzzogVK1bEeeedl+/RAAAAAAAiwkfKUE/89a9/jbPPPjsqKyujTZs2ceSRR8YzzzwTnTp1yvdoAAAAAAARIbhTT0yePDnfIwAAAAAAbJGPlAEAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASKBhvgcAAABgY/PmzdvqmtatW0fHjh3rYBoAALaF4A4AALBTWRIRDWLYsGFbXdmkSbOYP3+e6A4AsJMQ3AEAAHYqH0bEhoi4JyJ6bGHdvFi9elhUVlYK7gAAOwnBHQAAYKfUIyIOzfcQAADUgF+aCgAAAAAACQjuAAAAAACQgOAOAAAAAAAJCO4AAAAAAJCA4A4AAAAAAAk0zPcAAAApLVq0KCorK7e6rnXr1tGxY8c6mAgAAIDdheAOAOwyFi1aFN2794jVqz/e6tomTZrF/PnzRHcAAACSEdwBgF1GZWXl32P7PRHRYwsr58Xq1cOisrJScAcAACAZwR0A2AX1iIhD8z0EAAAAuxm/NBUAAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3AEAAAAAIAHBHQAAAAAAEhDcAQAAAAAgAcEdAAAAAAASaJjvAYDd16JFi6KysnKr61q3bh0dO3asg4kAAAAAYPsJ7kBeLFq0KLp37xGrV3+81bVNmjSL+fPnie4AAAAA7NQEdyAvKisr/x7b74mIHltYOS9Wrx4WlZWVgjsAAAAAOzXBHcizHhFxaL6HAAAAAIAd5pemAgAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACTgl6YCAABAPbFo0aKorKzc6rrWrVtHx44d62Cimqnv81Nz2/Jn7s8b2JUI7gAAAFAPLFq0KLp37xGrV3+81bVNmjSL+fPn7VQRs77PT81t65+5P29gVyK4AwAAQD1QWVn593B5T0T02MLKebF69bCorKzcqQJmfZ+fmtu2P3N/3sCuRXAHAACAeqVHRBya7yF2QH2fn5rzZw7sPvzSVAAAAAAASEBwBwAAAACABAR3AAAAAABIQHAHAAAAAIAEBHcAAAAAAEhAcAcAAAAAgAQEdwAAAAAASKBhvgcAAACgdi1atCgqKyu3uKaqqioKCwu3el+tW7eOjh077vDjbet9bev9bev8O/PzrGs7+/zz5s3b4vX5mCsfe1afX/9b+zPMp3x8n9pZvxfkw87+/Qd2hOAOAACwC1u0aFF0794jVq/+eCsr94iI9Vu9vyZNmsX8+fM2G0C2/fG2fl81u79tm39nfZ51beeef0lENIhhw4ZtcVVdz5WPPdsVXv87o3x9n9oZvxfkw879/Qd2nOAOAACwC6usrPx71LgnInpsZtXDEfHDrayJiJgXq1cPi8rKys3Gj217vG27r/Tz77zPs67t3PN/GBEbYsuz1f1c+diz+v/6//Qxdy75+T61c34vyIed+/sP7DjBHQAAYLfQIyIO3cx187ZhTcrHS31/2zp/fXiedW1nnn9nnS0fc9XX1//O+5Eyf1OX36fYmP1i1+SXpgIAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI79cptt90WnTt3jiZNmsRhhx0Wf/zjH/M9EgAACTjPAwBgVyC4U2/cd999MXLkyLjmmmvihRdeiGOOOSaGDBkSixYtyvdoAADsAOd5AADsKgR36o2bbropvvGNb8Q3v/nN6NGjR9x8883RoUOHuP322/M9GgAAO8B5HgAAuwrBnXphzZo1MWfOnBg8eHC144MHD44ZM2bkaSoAAHaU8zwAAHYlDfM9AGyLysrKWL9+fZSUlFQ7XlJSEhUVFZu8TVVVVVRVVeW+Xr58eURErFixolZm/Oijj/7+X3Mi4qPNrJr/txVz5vzT+k1r0KBBbNiwYYfXpF6X6r7mz5//9//a0n5F7Kx7Vt/nT31fdf2Y277/87Zx3bb9OaXci217Djvv6ycfj5luXyPy8We+O+x/ynU1/bP86KOPauVn/Kf3mWVZ8vvmb3ad87xt/ZmzLevS/vzatv89pXvM1N+L086/8z7Puv45t3PPvy1/TnV/nrTz7tnO/Pqv+z/LbVmXn+9Tzu0/5TyPXV1B5lVFPfDOO+/E3nvvHTNmzIi+ffvmjl9//fXxq1/9Kl577bWNblNeXh7XXnttXY4JAOyiFi9eHO3bt8/3GLsk53kAQD45zyM173CnXmjdunXsscceG73LaenSpRu9G+pTo0ePjlGjRuW+3rBhQ3zwwQex1157RUFBwVYfc8WKFdGhQ4dYvHhxtGzZcseeANvMvtc9e54f9j0/7Hvdq+97nmVZrFy5Mtq1a5fvUXZZ+TjPq6n6/jqua/arZuxXzdivmrNnNWO/aqY+75fzPGqL4E690Lhx4zjssMNi6tSpcfrpp+eOT506Nb70pS9t8jaFhYVRWFhY7djnPve5Gj92y5Yt690PjV2Bfa979jw/7Ht+2Pe6V5/3vLi4ON8j7NLyeZ5XU/X5dZwP9qtm7FfN2K+as2c1Y79qpr7ul/M8aoPgTr0xatSoOPfcc+Pwww+Pvn37xi9+8YtYtGhRXHLJJfkeDQCAHeA8DwCAXYXgTr1x5plnxvvvvx/XXXddLFmyJHr27BkPP/xwdOrUKd+jAQCwA5znAQCwqxDcqVeGDx8ew4cPr5PHKiwsjDFjxmz0z5WpXfa97tnz/LDv+WHf6549Z1vV5XleTXkd14z9qhn7VTP2q+bsWc3Yr5qxX7CxgizLsnwPAQAAAAAA9V2DfA8AAAAAAAC7AsEdAAAAAAASENwBAAAAACABwR0AAAAAABIQ3Nmt3XbbbdG5c+do0qRJHHbYYfHHP/5xs2uXLFkS55xzTnTv3j0aNGgQI0eOrLtBdyE12fP7778/TjjhhGjTpk20bNky+vbtG4899lgdTrvrqMm+P/3003HUUUfFXnvtFU2bNo39998//u3f/q0Op9111GTf/9n//u//RsOGDePggw+u3QF3UTXZ92nTpkVBQcFGl9dee60OJ67/avpar6qqimuuuSY6deoUhYWF0aVLl7jzzjvraFqome39Xl6flZeXb/R9sbS0NHd9lmVRXl4e7dq1i6ZNm8aAAQNi7ty51e6jqqoqLr/88mjdunU0b948Tj311PjrX/9abc2yZcvi3HPPjeLi4iguLo5zzz03Pvzww7p4ijvkqaeeilNOOSXatWsXBQUF8bvf/a7a9XW5P4sWLYpTTjklmjdvHq1bt45vf/vbsWbNmtp42jtka3t2/vnnb/SaO/LII6ut2V32bNy4cXHEEUdEUVFRtG3bNk477bSYP39+tTVeY9Vty555jf3D7bffHr169YqWLVvm/p79yCOP5K73+oIEMthNTZ48OWvUqFH2y1/+Mnv11Vez73znO1nz5s2zhQsXbnL9ggULsm9/+9vZxIkTs4MPPjj7zne+U7cD7wJquuff+c53sp/85CfZc889l/35z3/ORo8enTVq1Ch7/vnn63jy+q2m+/78889nkyZNyl555ZVswYIF2a9+9ausWbNm2X/8x3/U8eT1W033/VMffvhhtu+++2aDBw/OevfuXTfD7kJquu9PPvlkFhHZ/PnzsyVLluQu69atq+PJ66/tea2feuqpWZ8+fbKpU6dmCxYsyJ599tnsf//3f+twatg22/u9vL4bM2ZMduCBB1b7vrh06dLc9TfccENWVFSU/fa3v81efvnl7Mwzz8zKysqyFStW5NZccskl2d57751NnTo1e/7557OBAwdmvXv3rvb99cQTT8x69uyZzZgxI5sxY0bWs2fP7OSTT67T57o9Hn744eyaa67Jfvvb32YRkT3wwAPVrq+r/Vm3bl3Ws2fPbODAgdnzzz+fTZ06NWvXrl02YsSIWt+Dmtranp133nnZiSeeWO019/7771dbs7vs2Re+8IVswoQJ2SuvvJK9+OKL2UknnZR17Ngx++ijj3JrvMaq25Y98xr7hwcffDB76KGHsvnz52fz58/Prr766qxRo0bZK6+8kmWZ1xekILiz2/r85z+fXXLJJdWO7b///tlVV1211dv2799fcN8OO7LnnzrggAOya6+9NvVou7QU+3766adnw4YNSz3aLm179/3MM8/MfvCDH2RjxowR3LdDTff90+C+bNmyOphu11TTPX/kkUey4uLijf6SCzujFD9D66Mt/QzasGFDVlpamt1www25Y6tXr86Ki4uzn//851mW/e3/PG7UqFE2efLk3Jq33347a9CgQfboo49mWZZlr776ahYR2TPPPJNbM3PmzCwistdee60WnlXt+Gw8rsv9efjhh7MGDRpkb7/9dm7NvffemxUWFmbLly+vleebwuaC+5e+9KXN3mZ33rOlS5dmEZFNnz49yzKvsW3x2T3LMq+xrdlzzz2z//f//p/XFyTiI2XYLa1ZsybmzJkTgwcPrnZ88ODBMWPGjDxNtWtLsecbNmyIlStXRqtWrWpjxF1Sin1/4YUXYsaMGdG/f//aGHGXtL37PmHChPjLX/4SY8aMqe0Rd0k78no/5JBDoqysLAYNGhRPPvlkbY65S9mePX/wwQfj8MMPj/Hjx8fee+8d3bp1iyuuuCI++eSTuhgZttnufr74+uuvR7t27aJz585x1llnxZtvvhkREQsWLIiKiopq+1JYWBj9+/fP7cucOXNi7dq11da0a9cuevbsmVszc+bMKC4ujj59+uTWHHnkkVFcXFyv97cu92fmzJnRs2fPaNeuXW7NF77whaiqqoo5c+bU6vOsDdOmTYu2bdtGt27d4qKLLoqlS5fmrtud92z58uUREbm/A3mNbd1n9+xTXmMbW79+fUyePDlWrVoVffv29fqCRBrmewDIh8rKyli/fn2UlJRUO15SUhIVFRV5mmrXlmLPb7zxxli1alV89atfrY0Rd0k7su/t27eP9957L9atWxfl5eXxzW9+szZH3aVsz76//vrrcdVVV8Uf//jHaNjQj+ftsT37XlZWFr/4xS/isMMOi6qqqvjVr34VgwYNimnTpsWxxx5bF2PXa9uz52+++WY8/fTT0aRJk3jggQeisrIyhg8fHh988IHPcWensjufL/bp0yfuvvvu6NatW7z77rvx4x//OPr16xdz587NPfdN7cvChQsjIqKioiIaN24ce+6550ZrPr19RUVFtG3bdqPHbtu2bb3e37rcn4qKio0eZ88994zGjRvXuz0cMmRIfOUrX4lOnTrFggUL4oc//GEcd9xxMWfOnCgsLNxt9yzLshg1alQcffTR0bNnz4jwGtuaTe1ZhNfYZ7388svRt2/fWL16dbRo0SIeeOCBOOCAA3Ix3OsLdoy/0bNbKygoqPZ1lmUbHSOt7d3ze++9N8rLy+P3v//9Jn9ws2Xbs+9//OMf46OPPopnnnkmrrrqqthvv/3i7LPPrs0xdznbuu/r16+Pc845J6699tro1q1bXY23y6rJ67179+7RvXv33Nd9+/aNxYsXx09/+lPBvQZqsucbNmyIgoKC+PWvfx3FxcUREXHTTTfFGWecET/72c+iadOmtT4v1MTueL44ZMiQ3H8fdNBB0bdv3+jSpUtMnDgx90sGt2dfPrtmU+t3lf2tq/3ZVfbwzDPPzP13z5494/DDD49OnTrFQw89FEOHDt3s7Xb1PRsxYkS89NJL8fTTT290ndfYpm1uz7zGquvevXu8+OKL8eGHH8Zvf/vbOO+882L69Om5672+YMf4SBl2S61bt4499thjo//XdOnSpRv9P6yksSN7ft9998U3vvGN+M1vfhPHH398bY65y9mRfe/cuXMcdNBBcdFFF8V3v/vdKC8vr8VJdy013feVK1fG7NmzY8SIEdGwYcNo2LBhXHfddfGnP/0pGjZsGE888URdjV6vpfrefuSRR8brr7+eerxd0vbseVlZWey999652B4R0aNHj8iyLP7617/W6rxQE84X/6F58+Zx0EEHxeuvvx6lpaUREVvcl9LS0lizZk0sW7Zsi2vefffdjR7rvffeq9f7W5f7U1pautHjLFu2LNauXVuv9zDibz8rOnXqlPt5vDvu2eWXXx4PPvhgPPnkk9G+ffvcca+xzdvcnm3K7v4aa9y4cey3335x+OGHx7hx46J3795xyy23eH1BIoI7u6XGjRvHYYcdFlOnTq12fOrUqdGvX788TbVr2949v/fee+P888+PSZMmxUknnVTbY+5yUr3WsyyLqqqq1OPtsmq67y1btoyXX345Xnzxxdzlkksuyb3z5J8/+5DNS/V6f+GFF6KsrCz1eLuk7dnzo446Kt5555346KOPcsf+/Oc/R4MGDbb6l2OoS84X/6GqqirmzZsXZWVl0blz5ygtLa22L2vWrInp06fn9uWwww6LRo0aVVuzZMmSeOWVV3Jr+vbtG8uXL4/nnnsut+bZZ5+N5cuX1+v9rcv96du3b7zyyiuxZMmS3JopU6ZEYWFhHHbYYbX6PGvb+++/H4sXL879PN6d9izLshgxYkTcf//98cQTT0Tnzp2rXe81trGt7dmm7M6vsU359O97Xl+QSC3/UlbYaU2ePDlr1KhRdscdd2SvvvpqNnLkyKx58+bZW2+9lWVZll111VXZueeeW+02L7zwQvbCCy9khx12WHbOOedkL7zwQjZ37tx8jF8v1XTPJ02alDVs2DD72c9+li1ZsiR3+fDDD/P1FOqlmu77rbfemj344IPZn//85+zPf/5zduedd2YtW7bMrrnmmnw9hXppe77H/LMxY8ZkvXv3rqNpdx013fd/+7d/yx544IHsz3/+c/bKK69kV111VRYR2W9/+9t8PYV6p6Z7vnLlyqx9+/bZGWeckc2dOzebPn161rVr1+yb3/xmvp4CbNbWXt+7qu9973vZtGnTsjfffDN75plnspNPPjkrKirKPe8bbrghKy4uzu6///7s5Zdfzs4+++ysrKwsW7FiRe4+Lrnkkqx9+/bZ448/nj3//PPZcccdl/Xu3Ttbt25dbs2JJ56Y9erVK5s5c2Y2c+bM7KCDDspOPvnkOn++NbVy5crc3wsiIrvpppuyF154IVu4cGGWZXW3P+vWrct69uyZDRo0KHv++eezxx9/PGvfvn02YsSIutuMbbSlPVu5cmX2ve99L5sxY0a2YMGC7Mknn8z69u2b7b333rvlnl166aVZcXFxNm3atGp/B/r4449za7zGqtvannmNVTd69OjsqaeeyhYsWJC99NJL2dVXX501aNAgmzJlSpZlXl+QguDObu1nP/tZ1qlTp6xx48bZoYcemk2fPj133XnnnZf179+/2vqI2OjSqVOnuh26nqvJnvfv33+Te37eeefV/eD1XE32/d///d+zAw88MGvWrFnWsmXL7JBDDsluu+22bP369XmYvH6r6feYfya4b7+a7PtPfvKTrEuXLlmTJk2yPffcMzv66KOzhx56KA9T1281fa3PmzcvO/7447OmTZtm7du3z0aNGlUtJMDOZEuv713VmWeemZWVlWWNGjXK2rVrlw0dOrTam0w2bNiQjRkzJistLc0KCwuzY489Nnv55Zer3ccnn3ySjRgxImvVqlXWtGnT7OSTT84WLVpUbc3777+ffe1rX8uKioqyoqKi7Gtf+1q2bNmyuniKO+TJJ5/c4jlqXe7PwoULs5NOOilr2rRp1qpVq2zEiBHZ6tWra/Ppb5ct7dnHH3+cDR48OGvTpk3WqFGjrGPHjtl555230X7sLnu2qX2KiGzChAm5NV5j1W1tz7zGqrvwwgtzP9fatGmTDRo0KBfbs8zrC1IoyLIsq+U30QMAAAAAwC7PZ7gDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwAAAAAAJCC4AwAAAABAAoI7AAAAAAAkILgDAAAAAEACgjsAAAAAACQguAMAAAAAQAKCOwB1pry8PAoKCqKysrJOH/ett96KgoKCuOuuu+r0cQEAdnd33XVXFBQUxFtvvVXj2zqHA6A+apjvAQCgtpWVlcXMmTOjS5cu+R4FAGC3ctJJJ8XMmTOjrKysxrd1DgdAfSS4A7DLKywsjCOPPDLfY+wU1q9fH+vWrYvCwsJ8jwIA7MI++eSTaNKkSbRp0ybatGmzXfexO5zDffzxx9GsWbN8jwFAQj5SBmA39enHu7zwwgsxdOjQaNmyZRQXF8ewYcPivffey6277777YvDgwVFWVhZNmzaNHj16xFVXXRWrVq3a6D6fffbZOOWUU2KvvfaKJk2aRJcuXWLkyJFbnOO1116LfffdN/r06RNLly6NiIif/exnceyxx0bbtm2jefPmcdBBB8X48eNj7dq11W6bZVmMHTs2OnXqFE2aNInDDz88pk6dGgMGDIgBAwbk1m3qnyN/+vznzp0bZ599dhQXF0dJSUlceOGFsXz58mqP8+GHH8Y3vvGNaNWqVbRo0SJOOumkePPNN6OgoCDKy8u3bcP/7vbbb4/evXtHixYtoqioKPbff/+4+uqrq615++2341vf+lZ06NAhGjduHO3atYszzjgj3n333dyaRYsWxbBhw6Jt27ZRWFgYPXr0iBtvvDE2bNiw0fMeP358/PjHP47OnTtHYWFhPPnkkxERMXv27Dj11FOjVatW0aRJkzjkkEPiN7/5TY2eDwCw63v66adj0KBBUVRUFM2aNYt+/frFQw89lLv+04+NmTJlSlx44YXRpk2baNasWVRVVW3yI2Xq6hxua958880466yzol27dlFYWBglJSUxaNCgePHFF6utmzRpUvTt2zdatGgRLVq0iIMPPjjuuOOOamvuvPPO6N27dzRp0iRatWoVp59+esybN6/amvPPPz9atGgRL7/8cgwePDiKiopi0KBBERGxZs2a+PGPfxz7779/FBYWRps2beKCCy6odl4OQP3gHe4Au7nTTz89vvrVr8Yll1wSc+fOjR/+8Ifx6quvxrPPPhuNGjWK119/Pb74xS/GyJEjo3nz5vHaa6/FT37yk3juuefiiSeeyN3PY489Fqecckr06NEjbrrppujYsWO89dZbMWXKlM0+9vTp0+P000+PY489NiZNmpR7d89f/vKXOOecc6Jz587RuHHj+NOf/hTXX399vPbaa3HnnXfmbn/NNdfEuHHj4lvf+lYMHTo0Fi9eHN/85jdj7dq10a1bt216/l/+8pfjzDPPjG984xvx8ssvx+jRoyMico+zYcOGOOWUU2L27NlRXl4ehx56aMycOTNOPPHEGu/15MmTY/jw4XH55ZfHT3/602jQoEG88cYb8eqrr+bWvP3223HEEUfE2rVr4+qrr45evXrF+++/H4899lgsW7YsSkpK4r333ot+/frFmjVr4kc/+lHss88+8d///d9xxRVXxF/+8pe47bbbqj3uv//7v0e3bt3ipz/9abRs2TK6du0aTz75ZJx44onRp0+f+PnPfx7FxcUxefLkOPPMM+Pjjz+O888/v8bPDwDY9UyfPj1OOOGE6NWrV9xxxx1RWFgYt912W5xyyilx7733xplnnplbe+GFF8ZJJ50Uv/rVr2LVqlXRqFGjTd5nXZzDbYsvfvGLsX79+hg/fnx07NgxKisrY8aMGfHhhx/m1vzLv/xL/OhHP4qhQ4fG9773vSguLo5XXnklFi5cmFszbty4uPrqq+Pss8+OcePGxfvvvx/l5eXRt2/fmDVrVnTt2jW3ds2aNXHqqafGxRdfHFdddVWsW7cuNmzYEF/60pfij3/8Y1x55ZXRr1+/WLhwYYwZMyYGDBgQs2fPjqZNm27z8wIgzzIAdktjxozJIiL77ne/W+34r3/96ywisnvuuWej22zYsCFbu3ZtNn369Cwisj/96U+567p06ZJ16dIl++STT7b6mO+99172q1/9KmvcuHH27W9/O1u/fv1mb7N+/fps7dq12d13353tscce2QcffJBlWZZ98MEHWWFhYXbmmWdWWz9z5swsIrL+/fvnji1YsCCLiGzChAkbzTJ+/Phqtx8+fHjWpEmTbMOGDVmWZdlDDz2URUR2++23V1s3bty4LCKyMWPGbHb2zxoxYkT2uc99botrLrzwwqxRo0bZq6++utk1V111VRYR2bPPPlvt+KWXXpoVFBRk8+fPz7LsH8+7S5cu2Zo1a6qt3X///bNDDjkkW7t2bbXjJ598clZWVrbFPxMAYPdx5JFHZm3bts1WrlyZO7Zu3bqsZ8+eWfv27bMNGzZkEyZMyCIi+/rXv77R7T+9bsGCBf+/vXuP0qq678f/HhkYLj9AAZ1hFBWziJdg1KgxQQ1YBes1iU2M4jW1WVq8IV6JsY5+K0TSEBKJWrOMGhE1bdTYNlGJRtQSE8RbRItJJIKXKcUQLspF4fz+sD51AijgmXlgeL3WOmt59tnPOZ+9Z5hnz9sz5ymKou3WcB9m/vz5RZJiwoQJa+3z0ksvFR06dChOOOGEtfZZsGBB0aVLl+Lwww9v0T5nzpyirq6uGD58eKXtlFNOKZIUP/zhD1v0vf3224skxU9+8pMW7dOnTy+SFNdee+06jQmAjYNHygBs5k444YQW+8cee2xqa2srjx156aWXMnz48DQ0NKRDhw7p2LFjBg8enCSVP5N98cUX84c//CGnnXZaOnfu/KHXvOqqq3Lqqafmm9/8Zr773e9miy1avh099dRTOfroo9O7d+/KNU8++eSsXLkyL774YpLk8ccfz/Lly3Pssce2eO1nPvOZ7Ljjjus8/qOPPrrF/ic/+cksW7as8nibqVOnVubl/Y4//vh1vsZ7Pv3pT+fPf/5zjj/++Pz0pz/N/PnzV+vz85//PAcddFB23XXXtZ7noYceym677ZZPf/rTLdpPPfXUFEXR4i8PknfH+P47zH7/+9/nv/7rvypf+3feeaeyHX744Xn99dcza9as9R4fANC+vPnmm/n1r3+dL33pS/n//r//r9LeoUOHnHTSSXnllVdarBn+5m/+5kPP2VZruA/Tq1evfOxjH8u3vvWtjB8/Pk899VSLR/MlyZQpU7Jy5cqceeaZaz3Pr371qyxdunS1vw7s169f/uqv/ioPPvjgaq/5y3n693//92y55ZY56qijWqzL9txzzzQ0NOThhx9epzEBsHEQuANs5hoaGlrs19bWpnfv3nnjjTeyZMmSHHjggfn1r3+df/zHf8zDDz+c6dOn56677kry7odhJak8W3K77bZbp2tOmjQp2267bY477rjVjs2ZMycHHnhgXn311Xz3u9/No48+munTp+f73/9+i2u+8cYbSZL6+vrVzrGmtrXp3bt3i/33Pkz0/depra1Nr169Nvga7znppJPywx/+MC+//HL+5m/+Jttss03222+/TJkypdLnf/7nfz50Ht9444307dt3tfbGxsbK8ff7y77vPQv+ggsuSMeOHVtsI0aMSJI1/s8AAGDzsmDBghRFsc7rjjX1+0tttYb7MDU1NXnwwQdz6KGHZty4cfnUpz6VrbfeOuecc04WL16cZN3WuO+NZ21z9Jfrsq5du6ZHjx4t2v77v/87f/7zn9OpU6fV1mbNzc3WZQCbGM9wB9jMNTc3Z9ttt63sv/POO3njjTfSu3fvPPTQQ3nttdfy8MMPV+5qT9LiuZZJsvXWWydJXnnllXW65n333ZevfOUrOfDAA/Pggw9mhx12qBy755578uabb+auu+5q0f6XH1713i9Z7/8g0fePaX3ukPogvXv3zjvvvJM//elPLUL35ubmDTrfV7/61Xz1q1/Nm2++mUceeSSXX355jjzyyLz44ovZYYcdsvXWW3/oPPbu3Tuvv/76au2vvfZakqRPnz4t2mtqalrsv3d89OjROeaYY9Z4jZ133nmdxwQAtE9bbbVVtthiiw9dd/zud79LsvqaY03aag23LnbYYYfKh5+++OKL+fGPf5ympqasWLEi119/fYs1br9+/dZ4jvfGs7Y5+rB1WfLuHPbu3Tv33XffGq/RvXv3dR8UAFXnDneAzdxtt93WYv/HP/5x3nnnnQwZMqTyC8F7dwy955//+Z9b7H/84x/Pxz72sfzwhz/M8uXLP/SaO+ywQx599NHU1dXlwAMPrPySlmSN1yyKIj/4wQ9anGO//fZLXV1d7rzzzhbtjz/+eIsPsfqo3vsfDX95nTvuuOMjnbdbt2457LDDcumll2bFihWZOXNmkuSwww7LL3/5yw98pMvBBx+c559/Pk8++WSL9h/96EepqanJQQcd9IHX3nnnnTNgwIA888wz2Weffda4+cUOAOjWrVv222+/3HXXXS3uHF+1alUmTZqU7bbbbp0/5PQ9bbWGW18f//jH841vfCO77757ZY01bNiwdOjQIdddd91aX/fZz342Xbp0yaRJk1q0v/LKK3nooYdy8MEHf+i1jzzyyLzxxhtZuXLlGtdlboQA2LS4wx1gM3fXXXeltrY2Q4cOzcyZM3PZZZdljz32yLHHHpvFixdnq622yhlnnJHLL788HTt2zG233ZZnnnlmtfN8//vfz1FHHZXPfOYzOe+887L99ttnzpw5uf/++1cL9ZN3/+x26tSpOfTQQ/O5z30uU6ZMycCBAzN06NB06tQpxx9/fC666KIsW7Ys1113XRYsWNDi9b169cqoUaMyduzYbLXVVvniF7+YV155JVdccUX69u272nPhN9Rf//VfZ//998/555+fRYsWZe+9986vfvWr/OhHP0qS9brO1772tXTp0iX7779/+vbtm+bm5owdOzY9e/bMvvvumyS58sor8/Of/zyf+9zn8vWvfz277757/vznP+e+++7LqFGjsssuu+S8887Lj370oxxxxBG58sors8MOO+Q//uM/cu211+bv//7v1+kX33/+53/OYYcdlkMPPTSnnnpqtt122/zpT3/KCy+8kCeffDL/8i//smETBgC0K2PHjs3QoUNz0EEH5YILLkinTp1y7bXX5rnnnsvtt9++Tne1v19breE+zLPPPpuzzjorX/7ylzNgwIB06tQpDz30UJ599tlccsklSZIdd9wxX//61/P//t//y9KlS3P88cenZ8+eef755zN//vxcccUV2XLLLXPZZZfl61//ek4++eQcf/zxeeONN3LFFVekc+fOufzyyz+0luOOOy633XZbDj/88Jx77rn59Kc/nY4dO+aVV17JL3/5y3z+85/PF7/4xdaeEgBKInAH2MzdddddaWpqynXXXZeampocddRRmTBhQjp16pTevXvnP/7jP3L++efnxBNPTLdu3fL5z38+d955Zz71qU+1OM+hhx6aRx55JFdeeWXOOeecLFu2LNttt91qH2j1fn369MlDDz2UI444IoMHD87999+fffbZJz/5yU/yjW98I8ccc0x69+6d4cOHZ9SoUTnssMNavP6qq65Kt27dcv311+emm27KLrvskuuuuy6XXnppttxyy1LmZ4sttsi//du/5fzzz883v/nNrFixIvvvv38mTZqUz3zmM+t1nQMPPDA333xzfvzjH2fBggXp06dPDjjggPzoRz+q/Mnytttum9/85je5/PLL881vfjNvvPFGtt566xxwwAGVR9psvfXWmTZtWkaPHp3Ro0dn0aJF2WmnnTJu3LiMGjVqnWo56KCD8pvf/CZXXXVVRo4cmQULFqR3797ZbbfdVvsQMwBg8zV48OA89NBDufzyy3Pqqadm1apV2WOPPXLvvffmyCOP3KBztsUa7sM0NDTkYx/7WK699trMnTs3NTU12WmnnfLtb387Z599dqXflVdemQEDBuSaa67JCSeckNra2gwYMCDnnHNOpc/o0aOzzTbb5Hvf+17uvPPOdOnSJUOGDMmYMWMyYMCAD62lQ4cOuffee/Pd7343t956a8aOHZva2tpst912GTx4cHbfffdWmQMAWkdNURRFtYsAoO01NTXliiuuyP/8z/+s9mzJTdns2bOzyy675PLLL8/Xv/71VrvO5MmTc8IJJ+Q///M/M2jQoFa7DgDA5qCt1nAA0Nrc4Q7AJuuZZ57J7bffnkGDBqVHjx6ZNWtWxo0blx49euS0004r7Tq33357Xn311ey+++7ZYost8vjjj+db3/pWPve5zwnbAQDWU1ut4QCgGgTuAGyyunXrlieeeCI33nhj/vznP6dnz54ZMmRIrrrqqtTX15d2ne7du+eOO+7IP/7jP+bNN99M3759c+qpp+Yf//EfK33eeeedDzzHFlts0WbPJAUA2Ji19hpu1apVWbVq1Qf2qa0VhwDQOjxSBgA+oj/+8Y/p37//B/a5/PLL09TU1DYFAQBsxk499dTccsstH9hHFAJAaxG4A8BHtGLFijz77LMf2KexsTGNjY1tVBEAwObrj3/8Y+bPn/+BffbZZ582qgaAzY3AHQAAAAAASuBhsgAAAAAAUAKfEsJmY9WqVXnttdfSvXv31NTUVLscAGATUBRFFi9enMbGRh98vBGzzgMA1pd1Hq1F4M5m47XXXku/fv2qXQYAsAmaO3dutttuu2qXwVpY5wEAG8o6j7IJ3NlsdO/ePcm7P0h79OhR5WoAgE3BokWL0q9fv8o6go2TdR4AsL6s82gtAnc2G+/9eXGPHj38IgYArBePKdm4WecBABvKOo+yeUARAAAAAACUQOBOq3vkkUdy1FFHpbGxMTU1NbnnnntW6/PCCy/k6KOPTs+ePdO9e/d85jOfyZw5cyrHly9fnrPPPjt9+vRJt27dcvTRR+eVV15pw1EAAAAAAHwwgTut7s0338wee+yRiRMnrvH4H/7whxxwwAHZZZdd8vDDD+eZZ57JZZddls6dO1f6jBw5MnfffXfuuOOOPPbYY1myZEmOPPLIrFy5sq2GAQAAAADwgWqKoiiqXQSbj5qamtx99935whe+UGk77rjj0rFjx9x6661rfM3ChQuz9dZb59Zbb81XvvKVJMlrr72Wfv365Wc/+1kOPfTQdbr2okWL0rNnzyxcuNCzPQGAdWL9sGnwdQIA1pf1A63FHe5U1apVq/If//Ef+fjHP55DDz0022yzTfbbb78Wj52ZMWNG3n777QwbNqzS1tjYmIEDB2batGlVqBoAAAAAYHUCd6pq3rx5WbJkSb75zW/mr//6r/PAAw/ki1/8Yo455phMnTo1SdLc3JxOnTplq622avHa+vr6NDc3r/Xcy5cvz6JFi1psAAAAAACtpbbaBbB5W7VqVZLk85//fM4777wkyZ577plp06bl+uuvz+DBg9f62qIoUlNTs9bjY8eOzRVXXFFuwQAAAAAAa+EOd6qqT58+qa2tzW677daifdddd82cOXOSJA0NDVmxYkUWLFjQos+8efNSX1+/1nOPHj06CxcurGxz584tfwAAAAAAAP9L4E5VderUKfvuu29mzZrVov3FF1/MDjvskCTZe++907Fjx0yZMqVy/PXXX89zzz2XQYMGrfXcdXV16dGjR4sNAAAAAKC1eKQMrW7JkiX5/e9/X9mfPXt2nn766fTq1Svbb799LrzwwnzlK1/J5z73uRx00EG577778m//9m95+OGHkyQ9e/bMaaedlvPPPz+9e/dOr169csEFF2T33XfPIYccUqVRAQAAAAC0JHCn1T3xxBM56KCDKvujRo1Kkpxyyim5+eab88UvfjHXX399xo4dm3POOSc777xzfvKTn+SAAw6ovOY73/lOamtrc+yxx2bp0qU5+OCDc/PNN6dDhw5tPh4AAAAAgDWpKYqiqHYR0BYWLVqUnj17ZuHChR4vAwCsE+uHTYOvEwCwvqwfaC2e4Q4AAAAAACUQuAMAAAAAQAkE7gAAAAAAUAKBOwAAAAAAlEDgDgAAAAAAJRC4AwAAAABACQTuAAAAAABQAoE7AAAAAACUQOAOAAAAAAAlqK12AdCezJkzJ/Pnz//APn369Mn222/fRhUBAABs3vyeBkBbErhDSebMmZOdd941y5a99YH9OnfumlmzXrCYAwAAaGV+TwOgrQncoSTz58//30XcpCS7rqXXC1m27MTMnz/fQg4AAKCV+T0NgLYmcIfS7ZrkU9UuAgAAgAq/pwHQNnxoKgAAAAAAlEDgDgAAAAAAJRC4AwAAAABACQTuAAAAAABQAoE7AAAAAACUQOAOAAAAAAAlELgDAAAAAEAJBO4AAAAAAFACgTsAAAAAAJRA4A4AAAAAACUQuAMAAAAAQAkE7gAAAAAAUAKBOwAAAAAAlEDgDgAAAAAAJRC4AwAAAABACQTuAAAAAABQAoE7AAAAAACUQOAOAAAAAAAlELgDAAAAAEAJBO4AAAAAAFACgTsAAAAAAJRA4A4AAAAAACUQuAMAAAAAQAkE7gAAAAAAUAKBOwAAAAAAlEDgDgAAAAAAJRC4AwAAAABACQTuAAAAAABQAoE7AAAAAACUQOAOAAAAAAAlELgDAAAAAEAJBO4AAAAAAFACgTsAAAAAAJRA4A4AAAAAACUQuAMAAAAAQAkE7gAAAAAAUAKBOwAAAAAAlEDgDgAAAAAAJRC4AwAAAABACQTuAAAAAABQAoE7AAAAAACUQOBOq3vkkUdy1FFHpbGxMTU1NbnnnnvW2vf0009PTU1NJkyY0KJ9+fLlOfvss9OnT59069YtRx99dF555ZXWLRwAAAAAYD0I3Gl1b775ZvbYY49MnDjxA/vdc889+fWvf53GxsbVjo0cOTJ333137rjjjjz22GNZsmRJjjzyyKxcubK1ygYAAAAAWC+11S6A9u+www7LYYcd9oF9Xn311Zx11lm5//77c8QRR7Q4tnDhwtx444259dZbc8ghhyRJJk2alH79+uUXv/hFDj300FarHQAAAABgXbnDnapbtWpVTjrppFx44YX5xCc+sdrxGTNm5O23386wYcMqbY2NjRk4cGCmTZu21vMuX748ixYtarEBAAAAALQWgTtVd/XVV6e2tjbnnHPOGo83NzenU6dO2WqrrVq019fXp7m5ea3nHTt2bHr27FnZ+vXrV2rdAAAAAADvJ3CnqmbMmJHvfve7ufnmm1NTU7Nery2K4gNfM3r06CxcuLCyzZ0796OWCwAAAACwVgJ3qurRRx/NvHnzsv3226e2tja1tbV5+eWXc/7552fHHXdMkjQ0NGTFihVZsGBBi9fOmzcv9fX1az13XV1devTo0WIDAAAAAGgtAneq6qSTTsqzzz6bp59+urI1NjbmwgsvzP33358k2XvvvdOxY8dMmTKl8rrXX389zz33XAYNGlSt0gEAAAAAWqitdgG0f0uWLMnvf//7yv7s2bPz9NNPp1evXtl+++3Tu3fvFv07duyYhoaG7LzzzkmSnj175rTTTsv555+f3r17p1evXrnggguy++6755BDDmnTsQAAAAAArI3AnVb3xBNP5KCDDqrsjxo1Kklyyimn5Oabb16nc3znO99JbW1tjj322CxdujQHH3xwbr755nTo0KE1SgYAAAAAWG8Cd1rdkCFDUhTFOvf/4x//uFpb586dc8011+Saa64psTIAAAAAgPJ4hjsAAAAAAJRA4A4AALSKd955J9/4xjfSv3//dOnSJTvttFOuvPLKrFq1qtKnKIo0NTWlsbExXbp0yZAhQzJz5swqVg0AABtO4A4AALSKq6++Otdff30mTpyYF154IePGjcu3vvWtFo8JHDduXMaPH5+JEydm+vTpaWhoyNChQ7N48eIqVg4AABtG4A4AALSKX/3qV/n85z+fI444IjvuuGO+9KUvZdiwYXniiSeSvHt3+4QJE3LppZfmmGOOycCBA3PLLbfkrbfeyuTJk6tcPQAArD+BOwAA0CoOOOCAPPjgg3nxxReTJM8880wee+yxHH744UmS2bNnp7m5OcOGDau8pq6uLoMHD860adPWet7ly5dn0aJFLTYAANgY1Fa7AAAAoH26+OKLs3Dhwuyyyy7p0KFDVq5cmauuuirHH398kqS5uTlJUl9f3+J19fX1efnll9d63rFjx+aKK65ovcIBAGADucMdAABoFXfeeWcmTZqUyZMn58knn8wtt9ySf/qnf8ott9zSol9NTU2L/aIoVmt7v9GjR2fhwoWVbe7cua1SPwAArC93uAMAAK3iwgsvzCWXXJLjjjsuSbL77rvn5ZdfztixY3PKKaekoaEhybt3uvft27fyunnz5q121/v71dXVpa6urnWLBwCADeAOdwAAoFW89dZb2WKLlr9ydOjQIatWrUqS9O/fPw0NDZkyZUrl+IoVKzJ16tQMGjSoTWsFAIAyuMMdAABoFUcddVSuuuqqbL/99vnEJz6Rp556KuPHj8/f/u3fJnn3UTIjR47MmDFjMmDAgAwYMCBjxoxJ165dM3z48CpXDwAA60/gDgAAtIprrrkml112WUaMGJF58+alsbExp59+ev7hH/6h0ueiiy7K0qVLM2LEiCxYsCD77bdfHnjggXTv3r2KlQMAwIYRuAMAAK2ie/fumTBhQiZMmLDWPjU1NWlqakpTU1Ob1QUAAK3FM9wBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCd1rdI488kqOOOiqNjY2pqanJPffcUzn29ttv5+KLL87uu++ebt26pbGxMSeffHJee+21FudYvnx5zj777PTp0yfdunXL0UcfnVdeeaWNRwIAAAAAsHYCd1rdm2++mT322CMTJ05c7dhbb72VJ598MpdddlmefPLJ3HXXXXnxxRdz9NFHt+g3cuTI3H333bnjjjvy2GOPZcmSJTnyyCOzcuXKthoGAAAAAMAHqq12AbR/hx12WA477LA1HuvZs2emTJnSou2aa67Jpz/96cyZMyfbb799Fi5cmBtvvDG33nprDjnkkCTJpEmT0q9fv/ziF7/IoYce2upjAAAAAAD4MO5wZ6OzcOHC1NTUZMstt0ySzJgxI2+//XaGDRtW6dPY2JiBAwdm2rRpVaoSAAAAAKAld7izUVm2bFkuueSSDB8+PD169EiSNDc3p1OnTtlqq61a9K2vr09zc/Naz7V8+fIsX768sr9o0aLWKRoAAAAAIO5wZyPy9ttv57jjjsuqVaty7bXXfmj/oihSU1Oz1uNjx45Nz549K1u/fv3KLBcAAAAAoAWBOxuFt99+O8cee2xmz56dKVOmVO5uT5KGhoasWLEiCxYsaPGaefPmpb6+fq3nHD16dBYuXFjZ5s6d22r1AwAAAAAI3Km698L23/3ud/nFL36R3r17tzi+9957p2PHji0+XPX111/Pc889l0GDBq31vHV1denRo0eLDQAAAACgtXiGO61uyZIl+f3vf1/Znz17dp5++un06tUrjY2N+dKXvpQnn3wy//7v/56VK1dWnsveq1evdOrUKT179sxpp52W888/P717906vXr1ywQUXZPfdd88hhxxSrWEBAAAAALQgcKfVPfHEEznooIMq+6NGjUqSnHLKKWlqasq9996bJNlzzz1bvO6Xv/xlhgwZkiT5zne+k9ra2hx77LFZunRpDj744Nx8883p0KFDm4wBAAAAAODDCNxpdUOGDElRFGs9/kHH3tO5c+dcc801ueaaa8osDQAAAACgNJ7hDgAAAAAAJXCHOwAAwIeYM2dO5s+f/4F9+vTpk+23376NKgIAYGMkcAcAAPgAc+bMyc4775ply976wH6dO3fNrFkvCN0BADZjAncAAIAPMH/+/P8N2ycl2XUtvV7IsmUnZv78+QJ3AIDNmMAdAABgneya5FPVLgIAgI2YD00FAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAoNW8+uqrOfHEE9O7d+907do1e+65Z2bMmFE5XhRFmpqa0tjYmC5dumTIkCGZOXNmFSsGAIANJ3AHAABaxYIFC7L//vunY8eO+fnPf57nn38+3/72t7PllltW+owbNy7jx4/PxIkTM3369DQ0NGTo0KFZvHhx9QoHAIANVFvtAgAAgPbp6quvTr9+/XLTTTdV2nbcccfKfxdFkQkTJuTSSy/NMccckyS55ZZbUl9fn8mTJ+f0009v65IBAOAjcYc7AADQKu69997ss88++fKXv5xtttkme+21V37wgx9Ujs+ePTvNzc0ZNmxYpa2uri6DBw/OtGnT1nre5cuXZ9GiRS02AADYGAjcAQCAVvHSSy/luuuuy4ABA3L//ffnjDPOyDnnnJMf/ehHSZLm5uYkSX19fYvX1dfXV46tydixY9OzZ8/K1q9fv9YbBAAArAeBOwAA0CpWrVqVT33qUxkzZkz22muvnH766fna176W6667rkW/mpqaFvtFUazW9n6jR4/OwoULK9vcuXNbpX4AAFhfAncAAKBV9O3bN7vttluLtl133TVz5sxJkjQ0NCTJanezz5s3b7W73t+vrq4uPXr0aLEBAMDGQOBOq3vkkUdy1FFHpbGxMTU1NbnnnntaHC+KIk1NTWlsbEyXLl0yZMiQzJw5s0Wf5cuX5+yzz06fPn3SrVu3HH300XnllVfacBQAAKyv/fffP7NmzWrR9uKLL2aHHXZIkvTv3z8NDQ2ZMmVK5fiKFSsyderUDBo0qE1rBQCAMgjcaXVvvvlm9thjj0ycOHGNx8eNG5fx48dn4sSJmT59ehoaGjJ06NAsXry40mfkyJG5++67c8cdd+Sxxx7LkiVLcuSRR2blypVtNQwAANbTeeedl8cffzxjxozJ73//+0yePDk33HBDzjzzzCTvPkpm5MiRGTNmTO6+++4899xzOfXUU9O1a9cMHz68ytUDAMD6q612AbR/hx12WA477LA1HiuKIhMmTMill16aY445Jklyyy23pL6+PpMnT87pp5+ehQsX5sYbb8ytt96aQw45JEkyadKk9OvXL7/4xS9y6KGHttlYAABYd/vuu2/uvvvujB49OldeeWX69++fCRMm5IQTTqj0ueiii7J06dKMGDEiCxYsyH777ZcHHngg3bt3r2LlAACwYdzhTlXNnj07zc3NGTZsWKWtrq4ugwcPzrRp05IkM2bMyNtvv92iT2NjYwYOHFjpsybLly/PokWLWmwAALStI488Mr/97W+zbNmyvPDCC/na177W4nhNTU2ampry+uuvZ9myZZk6dWoGDhxYpWoBAOCjEbhTVe99QNZffihWfX195Vhzc3M6deqUrbbaaq191mTs2LHp2bNnZevXr1/J1QMAAAAA/B+BOxuFmpqaFvtFUazW9pc+rM/o0aOzcOHCyjZ37txSagUAAAAAWBOBO1XV0NCQJKvdqT5v3rzKXe8NDQ1ZsWJFFixYsNY+a1JXV5cePXq02AAAAAAAWovAnarq379/GhoaMmXKlErbihUrMnXq1AwaNChJsvfee6djx44t+rz++ut57rnnKn0AAAAAAKqtttoF0P4tWbIkv//97yv7s2fPztNPP51evXpl++23z8iRIzNmzJgMGDAgAwYMyJgxY9K1a9cMHz48SdKzZ8+cdtppOf/889O7d+/06tUrF1xwQXbfffcccsgh1RoWAAAAAEALAnda3RNPPJGDDjqosj9q1KgkySmnnJKbb745F110UZYuXZoRI0ZkwYIF2W+//fLAAw+ke/fuldd85zvfSW1tbY499tgsXbo0Bx98cG6++eZ06NChzccDAAAAALAmAnda3ZAhQ1IUxVqP19TUpKmpKU1NTWvt07lz51xzzTW55pprWqFCAAAAAICPzjPcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAneq7p133sk3vvGN9O/fP126dMlOO+2UK6+8MqtWrar0KYoiTU1NaWxsTJcuXTJkyJDMnDmzilUDAAAAALQkcKfqrr766lx//fWZOHFiXnjhhYwbNy7f+ta3cs0111T6jBs3LuPHj8/EiRMzffr0NDQ0ZOjQoVm8eHEVKwcAAAAA+D8Cd6ruV7/6VT7/+c/niCOOyI477pgvfelLGTZsWJ544okk797dPmHChFx66aU55phjMnDgwNxyyy156623Mnny5CpXDwAAAADwLoE7VXfAAQfkwQcfzIsvvpgkeeaZZ/LYY4/l8MMPT5LMnj07zc3NGTZsWOU1dXV1GTx4cKZNm1aVmgEAAAAA/lJttQuAiy++OAsXLswuu+ySDh06ZOXKlbnqqqty/PHHJ0mam5uTJPX19S1eV19fn5dffnmt512+fHmWL19e2V+0aFErVA8AAAAA8C53uFN1d955ZyZNmpTJkyfnySefzC233JJ/+qd/yi233NKiX01NTYv9oihWa3u/sWPHpmfPnpWtX79+rVI/AAAAAEAicGcjcOGFF+aSSy7Jcccdl9133z0nnXRSzjvvvIwdOzZJ0tDQkOT/7nR/z7x581a76/39Ro8enYULF1a2uXPntt4gAAAAAIDNnsCdqnvrrbeyxRYtvxU7dOiQVatWJUn69++fhoaGTJkypXJ8xYoVmTp1agYNGrTW89bV1aVHjx4tNgAAAACA1uIZ7lTdUUcdlauuuirbb799PvGJT+Spp57K+PHj87d/+7dJ3n2UzMiRIzNmzJgMGDAgAwYMyJgxY9K1a9cMHz68ytUDAAAAALxL4E7VXXPNNbnssssyYsSIzJs3L42NjTn99NPzD//wD5U+F110UZYuXZoRI0ZkwYIF2W+//fLAAw+ke/fuVawcAAAAAOD/CNypuu7du2fChAmZMGHCWvvU1NSkqakpTU1NbVYXAAAAAMD68Ax3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAKBNjB07NjU1NRk5cmSlrSiKNDU1pbGxMV26dMmQIUMyc+bM6hUJAAAfgcAdAABoddOnT88NN9yQT37yky3ax40bl/Hjx2fixImZPn16GhoaMnTo0CxevLhKlQIAwIYTuAMAAK1qyZIlOeGEE/KDH/wgW221VaW9KIpMmDAhl156aY455pgMHDgwt9xyS956661Mnjy5ihUDAMCGEbgDAACt6swzz8wRRxyRQw45pEX77Nmz09zcnGHDhlXa6urqMnjw4EybNm2t51u+fHkWLVrUYgMAgI1BbbULAAAA2q877rgjTz75ZKZPn77asebm5iRJfX19i/b6+vq8/PLLaz3n2LFjc8UVV5RbKAAAlMAd7gAAQKuYO3duzj333EyaNCmdO3dea7+ampoW+0VRrNb2fqNHj87ChQsr29y5c0urGQAAPgp3uAMAAK1ixowZmTdvXvbee+9K28qVK/PII49k4sSJmTVrVpJ373Tv27dvpc+8efNWu+v9/erq6lJXV9d6hQMAwAZyhzsAANAqDj744Pz2t7/N008/Xdn22WefnHDCCXn66aez0047paGhIVOmTKm8ZsWKFZk6dWoGDRpUxcoBAGDDuMMdAABoFd27d8/AgQNbtHXr1i29e/eutI8cOTJjxozJgAEDMmDAgIwZMyZdu3bN8OHDq1EyAAB8JAJ3AACgai666KIsXbo0I0aMyIIFC7LffvvlgQceSPfu3atdGgAArDeBOwAA0GYefvjhFvs1NTVpampKU1NTVeoBAIAyeYY7AAAAAACUQOAOAAAAAAAlELgDAAAAAEAJBO4AAAAAAFACgTsAAAAAAJRA4A4AAAAAACUQuAMAAAAAQAkE7gAAAAAAUAKBOwAAAAAAlEDgDgAAAAAAJRC4AwAAAABACQTuAAAAAABQAoE7AAAAAACUQOAOAAAAAAAlELgDAAAAAEAJBO5sFF599dWceOKJ6d27d7p27Zo999wzM2bMqBwviiJNTU1pbGxMly5dMmTIkMycObOKFQMAAAAAtCRwp+oWLFiQ/fffPx07dszPf/7zPP/88/n2t7+dLbfcstJn3LhxGT9+fCZOnJjp06enoaEhQ4cOzeLFi6tXOAAAAADA+9RWuwC4+uqr069fv9x0002Vth133LHy30VRZMKECbn00ktzzDHHJEluueWW1NfXZ/LkyTn99NPbumQAAAAAgNW4w52qu/fee7PPPvvky1/+crbZZpvstdde+cEPflA5Pnv27DQ3N2fYsGGVtrq6ugwePDjTpk1b63mXL1+eRYsWtdgAAAAAAFqLwJ2qe+mll3LddddlwIABuf/++3PGGWfknHPOyY9+9KMkSXNzc5Kkvr6+xevq6+srx9Zk7Nix6dmzZ2Xr169f6w0CAAAAANjsCdypulWrVuVTn/pUxowZk7322iunn356vva1r+W6665r0a+mpqbFflEUq7W93+jRo7Nw4cLKNnfu3FapHwAAAAAgEbizEejbt2922223Fm277rpr5syZkyRpaGhIktXuZp83b95qd72/X11dXXr06NFiAwAAAABoLQJ3qm7//ffPrFmzWrS9+OKL2WGHHZIk/fv3T0NDQ6ZMmVI5vmLFikydOjWDBg1q01oBAAAAANamttoFwHnnnZdBgwZlzJgxOfbYY/Ob3/wmN9xwQ2644YYk7z5KZuTIkRkzZkwGDBiQAQMGZMyYMenatWuGDx9e5eoBAAAAAN4lcKfq9t1339x9990ZPXp0rrzyyvTv3z8TJkzICSecUOlz0UUXZenSpRkxYkQWLFiQ/fbbLw888EC6d+9excoBAAAAAP6PwJ2NwpFHHpkjjzxyrcdramrS1NSUpqamtisKAAAAAGA9eIY7AAAAAACUQOAOAAAAAAAlELgDAAAAAEAJBO4AAAAAAFACgTsAAAAAAJRA4A4AAAAAACUQuAMAAAAAQAkE7gAAAAAAUAKBOwAAAAAAlEDgDgAAAAAAJRC4AwAAAABACQTuAAAAAABQAoE7AAAAAACUQOAOAAAAAAAlELgDAAAAAEAJBO4AAAAAAFACgTsAAAAAAJRA4A4AAAAAACUQuAMAAAAAQAkE7gAAAAAAUAKBOwAAAAAAlEDgDgAAAAAAJRC4AwAAAABACQTuAAAAAABQAoE7AAAAAACUQOAOAAAAAAAlELgDAAAAAEAJBO4AAAAAAFACgTsAAAAAAJRA4A4AAAAAACUQuAMAAAAAQAkE7gAAAAAAUAKBOwAAAAAAlEDgDgAAAAAAJRC4AwAAAABACQTuAAAAAABQAoE7AAAAAACUQOAOAAAAAAAlELgDAAAAAEAJBO4AAAAAAFACgTsAAAAAAJRA4A4AAAAAACUQuAMAAAAAQAkE7gAAAAAAUAKBOwAAAAAAlEDgDgAAAAAAJRC4AwAAAABACQTuAAAAAABQAoE7AAAAAACUQOAOAAAAAAAlELgDAAAAAEAJBO4AAAAAAFACgTsAAAAAAJRA4M5GZ+zYsampqcnIkSMrbUVRpKmpKY2NjenSpUuGDBmSmTNnVq9IAAAAAIC/IHBnozJ9+vTccMMN+eQnP9mifdy4cRk/fnwmTpyY6dOnp6GhIUOHDs3ixYurVCkAAAAAQEsCdzYaS5YsyQknnJAf/OAH2WqrrSrtRVFkwoQJufTSS3PMMcdk4MCBueWWW/LWW29l8uTJVawYAAAAAOD/CNzZaJx55pk54ogjcsghh7Ronz17dpqbmzNs2LBKW11dXQYPHpxp06a1dZkAAAAAAGtUW+0CIEnuuOOOPPnkk5k+ffpqx5qbm5Mk9fX1Ldrr6+vz8ssvr/Wcy5cvz/Llyyv7ixYtKqlaAAAAAIDVucOdqps7d27OPffcTJo0KZ07d15rv5qamhb7RVGs1vZ+Y8eOTc+ePStbv379SqsZAAAAAOAvCdypuhkzZmTevHnZe++9U1tbm9ra2kydOjXf+973UltbW7mz/b073d8zb9681e56f7/Ro0dn4cKFlW3u3LmtOg4AAAAAYPPmkTJU3cEHH5zf/va3Ldq++tWvZpdddsnFF1+cnXbaKQ0NDZkyZUr22muvJMmKFSsyderUXH311Ws9b11dXerq6lq1dgAAAACA9wjcqbru3btn4MCBLdq6deuW3r17V9pHjhyZMWPGZMCAARkwYEDGjBmTrl27Zvjw4dUoGQAAAABgNQJ3NgkXXXRRli5dmhEjRmTBggXZb7/98sADD6R79+7VLg0AAAAAIInAnY3Uww8/3GK/pqYmTU1NaWpqqko9AAAAAAAfxoemAgAAAABACQTuAAAAAABQAoE7AAAAAACUQOAOAAAAAAAlELgDAAAAAEAJBO4AAAAAAFACgTsAAAAAAJRA4A4AAAAAACUQuAMAAAAAQAkE7gAAQKsYO3Zs9t1333Tv3j3bbLNNvvCFL2TWrFkt+hRFkaampjQ2NqZLly4ZMmRIZs6cWaWKAQDgoxG4AwAArWLq1Kk588wz8/jjj2fKlCl55513MmzYsLz55puVPuPGjcv48eMzceLETJ8+PQ0NDRk6dGgWL15cxcoBAGDD1Fa7AAAAoH267777WuzfdNNN2WabbTJjxox87nOfS1EUmTBhQi699NIcc8wxSZJbbrkl9fX1mTx5ck4//fRqlA0AABvMHe4AAECbWLhwYZKkV69eSZLZs2enubk5w4YNq/Spq6vL4MGDM23atLWeZ/ny5Vm0aFGLDQAANgYCdwAAoNUVRZFRo0blgAMOyMCBA5Mkzc3NSZL6+voWfevr6yvH1mTs2LHp2bNnZevXr1/rFQ4AAOtB4A4AALS6s846K88++2xuv/321Y7V1NS02C+KYrW29xs9enQWLlxY2ebOnVt6vQAAsCE8wx0AAGhVZ599du6999488sgj2W677SrtDQ0NSd69071v376V9nnz5q121/v71dXVpa6urvUKBgCADeQOdwAAoFUURZGzzjord911Vx566KH079+/xfH+/funoaEhU6ZMqbStWLEiU6dOzaBBg9q6XAAA+Mjc4Q4AALSKM888M5MnT85Pf/rTdO/evfJc9p49e6ZLly6pqanJyJEjM2bMmAwYMCADBgzImDFj0rVr1wwfPrzK1QMAwPoTuAMAAK3iuuuuS5IMGTKkRftNN92UU089NUly0UUXZenSpRkxYkQWLFiQ/fbbLw888EC6d+/extUCAMBHJ3AHAABaRVEUH9qnpqYmTU1NaWpqav2CAACglXmGOwAAAAAAlEDgDgAAAAAAJRC4AwAAAABACQTuAAAAAABQAoE7AAAAAACUQOAOAAAAAAAlELgDAAAAAEAJBO4AAAAAAFACgTsAAAAAAJRA4A4AAAAAACUQuAMAAAAAQAkE7gAAAAAAUAKBOwAAAAAAlEDgDgAAAAAAJRC4AwAAAABACQTuAAAAAABQAoE7AAAAAACUQOAOAAAAAAAlELgDAAAAAEAJBO4AAAAAAFACgTsAAAAAAJRA4A4AAAAAACUQuAMAAAAAQAkE7gAAAAAAUAKBOwAAAAAAlEDgDgAAAAAAJRC4AwAAAABACQTuAAAAAABQAoE7AAAAAACUQOAOAAAAAAAlELgDAAAAAEAJBO4AAAAAAFACgTsAAAAAAJRA4A4AAAAAACUQuFN1Y8eOzb777pvu3btnm222yRe+8IXMmjWrRZ+iKNLU1JTGxsZ06dIlQ4YMycyZM6tUMQAAAADA6gTuVN3UqVNz5pln5vHHH8+UKVPyzjvvZNiwYXnzzTcrfcaNG5fx48dn4sSJmT59ehoaGjJ06NAsXry4ipUDAAAAAPyf2moXAPfdd1+L/ZtuuinbbLNNZsyYkc997nMpiiITJkzIpZdemmOOOSZJcsstt6S+vj6TJ0/O6aefXo2yAQAAAABacIc7G52FCxcmSXr16pUkmT17dpqbmzNs2LBKn7q6ugwePDjTpk1b63mWL1+eRYsWtdgAAAAAAFqLwJ2NSlEUGTVqVA444IAMHDgwSdLc3Jwkqa+vb9G3vr6+cmxNxo4dm549e1a2fv36tV7hAAAAAMBmT+DORuWss87Ks88+m9tvv321YzU1NS32i6JYre39Ro8enYULF1a2uXPnll4vAAAAAMB7PMOdjcbZZ5+de++9N4888ki22267SntDQ0OSd+9079u3b6V93rx5q931/n51dXWpq6trvYIBAAAAAN7HHe5UXVEUOeuss3LXXXfloYceSv/+/Vsc79+/fxoaGjJlypRK24oVKzJ16tQMGjSorcsFAAAAAFgjd7hTdWeeeWYmT56cn/70p+nevXvluew9e/ZMly5dUlNTk5EjR2bMmDEZMGBABgwYkDFjxqRr164ZPnx4lasHAAAAAHiXwJ2qu+6665IkQ4YMadF+00035dRTT02SXHTRRVm6dGlGjBiRBQsWZL/99ssDDzyQ7t27t3G1AAAAAABrJnCn6oqi+NA+NTU1aWpqSlNTU+sXBAAAAACwATzDHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEtdUuAAAAAADYfMyZMyfz58//0H59+vTJ9ttv3wYVQXkE7gAAAABAm5gzZ0523nnXLFv21of27dy5a2bNekHoziZF4A4AAAAAtIn58+f/b9g+KcmuH9DzhSxbdmLmz58vcGeTInAHAAAAANrYrkk+Ve0ioHQ+NBUAAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAAChBbbULAGDjNmfOnMyfP/9D+/Xp0yfbb799G1QEAAAAsHESuAOwVnPmzMnOO++aZcve+tC+nTt3zaxZLwjdAQAAgM2WwB2AtZo/f/7/hu2Tkuz6AT1fyLJlJ2b+/PkCdwAAAGCzJXAHYB3smuRT1S4CAAAAYKMmcIeN1Lo8N3tdn5ntGdwAAAAA0PoE7rARWtfnZq/LM7M9gxsAAAAA2sYW1S4A1se1116b/v37p3Pnztl7773z6KOPVrukVtHyudkz1rJNyrJlb33onevrdq51Px8AQGvYXNZ5AAC0b+5wZ5Nx5513ZuTIkbn22muz//7755//+Z9z2GGH5fnnn9/k7sh+4YUX1vH4hz83u8xzlanMR+JszNcEoPV4JNrmoz2t8wAA2LwJ3NlkjB8/Pqeddlr+7u/+LkkyYcKE3H///bnuuusyduzYKle3rl5PskVOPPHEjexc5SrzkTgb8zUBaD0eibZ5aR/rPAAAELiziVixYkVmzJiRSy65pEX7sGHDMm3atCpVtSH+nGRV3n28y64f0O9nSS5rw3OVq+VjbNZW2wtZtuzEzJ8/v5SApBrXBKD1rNvP9cTP9k1f+1nnAQCAwJ1NxPz587Ny5crU19e3aK+vr09zc/MaX7N8+fIsX768sr9w4cIkyaJFi1qlxiVLlvzvf81IsmQtvd57vMtbH9AnSZa18bmSZNa7vWbMeN9YVrfFFltk1apVH3CeZNasWetQ21vrdL2N+Zrr0qfsfm19rv+b17b7/lnXfpv6/Ffjmuqv7jXVv3791u3n+nvH330fbo33+PfOWRRF6efmXe1nnbdu74XJxvlvbmM+1+ZyTfW3zjXXbT1b7r/fde23sZ6rGtfc1OuvxjU35frX9/dM6zw2NTWF7yo2Aa+99lq23XbbTJs2LZ/97Gcr7VdddVVuvfXW/Nd//ddqr2lqasoVV1zRlmUCAO3U3Llzs91221W7jHbJOg8AqCbrPMrmDnc2CX369EmHDh1Wu8tp3rx5q90N9Z7Ro0dn1KhRlf1Vq1blT3/6U3r37p2amprSalu0aFH69euXuXPnpkePHqWdd1Nh/Jv3+BNzYPzGvzmPP2n/c1AURRYvXpzGxsZql9JubczrvPe09+/zjZ35ry7zX13mv7rMf3W19vxb59FaBO5sEjp16pS99947U6ZMyRe/+MVK+5QpU/L5z39+ja+pq6tLXV1di7Ytt9yy1Wrs0aPHZv0GbPyb9/gTc2D8xr85jz9p33PQs2fPapfQrm0K67z3tOfv802B+a8u819d5r+6zH91teb8W+fRGgTubDJGjRqVk046Kfvss08++9nP5oYbbsicOXNyxhlnVLs0AAA+Aus8AADaC4E7m4yvfOUreeONN3LllVfm9ddfz8CBA/Ozn/0sO+ywQ7VLAwDgI7DOAwCgvRC4s0kZMWJERowYUe0yWqirq8vll1++2p81by6Mf/Mef2IOjN/4N+fxJ+aA8myM67z3+D6vLvNfXea/usx/dZn/6jL/bKpqiqIoql0EAAAAAABs6raodgEAAAAAANAeCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcIeP4Nprr03//v3TuXPn7L333nn00UerXVKrGDt2bPbdd990794922yzTb7whS9k1qxZLfoURZGmpqY0NjamS5cuGTJkSGbOnFmlilvX2LFjU1NTk5EjR1baNofxv/rqqznxxBPTu3fvdO3aNXvuuWdmzJhROd6e5+Cdd97JN77xjfTv3z9dunTJTjvtlCuvvDKrVq2q9GlP43/kkUdy1FFHpbGxMTU1NbnnnntaHF+XsS5fvjxnn312+vTpk27duuXoo4/OK6+80oaj+Gg+aA7efvvtXHzxxdl9993TrVu3NDY25uSTT85rr73W4hyb8hx82PfA+51++umpqanJhAkTWrRvyuNn87O+a7qpU6dm7733TufOnbPTTjvl+uuvb6NK26f1mf+77rorQ4cOzdZbb50ePXrks5/9bO6///42rLZ92tDfa/7zP/8ztbW12XPPPVu3wHZufed/+fLlufTSS7PDDjukrq4uH/vYx/LDH/6wjaptf9Z3/m+77bbsscce6dq1a/r27ZuvfvWreeONN9qo2vZjfdab7/H+y6ZC4A4b6M4778zIkSNz6aWX5qmnnsqBBx6Yww47LHPmzKl2aaWbOnVqzjzzzDz++OOZMmVK3nnnnQwbNixvvvlmpc+4ceMyfvz4TJw4MdOnT09DQ0OGDh2axYsXV7Hy8k2fPj033HBDPvnJT7Zob+/jX7BgQfbff/907NgxP//5z/P888/n29/+drbccstKn/Y8B1dffXWuv/76TJw4MS+88ELGjRuXb33rW7nmmmsqfdrT+N98883ssccemThx4hqPr8tYR44cmbvvvjt33HFHHnvssSxZsiRHHnlkVq5c2VbD+Eg+aA7eeuutPPnkk7nsssvy5JNP5q677sqLL76Yo48+ukW/TXkOPux74D333HNPfv3rX6exsXG1Y5vy+Nm8rO+abvbs2Tn88MNz4IEH5qmnnsrXv/71nHPOOfnJT37SxpW3D+s7/4888kiGDh2an/3sZ5kxY0YOOuigHHXUUXnqqafauPL2Y0N/r1m4cGFOPvnkHHzwwW1Uafu0IfN/7LHH5sEHH8yNN96YWbNm5fbbb88uu+zShlW3H+s7/4899lhOPvnknHbaaZk5c2b+5V/+JdOnT8/f/d3ftXHlm751XW++x/svm5QC2CCf/vSnizPOOKNF2y677FJccsklVaqo7cybN69IUkydOrUoiqJYtWpV0dDQUHzzm9+s9Fm2bFnRs2fP4vrrr69WmaVbvHhxMWDAgGLKlCnF4MGDi3PPPbcois1j/BdffHFxwAEHrPV4e5+DI444ovjbv/3bFm3HHHNMceKJJxZF0b7Hn6S4++67K/vrMtY///nPRceOHYs77rij0ufVV18ttthii+K+++5rs9rL8pdzsCa/+c1viiTFyy+/XBRF+5qDtY3/lVdeKbbddtviueeeK3bYYYfiO9/5TuVYexo/7d/6rukuuuiiYpdddmnRdvrppxef+cxnWq3G9qyMNfVuu+1WXHHFFWWXttnY0K/BV77yleIb3/hGcfnllxd77LFHK1bYvq3v/P/85z8vevbsWbzxxhttUV67t77z/61vfavYaaedWrR973vfK7bbbrtWq3FzsC7rbe+/bErc4Q4bYMWKFZkxY0aGDRvWon3YsGGZNm1alapqOwsXLkyS9OrVK8m7/6e5ubm5xXzU1dVl8ODB7Wo+zjzzzBxxxBE55JBDWrRvDuO/9957s88+++TLX/5yttlmm+y11175wQ9+UDne3ufggAMOyIMPPpgXX3wxSfLMM8/ksccey+GHH56k/Y///dZlrDNmzMjbb7/dok9jY2MGDhzY7ubjPQsXLkxNTU3lrz7a+xysWrUqJ510Ui688MJ84hOfWO14ex8/7ceGrOl+9atfrdb/0EMPzRNPPJG333671Wptj8pYU69atSqLFy+urEtZPxv6Nbjpppvyhz/8IZdffnlrl9iubcj8v7cuHzduXLbddtt8/OMfzwUXXJClS5e2RcntyobM/6BBg/LKK6/kZz/7WYqiyH//93/nX//1X3PEEUe0RcmbNe+/bEpqq10AbIrmz5+flStXpr6+vkV7fX19mpubq1RV2yiKIqNGjcoBBxyQgQMHJkllzGuaj5dffrnNa2wNd9xxR5588slMnz59tWObw/hfeumlXHfddRk1alS+/vWv5ze/+U3OOeec1NXV5eSTT273c3DxxRdn4cKF2WWXXdKhQ4esXLkyV111VY4//vgkm8f3wHvWZazNzc3p1KlTttpqq9X6tMefkcuWLcsll1yS4cOHp0ePHkna/xxcffXVqa2tzTnnnLPG4+19/LQfG7Kma25uXmP/d955J/Pnz0/fvn1brd72pow19be//e28+eabOfbYY1ujxHZvQ74Gv/vd73LJJZfk0UcfTW2tSOGj2JD5f+mll/LYY4+lc+fOufvuuzN//vyMGDEif/rTnzzHfT1tyPwPGjQot912W77yla9k2bJleeedd3L00Ue3eNQkrcP7L5sS747wEdTU1LTYL4pitbb25qyzzsqzzz6bxx57bLVj7XU+5s6dm3PPPTcPPPBAOnfuvNZ+7XX8ybt3j+2zzz4ZM2ZMkmSvvfbKzJkzc9111+Xkk0+u9Guvc3DnnXdm0qRJmTx5cj7xiU/k6aefzsiRI9PY2JhTTjml0q+9jn9NNmSs7XE+3n777Rx33HFZtWpVrr322g/t3x7mYMaMGfnud7+bJ598cr3H0h7GT/u0vj/T1tR/Te2smw19/7z99tvT1NSUn/70p9lmm21aq7zNwrp+DVauXJnhw4fniiuuyMc//vG2Kq/dW59/A6tWrUpNTU1uu+229OzZM0kyfvz4fOlLX8r3v//9dOnSpdXrbW/WZ/6ff/75nHPOOfmHf/iHHHrooXn99ddz4YUX5owzzsiNN97YFuVu1rz/sqnwSBnYAH369EmHDh1W+7/e8+bNW+3/uLYnZ599du6999788pe/zHbbbVdpb2hoSJJ2Ox8zZszIvHnzsvfee6e2tja1tbWZOnVqvve976W2trYyxvY6/iTp27dvdttttxZtu+66a+XDhNr798CFF16YSy65JMcdd1x23333nHTSSTnvvPMyduzYJO1//O+3LmNtaGjIihUrsmDBgrX2aQ/efvvtHHvssZk9e3amTJlSubs9ad9z8Oijj2bevHnZfvvtKz8TX3755Zx//vnZcccdk7Tv8dO+bMiarqGhYY39a2tr07t371artT36KGvqO++8M6eddlp+/OMfr/a4P9bd+n4NFi9enCeeeCJnnXVW5T3gyiuvzDPPPJPa2to89NBDbVV6u7Ah/wb69u2bbbfdthK2J++uy4uiyCuvvNKq9bY3GzL/Y8eOzf77758LL7wwn/zkJ3PooYfm2muvzQ9/+MO8/vrrbVH2Zsv7L5sSgTtsgE6dOmXvvffOlClTWrRPmTIlgwYNqlJVracoipx11lm566678tBDD6V///4tjvfv3z8NDQ0t5mPFihWZOnVqu5iPgw8+OL/97W/z9NNPV7Z99tknJ5xwQp5++unstNNO7Xr8SbL//vtn1qxZLdpefPHF7LDDDkna//fAW2+9lS22aPmW2aFDh6xatSpJ+x//+63LWPfee+907NixRZ/XX389zz33XLuZj/fC9t/97nf5xS9+sdoivz3PwUknnZRnn322xc/ExsbGXHjhhbn//vuTtO/x075syJrus5/97Gr9H3jggeyzzz7p2LFjq9XaHm3omvr222/PqaeemsmTJ3tu8ke0vl+DHj16rLYuPuOMM7Lzzjvn6aefzn777ddWpbcLG/JvYP/9989rr72WJUuWVNpefPHFbLHFFi1uiuLDbcj8r+33guT/7ramdXj/ZZPSph/RCu3IHXfcUXTs2LG48cYbi+eff74YOXJk0a1bt+KPf/xjtUsr3d///d8XPXv2LB5++OHi9ddfr2xvvfVWpc83v/nNomfPnsVdd91V/Pa3vy2OP/74om/fvsWiRYuqWHnrGTx4cHHuuedW9tv7+H/zm98UtbW1xVVXXVX87ne/K2677baia9euxaRJkyp92vMcnHLKKcW2225b/Pu//3sxe/bs4q677ir69OlTXHTRRZU+7Wn8ixcvLp566qniqaeeKpIU48ePL5566qni5ZdfLopi3cZ6xhlnFNttt13xi1/8onjyySeLv/qrvyr22GOP4p133qnWsNbLB83B22+/XRx99NHFdtttVzz99NMtfi4uX768co5NeQ4+7HvgL+2www7Fd77znRZtm/L42bx82JrukksuKU466aRK/5deeqno2rVrcd555xXPP/98ceONNxYdO3Ys/vVf/7VaQ9ikre/8T548uaitrS2+//3vt/j5++c//7laQ9jkre/X4C9dfvnlxR577NFG1bY/6zv/ixcvLrbbbrviS1/6UjFz5sxi6tSpxYABA4q/+7u/q9YQNmnrO/833XRTUVtbW1x77bXFH/7wh+Kxxx4r9tlnn+LTn/50tYawyfqw9ab3XzZlAnf4CL7//e8XO+ywQ9GpU6fiU5/6VDF16tRql9Qqkqxxu+mmmyp9Vq1aVVx++eVFQ0NDUVdXV3zuc58rfvvb31av6Fb2l4H75jD+f/u3fysGDhxY1NXVFbvssktxww03tDjenudg0aJFxbnnnltsv/32RefOnYuddtqpuPTSS1uEq+1p/L/85S/X+G/+lFNOKYpi3ca6dOnS4qyzzip69epVdOnSpTjyyCOLOXPmVGE0G+aD5mD27Nlr/bn4y1/+snKOTXkOPux74C+tKXDflMfP5ueD1nSnnHJKMXjw4Bb9H3744WKvvfYqOnXqVOy4447Fdddd18YVty/rM/+DBw9er59PrJv1/TfwfgL3j2595/+FF14oDjnkkKJLly7FdtttV4waNarFzVCsn/Wd/+9973vFbrvtVnTp0qXo27dvccIJJxSvvPJKG1e96fuw9ab3XzZlNUXhb14AAAAAAOCj8gx3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEgjcAQAAAACgBAJ3AAAAAAAogcAdAAAAAABKIHAHAAAAAIASCNwBAAAAAKAEAncAAAAAACiBwB0AAAAAAEogcAcAAAAAgBII3AEAAAAAoAQCdwAAAAAAKIHAHQAAAAAASiBwBwAAAACAEvz/Rb4Tm5bT7j8AAAAASUVORK5CYII=' width=1500.0/>\n",
+       "            </div>\n",
+       "        "
+      ],
       "text/plain": [
-       "<Figure size 2000x1500 with 4 Axes>"
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
       ]
      },
      "metadata": {},
@@ -433,32 +525,130 @@
     }
    ],
    "source": [
-    "ax = plt.subplot(2, 2, 1)\n",
-    "plt.hist(products[\"material_score\"], color='blue', edgecolor='black', bins=50)\n",
-    "ax.set_title(\"material score\")\n",
-    "ax = plt.subplot(2, 2, 2)\n",
-    "plt.hist(products[\"weight_score\"], color='blue', edgecolor='black', bins=50)\n",
-    "ax.set_title(\"weight score\")\n",
-    "ax = plt.subplot(2, 2, 3)\n",
-    "plt.hist(products[\"packaging_score\"], color='blue', edgecolor='black', bins=50)\n",
-    "ax.set_title(\"packaging score\")\n",
-    "ax = plt.subplot(2, 2, 4)\n",
-    "plt.hist(products[\"origin_score\"], color='blue', edgecolor='black', bins=50)\n",
-    "ax.set_title(\"origin score\")\n",
+    "plt.close(fig)\n",
+    "fig=plt.figure(figsize=(15, 15))\n",
+    "\n",
+    "for i, score in enumerate([\"material_score\", \"weight_score\", \"packaging_score\", \"origin_score\"]):\n",
+    "    ax = plt.subplot(2, 2, i+1)\n",
+    "    values = products[score]\n",
+    "    plt.hist(values, color='blue', edgecolor='black', bins=50)\n",
+    "    ax.set_title(score)\n",
+    "    print(\"score:\", score)\n",
+    "    print(\"mean:\", values.mean())\n",
+    "    print(\"standard deviation:\", values.std())\n",
+    "    print()\n",
+    "\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 48,
    "id": "34009b25-9ed1-4cdb-987a-bd6315a6f15d",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "category: School & Office Supplies\n",
+      "mean: 0.30434782608695654\n",
+      "standard deviation: 0.3611575592573077\n",
+      "\n",
+      "category: Top Deals\n",
+      "mean: 0.0\n",
+      "standard deviation: nan\n",
+      "\n",
+      "category: Party Supplies\n",
+      "mean: 0.0\n",
+      "standard deviation: 0.0\n",
+      "\n",
+      "category: Holiday Shop\n",
+      "mean: 0.42857142857142855\n",
+      "standard deviation: 0.17928429140015903\n",
+      "\n",
+      "category: Household Essentials\n",
+      "mean: 0.0\n",
+      "standard deviation: nan\n",
+      "\n",
+      "category: Home\n",
+      "mean: 0.2608695652173913\n",
+      "standard deviation: 0.25537695922762454\n",
+      "\n",
+      "category: Kitchen & Dining\n",
+      "mean: 0.0\n",
+      "standard deviation: 0.0\n",
+      "\n",
+      "category: Pets\n",
+      "mean: 0.5\n",
+      "standard deviation: nan\n",
+      "\n",
+      "category: Health\n",
+      "mean: 0.25\n",
+      "standard deviation: 0.3535533905932738\n",
+      "\n",
+      "category: Toys\n",
+      "mean: 0.0\n",
+      "standard deviation: 0.0\n",
+      "\n",
+      "category: Clothing, Shoes & Accessories\n",
+      "mean: 0.0\n",
+      "standard deviation: 0.0\n",
+      "\n",
+      "category: Luggage\n",
+      "mean: 0.0\n",
+      "standard deviation: nan\n",
+      "\n",
+      "category: Grocery\n",
+      "mean: 0.5\n",
+      "standard deviation: nan\n",
+      "\n",
+      "category: Beauty\n",
+      "mean: 0.5\n",
+      "standard deviation: nan\n",
+      "\n",
+      "category: Sports & Outdoors\n",
+      "mean: 0.2727272727272727\n",
+      "standard deviation: 0.26111648393354675\n",
+      "\n",
+      "category: Patio & Garden\n",
+      "mean: 0.6428571428571429\n",
+      "standard deviation: 0.24397501823713333\n",
+      "\n",
+      "category: Furniture\n",
+      "mean: 0.13636363636363635\n",
+      "standard deviation: 0.3233348953414316\n",
+      "\n",
+      "category: Movies, Music & Books\n",
+      "mean: 0.5151515151515151\n",
+      "standard deviation: 0.087038827977849\n",
+      "\n",
+      "category: Electronics\n",
+      "mean: 0.25\n",
+      "standard deviation: 0.26352313834736496\n",
+      "\n"
+     ]
+    },
     {
      "data": {
-      "image/png": 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",
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",
+      "text/html": [
+       "\n",
+       "            <div style=\"display: inline-block;\">\n",
+       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+       "                    Figure\n",
+       "                </div>\n",
+       "                <img 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' width=1500.0/>\n",
+       "            </div>\n",
+       "        "
+      ],
       "text/plain": [
-       "<Figure size 1000x1000 with 19 Axes>"
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
       ]
      },
      "metadata": {},
@@ -475,11 +665,18 @@
    "source": [
     "categories = set(products[\"primary_category\"])\n",
     "n_categories = 19  # len(categories)\n",
+    "plt.close(fig)\n",
+    "fig=plt.figure(figsize=(15, 10))\n",
     "for i, category in enumerate(categories):\n",
-    "    ax = plt.subplot(5, 4, i+1)\n",
     "    sel = products[\"primary_category\"] == category\n",
+    "    scores = products.loc[sel, \"origin_score\"]\n",
+    "    ax = plt.subplot(5, 4, i+1)\n",
     "    plt.xlim(0, 1)\n",
-    "    plt.hist(products.loc[sel, \"origin_score\"], color='blue', edgecolor='black', bins=50)\n",
+    "    plt.hist(scores, color='blue', edgecolor='black', bins=50)\n",
+    "    print(\"category:\", category)\n",
+    "    print(\"mean:\", scores.mean())\n",
+    "    print(\"standard deviation:\", scores.std())\n",
+    "    print()\n",
     "plt.show()\n",
     "print(len(categories))"
    ]
diff --git a/notebooks/exploration.ipynb b/notebooks/exploration.ipynb
index 059523d..41cf4d2 100644
--- a/notebooks/exploration.ipynb
+++ b/notebooks/exploration.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 3,
    "id": "98ded03d-0208-4416-a5e5-720a2e0742fa",
    "metadata": {},
    "outputs": [
@@ -264,7 +264,7 @@
        "[5 rows x 24 columns]"
       ]
      },
-     "execution_count": 47,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -273,7 +273,7 @@
     "import functools\n",
     "import pandas as pd\n",
     "import matplotlib.pyplot as plt\n",
-    "%matplotlib inline\n",
+    "%matplotlib widget\n",
     "from IPython.display import display, HTML\n",
     "\n",
     "in_file = \"/home/jovyan/data/large_target_store_products_dataset_sample - large_target_store_products_dataset_sample.csv\"\n",
@@ -283,7 +283,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 4,
    "id": "c20c14ea-9ef6-4d40-8b7d-4731d0866239",
    "metadata": {},
    "outputs": [
@@ -299,7 +299,7 @@
        "      dtype='object')"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -310,7 +310,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "id": "165723d1-8152-4e30-b25a-cbca7f4935f9",
    "metadata": {},
    "outputs": [
@@ -337,7 +337,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "id": "d153a732-f18c-4fb7-9282-9c02c49c3cc0",
    "metadata": {},
    "outputs": [
@@ -364,7 +364,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "id": "b06e66af-e0e3-466c-8797-546d5e076f32",
    "metadata": {},
    "outputs": [
@@ -387,7 +387,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "id": "015a0d99-b4c2-47cf-9e23-59485a450470",
    "metadata": {},
    "outputs": [
@@ -410,7 +410,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "99cbfba8-4324-4d2a-b2e2-d766a5e57964",
    "metadata": {},
    "outputs": [
@@ -433,7 +433,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "id": "6c05e1db-7181-422e-924b-e67a28886abe",
    "metadata": {},
    "outputs": [
@@ -746,8 +746,7 @@
     "# I think it's safe to just remove the duplicates\n",
     "\n",
     "specifications = data.loc[1,\"specifications\"]\n",
-    "specifications\n",
-    "\n"
+    "specifications"
    ]
   },
   {
@@ -918,7 +917,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 15,
    "id": "5902f1b3-a77e-4353-92aa-71cc729e8c87",
    "metadata": {},
    "outputs": [
@@ -939,7 +938,7 @@
        "Name: raw_specifications, Length: 167, dtype: object"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -988,7 +987,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 16,
    "id": "26ece1d2-c466-498c-aeb6-5610fb16c7d3",
    "metadata": {},
    "outputs": [
@@ -1009,7 +1008,7 @@
        "Name: raw_specifications, Length: 167, dtype: float64"
       ]
      },
-     "execution_count": 51,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1067,15 +1066,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 40,
    "id": "49c7495f-1f36-4dc9-8686-de3af7b230a9",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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UFOjBBx9scJtVq1YpOjpaWVlZkqT+/fvrwIEDWrp0qZ588kl/lwzAMq+ufIwePVqHDx/WoUOH3NPQoUM1adIkHTp0SP369ZPL5VJubq57m9raWuXn52vkyJEN7tPpdKpLly4eE4D2o6qqSpLUrVu3Rtvs3bvX414xSRo7dqwOHDigy5cv+7U+APZ5deUjLCxM8fHxHss6d+6s7t27u5fPnTtXixYtUmxsrGJjY7Vo0SJ16tRJzzzzjO+qBhAQjDFKTU3VAw88UG/suF55eXmD94pduXJFlZWVHldS69TU1KimpsY935L7xUpKSlRZWSlJOn78eKPtrl/Xo0cPRUdHN/uYwE+ZV+HjVqSlpenixYuaPn26Tp8+reHDhysnJ0dhYWG+PhSANm7mzJn68ssv9emnn960bUP3ijW0vE5mZqYWLlzY4hpLSkoUF9dfly5daKJVmaQOevbZZ91LQkI6qajoOAEEaIYWf716Xl6e+3Na6ceBIiMjQ2VlZbp06ZLy8/Ob/IsHQPs0a9Ysbdu2Tbt27VKvXr2abOtyueo9EVdRUaGgoCB17969wW3S09NVVVXlnkpLS5tVZ2Vl5d+Cx0ZJBZJ+20CrM5KuXddmoy5duuC+WgLAOz6/8gHgp80Yo1mzZmnr1q3Ky8tTTEzMTbdJTEzUH//4R49lOTk5Gjp0qIKDgxvcxul0yul0+qTmH/WXdJ+kxj92+f9tALQEPywHwKdmzJihjRs3atOmTQoLC1N5ebnKy8t18eJFd5v09HQ999xz7vlp06bp5MmTSk1N1fHjx/Xuu+9qzZo1mjdvXmt0AYCfET4A+NTKlStVVVWl5ORkRUZGuqf333/f3aasrEwlJSXu+ZiYGO3YsUN5eXn62c9+pt/+9rdavnw5j9kC7RQfuwDwqbobRZuybt26esuSkpJ08OBBP1QEoK3hygcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwyqvwsXLlSg0aNEhdunRRly5dlJiYqI8++si93hijjIwMRUVFKTQ0VMnJyTp69KjPiwYAAIHLq/DRq1cvLV68WAcOHNCBAwf08MMP6/HHH3cHjCVLlmjZsmVasWKF9u/fL5fLpTFjxujs2bN+KR4AAAQer8LHhAkTNH78eN199926++679dprr+n222/Xvn37ZIxRVlaWFixYoIkTJyo+Pl7r16/XhQsXtGnTJn/VDwAAAkyz7/m4evWqNm/erPPnzysxMVHFxcUqLy9XSkqKu43T6VRSUpL27NnT6H5qampUXV3tMQEIbLt379aECRMUFRUlh8OhDz74oMn2eXl5cjgc9aavvvrKTsEArPI6fBw+fFi33367nE6npk2bpq1bt2rAgAEqLy+XJEVERHi0j4iIcK9rSGZmpsLDw91T7969vS0JQBtz/vx5DR48WCtWrPBqu6KiIpWVlbmn2NhYP1UIoDUFebtBXFycDh06pDNnzig7O1tTpkxRfn6+e73D4fBob4ypt+x66enpSk1Ndc9XV1cTQIAAN27cOI0bN87r7Xr27Kk77rjD9wUBaFO8vvLRsWNH3XXXXRo6dKgyMzM1ePBgvfHGG3K5XJJU7ypHRUVFvash13M6ne6nZ+omAD9NQ4YMUWRkpEaPHq1du3Y12ZaPbIHA1eLv+TDGqKamRjExMXK5XMrNzXWvq62tVX5+vkaOHNnSwwBoxyIjI7V69WplZ2dry5YtiouL0+jRo7V79+5Gt+EjWyBwefWxy/z58zVu3Dj17t1bZ8+e1ebNm5WXl6edO3fK4XBo7ty5WrRokWJjYxUbG6tFixapU6dOeuaZZ/xVP4B2IC4uTnFxce75xMRElZaWaunSpXrwwQcb3IaPbIHA5VX4+P777zV58mSVlZUpPDxcgwYN0s6dOzVmzBhJUlpami5evKjp06fr9OnTGj58uHJychQWFuaX4gG0XyNGjNDGjRsbXe90OuV0Oi1WBMBXvAofa9asaXK9w+FQRkaGMjIyWlITAKiwsFCRkZGtXQYAP/D6aRcAuJlz587pm2++cc8XFxfr0KFD6tatm6Kjo5Wenq5Tp05pw4YNkqSsrCz17dtXAwcOVG1trTZu3Kjs7GxlZ2e3VhcA+BHhA4DPHThwQA899JB7vu7ejClTpmjdunUqKytTSUmJe31tba3mzZunU6dOKTQ0VAMHDtT27ds1fvx467UD8D/CBwCfS05OljGm0fXr1q3zmE9LS1NaWpqfqwLQVrT4UVsAAABvED4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVV6Fj8zMTA0bNkxhYWHq2bOnnnjiCRUVFXm0McYoIyNDUVFRCg0NVXJyso4ePerTogEAQODyKnzk5+drxowZ2rdvn3Jzc3XlyhWlpKTo/Pnz7jZLlizRsmXLtGLFCu3fv18ul0tjxozR2bNnfV48AAAIPF6Fj507d2rq1KkaOHCgBg8erLVr16qkpEQFBQWSfrzqkZWVpQULFmjixImKj4/X+vXrdeHCBW3atMkvHQDQ9uzevVsTJkxQVFSUHA6HPvjgg5tuk5+fr4SEBIWEhKhfv35atWqV/wsF0CpadM9HVVWVJKlbt26SpOLiYpWXlyslJcXdxul0KikpSXv27GlwHzU1NaqurvaYAAS28+fPa/DgwVqxYsUttS8uLtb48eM1atQoFRYWav78+Zo9e7ays7P9XCmA1hDU3A2NMUpNTdUDDzyg+Ph4SVJ5ebkkKSIiwqNtRESETp482eB+MjMztXDhwuaWAaANGjdunMaNG3fL7VetWqXo6GhlZWVJkvr3768DBw5o6dKlevLJJ/1UJYDW0uzwMXPmTH355Zf69NNP661zOBwe88aYesvqpKenKzU11T1fXV2t3r17N7csAAFo7969HldMJWns2LFas2aNLl++rODg4Hrb1NTUqKamxj3vzVXTkpISVVZWSpKOHz/ezKo9t62pqZHT6Wx0vkePHoqOjm5Wjc3Z3lf78GZ/vj6eP/jjdW2Nc+3rGnxRkzeaFT5mzZqlbdu2affu3erVq5d7ucvlkvTjFZDIyEj38oqKinpXQ+o4nU6PFwzAT095eXmDV0yvXLmiyspKj/GkTnOvmpaUlCgurr8uXbrQ7HqlMkkd9Oyzz1637DZJVxudDwnppKKi47c0gDdUozfb+2of3uzP18fzB3+9rrbPta9r8EVN3vLqng9jjGbOnKktW7boz3/+s2JiYjzWx8TEyOVyKTc3172strZW+fn5GjlypE8KBtA+NXTFtKHlddLT01VVVeWeSktLb+k4lZWVfxtUN0oqkPTbZlR7RtK1G/ZxtYn5jbp06YLHX5Le1ejd9r7ahzf78/Xx/ME/r6v9c+3rGnxRk7e8uvIxY8YMbdq0SR9++KHCwsLc93iEh4crNDRUDodDc+fO1aJFixQbG6vY2FgtWrRInTp10jPPPOOzogG0Ly6Xyz2e1KmoqFBQUJC6d+/e4DYtv2raX9J9kpr/sUv9fTQ239L9t4Qv9uHN/nx9PH/w5evamufa1zX4oqZb41X4WLlypSQpOTnZY/natWs1depUSVJaWpouXryo6dOn6/Tp0xo+fLhycnIUFhbmk4IBtD+JiYn64x//6LEsJydHQ4cObfB+DwCBzavwUXcZtCkOh0MZGRnKyMhobk0AAty5c+f0zTffuOeLi4t16NAhdevWTdHR0UpPT9epU6e0YcMGSdK0adO0YsUKpaam6te//rX27t2rNWvW6L333mutLgDwo2Y/7QIAjTlw4IAeeugh93zdE21TpkzRunXrVFZWppKSEvf6mJgY7dixQy+99JLefPNNRUVFafny5TxmC7RThA8APpecnNzkldJ169bVW5aUlKSDBw/6sSoAbQW/agsAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrvA4fu3fv1oQJExQVFSWHw6EPPvjAY70xRhkZGYqKilJoaKiSk5N19OhRX9ULAAACnNfh4/z58xo8eLBWrFjR4PolS5Zo2bJlWrFihfbv3y+Xy6UxY8bo7NmzLS4WQOB46623FBMTo5CQECUkJOiTTz5ptG1eXp4cDke96auvvrJYMQBbgrzdYNy4cRo3blyD64wxysrK0oIFCzRx4kRJ0vr16xUREaFNmzbpxRdfbFm1AALC+++/r7lz5+qtt97S/fffr9///vcaN26cjh07pujo6Ea3KyoqUpcuXdzzd955p41yAVjm03s+iouLVV5erpSUFPcyp9OppKQk7dmzx5eHAtCGLVu2TM8//7xeeOEF9e/fX1lZWerdu7dWrlzZ5HY9e/aUy+VyT7fddpuligHY5NPwUV5eLkmKiIjwWB4REeFed6OamhpVV1d7TAACV21trQoKCjz+CJGklJSUm/4RMmTIEEVGRmr06NHatWuXP8sE0Ir88rSLw+HwmDfG1FtWJzMzU+Hh4e6pd+/e/igJgCWVlZW6evWqV3+EREZGavXq1crOztaWLVsUFxen0aNHa/fu3Y0ehz9cgMDl9T0fTXG5XJJ+vAISGRnpXl5RUVFvIKqTnp6u1NRU93x1dTUBBGgHvPkjJC4uTnFxce75xMRElZaWaunSpXrwwQcb3CYzM1MLFy70XcEArPHplY+YmBi5XC7l5ua6l9XW1io/P18jR45scBun06kuXbp4TAACV48ePXTbbbfVu8rR1B8hDRkxYoROnDjR6Pr09HRVVVW5p9LS0mbXDMAur698nDt3Tt988417vri4WIcOHVK3bt0UHR2tuXPnatGiRYqNjVVsbKwWLVqkTp066ZlnnvFp4QDapo4dOyohIUG5ubn6p3/6J/fy3NxcPf7447e8n8LCQo8rqDdyOp1yOp0tqhVA6/A6fBw4cEAPPfSQe77uI5MpU6Zo3bp1SktL08WLFzV9+nSdPn1aw4cPV05OjsLCwnxXNYA2LTU1VZMnT9bQoUOVmJio1atXq6SkRNOmTZP041WLU6dOacOGDZKkrKws9e3bVwMHDlRtba02btyo7OxsZWdnt2Y3APiJ1+EjOTlZxphG1zscDmVkZCgjI6MldQEIYE899ZR++OEHvfrqqyorK1N8fLx27NihPn36SJLKyspUUlLibl9bW6t58+bp1KlTCg0N1cCBA7V9+3aNHz++tboAwI98esMpANSZPn26pk+f3uC6devWecynpaUpLS3NQlUA2gJ+WA4AAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWtcuvVz9+/Lj7v3v06KHo6OhWrAYAAFyvnYWPMkkd9Oyzz7qXhIR0UlHRcQIIAABtRDv72OWMpGuSNkoqkLRRly5dUGVlZatWBQAA/r92duWjTn9J97V2EQAAoAHt7MoHAABo6wgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCqnX7Phye+bh0AgLajnYcPvm4dAIC2pp1/7HJGfN06AABtSzu/8lGHr1sHAKCtaOdXPgAAQFtD+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABg1U/kS8Y88VsvAAC0np9Y+OC3XgAAaG0/sY9dzojfegEAoHX9xK581OG3XgAAaC0/sSsfAACgtRE+AACAVT/Rj13at5KSknr3sfBUT303vk68RgBgB+GjnSkpKVFcXH9dunTBYzlP9Xhq6HXiNQIAO/jYpZ2prKz82/9Q657o4amehtR/nXiNAMAWrny0WzzRc2t4nQDANq58AAAAqwgfAADAKj52uUFznoC42TY3rq+pqZHT6Wx0/mbb++KpDG/3ebM+eFuTL17nlryO1/++T0t4e+5b44matlADAFyP8HGd5jwBcbNtGn765DZJVxudv9n2LX0qw9t93kofvKnJV69zS1/HlmrOubf9RE1bqAEAbsTHLtdpzhMQN9um/vrf6sf/QTY2f7PtW/5Uhrf7vHkfvKvJN69zS1/H395SrS3pR1t4oqYt1AAAN/Jb+HjrrbcUExOjkJAQJSQk6JNPPvHXofyg7gmI/j7cpm59zE3mb7a9NzXdjLf79LZmXx+/qRq8fR1jGlnfHK1x7rxlvwZvx4D8/HwlJCQoJCRE/fr106pVqyxVCsA2v4SP999/X3PnztWCBQtUWFioUaNGady4cSopKfHH4QC0Md6OAcXFxRo/frxGjRqlwsJCzZ8/X7Nnz1Z2drblygHY4JfwsWzZMj3//PN64YUX1L9/f2VlZal3795auXKlPw4HoI3xdgxYtWqVoqOjlZWVpf79++uFF17Qr371Ky1dutRy5QBs8PkNp7W1tSooKNDLL7/ssTwlJUV79uyp176mpkY1NTXu+aqqKklSdXX1TY917ty5v/1XgaRzko57OV/041xBgc6dO6eioqIm10tShw4ddO3aNXcNN9um/nr/1lS/vfywz6Zrbuh1anp/9bf3vgZvX8eW9eFW+tGcf0++nm+shnPnzjX5HqtbZ4xptE1jvB0DJGnv3r1KSUnxWDZ27FitWbNGly9fVnBwcL1tmjt2eD9u6BbaePfvUWr5e+TG7X2xj5bU1Jz3te15X9TYGuPhzd/XLR/PbqUmn44bxsdOnTplJJnPPvvMY/lrr71m7r777nrtX3nlFSOJiYmpDU6lpaV+HwOMMSY2Nta89tprHss+++wzI8l89913DW7D2MHE1DanWxk3/PaorcPh8Jg3xtRbJknp6elKTU11z1+7dk3/93//p+7duzfY/nrV1dXq3bu3SktL1aVLF98Ublmg9yHQ65foQ0OMMTp79qyioqKavY9bHQOaat/Q8jrNGTvaw7luSHvtl0TfAok344bPw0ePHj102223qby83GN5RUWFIiIi6rV3Op0eXwwlSXfccYdXx+zSpUvAn7hA70Og1y/RhxuFh4c3aztvxwBJcrlcDbYPCgpS9+7dG9ymJWNHezjXDWmv/ZLoW6C41XHD5zecduzYUQkJCcrNzfVYnpubq5EjR/r6cADamOaMAYmJifXa5+TkaOjQoQ3e7wEgsPnlaZfU1FS98847evfdd3X8+HG99NJLKikp0bRp0/xxOABtzM3GgPT0dD333HPu9tOmTdPJkyeVmpqq48eP691339WaNWs0b9681uoCAD/yyz0fTz31lH744Qe9+uqrKisrU3x8vHbs2KE+ffr49DhOp1OvvPJKvUuvgSTQ+xDo9Uv0wR9uNgaUlZV5fOdHTEyMduzYoZdeeklvvvmmoqKitHz5cj355JM+rautvU6+0l77JdG39sphTDOepQMAAGgmftsFAABYRfgAAABWET4AAIBVhA8AAGBVwIYPb3+u21d2796tCRMmKCoqSg6HQx988IHHemOMMjIyFBUVpdDQUCUnJ+vo0aMebWpqajRr1iz16NFDnTt31j/+4z/qr3/9q0eb06dPa/LkyQoPD1d4eLgmT56sM2fOeLQpKSnRhAkT1LlzZ/Xo0UOzZ89WbW1tk/VnZmZq2LBhCgsLU8+ePfXEE09c9z3+gdGHlStXatCgQe4v5klMTNRHH30UMPXfKDMzUw6HQ3Pnzg3YPrQWb8eB/Px8JSQkKCQkRP369dOqVavqtcnOztaAAQPkdDo1YMAAbd261V/lN8mbvm3ZskVjxozRnXfe6X5PfPzxxx5t1q1bJ4fDUW+6dOmSv7tSjzd9y8vLa7Dur776yqNdWzhv3vRr6tSpDfZr4MCB7jZt6Zz53E2/gL0N2rx5swkODjZvv/22OXbsmJkzZ47p3LmzOXnypN+PvWPHDrNgwQKTnZ1tJJmtW7d6rF+8eLEJCwsz2dnZ5vDhw+app54ykZGRprq62t1m2rRp5u/+7u9Mbm6uOXjwoHnooYfM4MGDzZUrV9xtfv7zn5v4+HizZ88es2fPHhMfH28ee+wx9/orV66Y+Ph489BDD5mDBw+a3NxcExUVZWbOnNlk/WPHjjVr1641R44cMYcOHTKPPvqoiY6ONufOnQuYPmzbts1s377dFBUVmaKiIjN//nwTHBxsjhw5EhD1X++LL74wffv2NYMGDTJz5swJmHPQFng7Dnz77bemU6dOZs6cOebYsWPm7bffNsHBwea///u/3W327NljbrvtNrNo0SJz/Phxs2jRIhMUFGT27dtnq1vGGO/7NmfOHPP666+bL774wnz99dcmPT3dBAcHm4MHD7rbrF271nTp0sWUlZV5TLZ527ddu3YZSaaoqMij7uv/nbeF8+Ztv86cOePRn9LSUtOtWzfzyiuvuNu0lXPmDwEZPv7hH/7BTJs2zWPZPffcY15++WWrddwYPq5du2ZcLpdZvHixe9mlS5dMeHi4WbVqlTHmx39wwcHBZvPmze42p06dMh06dDA7d+40xhhz7NgxI8njjbN3714jyXz11VfGmB9DUIcOHcypU6fcbd577z3jdDpNVVXVLfehoqLCSDL5+fkB2wdjjOnatat55513Aqr+s2fPmtjYWJObm2uSkpLc4SOQ+tCavB0H0tLSzD333OOx7MUXXzQjRoxwz//iF78wP//5zz3ajB071vzyl7/0UdW3xhdj3IABA8zChQvd82vXrjXh4eG+KrHZvO1bXfg4ffp0o/tsC+etpeds69atxuFwmL/85S/uZW3lnPlDwH3sUvdz3Tf+/HZTP9dtS3FxscrLyz1qczqdSkpKctdWUFCgy5cve7SJiopSfHy8u83evXsVHh6u4cOHu9uMGDFC4eHhHm3i4+M9fsBn7NixqqmpUUFBwS3XXPcz5N26dQvIPly9elWbN2/W+fPnlZiYGFD1z5gxQ48++qgeeeQRj+WB1IfW0pxxYO/evfXajx07VgcOHNDly5ebbGNzbPHFGHft2jWdPXvW/b6uc+7cOfXp00e9evXSY489psLCQp/VfSta0rchQ4YoMjJSo0eP1q5duzzWtfZ588U5W7NmjR555JF6X8bZ2ufMXwIufFRWVurq1av1fqAqIiKi3g9T2VZ3/KZqKy8vV8eOHdW1a9cm2/Ts2bPe/nv27OnR5sbjdO3aVR07drzl18EYo9TUVD3wwAOKj48PqD4cPnxYt99+u5xOp6ZNm6atW7dqwIABAVP/5s2bdfDgQWVmZtZbFyh9aE3NGQca6mtERISuXLmiysrKJtvYfC18Mcb97ne/0/nz5/WLX/zCveyee+7RunXrtG3bNr333nsKCQnR/fffrxMnTvi0/qY0p2+RkZFavXq1srOztWXLFsXFxWn06NHavXu3u01rn7eWnrOysjJ99NFHeuGFFzyWt4Vz5i9++Xp1G7z9uW6bmlPbjW0aat+cNk2ZOXOmvvzyS3366af11rX1PsTFxenQoUM6c+aMsrOzNWXKFOXn5wdE/aWlpZozZ45ycnIUEhLSaLu23Ie2wtvXqKH2Ny5vK2NLc+t47733lJGRoQ8//NAjfI4YMUIjRoxwz99///2677779O///u9avny57wq/Bd70LS4uTnFxce75xMRElZaWaunSpXrwwQebtU9/aW4N69at0x133KEnnnjCY3lbOme+FnBXPprzc922uFwuSWqyNpfLpdraWp0+fbrJNt9//329/f/v//6vR5sbj3P69Gldvnz5ll6HWbNmadu2bdq1a5d69eoVcH3o2LGj7rrrLg0dOlSZmZkaPHiw3njjjYCov6CgQBUVFUpISFBQUJCCgoKUn5+v5cuXKygoyL1tW+5Da2vOONBQXysqKhQUFKTu3bs32cbma9GSMe7999/X888/r//6r/+q93HejTp06KBhw4ZZ/SvaV+P3iBEjPOpu7fPWkn4ZY/Tuu+9q8uTJ6tixY5NtW+Oc+UvAhY/m/Fy3LTExMXK5XB611dbWKj8/311bQkKCgoODPdqUlZXpyJEj7jaJiYmqqqrSF1984W7z+eefq6qqyqPNkSNHVFZW5m6Tk5Mjp9OphISERms0xmjmzJnasmWL/vznPysmJibg+tBYv2pqagKi/tGjR+vw4cM6dOiQexo6dKgmTZqkQ4cOqV+/fm2+D62tOeNAYmJivfY5OTkaOnSogoODm2xjc2xp7hj33nvvaerUqdq0aZMeffTRmx7HGKNDhw4pMjKyxTXfKl+N34WFhR51t/Z5a0m/8vPz9c033+j555+/6XFa45z5jY27Wn2t7pGmNWvWmGPHjpm5c+eazp07e9wl7C9nz541hYWFprCw0Egyy5YtM4WFhe7HqRYvXmzCw8PNli1bzOHDh83TTz/d4COSvXr1Mn/605/MwYMHzcMPP9zgI5KDBg0ye/fuNXv37jX33ntvg49Ijh492hw8eND86U9/Mr169brpI5K/+c1vTHh4uMnLy/N4dOvChQvuNm29D+np6Wb37t2muLjYfPnll2b+/PmmQ4cOJicnJyDqb8j1T7sEah9su9k48PLLL5vJkye729c9avvSSy+ZY8eOmTVr1tR71Pazzz4zt912m1m8eLE5fvy4Wbx4cas+anurfdu0aZMJCgoyb775psf7+syZM+42GRkZZufOneZ//ud/TGFhofnXf/1XExQUZD7//PM23bd/+7d/M1u3bjVff/21OXLkiHn55ZeNJJOdne1u0xbOm7f9qvPss8+a4cOHN7jPtnLO/CEgw4cxxrz55pumT58+pmPHjua+++5zPyrqb3WPfd04TZkyxRjz42OSr7zyinG5XMbpdJoHH3zQHD582GMfFy9eNDNnzjTdunUzoaGh5rHHHjMlJSUebX744QczadIkExYWZsLCwsykSZPqPWp28uRJ8+ijj5rQ0FDTrVs3M3PmTHPp0qUm62+odklm7dq17jZtvQ+/+tWv3Of+zjvvNKNHj3YHj0CovyE3ho9A7ENraGocmDJliklKSvJon5eXZ4YMGWI6duxo+vbta1auXFlvn3/4wx9MXFycCQ4ONvfcc4/H/+Rs8qZvSUlJTY5Lxhgzd+5cEx0d7X7fpKSkmD179ljs0f/nTd9ef/118/d///cmJCTEdO3a1TzwwANm+/bt9fbZFs6bt/8ez5w5Y0JDQ83q1asb3F9bOme+5jDmb3dcAQAAWBBw93wAAIDARvgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABg1f8DfLxSTX485D4AAAAASUVORK5CYII=",
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",
+      "text/html": [
+       "\n",
+       "            <div style=\"display: inline-block;\">\n",
+       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+       "                    Figure 22\n",
+       "                </div>\n",
+       "                <img 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' width=1500.0/>\n",
+       "            </div>\n",
+       "        "
+      ],
       "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
       ]
      },
      "metadata": {},
@@ -1083,10 +1097,14 @@
     }
    ],
    "source": [
-    "ax = plt.subplot(1, 2, 1)\n",
+    "fig=plt.figure(figsize=(15, 5))\n",
+    "ax = plt.subplot(1, 3, 1)\n",
     "plt.hist(weight, color='blue', edgecolor='black', bins=50)\n",
-    "ax = plt.subplot(1, 2, 2)\n",
+    "ax = plt.subplot(1, 3, 2)\n",
+    "plt.hist(weight[weight <= 10], color='blue', edgecolor='black', bins=50)\n",
+    "ax = plt.subplot(1, 3, 3)\n",
     "plt.hist(weight[weight <= 1], color='blue', edgecolor='black', bins=50)\n",
+    "plt.close(fig)\n",
     "plt.show()"
    ]
   },
@@ -1182,6 +1200,16 @@
     "clean_materials"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1f0e0e98-d205-4cb1-9e67-e449432fa7e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "clean_materials"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 21,