From 086985f225e9b1c86c76c40f03271e2908f75dba Mon Sep 17 00:00:00 2001
From: AnneIsARealProgrammerNow <ajsietsma@hotmail.com>
Date: Thu, 14 Nov 2024 16:50:17 +0000
Subject: [PATCH 1/5] Selecting only the texts as table cells mess up counts

---
 notebooks/1-loading-data.ipynb         | 17 ++++++++++-------
 streamlit_apps/searchable_world_map.py |  2 +-
 2 files changed, 11 insertions(+), 8 deletions(-)

diff --git a/notebooks/1-loading-data.ipynb b/notebooks/1-loading-data.ipynb
index 6ea5925..cdc034a 100644
--- a/notebooks/1-loading-data.ipynb
+++ b/notebooks/1-loading-data.ipynb
@@ -26,11 +26,14 @@
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/kalyan/Library/Caches/pypoetry/virtualenvs/open-data-cnKQNmjn-py3.12/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
-      "  from .autonotebook import tqdm as notebook_tqdm\n"
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'duckdb'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mduckdb\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mhuggingface_hub\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m snapshot_download\n",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'duckdb'"
      ]
     }
    ],
@@ -915,7 +918,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "open-data-cnKQNmjn-py3.12",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -933,5 +936,5 @@
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }
diff --git a/streamlit_apps/searchable_world_map.py b/streamlit_apps/searchable_world_map.py
index dbd01a3..403b647 100644
--- a/streamlit_apps/searchable_world_map.py
+++ b/streamlit_apps/searchable_world_map.py
@@ -18,7 +18,7 @@
 def load_data():
     download_data(
         cache_dir=str(CACHE_DIR),
-        revision="bd0abf24ae34d3150bdd8ac66f36a28e47f3ee93",
+        revision="main",
     )
 
     db = duckdb.connect()

From f540136ee79fe5b6f265903f89b2fc1bc5bbab29 Mon Sep 17 00:00:00 2001
From: AnneIsARealProgrammerNow <ajsietsma@hotmail.com>
Date: Thu, 14 Nov 2024 16:57:55 +0000
Subject: [PATCH 2/5] Only reading texts, excluding table cells etc

---
 notebooks/1-loading-data.ipynb         | 335 +++++++++++++++++++++----
 streamlit_apps/searchable_world_map.py |   1 +
 2 files changed, 291 insertions(+), 45 deletions(-)

diff --git a/notebooks/1-loading-data.ipynb b/notebooks/1-loading-data.ipynb
index cdc034a..03ccc47 100644
--- a/notebooks/1-loading-data.ipynb
+++ b/notebooks/1-loading-data.ipynb
@@ -22,51 +22,72 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import duckdb\n",
+    "from huggingface_hub import snapshot_download"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
-     "ename": "ModuleNotFoundError",
-     "evalue": "No module named 'duckdb'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mduckdb\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mhuggingface_hub\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m snapshot_download\n",
-      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'duckdb'"
-     ]
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "c67ea6fe85a744408ea4ff6de17e1ed8",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "VBox(children=(HTML(value='<center> <img\\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "import duckdb\n",
-    "from huggingface_hub import snapshot_download"
+    "from huggingface_hub import notebook_login\n",
+    "notebook_login() #Enter an access token from you huggingface account "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Fetching 15 files: 100%|██████████| 15/15 [00:00<00:00, 46.77it/s]\n"
-     ]
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f534328f163b41d1ae4a98cce2c3426a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Fetching 15 files:   0%|          | 0/15 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
      "data": {
       "text/plain": [
-       "'/Users/kalyan/Documents/CPR/open-data/cache'"
+       "'/Users/ajs/Programming/open-data/open-data/cache'"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "REPO_NAME = \"ClimatePolicyRadar/all-document-text-data\"\n",
+    "\n",
     "REPO_URL = f\"https://huggingface.co/datasets/{REPO_NAME}\"\n",
     "CACHE_DIR = \"../cache\"\n",
     "\n",
@@ -83,7 +104,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -97,7 +118,7 @@
        "└──────────────┴─────────────────────────────┘"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -145,7 +166,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -165,7 +186,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -533,7 +554,7 @@
        "46                                             BIGINT  "
       ]
      },
-     "execution_count": 5,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -553,7 +574,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -721,7 +742,7 @@
        "[260 rows x 5 columns]"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -747,7 +768,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -764,12 +785,35 @@
     "    return value\n",
     "\n",
     "\n",
-    "def get_document_count_by_column(column: str) -> pd.DataFrame:\n",
+    "def get_document_count_by_column(column: str, count_unit = 'document_id') -> pd.DataFrame:\n",
+    "    query = f\"\"\"\n",
+    "    SELECT \"{column}\", COUNT(DISTINCT \"{count_unit}\")\n",
+    "    FROM open_data\n",
+    "    GROUP BY \"{column}\"\n",
+    "    ORDER BY COUNT(DISTINCT {count_unit}) DESC\n",
+    "    \"\"\"\n",
+    "\n",
+    "    result_df = db.sql(query).to_df()\n",
+    "\n",
+    "    result_df = result_df.applymap(convert_to_python_native)\n",
+    "\n",
+    "    result_df = result_df.rename(\n",
+    "        columns=lambda c: \"count\" if c.startswith(\"count\") else c\n",
+    "    )\n",
+    "\n",
+    "    return result_df\n",
+    "\n",
+    "def get_textblock_count_by_column(column: str) -> pd.DataFrame:\n",
+    "    #Only English, as otherwise translated ones are double counted\n",
+    "    #Not table cells as the parser counts each cell as separate textblock\n",
+    "\n",
     "    query = f\"\"\"\n",
-    "    SELECT \"{column}\", count(distinct document_id)\n",
+    "    SELECT \"{column}\", COUNT(*)\n",
     "    FROM open_data\n",
+    "    WHERE \"text_block.language\" = 'en'\n",
+    "        AND (\"text_block.type\" = 'title' OR  \"text_block.type\" = 'Text' OR \"text_block.type\" =  'sectionHeading')\n",
     "    GROUP BY \"{column}\"\n",
-    "    ORDER BY count(distinct document_id) DESC\n",
+    "    ORDER BY COUNT(*) DESC\n",
     "    \"\"\"\n",
     "\n",
     "    result_df = db.sql(query).to_df()\n",
@@ -785,14 +829,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/nt/2c78pgv94312v7_mmz24h6kc0000gn/T/ipykernel_2131/2460647041.py:24: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
+      "/var/folders/k4/01mn2s3x0kgfl63jy7q_2jkw0000gn/T/ipykernel_11596/646732789.py:24: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
       "  result_df = result_df.applymap(convert_to_python_native)\n"
      ]
     },
@@ -802,7 +846,7 @@
        "<Axes: >"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -828,14 +872,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/nt/2c78pgv94312v7_mmz24h6kc0000gn/T/ipykernel_2131/2460647041.py:24: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
+      "/var/folders/k4/01mn2s3x0kgfl63jy7q_2jkw0000gn/T/ipykernel_11596/646732789.py:24: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
       "  result_df = result_df.applymap(convert_to_python_native)\n"
      ]
     },
@@ -845,7 +889,7 @@
        "Text(0.5, 1.0, 'Document count by languages')"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -869,14 +913,58 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/nt/2c78pgv94312v7_mmz24h6kc0000gn/T/ipykernel_2131/2460647041.py:24: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
+      "/var/folders/k4/01mn2s3x0kgfl63jy7q_2jkw0000gn/T/ipykernel_1060/934539891.py:42: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
+      "  result_df = result_df.applymap(convert_to_python_native)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Textblock count by languages')"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Same, but plotting the nr of unique paragraphs, which accounts for doc lengths better\n",
+    "language_col = \"document_metadata.languages\"\n",
+    "sns.barplot(\n",
+    "    get_textblock_count_by_column(language_col,\n",
+    "                                 ).head(20), y=language_col, x=\"count\"\n",
+    "\n",
+    ").set_title(\"Textblock count by languages\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/k4/01mn2s3x0kgfl63jy7q_2jkw0000gn/T/ipykernel_1060/2460647041.py:24: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
       "  result_df = result_df.applymap(convert_to_python_native)\n"
      ]
     },
@@ -886,13 +974,13 @@
        "Text(0.5, 1.0, 'Document count by geographies')"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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gwIEYO3YsrK2tERUVBVdXV1y/ft2k1/jtt9+icePGqF69OoKCglChQgXcuXMHhw8fxs2bN3Hq1Kl891mnTh0sWbIEX375JXx8fODm5qY36pGlefPm6NOnDxYtWoSLFy/ivffeQ2ZmJvbv34/mzZtj6NChqFmzJvr164fly5cjNTUVzZo1w7Fjx7Bq1Sp06tQJzZs3l/v75JNPMGjQIHTp0gXvvvsuTp06hT///BOlSpUy+B7l53qy+Pj4oHHjxhg8eDDS09OxYMEClCxZEuPGjdNr27dvX4wZMwYA8vy4LzQ0FDt27ECjRo0wePBgZGRkYPHixfD390dsbKzcrmLFivjyyy8REhKChIQEdOrUCcWLF8fVq1exefNmfPrppxgzZgxsbW3x1VdfoX///mjWrBl69OiBO3fuYOHChfDy8sKoUaPkPmfOnImOHTuiUaNG6N+/P/73v//J5345ycrN+++/j02bNqFz585o3749rl69iqVLl6Jq1arZ9pGf+2mIWbNmYe/evahfvz6CgoJQtWpVpKSk4MSJE9i1axdSUlIAAK1bt4ZarUajRo1QunRpnDt3DosXL0b79u1znfdGhYwZ3iwkKpCyXqnP2uzs7IRarRbvvvuuWLhwodBqtdket2vXLtGoUSPh4OAgnJycxAcffCDOnj2r1+7atWuib9++wtXVVSgUClGhQgUxZMgQndfIjx8/LurXry/s7OyEh4eHmDdvXo7LJrRv317vHADEkCFDdMqyXkGfM2eOTvnly5dF3759hVqtFra2tqJcuXLi/fffFxs2bNC7J68u97B37169pRhu374t2rdvL4oXLy4A/OeSA8+fPxdz5swRlStXFnZ2dsLV1VW0bdtWHD9+XG7z7NkzMX36dOHt7S1sbW2Fu7u7CAkJ0VnuQQghMjIyxPjx40WpUqWEo6OjaNOmjbh06VKOyyaY+npevsdz584V7u7uQqFQiCZNmohTp05le0xSUpKwtrYWvr6+ud6nV+3evVvUrl1b2NnZiYoVK4oVK1aI4OBgYW9vr9d248aNonHjxqJYsWKiWLFionLlymLIkCEiPj5ep93PP/8sateuLRQKhXBxcRG9evXSWa4gy9q1a0XlypWFQqEQ/v7+YuvWraJLly6icuXK2d6LV2VmZoqZM2cKT09PoVAoRO3atcW2bdtEv379sl16IS/3s1+/fqJYsWJ658puGRJks7zGnTt3xJAhQ4S7u7uwtbUVarVatGzZUixfvlxus2zZMtG0aVNRsmRJoVAoRMWKFcXYsWOFRqPROy8VXpIQb2CWJRER5cu9e/dQpkwZTJ06FVOmTDGqr06dOuHMmTPZzjl63WrVqgVXV1fs3LnTZH0mJCTA29sbc+bMkUfxiMyNc6iIiCxQdHQ0MjIy0KdPn3wdl5aWprN/8eJFbN++Pc+fxjHUs2fP8Pz5c52ymJgYnDp16rWfm8gScA4VEZEF2bNnD86ePYsZM2agU6dO+X5jrUKFCggMDESFChVw7do1LFmyBHZ2diabV5STxMREtGrVCr1790bZsmVx/vx5LF26FGq1Wm9RTaLCiAkVEZEFCQsLw6FDh9CoUSN88803+T7+vffew5o1a3D79m0oFAo0aNAAM2fOzHYRTFMqUaIE6tSpgxUrVuDu3bsoVqwY2rdvj1mzZqFkyZKv9dxEloBzqIiIiIiMxDlUREREREZiQkVERERkJM6hegMyMzNx69YtFC9e3KjvjhEREdGbI4TAgwcPULZsWVhZ5T4GxYTqDbh16xbc3d3NHQYREREZ4MaNGyhfvnyubZhQvQFZnx64ceMGnJyczBwNERER5YVWq4W7u3uePiHEhOoNyHrM9/7s32CtcDBzNERERIXH8Tl9X/s58jJdh5PSiYiIiIzEhIqIiIjISBaTUAUEBECSJEiShNjYWHOHk63Q0FA5xgULFpg7HCIiIrIQFpNQAUBQUBCSkpLg7++PhIQEnWeWS5YsgbOzM27cuKFzzLBhw+Dr64vHjx/rlK9ZswbW1tYYMmRIrucMDw+HtbU15syZo1cXHR2t81HPMWPGICkp6T9n+hMREVHRYlEJlaOjI9RqNWxs9OfKDxo0CPXq1cPAgQPlst27d2PJkiWIjo6Go6OjTvvIyEiMGzcOa9aswZMnT3I8Z1RUFMaNG4eoqKj/jE+pVEKtVsPa2jofV0VERESFnUUlVLmRJAmRkZE4evQoli5dCq1WiwEDBmD06NFo2LChTturV6/i0KFDmDBhAnx9fbFp06Zs+9y3bx/S0tIQFhYGrVaLQ4cOvYlLISIiokKmwCRUAODu7o4FCxZg7Nix6N27N5RKJb744gu9ditXrkT79u2hUqnQu3dvREZGZttfZGQkevToAVtbW/To0SPHdvmVnp4OrVarsxEREVHhZbEJlZeXF4QQeuX9+/eHv78/fv31V6xcuRIKhUKnPjMzE9HR0ejduzcAoHv37jhw4ACuXr2q006r1WLDhg1yu969e2PdunV4+PCh3CYwMBAxMTH5jj08PBwqlUreuEo6ERFR4WaxCVVOTp06hRMnTsDR0RH79+/Xq9+5cycePXqEdu3aAQBKlSqFd999V2+O1Jo1a1CxYkXUrFkTAFCrVi14enri559/NjrGkJAQaDQaeXt1Ij0REREVLgUqoXr69Cn69u2LXr16ISIiApMnT0Z8fLxOm8jISKSkpMDBwQE2NjawsbHB9u3bsWrVKmRmZuq0O3PmjNzGxsYGZ8+ezdPk9P+iUCjg5OSksxEREVHhVaA+PRMWFoaUlBTMnz8fKpUKGzduRP/+/XHgwAFYWVnh/v37+OWXX7B27VpUq1ZNPi4jIwONGzfGjh078N577yEuLg7//PMPYmJi4OLiIrdLSUlBQEAAzp8/j8qVK5vjEomIiKgAKjAJ1d9//42vvvoKv/32G1QqFQBg2bJl8Pf3x/z58xEcHIwffvgBJUuWRNeuXfW+u9OuXTtERkbivffeQ2RkJOrVq4emTZvqneftt99GZGRktutSEREREWWnQDzyS09PR79+/dC/f3+0bt1aLi9Tpgy++eYb+dFfVFQUOnfunO1HDLt06YKtW7ciOTkZP/74I7p06ZLtubp06YLvv/8ez549e23XQ0RERIVLgRihUigUOHv2bLZ1PXv2RM+ePQEA//77b459dO3aFV27dgUA3Lt3L8d248aNw7hx44yIloiIiIoaixqhioiIgFKpRFxcnLlDydbMmTOhVCpx/fp1c4dCREREFkQS2S32ZAaJiYlIS0sDAHh4eMDOzs7MEelLSUlBSkoKAMDV1VWey/VftFotVCoVNBoN3/gjIiIqIPLz+9tiHvmVK1fO3CH8JxcXF523AomIiIgAC3vkR0RERFQQMaEiIiIiMpLFPPIrCppOXgNrhYO5w6AC6vicvuYOgYiIcsARKiIiIiIjWUxCFRAQAEmSIEkSYmNjzR1Otry8vOQYU1NTzR0OERERWQiLSagAICgoCElJSfD390dCQoLOiucxMTFyMvPqdvv2bQBAYGAgOnXqpNdv1rFZSVB0dLR8rJWVFcqUKYNu3brprS8VEBCA6Ohoef/vv//Gxo0bTX7dREREVLBZ1BwqR0dHqNXqXNvEx8frrQXh5uaW73M5OTkhPj4eQghcvXoVn3/+OT7++GMcPXo0x2NcXV25bAIRERHpsaiEKi/c3Nzg7OxsdD+SJMnJW5kyZTBw4EAMHz4cWq2Wi28SERFRvhS4hOp1SE5OxubNm2FtbQ1ra2uj+0tPT0d6erq8r9Vqje6TiIiILJfFJlReXl7I7qs45cuX19n39PTEmTNn8t2/RqOBUqmEEAKPHz8GAAwfPhzFihWT28TExOS7XwAIDw/H9OnTDTqWiIiICh6LTahysn//fhQvXlzet7W1Naif4sWL48SJE3j27Bl+//13rF69GjNmzDBJjCEhIRg9erS8r9Vq4e7ubpK+iYiIyPIUuITK29s7xzlUTk5OuHbtml55amoqrK2tdUafrKys4OPjAwCoUqUKLl++jMGDB+OHH34wOkaFQgGFQmF0P0RERFQwWNSyCcby8/PDmTNndOYvAcCJEyfg7e2d62jWhAkT8PPPP+PEiROvO0wiIiIqZApcQpWcnIzbt2/rbM+ePQMA9OrVC5IkoW/fvjh+/DguXbqEqKgoLFiwAMHBwbn26+7ujs6dO2Pq1Klv4jKIiIioEClwCZWfnx/KlCmjsx0/fhwA4OzsjP379+PZs2fo0KEDatWqhUWLFmHevHn47LPP/rPvUaNG4bfffsOxY8de92UQERFRIVJg5lAFBARk+9bfq3x9fbFp06Zc2wQGBiIwMFCv/J133snTOYiIiIheZlEjVBEREVAqlYiLizN3KNmqVq0a2rZta+4wiIiIyMJIwkKGZBITE5GWlgYA8PDwgJ2dnZkj0nft2jV5vlaFChVgZZW3fFSr1UKlUkGj0XAVdiIiogIiP7+/LeaRX7ly5cwdwn/y9PQ0dwhERERkgSzqkR8RERFRQcSEioiIiMhIFvPIryhoOnkNrBUO5g6DLNjxOX3NHQIRERmAI1RERERERmJCRURERGQki0qoAgICIEkSJElCbGysucPRk5CQIMdXq1Ytc4dDREREFsKiEioACAoKQlJSEvz9/eUEJktMTIyc0EiSBAcHB1SrVg3Lly/X6SMwMFBuY2trC29vb4wbNw5PnjzRO9/NmzdhZ2cHf3//bOORJAkJCQkAXnzvLykp6T+/C0hERERFi8UlVI6OjlCr1bCxyXm+fHx8PJKSknD27Fl89tlnGDx4MHbv3q3T5r333kNSUhKuXLmC+fPnY9myZZg2bZpeX9HR0ejatSu0Wi2OHj2aa2zW1tZQq9VQKpWGXRwREREVShaXUOWFm5sb1Go1vL29MXz4cHh7e+PEiRM6bRQKBdRqNdzd3dGpUye0atUKO3fu1GkjhMDKlSvRp08f9OzZE5GRkW/yMoiIiKiQKJAJVRYhBP744w9cv34d9evXz7Hd6dOncejQIb3P2ezduxePHz9Gq1at0Lt3b6xduxaPHj0yOq709HRotVqdjYiIiAovi16HysvLC9l9arB8+fIAXiQumZmZCAsLQ9OmTXXabNu2DUqlEs+fP0d6ejqsrKywePFinTaRkZHo3r07rK2t4e/vjwoVKmD9+vUIDAyU2xjyqcPw8HBMnz4938cRERFRwWTRCVVO9u/fj+LFiyM9PR3Hjh3D0KFD4eLigsGDB8ttmjdvjiVLluDRo0eYP38+bGxs0KVLF7k+NTUVmzZtwoEDB+Sy3r17IzIyUiehMkRISAhGjx4t72u1Wri7uxvVJxEREVmuAplQeXt7w9nZGQBQrVo1HD16FDNmzNBJqIoVKwYfHx8AQFRUFGrWrInIyEgMHDgQAPDTTz/hyZMnOo8KhRDIzMzEhQsX4Ovra3B8CoUCCoXC4OOJiIioYCnQc6iyWFtbIy0tLcd6KysrTJw4EZMnT5bbRUZGIjg4GLGxsfJ26tQpNGnSBFFRUW8qdCIiIioECmRClZycjNu3b+PatWtYv349fvjhB3Ts2DHXYz7++GNYW1vj22+/RWxsLE6cOIFPPvkE/v7+OluPHj2watUqPH/+/A1dDRERERV0BfKRn5+fHwDAxsYG7u7u+OyzzxAaGprrMTY2Nhg6dChmz56N+Ph4VK1aFZUrV9Zr17lzZwwdOhTbt29Hhw4dXkf4REREVMgUqIQqICAgT2/dRUdHZ1s+YcIETJgwIddj1Wo1MjIyDAmPiIiIiiiLe+QXEREBpVKJuLg4c4ei5/r161AqlZg5c6a5QyEiIiILIglDFlp6TRITE+VJ4x4eHnoLcZrb8+fP5e/6KRSKPC+FoNVqoVKpoNFo4OTk9BojJCIiIlPJz+9vi3rkV65cOXOHkCsbGxt5KQYiIiKiLBb3yI+IiIiooLGoEarCrunkNbBWOJg7DDKR43P6mjsEIiKyEByhIiIiIjISEyoiIiIiI1lEQhUQEABJkiBJEmJjY80dTo6io6PlOEeOHGnucIiIiMhCWERCBQBBQUFISkqCv78/EhISIEmSTr0QAt999x0aNGgAJycnKJVKVKtWDSNGjMClS5fkdqGhoXLSI0kSVCoVmjRpgn379un05+XlJbdxdHRE9erVsWLFCp02MTEx8PLykve7deuGpKQkNGjQwPQ3gIiIiAosi0moHB0doVarYWOjP09eCIGePXti+PDhaNeuHXbs2IGzZ88iMjIS9vb2+PLLL3XaV6tWDUlJSUhKSsLhw4dRqVIlvP/++9BoNDrtwsLCkJSUhNOnT6N3794ICgrC77//nmOMDg4OUKvVFrc+FhEREZlXgXjL7+eff8batWvxyy+/6Hxfz8PDA++8847e52hsbGygVqsBvPiUTFhYGFauXIkLFy7g7bffltsVL15cbjd+/HjMnj0bO3fuRNu2bd/AVREREVFhUSASqjVr1sDPzy/HjxW/+njwZenp6Vi5ciWcnZ3ljyq/KjMzE5s3b8b//vc/k4w+paenIz09Xd7XarVG90lERESWy2Ie+b3My8tLZ9TpwoULesnQyJEjoVQqoVQqUb58eZ26uLg4uc7BwQFff/011qxZo7ds/Pjx46FUKqFQKPDRRx+hRIkS+OSTT+T6gIAA+VMz+REeHg6VSiVvef1EDRERERVMFplQ5cWkSZMQGxuLqVOn4uHDhzp1fn5+iI2NRWxsLI4fP47Bgwfj448/xj///KPTbuzYsYiNjcWePXtQv359zJ8/3ySflgkJCYFGo5G3GzduGN0nERERWS6DHvmdOHECtra2qF69OgDgl19+wcqVK1G1alWEhoaafNJ2pUqVEB8fr1Pm6uoKV1dXuLm56bW3s7PTSYxq166NLVu2YMGCBfjxxx/l8lKlSsHHxwc+Pj5Yv349qlevjrp166Jq1apGxatQKKBQKIzqg4iIiAoOg0aoPvvsM1y4cAEAcOXKFXTv3h2Ojo5Yv349xo0bZ9IAAaBHjx6Ij4/HL7/8YnAf1tbWSEtLy7He3d0d3bp1Q0hIiMHnICIioqLJoITqwoULqFWrFgBg/fr1aNq0KX766SdER0dj48aNpowPANC9e3d89NFH6N69O8LCwnD06FEkJCRg3759+Pnnn2Ftba3T/vnz57h9+zZu376Nixcv4ssvv8TZs2fRsWPHXM8zYsQI/Prrr3qPBomIiIhyY1BCJYRAZmYmAGDXrl1o164dgBejPPfu3TNddP9HkiT8/PPPWLBgAbZv346WLVvCz88PAwYMgLu7Ow4cOKDT/syZMyhTpgzKlCmDWrVqYd26dViyZAn69s39Y7ZVq1ZF69atMXXqVJNfAxERERVeBs2hqlu3Lr788ku0atUK+/btw5IlSwAAV69eRenSpU0aYBYrKyt89tln+Oyzz3JtFxoaitDQ0P/sL6e39/744w8DoiMiIqKizKARqgULFuDEiRMYOnQoJk2aJE8A37BhAxo2bGhQIBEREVAqlYiLizPo+Ddh9erVUCqV2L9/v7lDISIiIgsiiVeXGTfCkydPYG1tDVtb23wdl5iYKE8Y9/DwsNhPuzx48AB37twBADg7O6NUqVJ5Ok6r1UKlUkGj0eithUVERESWKT+/vw1eKT01NRUbNmzA5cuXMXbsWLi4uODs2bMoXbo0ypUrl6++8tveXIoXL47ixYubOwwiIiKyMAYlVP/++y9atmwJZ2dnJCQkICgoCC4uLti0aROuX7+O77//3tRxEhEREVksg+ZQjR49Gv3798fFixdhb28vl7dr1w5//fWXyYIjIiIiKggMGqH6+++/sWzZMr3ycuXK4fbt20YHVVg1nbwG1goHc4dB2Tg+J/clNYiIiHJj0AiVQqGAVqvVK79w4QJcXV2NDoqIiIioIDEooerQoQPCwsLw7NkzAC8W3rx+/TrGjx+PLl26mDRAIiIiIktnUEI1d+5cPHz4EG5ubkhLS0OzZs3g4+OD4sWLY8aMGUYFFBAQAEmSIEkSYmNjjerL1Cw5NiIiIjIfgxIqlUqFnTt34tdff8WiRYswdOhQbN++Hfv27UOxYsWMDiooKAhJSUnw9/dHQkICJEmS62JiYuSk5uVt8uTJ2da7urqiXbt2OS4Y2qZNG1hbW+Pvv//WqwsMDNRZdX3Tpk04duyY0ddHREREhYvB61ABQOPGjdG4cWNTxSJzdHSEWq3OtU18fLzOIltKpTLb+lu3bmHs2LFo3749Ll26pLNo6PXr13Ho0CEMHToUUVFRePvtt3M9p4uLS7Zzx4iIiKhoy3NCtWjRInz66aewt7fHokWLcm07fPhwowP7L25ubnB2dv7PerVajZEjR6JDhw44f/48atSoIbdZuXIl3n//fQwePBjvvPMO5s2bBwcHvoVHRERE+ZPnhGr+/Pno1asX7O3tMX/+/BzbSZL0RhKqvNJoNFi7di0A6IxOCSGwcuVKfPvtt6hcuTJ8fHywYcMG9OnTx+hzpqenIz09Xd7nqBYREVHhlueE6urVq9n++XXz8vJCdp8bLF++vM7+tWvXULJkSb36R48eAXjxZmLlypXl+l27duHx48do06YNAKB3796IjIzUSaiio6MNijk8PBzTp0836FgiIiIqeAyalG4J9u/fj9jYWHkrUaKEXv3x48cRHR0NX19fLF26VKc+KioK3bp1g43Ni5yyR48eOHjwIC5fvmx0bCEhIdBoNPJ248YNo/skIiIiy2XQpPSMjAxER0dj9+7dSE5ORmZmpk79nj17TBJcbry9vXOdQ5VV7+fnh+TkZHTr1k3+LE5KSgo2b96MZ8+eYcmSJfIxGRkZiIqKMnrpB4VCAYVCYVQfREREVHAYNEI1YsQIjBgxAhkZGfD390fNmjV1NkszZMgQnD59Gps3bwYArF69GuXLl8epU6d0Rrnmzp2L6OhoZGRkmDliIiIiKkgMGqFau3Yt1q1bh3bt2pk6ntfC0dERQUFBmDZtGjp16oTIyEh89NFH8Pf312nn7u6OkJAQ/PHHH2jfvr2ZoiUiIqKCxqARKjs7O/j4+Jg6ltdq6NChOHfuHGbPno1Tp05l+4kclUqFli1bIjIy0gwREhERUUFl0AhVcHAwFi5ciMWLF+usYv4mBAQEZPvW33/Vu7u7y98eHD9+fI7Hb9++3fggiYiIqEiRRG7ZyUs+/PBDnf09e/bAxcUF1apVg62trU7dpk2bDA4oICAAhw4dgp2dHQ4fPozq1asb3JeptW3bFn/99RceP36MkydPolatWnk6TqvVQqVSQaPR6KzuTkRERJYrP7+/8zxCpVKpdPY7d+5sWHT/YfXq1UhLSwMAeHh4vJZzGGrFihUWGxsRERGZT55HqMhwHKEiIiIqeF7LCFV2kpOTER8fDwDw8/ODm5ubMd0RERERFUgGJVRarRZDhgzB2rVr5TWbrK2t0a1bN3z77bd6jwfphaaT18BawY8vW4Ljc/qaOwQiIipEDFo2ISgoCEePHsW2bduQmpqK1NRUbNu2Df/88w8+++wzU8dIREREZNEMGqHatm0b/vzzTzRu3Fgua9OmDb777ju89957JguOiIiIqCAwaISqZMmS2T7WU6lUeh8pzouAgABIkgRJkhAbG2tISG9EQYmTiIiI3iyDEqrJkydj9OjRuH37tlx2+/ZtjB07FlOmTDEokKCgICQlJcHf3x8JCQk6C4bGxMTIiYyVlRVUKhVq166NcePGISkpSaef0NBQue3LW+XKleU2Xl5eWLBggV4MoaGhOmtLBQYGIjQ0VN7ftGkTjh07ZtD1ERERUeFl0CO/JUuW4NKlS/Dw8JDXY7p+/ToUCgXu3r2LZcuWyW1PnDiRpz4dHR2hVqtzbRMfHw8nJydotVqcOHECs2fPRmRkJGJiYnQWAK1WrRp27dqlc6yNjVEvNAIAXFxcoNVqje6HiIiICheDsoxOnTqZOIy8cXNzg7OzM9RqNXx9fdGxY0fUrl0bgwcPxoEDB+R2NjY2/5mcEREREZmKQQnVtGnTTB2HQRwcHDBo0CCMGjUKycnJFrMOVnp6OtLT0+V9jmoREREVbgbNoXrdvLy8cv0A8suy5kYlJCTIZXFxcVAqlTrboEGD8h1HdHS0zhyqvAoPD4dKpZI3d3f3fPdBREREBYdBI1QZGRmYP38+1q1bh+vXr+Pp06c69SkpKSYJLi+yEq+XJ7H7+flh69atOu3e5CdfQkJCMHr0aHlfq9UyqSIiIirEDEqopk+fjhUrViA4OBiTJ0/GpEmTkJCQgC1btmDq1KmmjjFX586dA/BiVCuLnZ0dfHx8cjzGyckJGo1Grzw1NdUkq7wrFAooFAqj+yEiIqKCwaBHfqtXr8Z3332H4OBg2NjYoEePHlixYgWmTp2KI0eOmDrGHKWlpWH58uVo2rQpXF1d83ycn58fjh8/rld+4sQJ+Pr6mjJEIiIiKgIMGqG6ffu2vEyBUqmUR3vef/99g9ehyovk5GQ8efIEDx48wPHjxzF79mzcu3cPmzZt0mn3/PlznTWygBePBEuXLg0AGDVqFJo0aYIZM2bgww8/REZGBtasWYPDhw8jIiLitcVPREREhZNBCVX58uWRlJQEDw8PVKxYETt27MBbb72Fv//++7U+6vLz84MkSVAqlahQoQJat26N0aNH6y2RcObMGZQpU0anTKFQ4MmTJwCAhg0b4vfff0dYWBjmzp0LKysrVK9eHbt374a/v/9ri5+IiIgKJ4MSqs6dO2P37t2oX78+hg0bht69eyMyMhLXr1/HqFGjTB0jAgIC8vzWX2hoaJ7ezGvdujVat25tZGREREREBiZUs2bNkv/crVs3eHp64tChQ6hUqRI++OADgwKJiIjAihUrcPjwYZ1Vzy1J27Zt8ddff5k7DCIiIrIwksjr0M//efbsGT777DNMmTIF3t7eJgkiMTERaWlpAAAPDw/Y2dmZpF9TMzROrVYLlUoFjUbzRpdvICIiIsPl5/d3vhMqAFCpVIiNjTVZQlXYMaEiIiIqePLz+9ugZRM6deqELVu2GHIoERERUaFj0ByqSpUqISwsDAcPHkSdOnVQrFgxnfrhw4ebJDgiIiKigsCgR365PeqTJAlXrlwxKqjCJmvIsOawpbBWOJg7nCLt+Jy+5g6BiIgKiPw88jNohOrq1asGBUZERERUGBk0h+p1CAgIgCRJkCQJsbGx5g4nWwUhRiIiInrzDBqhGj16dLblkiTB3t4ePj4+6NixI1xcXPLVb1BQEMLCwlCqVCkkJCTA29tbXtAzOjoaI0eORGpqarbn3bx5Mzp16gQA2Lx5M7766iucO3cOmZmZ8PDwwLvvvosFCxboHdumTRvs2rULR44cwdtvv61TFxgYCC8vL3mh0E2bNuHy5cuoV69evq6LiIiICjeDEqqTJ0/ixIkTyMjIgJ+fHwDgwoULsLa2RuXKlREREYHg4GAcOHAAVatWzXO/jo6Oep+Rya/du3ejW7dumDFjBjp06ABJknD27Fns3LlTr+3169dx6NAhDB06FFFRUXoJ1atcXFyg1WqNio+IiIgKH4Me+XXs2BGtWrXCrVu3cPz4cRw/fhw3b97Eu+++ix49eiAxMRFNmzZ9LZ+h+S+//vorGjVqhLFjx8LPzw++vr7o1KkTvv32W722K1euxPvvv4/BgwdjzZo18qKdRERERPlhUEI1Z84cfPHFFzoz3lUqFUJDQzF79mw4Ojpi6tSpOH78uMkCzSu1Wo0zZ87g9OnTubYTQmDlypXo3bs3KleuDB8fH2zYsOENRUlERESFiUEJlUajQXJysl753bt35Udizs7OePr0qcGBeXl55fmDyC8bNmwY3n77bVSvXh1eXl7o3r07oqKikJ6ertNu165dePz4Mdq0aQMA8geeXxYdHZ2nDy2/Kj09HVqtVmcjIiKiwsvgR34DBgzA5s2bcfPmTdy8eRObN2/GwIED5Ynhx44dg6+vryljzZNixYrht99+w6VLlzB58mQolUoEBwejXr16ePz4sdwuKioK3bp1g43Ni2lkPXr0wMGDB3H58mWjYwgPD4dKpZI3d3d3o/skIiIiy2VQQrVs2TK0bNkS3bt3h6enJzw9PdG9e3e0bNkSS5cuBQBUrlwZK1asMFmgTk5OePToETIzM3XKs976U6lUOuUVK1bEJ598ghUrVuDEiRM4e/Ysfv75ZwBASkoKNm/ejIiICNjY2MDGxgblypXD8+fPERUVZXSsISEh0Gg08nbjxg2j+yQiIiLLZdBbfkqlEt999x3mz58vr4peoUIFKJVKuU2tWrVMEmAWPz8/PH/+HLGxsXjrrbfk8hMnTgBArqNhXl5ecHR0xKNHjwAAq1evRvny5fW+R7hjxw7MnTsXYWFhsLa2NjhWhUIBhUJh8PFERERUsBiUUGVRKpXyWlMvJ1OvQ7Vq1dC6dWsMGDAAc+fORYUKFRAfH4+RI0eiW7duKFeuHAAgNDQUjx8/Rrt27eDp6YnU1FQsWrQIz549w7vvvgsAiIyMxEcffQR/f3+dc7i7uyMkJAR//PEH2rdv/1qvh4iIiAoPgx75ZWZmIiwsDCqVSn7k5+zsjC+++ELvkZwp/fzzz2jWrBk+++wzVKtWDcOHD0fHjh11Hi02a9YMV65cQd++fVG5cmW0bdsWt2/fxo4dO+Dn54fjx4/j1KlT6NKli17/KpUKLVu21JucTkRERJQbg0aoJk2ahMjISMyaNQuNGjUCABw4cAChoaF48uQJZsyYYdIgszg7O2PhwoVYuHBhjm2aN2+O5s2b51hfp06dXN8e3L59u1ExEhERUdFj0AjVqlWrsGLFCgwePBg1atRAjRo18Pnnn+O7775DdHS0wcFERERAqVQiLi7O4D5ep7Zt26JatWrmDoOIiIgsjCQMWOzJ3t4e//77r95E8Pj4eNSqVcugFccTExPl4zw8PGBnZ5fvPl43Q2PUarVQqVTQaDQ6i6ESERGR5crP72+DHvnVrFkTixcvxqJFi3TKFy9ejJo1axrSpTyp3JIVhBiJiIjozTMooZo9ezbat2+PXbt2oUGDBgCAw4cP48aNG5yDREREREWOQXOomjVrhgsXLqBz585ITU1FamoqPvzwQ8THx6NJkyamjpGIiIjIohk0h4ryJ+sZbM1hS2GtcDB3OIXa8Tl9zR0CEREVEvmZQ2XQCBUA7N+/H71790bDhg2RmJgIAPjhhx9w4MABQ7skIiIiKpAMSqg2btyINm3awMHBASdOnEB6ejoAQKPRYObMmSYNkIiIiMjSGZRQffnll1i6dCm+++472NrayuWNGjWSv62XVwEBAZAkCZIkITY21pBw3hgvLy851qyPMhMREREZlFDFx8ejadOmeuUqlcqgRCMoKAhJSUnw9/dHQkICJEnSqRdCYPny5ahfvz6USiWcnZ1Rt25dLFiwAI8fPwbw4ht+2X2QOau/rGQta9/NzQ0PHjzQaVurVi2EhobK+wEBAToLlf7999/YuHFjvq+PiIiICjeDEiq1Wo1Lly7plR84cAAVKlTId3+Ojo5Qq9Wwscl+FYc+ffpg5MiR6NixI/bu3YvY2FhMmTIFv/zyC3bs2JHv8wHAgwcP8PXXX+frGFdXV/lj0ERERERZDFqHKigoCCNGjEBUVBQkScKtW7dw+PBhjBkzBlOmTDFpgOvWrcPq1auxZcsWdOzYUS738vJChw4doNVqDep32LBhmDdvHoYMGQI3NzdThUtERERFkEEJ1YQJE5CZmYmWLVvi8ePHaNq0KRQKBcaMGYNhw4aZNMDVq1fDz89PJ5nKIkkSVCqVQf326NEDO3fuRFhYGBYvXmxsmDrS09PlifoADE76iIiIqGAwKKGSJAmTJk3C2LFjcenSJTx8+BBVq1aFUqk0OiAvLy+8vDTWxYsX4efnl6dj4+Li9GLIaZktSZIwa9YsfPDBBxg1ahQqVqyo1yYmJibvgb8kPDwc06dPN+hYIiIiKngMXocKAOzs7FC1alXUq1fPJMlUdvKz7qifnx9iY2N1ttw+hdOmTRs0btzY5I8pQ0JCoNFo5O3GjRsm7Z+IiIgsi0EjVJ07d9Z7Ew94Mepjb28PHx8f9OzZM88jS7nx9fXF+fPn89TWzs4OPj4+OmU5TXTPMmvWLDRo0ABjx441OMZXKRQKKBQKk/VHREREls2gESqVSoU9e/bgxIkT8rpMJ0+exJ49e/D8+XP8/PPPqFmzJg4ePGh0gD179sSFCxfwyy+/6NUJIaDRaIzqv169evjwww8xYcIEo/ohIiKiosvgZRN69uyJK1euYOPGjdi4cSMuX76M3r17o2LFijh37hz69euH8ePHGx1g165d0a1bN/To0QMzZ87EP//8g2vXrmHbtm1o1aoV9u7da/Q5ZsyYgT179iA+Pt7ovoiIiKjoMSihioyMxMiRI2Fl9f8Pt7KywrBhw7B8+XJIkoShQ4fi9OnTRgcoSRJ++uknzJs3D1u2bEGzZs1Qo0YNhIaGomPHjmjTpo3R5/D19cWAAQPw5MkTo/siIiKiosegOVTPnz/H+fPn4evrq1N+/vx5ZGRkAADs7e2znWdlCCsrKwwaNAiDBg3KsU1oaKjOKudZXn1r8NX9LMuWLcOyZctMEi8REREVLQaNUPXp0wcDBw7E/PnzceDAARw4cADz58/HwIED0bdvXwDAvn37UK1atTz1FxERAaVSibi4OEPCeWOqVauGtm3bmjsMIiIisjCSyM+6BP8nIyMDs2bNwuLFi3Hnzh0AQOnSpTFs2DCMHz8e1tbWuH79OqysrFC+fPlc+0pMTERaWhoAwMPDA3Z2dgZcxptx7do1PHv2DABQoUIFnUeeudFqtVCpVNBoNHBycnqdIRIREZGJ5Of3t0EJ1asnA8BEIRdMqIiIiAqe/Pz+NmgO1cuYIBAREVFRZ9RK6a+aOHEiBgwYYMouiYiIiCye0SNUL0tMTORnVnLRdPIaWCsczB1GoXV8Tl9zh0BEREWUSROqVatWmbI7IiIiogLBpI/88isgIED+dE1sbKw5Q8mT0NBQOd4FCxaYOxwiIiKyEAYnVI8ePcL27duxdOlSLFq0SGfLj6CgICQlJcHf3x8JCQnyYqAbN26EtbU1EhMTsz2uUqVKGD16NID/n5itXbtWp82CBQvg5eUl70dHR0OSJFSpUkWvv/Xr10OSJL32AQEB8v6YMWOQlJT0n0tBEBERUdFi0CO/kydPol27dnj8+DEePXoEFxcX3Lt3D46OjnBzc8Pw4cPz3JejoyPUarVeeYcOHVCyZEmsWrUKEydO1Kn766+/cOnSJQwcOFAus7e3x+TJk9GlSxfY2trmeL5ixYohOTkZhw8fRoMGDeTyyMhIeHh45BqrUqmEUqmEtbV1Xi+PiIiIigCDRqhGjRqFDz74AP/73//g4OCAI0eO4Nq1a6hTpw6+/vprkwRma2uLPn36IDo6Wq8uKioK9evX11mJvUePHkhNTcV3332Xa782Njbo2bMnoqKi5LKbN28iJiYGPXv2NEnsREREVLQYlFDFxsYiODgYVlZWsLa2Rnp6Otzd3TF79my90SRjDBw4EBcvXsRff/0llz18+BAbNmzQGZ0CXqyHNWnSJISFheHRo0e59jtgwACsW7cOjx8/BvDi0d57772H0qVLmyTu9PR0aLVanY2IiIgKL4MSKltbW/mzK25ubrh+/ToAQKVSGbVswqsfLq5atSreeecdndGkdevWQQiB7t276x3/+eefw97eHvPmzcv1PLVr10aFChWwYcMGCCEQHR2d7fpZgYGBiImJyfd1hIeHQ6VSyZu7u3u++yAiIqKCw6CEqnbt2vj7778BAM2aNcPUqVOxevVqjBw5Ev7+/iYNcMCAAdiwYQMePHgA4MXjvo8//hjFixfXa6tQKBAWFoavv/4a9+7d+89+V65ciX379uHRo0do166dyWIOCQmBRqORN67NRUREVLgZlFDNnDkTZcqUAQDMmDEDJUqUwODBg3H37l0sW7bMpAFmjUStW7cOFy9exMGDB/Ue972sd+/e8PT0xJdffplrv7169cKRI0cQGhqKPn36wMbGdEtyKRQKODk56WxERERUeBmURdStW1f+s5ubG/744w+TBfSq4sWL4+OPP0ZUVBQuX74MX19fNGnSJMf2VlZWCA8Px4cffojBgwfn2M7FxQUdOnTAunXrsHTp0tcROhERERURBo1QtWjRAqmpqXrlWq0WLVq0MDYmPQMHDsShQ4ewdOnSPH0rsH379qhfv/5/jpZFR0fj3r17qFy5sqlCJSIioiLIoIQqJiYGT58+1St/8uQJ9u/fb3RQr2rcuDH8/Pyg1WrRt2/evtf21Vdf4cmTJ7m2cXBwQMmSJU0RIhERERVh+Xrk9++//8p/Pnv2LG7fvi3vZ2Rk4I8//kC5cuVMF91Lzp8/n2Nddm/iNWjQQOeNQeDFW3uBgYE59jNy5EiMHDnSwAiJiIioqMpXQlWrVi35W3bZPdpzcHDAN998k68AIiIisGLFChw+fBjVq1fP17Fv2syZMzFz5kx5/SoiIiIiAJDEq8M4ubh27RqEEKhQoQKOHTsGV1dXuc7Ozg5ubm75+ixLYmIi0tLSAAAeHh6ws7PLR+hvXkpKClJSUgAArq6uUKlUeTpOq9VCpVJBo9HwjT8iIqICIj+/v/M1QuXp6QkAyMzMNDy6l7yux4Ovi4uLC1xcXMwdBhEREVkYoxZfOnv2LK5fv643Qb1Dhw5GBUVERERUkBiUUF25cgWdO3dGXFwcJEmSJ39LkgTgxQR1IiIioqLCoIRqxIgR8Pb2xu7du+Ht7Y1jx47h/v37CA4Oxtdff23qGAuNppPXwFrhYO4wCq3jc/K2pAYREZGpGZRQHT58GHv27EGpUqVgZWUFKysrNG7cGOHh4Rg+fDhOnjxp6jiJiIiILJZBC3tmZGTIHycuVaoUbt26BeDFpPX4+HjTRUdERERUABiUUPn7++PUqVMAgPr162P27Nk4ePAgwsLCUKFChXz3FxAQIK9vFRsba0hIb0RBiZOIiIjeLIMSqsmTJ8tLJ4SFheHq1ato0qQJtm/fjkWLFhkUSFBQEJKSkuDv74+EhAR5gnsWIQSWL1+O+vXrQ6lUwtnZGXXr1sWCBQv0Ftq8efMm7Ozs4O/vn+25JEmCvb09rl27plPeqVMnnZXUAwMDERoaKu9v2rQJx44dM+j6iIiIqPAyKKFq06YNPvzwQwCAj48Pzp8/j3v37iE5OdngjyM7OjpCrVbDxib7aV19+vTByJEj0bFjR+zduxexsbGYMmUKfvnlF+zYsUOnbXR0NLp27QqtVoujR49m258kSZg6dWq+YnRxcdFZzJSIiIgIMHIdqpe9zgUv161bh9WrV2PLli3o2LGjXO7l5YUOHTpAq9XKZUIIrFy5EhEREShfvjwiIyNRv359vT6HDh2KefPmYezYsTmOZBERERHlRZ4TqqwRqbzYtGmTQcHkZPXq1fDz89NJprJIkqTzCZi9e/fi8ePHaNWqFcqVK4eGDRti/vz5KFasmM5xjRo1woULFzBhwgRs27bNpPGmp6cjPT1d3n854SMiIqLCJ8+P/FQqlbw5OTlh9+7d+Oeff+T648ePY/fu3Xn+vl1uvLy88PInBi9evAg/P788HRsZGYnu3bvD2toa/v7+qFChAtavX59t2/DwcPzxxx/Yv39/tvXR0dE6c6jyKjw8XOd+ubu757sPIiIiKjjyPEK1cuVK+c/jx49H165dsXTpUvljyBkZGfj8889fy8d/8/r95tTUVGzatAkHDhyQy3r37o3IyEidyeZZqlatir59+2LChAk4ePCgqcJFSEgIRo8eLe9rtVomVURERIWYQXOooqKicODAATmZAgBra2uMHj0aDRs2xJw5c0wWIAD4+vri/Pnz/9nup59+wpMnT3TmTAkhkJmZiQsXLsDX11fvmOnTp8PX1xdbtmwxWbwKhQIKhcJk/REREZFlM+gtv+fPn2eb4Jw/f15eTsGUevbsiQsXLuCXX37RqxNCQKPRAHjxuC84OBixsbHydurUKTRp0gRRUVHZ9u3u7o6hQ4di4sSJ/AYhERERGcSgEar+/ftj4MCBuHz5MurVqwcAOHr0KGbNmoX+/fubNEAA6Nq1KzZv3owePXpg8uTJaN26NVxdXREXF4f58+dj2LBh8PLywokTJ7B69WpUrlxZ5/gePXogLCwMX375ZbbLMoSEhOC7777D1atX0a1bN5PHT0RERIWbQQnV119/DbVajblz5yIpKQkAUKZMGYwdOxbBwcEmDRB48SbfTz/9hOXLlyMqKgozZsyAjY0NKlWqhL59+6JNmzYYN24cqlatqpdMAUDnzp0xdOhQbN++HR06dNCrd3Fxwfjx4zFx4kSTx05ERESFnyTyOuM7B1lLAhgzGT0gIAC1atXCggULjAnljUhISIC3tzdOnjyJWrVq5ekYrVYLlUqFmsOWwlrh8HoDLMKOz+lr7hCIiKgQyfr9rdFo/jPPMWgO1cucnJxM8mZfREQElEol4uLijO7rdWnbti2qVatm7jCIiIjIwhg8QrVhwwasW7cO169fx9OnT3XqTpw4ka++EhMTkZaWBgDw8PCAnZ2dISG9dobGmZ8Ml4iIiCzDax+hWrRoEfr374/SpUvj5MmTqFevHkqWLIkrV66gbdu2+e6vXLly8PHxgY+Pj8UmU0DBiZOIiIjeLIMSqoiICCxfvhzffPMN7OzsMG7cOOzcuRPDhw+XlzAgIiIiKioMSqiuX7+Ohg0bAgAcHBzw4MEDAECfPn2wZs0a00VHREREVAAYtGyCWq1GSkoKPD094eHhgSNHjqBmzZq4evVqnj8TUxQ1nbyGb/mZAN/mIyIiS2PQCFWLFi2wdetWAC8W+Rw1ahTeffdddOvWDZ07dzZpgERERESWzqCEavny5Zg0aRIAYMiQIYiKikKVKlUQFhaGJUuWmDTAgIAASJIESZIQGxtr0r7zKzAwUI7FlN/+IyIiooLNoITq5s2bOh9G7t69OxYtWoShQ4fi9u3bJgsuS1BQEJKSkuDv74+EhARIkiTXxcTEQJIkpKam6uxnbaVLl0aXLl1w5coV+RgvLy9IkoQjR47onGfkyJEICAiQ90NDQxEYGCjvL1y4UF4ZnoiIiCiLQQmVt7c37t69q1eekpICb29vo4N6laOjI9Rqdbbf4ctJfHw8bt26hfXr1+PMmTP44IMPdD5+bG9vj/Hjx+crDpVKBbVana9jiIiIqPAzKKESQuiMEmV5+PAh7O3tjQ7KFNzc3FCmTBk0bdoUU6dOxdmzZ3Hp0iW5/tNPP8WRI0ewfft2M0ZJREREhUG+3vIbPXo0gBcfK54yZQocHR3luoyMDBw9ejTP37d7kxwcXrxZ9/KK7t7e3hg0aBBCQkLw3nvvwcrK6K/wyNLT05Geni7vZ33vkIiIiAqnfCVUJ0+eBPBihCouLk5ntXA7OzvUrFkTY8aMMW2Er/Dy8srX0gxJSUn4+uuvUa5cOfj5+enUTZ48GStXrsTq1avRp08fvWNDQ0MNijE8PBzTp0836FgiIiIqePKVUO3duxfAi6USFi5caNHfpStfvjyEEHj8+DFq1qyJjRs36n0uxtXVFWPGjMHUqVPRrVs3k507JCREHs0DXoxQubu7m6x/IiIisiwGLey5cuVKAMClS5dw+fJlNG3aFA4ODjnOrTKH/fv3w8nJCW5ubihevHiO7UaPHo2IiAhERESY7NwKhQIKhcJk/REREZFlM2jiUEpKClq2bAlfX1+0a9dOXkpg4MCBCA4ONmmAhvL29kbFihVzTaYAQKlUYsqUKZgxY4b8CR0iIiKi/DAooRo5ciRsbW1x/fp1nYnp3bp1wx9//GGy4N6UTz/9FCqVCj/99JO5QyEiIqICyKCEaseOHfjqq69Qvnx5nfJKlSrh2rVrJgksrzIzMwEgX2tUvcrW1hZffPEFnjx5YqqwiIiIqAgxKAt59OiRzshUlpSUlDc+dyg5ORlKpRJKpRLAi0/V/NdbgAkJCXplPXr0QI8ePV5HiERERFTIGTRC1aRJE3z//ffyviRJyMzMxOzZs9G8eXOTBZclIiICSqUScXFxcll6ejrOnj2LxYsXo2XLliY/Z3YGDRokJ25EREREWSSRn0Wd/s/p06fRsmVLvPXWW9izZw86dOiAM2fOICUlBQcPHkTFihVNFmBiYiLS0tIAAB4eHvLSB1u2bEGfPn3QsGFDfPfdd/Dw8DDZOXOSnJwsL9JZpkwZFCtWLE/HabVaqFQqaDQai15qgoiIiP6//Pz+NiihAgCNRoPFixfj1KlTePjwId566y0MGTIEZcqUMSjowowJFRERUcHzRhIqyjsmVERERAVPfn5/G/xq3JMnT/Dvv/8iOTlZftMuS4cOHQztloiIiKjAMSih+uOPP9C3b1/cu3dPr06SJGRkZBgdWGHUdPIaWCsczB1GgXN8Tl9zh0BERJQrg97yGzZsGD7++GMkJSUhMzNTZ2MyRUREREWNQQnVnTt3MHr0aJQuXdrU8RAREREVOAYlVB999BFiYmJMHIqugIAASJIESZIQGxv7Ws+VVzExMXJMnTp1Mnc4REREZCEMSqgWL16MTZs2ITAwEHPnzsWiRYt0NlMJCgpCUlIS/P39kZCQAEmS5Lqs5CY1NVVnX5IkWFlZQaVSoXbt2hg3bpz88eYsoaGhkCQJgwYN0imPjY2FJEnySuqvnrNhw4ZISkpC165dTXaNREREVPAZNCl9zZo12LFjB+zt7eVEJoskSRg+fLhJgnN0dIRarc7XMfHx8XBycoJWq8WJEycwe/ZsREZGIiYmBtWrV5fb2dvbIzIyEsHBwahUqVKe+razs4NarYaDgwPS09PzFRcREREVXgaNUE2aNAnTp0+HRqNBQkICrl69Km9XrlwxdYz54ubmBrVaDV9fX3Tv3h0HDx6Eq6srBg8erNPOz88PzZs3x6RJk8wUKRERERUWBiVUT58+Rbdu3WBlZdDhb5SDgwMGDRqEgwcPIjk5Wadu1qxZ2LhxI/755x+TnjM9PR1arVZnIyIiosLLoIyoX79++Pnnn00dS668vLxg6KLulStXBgB5blSWt956C127dsX48eNNes7w8HCoVCp5c3d3z3cfREREVHAYNIcqIyMDs2fPxp9//okaNWrA1tZWp37evHkmCc5UspKil+d6Zfnyyy9RpUoV7NixA25ubiY5X0hICEaPHi3va7VaJlVERESFmEEJVVxcHGrXrg0AOH36tE5ddkmLuZ07dw7AixGnV1WsWBFBQUGYMGECIiMjTXI+hUIBhUJhkr6IiIjI8hmUUO3duzdP7W7evImyZcuada5VWloali9fjqZNm8LV1TXbNlOnTkXFihWxdu3aNxwdERERFQavNdOpWrWq3ryl1y05ORm3b9/GxYsXsXbtWjRq1Aj37t3DkiVLcjymdOnSGD16tEnX0CIiIqKi47UmVIZOIjeGn58fypYtizp16mDWrFlo1aoVTp8+japVq+Z63JgxY6BUKt9QlERERFSYGPTIzxIEBAToJGyv7ucmNDQUoaGhOmVOTk64e/euKUMkIiKiIsKiF5KKiIiAUqlEXFycuUMBAOzfvx9KpRKrV682dyhERERkQSx2hGr16tVIS0sDAHh4eJg5mhfq1q0rf6jZkMeDf33ZA05OTiaOioiIiMzttSZUxiyhUK5cORNGYhoODg7w8fExdxhERERkYQrdpHQiIiKiN82gEaoBAwZg4cKFKF68uE75o0ePMGzYMERFRQEAzp49i7JlyxofZSHRdPIaWCsczB2GxTs+p6+5QyAiIsoXg0aoVq1aJc9vellaWhq+//57ed/d3R3W1taGR0dERERUAORrhEqr1UIIASEEHjx4AHt7e7kuIyMD27dvN9n38IiIiIgKinyNUDk7O8PFxQWSJMHX1xclSpSQt1KlSmHAgAEYMmSISQILCAiAJEmQJEl+s87cYmJi5Jg6depk7nCIiIjIQuQrodq7dy92794NIQQ2bNiAPXv2yNuBAwdw/fp1TJo0yWTBBQUFISkpCf7+/khISNB5azAruUlNTdXZr1atGjIyMnT6cXZ2RnR0tLzv5eUlJ0YODg7w8vJC165dsWfPHp3jXj1nw4YNkZSUhK5du5rsGomIiKjgy9cjv2bNmgEArl69Cnd399f+0WNHR0eo1ep8HXPlyhV8//336N+/f67twsLCEBQUhKdPnyIhIQE//vgjWrVqhS+++CLHpNDOzg5qtRoODg5IT0/PV1xERERUeBn0lp+npydSU1Nx7NgxJCcnIzMzU6e+b1/zvaU1bNgwTJs2DT179oRCocixXfHixeVkzcPDA02bNkWZMmUwdepUfPTRR/Dz83tTIRMREVEBZ1BC9euvv6JXr154+PAhnJycdB6LSZJk1oRq5MiR+PHHH/HNN99gzJgx+Tp2xIgR+OKLL/DLL79g3LhxBseQnp6uM4Kl1WoN7ouIiIgsn0HP7IKDgzFgwAA8fPgQqamp+N///idvKSkppo4RwIt5T3lZKNTR0RHTpk1DeHg4NBpNvs7h4uICNzc3JCQk5OucrwoPD4dKpZI3d3f3fPdBREREBYdBCVViYiKGDx8OR0dHU8djEgMHDkTJkiXx1Vdf5ftYIYRRn8wBgJCQEGg0Gnm7ceOGUf0RERGRZTMooWrTpg3++ecfU8diMjY2NpgxYwYWLlyIW7du5fm4+/fv4+7du/D29jbq/AqFAk5OTjobERERFV4GzaFq3749xo4di7Nnz6J69eqwtbXVqe/QoYNJgjPGxx9/jDlz5mD69Ol5PmbhwoWwsrLiGlNERESULwYlVEFBQQBeLD3wKkmS9NaBMpdZs2ahTZs22dY9ePAAt2/fxrNnz3D16lX8+OOPWLFiBcLDw+Hj4/OGIyUiIqKCzKBHfpmZmTlulpJMAUCLFi3QokULPH/+XK9u6tSpKFOmDHx8fNCnTx9oNBrs3r0b48ePN0OkREREVJAZNEL1sidPnuh80+9NCQgI0HkD79X9LH/++adeWdZbfERERESmYNAIVUZGBr744guUK1cOSqUSV65cAQBMmTIFkZGRJgsuIiICSqUScXFxJuvTGPv374dSqcTq1avNHQoRERFZEINGqGbMmIFVq1Zh9uzZ8nwqAPD398eCBQswcOBAowNbvXo10tLSALxYydwS1K1bV/5Qs1KpzPfxf33Zg2/8ERERFUIGJVTff/89li9fjpYtW2LQoEFyec2aNXH+/HmTBFauXDmT9GNKDg4OnLBOREREegxe2DO7xCIzMxPPnj0zOigiIiKigsSghKpq1arYv3+/XvmGDRtQu3Zto4MiIiIiKkgMeuQ3depU9OvXD4mJicjMzMSmTZsQHx+P77//Htu2bTN1jIVG08lrYK1wMHcYFu34HPN9WJuIiMhQBo1QdezYEb/++it27dqFYsWKYerUqTh37hx+/fVXvPvuu6aOkYiIiMiiGbwOVZMmTbBz505TxkJERERUIBk0QvWyhw8fQqvV6mzGCggIgCRJkCRJXqbAEoSGhspxLViwwNzhEBERkYUwKKG6evUq2rdvj2LFikGlUqFEiRIoUaIEnJ2dUaJECZMEFhQUhKSkJPj7+yMhIQGSJMl1MTExcmLz6nb79m0AwOPHjxESEoKKFSvC3t4erq6uaNasGX755Re5n5cTN3t7e1StWhURERFyfXR0NAICAuT9MWPGICkpCeXLlzfJNRIREVHhYNAjv969e0MIgaioKJQuXVon2TEVR0dHqNXqXNvEx8frLZTp5uYGABg0aBCOHj2Kb775BlWrVsX9+/dx6NAh3L9/X6d9UFAQwsLC8PjxY3z//fcYMmQISpQogR49euidT6lUQqlUwtra2sirIyIiosLEoITq1KlTOH78OPz8/EwdT764ubnB2dk527qtW7di4cKFaNeuHQDAy8sLderU0Wv3cuIWGhqKn376CVu3bs02oSIiIiLKjkGP/N5++23cuHHD1LGYlFqtxvbt2/HgwYN8Hefg4ICnT58ade709HSTzysjIiIiy2XQCNWKFSswaNAgJCYmwt/fH7a2tjr1NWrUMElwWby8vCCE0Ct/dS6Tp6cnzpw5AwBYvnw5evXqhZIlS6JmzZpo3LgxPvroIzRq1Cjbc2RkZGDNmjX4999/8emnnwIAAgMDERgYmO94w8PDMX369HwfR0RERAWTQQnV3bt3cfnyZfTv318ukyQJQghIkoSMjAyTBZib/fv3o3jx4vL+y4ld06ZNceXKFRw5cgSHDh3C7t27sXDhQkyfPh1TpkyR20VERGDFihV4+vQprK2tMWrUKAwePNiouEJCQjB69Gh5X6vVwt3d3ag+iYiIyHIZlFANGDAAtWvXxpo1a17bpPS88Pb2znEOFfAiwWrSpAmaNGmC8ePH48svv0RYWBjGjx8POzs7AECvXr0wadIkODg4oEyZMrCyMnolCSgUCigUCqP7ISIiooLBoITq2rVr2Lp1a7YfSLZkVatWxfPnz/HkyRM5oVKpVAXuOoiIiMiyGJRQtWjRAqdOnTJ7IpKcnIwnT57olJUsWRK2trYICAhAjx49ULduXZQsWRJnz57FxIkT0bx5c72lFoiIiIiMYVBC9cEHH2DUqFGIi4tD9erV9Sald+jQwSTB/Zfslm04fPgw3nnnHbRp0warVq3CxIkT8fjxY5QtWxbvv/8+pk6d+kZiIyIioqLDoIRq0KBBAICwsDC9ujcxKT0gICDbt/5eFhISgpCQkFzbxMTEmDAqIiIiKqoMmoGdmZmZ42aqZCoiIgJKpRJxcXEm6c8UZs6cCaVSievXr5s7FCIiIrIgkvivoR4zSExMRFpaGgDAw8NDnkBubikpKUhJSQEAuLq6QqVS5ek4rVYLlUoFjUbD+VtEREQFRH5+fxv0yC+7R30vM3aeUrly5Yw6/nVxcXGBi4uLucMgIiIiC2NQQrV582ad/WfPnuHq1auwsbFBxYoVOfGbiIiIihSDEqqTJ0/qlWm1WgQGBqJz585GB1VYNZ28BtYKB3OH8UYcn9PX3CEQERG9McYvC/5/nJyc9D7rQkRERFQUmCyhAgCNRgONRmPKLomIiIgsnkGP/BYtWqSzL4RAUlISfvjhB7Rt29agQAICArBv3z4ALx4p1qpVy6B+XqesbxaqVCqkpqaaNxgiIiKyGAaNUM2fP19nW7RoEWJiYtCvXz8sW7bM4GCCgoKQlJQEf39/JCQk5PjR5cqVK0OhUOD27dt6dV5eXliwYIFeeWhoqE6SdvfuXQwePBgeHh5QKBRQq9Vo06YNDh48qNPXy4t/JiUlZds3ERERFW0GjVBdvXrV1HEAABwdHaFWq3Ntc+DAAaSlpeGjjz7CqlWrMH78eIPO1aVLFzx9+hSrVq1ChQoVcOfOHezevRv379/P8Ri1Wp3ntaeIiIio6DAoodJoNMjIyNBbkyklJQU2NjavdfHKyMhI9OzZE82aNcOIESMMSqhSU1Oxf/9+xMTEoFmzZgAAT09P1KtXz9ThEhERURFg0CO/7t27Y+3atXrl69atQ/fu3Y0OKicPHjzA+vXr0bt3b7z77rvQaDTYv39/vvtRKpVQKpXYsmUL0tPTTR5neno6tFqtzkZERESFl0EJ1dGjR9G8eXO98oCAABw9etTooIAX85de/SrO2rVrUalSJVSrVg3W1tbo3r07IiMj8923jY0NoqOjsWrVKjg7O6NRo0aYOHEi/v33X512CQkJCAgIyHf/4eHhUKlU8ubu7p7vPoiIiKjgMCihSk9Px/Pnz/XKnz17Jn+D73WIiopC79695f3evXtj/fr1ePDgQb776tKlC27duoWtW7fivffeQ0xMDN566y1ER0cbHWdISIi8hIRGo8GNGzeM7pOIiIgsl0EJVb169bB8+XK98qVLl6JOnTpGB5Wds2fP4siRIxg3bhxsbGxgY2ODd955B48fP9Z5/Ojk5JTtWlipqal6E8rt7e3x7rvvYsqUKTh06BACAwMxbdo0o2NVKBRwcnLS2YiIiKjwMmhS+pdffolWrVrh1KlTaNmyJQBg9+7d+Pvvv7Fjxw6TBpglMjISTZs2xbfffqtTvnLlSkRGRiIoKAgA4Ofnh+PHj+sdf+LECfj5+eV6jqpVq2LLli0mi5mIiIiKBoMSqkaNGuHw4cOYPXs21q1bBwcHB9SoUQORkZGoVKmSqWPEs2fP8MMPPyAsLAz+/v46dZ988gnmzZuHM2fOoFq1ahg1ahSaNGmCGTNm4MMPP0RGRgbWrFmDw4cPIyIiAgBw//59fPzxxxgwYABq1KiB4sWL459//sHs2bPRsWNHk8dPREREhZtBCRUA1KpVCz/99JMpY8nR1q1bcf/+/Ww/vFylShVUqVIFkZGRmDdvHho2bIjff/8dYWFhmDt3LqysrFC9enXs3r1bTsaUSiXq16+P+fPn4/Lly3j27Bnc3d0RFBSEiRMnvpFrIiIiosLD4IQqIyMDW7Zswblz5wAA1apVQ4cOHWBtbW2y4LJ06dIFGRkZOdafPXtWZ79169Zo3bp1ju0VCgXCw8MRHh5ushiJiIio6DIoobp06RLat2+PmzdvyvOSwsPD4e7ujt9++w0VK1Y0KJiIiAisWLEChw8fRvXq1Q3q43VSKpV4/vw57O3tzR0KERERWRBJvLrYUx60a9cOQgisXr1aXi39/v376N27N6ysrPDbb7/lO5DExER5yQUPDw/Y2dnlu4/X7dKlSwAAa2treHt75/k4rVYLlUoFjUbDN/6IiIgKiPz8/jYooSpWrBiOHDmiN4p06tQpNGrUCA8fPsxvl4UaEyoiIqKCJz+/vw1ah0qhUGS7mObDhw8tcmSJiIiI6HUyKKF6//338emnn+Lo0aMQQkAIgSNHjmDQoEHo0KGDqWMkIiIismgGTUpftGgR+vXrhwYNGsDW1hbAi7WiOnbsiAULFpgyvkKl6eQ1sFY4mDuMN+L4nL7mDoGIiOiNMSihcnZ2xi+//IJLly7JyyZUqVIFPj4+Jg2OiIiIqCDIc0I1evToXOv37t0r/3nevHn5DiQgIAD79u0DAJw8eRK1atXKdx+vW2BgIFatWgUA2Lx5Mzp16mTegIiIiMgi5HkO1cmTJ3W2yMhILFu2DDExMYiJicHy5csRGRmJ2NhYg4MJCgpCUlIS/P39kZCQAEmS5LqYmBhIkoTU1FS57NatW6hevTqaNm0qfxB527ZtaNasGYoXLw5HR0e8/fbbiI6O1jlPVt9Zm4uLC5o1a4b9+/frtAsNDUVgYKC8v3DhQiQlJRl8fURERFQ45Tmh2rt3r7x98MEHaNasGW7evIkTJ07gxIkTuHHjBpo3b4727dsbHIyjoyPUajVsbP574Ozy5cto3LgxPD098eeff0KlUuGbb75Bx44d0ahRIxw9ehT//vsvunfvjkGDBmHMmDF6fezatQtJSUn466+/ULZsWbz//vu4c+dOjudUqVRQq9UGXx8REREVTga95Td37lyEh4ejRIkSclmJEiXw5ZdfYu7cuSYLLif//vsvGjdujAYNGmDLli1wcHDAjRs3EBwcjJEjR2LmzJmoWrUqfHx8EBwcjDlz5mDu3Lk4evSoTj8lS5aEWq2Gv78/Jk6cCK1Wq9eGiIiI6L8YlFBptVrcvXtXr/zu3bvZrk9lSocOHUKzZs3QpUsX/Pjjj/Jo1oYNG/Ds2bNsR6I+++wzKJVKrFmzJts+09LS8P333wMA19EiIiKifDPoLb/OnTujf//+mDt3LurVqwcAOHr0KMaOHYsPP/zQJIF5eXkhu0XcO3fujG7dumHx4sU65RcuXIBKpUKZMmX0jrGzs0OFChVw4cIFnfKGDRvCysoKjx8/hhACderUQcuWLeX60NBQg2JPT09Henq6vK/Vag3qh4iIiAoGg0aoli5dirZt26Jnz57w9PSEp6cnevbsiffeew8RERGmjlFHx44dsXnzZr0J5Ib4+eefcfLkSWzcuBE+Pj6Ijo6W19UyRnh4OFQqlby5u7sb3ScRERFZLoMSKkdHR0REROD+/fvyW38pKSmIiIhAsWLFTB2jjmXLlqF79+5o27Yt/vrrL7nc19cXGo0Gt27d0jvm6dOnuHz5Mnx9fXXK3d3dUalSJXTu3BkzZ85E586ddUaWDBUSEgKNRiNvN27cMLpPIiIislwGJVRZihUrhho1aqBGjRqvPZHKIkkSli9fjl69eqFdu3by2lVdunSBra1ttpPily5dikePHqFHjx459vvRRx/BxsbGJCNsCoUCTk5OOhsREREVXgbNoTI3SZKwdOlSWFtbo127dvjtt98QEBCA2bNnIzg4GPb29ujTpw9sbW3xyy+/YOLEiQgODkb9+vVz7XP48OEIDQ3FZ599BkdHxzd4RURERFSQGTVCZU6SJOHbb79F//790b59e+zduxcjR46U51fVrVsX/v7++Omnn7BkyRJ8/fXX/9lnv3798OzZM70J70RERES5KTAjVAEBAXpv/UmShMWLF+skQB06dECHDh1y7SunNwgdHR2RkpJimoCJiIioyLCoEaqIiAgolUrExcWZO5RsDRo0CEql0txhEBERkYWRRHZDNWaQmJiItLQ0AICHh4dFLrCZnJwsrylVpkyZPE/E12q1UKlU0Gg0nKBORERUQOTn97fFPPIrV66cuUP4T25ubnBzczN3GERERGRhLOqRHxEREVFBxISKiIiIyEgW88ivKGg6eQ2sFQ7mDsPkjs/pa+4QiIiIzIojVERERERGYkJFREREZCSLSagCAgIgSRIkSUJsbKy5w8lWaGioHOOCBQvMHQ4RERFZCItJqAAgKCgISUlJ8Pf3R0JCAiRJkutiYmIgSRKqVauGjIwMneOcnZ0RHR0t73t5eeWY8GT1m7UVL14c1apVw5AhQ3Dx4kWdttHR0QgICJD3x4wZg6SkJJQvX97oayUiIqLCw6ISKkdHR6jVatjY5DxX/sqVK/j++++NPteuXbuQlJSEU6dOYebMmTh37hxq1qyJ3bt353iMUqmEWq2GtbW10ecnIiKiwsOiEqq8GDZsGKZNm4b09HSj+ilZsiTUajUqVKiAjh07YteuXahfvz4GDhyoNwJGRERElJsCl1CNHDkSz58/xzfffGPSfq2srDBixAhcu3YNx48fN6qv9PR0aLVanY2IiIgKL4tNqLy8vJDdZwYdHR0xbdo0hIeHQ6PRmPSclStXBvBinhUABAYGIiYmJt/9hIeHQ6VSyZu7u7sJoyQiIiJLY7EJVW4GDhyIkiVL4quvvjJpv1kJ3MuT4Q0REhICjUYjbzdu3DBFeERERGShCmRCZWNjgxkzZmDhwoW4deuWyfo9d+4cAMDb29uofhQKBZycnHQ2IiIiKrwKZEIFAB9//DGqVauG6dOnm6S/zMxMLFq0CN7e3qhdu7ZJ+iQiIqKioUB/y2/WrFlo06ZNtnWJiYl6C4R6enrKf75//z5u376Nx48f4/Tp01iwYAGOHTuG3377jcsiEBERUb4U6ISqRYsWaNGiBXbs2KFX9/XXX+Prr7/WKfvhhx/QuHFjAECrVq0AvJjk7unpiebNm2P58uXw8fF5/YETERFRoVJgEqqAgIBs3/r7888/9cqy3tLLSXb9EBERERnKouZQRUREQKlUIi4uztyhZGvmzJlQKpW4fv26uUMhIiIiCyIJCxmuSUxMRFpaGgDAw8MDdnZ2Zo5IX0pKClJSUgAArq6uUKlUeTpOq9VCpVJBo9HwjT8iIqICIj+/vy3mkV+5cuXMHcJ/cnFxgYuLi7nDICIiIgtjUY/8iIiIiAoiJlRERERERrKYR35FQdPJa2CtcDB3GCZzfE5fc4dARERkEThCRURERGQki0ioAgICIEkSJEnSW93ckoSGhspxLliwwNzhEBERkYWwiIQKAIKCgpCUlAR/f38kJCRAkqRs21WuXBkKhQK3b9/Wq3s5MbO3t4evry/Cw8OzXchz48aNaNGiBUqUKAEHBwf4+flhwIABOHnypNwmOjoaAQEB8v6YMWOQlJSE8uXLG3/BREREVGhYTELl6OgItVoNG5ucp3UdOHAAaWlp+Oijj7Bq1aps22QlZvHx8QgJCcHUqVOxdOlSnTbjx49Ht27dUKtWLWzduhXx8fH46aefUKFCBYSEhOR4fqVSCbVazW/9ERERkY4CNSk9MjISPXv2RLNmzTBixAiMHz9er01WYgYA/fv3x+LFi7Fz504MHjwYAHDkyBHMnj0bCxcuxPDhw+XjPDw8UKdOHX6WhoiIiPLNYkao/suDBw+wfv169O7dG++++y40Gg3279+fY3shBPbv34/z58/rrLq+Zs0aKJVKfP7559kel9OjRiIiIqKcWGRC5eXlpTdStHbtWlSqVAnVqlWDtbU1unfvjsjISL1js74HqFAo0LRpU2RmZuqMRF24cAEVKlTQebQ4b948KJVKedNoNACAwMBAxMTE5Dv+9PR0aLVanY2IiIgKL4tMqLITFRWF3r17y/u9e/fG+vXr8eDBA512vXr1QmxsLA4ePIi2bdti0qRJaNiwYa59DxgwALGxsVi2bBkePXpk9GO/8PBwqFQqeXN3dzeqPyIiIrJsBSKhOnv2LI4cOYJx48bBxsYGNjY2eOedd/D48WOsXbtWp61KpYKPjw/efvttrFu3DosXL8auXbvk+kqVKuHKlSt49uyZXObs7AwfHx+TfU8wJCQEGo1G3m7cuGGSfomIiMgyFYiEKjIyEk2bNsWpU6cQGxsrb6NHj872sV8WpVKJESNGYMyYMfKoU48ePfDw4UNERES8tngVCgWcnJx0NiIiIiq8LD6hevbsGX744Qf06NED/v7+Otsnn3yCo0eP4syZMzke/9lnn+HChQvYuHEjAKBBgwYIDg5GcHAwRo8ejQMHDuDatWs4cuQIIiMjIUkSrKws/rYQERGRBbH4zGHr1q24f/8+OnfurFdXpUoVVKlSJddRKhcXF/Tt2xehoaHIzMwEAHz99df46aefcPLkSbz//vuoVKkSPv74Y2RmZuLw4cMcUSIiIqJ8sfh1qLp06YKMjIwc68+ePSv/Oac38l5d2BMAunbtiq5duxodHxEREZHFjFBlLXcQFxdn7lByNHPmTCiVSly/ft3coRAREZEFkYQFLA2emJiItLQ0AC9WLH95IU5LkpKSgpSUFACAq6srVCpVno7TarVQqVTQaDR8nEhERFRA5Of3t0U88jPVcgWvm4uLC1xcXMwdBhEREVkYi3nkR0RERFRQMaEiIiIiMpJFPPIrKppOXgNrhYO5wzCJ43P6mjsEIiIii8ERKiIiIiIjMaEiIiIiMpJFJVQBAQGQJAmSJCE2Ntbc4ehJSEiQ46tVq5a5wyEiIiILYVEJFQAEBQUhKSkJ/v7+cgIDAIGBgXIyk93m5eUFAPDy8sKCBQv0+g0NDdVJgl7uz9bWFt7e3hg3bhyePHmic5wkSUhISAAAuLu7IykpCcHBwa/j0omIiKiAsriEytHREWq1GjY2uvPlFy5ciKSkJHkDgJUrV8r7f//9d77P9d577yEpKQlXrlzB/PnzsWzZMkybNi3H9tbW1lCr1VAqlfk+FxERERVeBeYtP5VKpbcyubOzM9RqtcF9KhQK+Xh3d3e0atUKO3fuxFdffWVUrERERFS0FJiE6nU7ffo0Dh06BE9PT6P7Sk9PR3p6uryv1WqN7pOIiIgsl0UnVF5eXnidnxrctm0blEolnj9/jvT0dFhZWWHx4sU6bQw5f3h4OKZPn26qMImIiMjCWdwcqjepefPmiI2NxdGjR9GvXz/0798fXbp0MbrfkJAQaDQaebtx44YJoiUiIiJLZdEjVIZwcnKCRqPRK09NTdWbg1WsWDH4+PgAAKKiolCzZk1ERkZi4MCBRsWgUCigUCiM6oOIiIgKjkI3QuXn54fjx4/rlZ84cQK+vr45HmdlZYWJEydi8uTJSEtLe50hEhERUSFT6BKqUaNG4bfffsOMGTNw7tw5nD59GpMmTcLhw4cxYsSIXI/9+OOPYW1tjW+//fYNRUtERESFQaFLqBo2bIjff/8dv//+Oxo1aoSAgAAcOnQIu3fvhr+/f67H2tjYYOjQoZg9ezYePXr0hiImIiKigq7AzqHK7e271q1bo3Xr1rkeHx0dnW35hAkTMGHCBGNCIyIioiLG4kaoIiIioFQqERcXZ+5Q9Fy/fh1KpRIzZ840dyhERERkQSTxOhd6yqfExER5QriHhwfs7OzMHJGu58+fy9/1UygUcHd3z9NxWq0WKpUKGo0GTk5OrzFCIiIiMpX8/P62qEd+5cqVM3cIubKxsZGXWciPrJyVK6YTEREVHFm/t/My9mRRCVVhdf/+fQDI84gWERERWY4HDx7orWX5KiZUb4CLiwuAF3Ow/usvpCjQarVwd3fHjRs3+Aj0//Ce6OL90MX7oYv3Qx/viS5T3Q8hBB48eICyZcv+Z1smVG+AldWLuf8qlYo/6C9xcnLi/XgF74ku3g9dvB+6eD/08Z7oMsX9yOtAiMW95UdERERU0DChIiIiIjISE6o3QKFQYNq0afxg8v/h/dDHe6KL90MX74cu3g99vCe6zHE/LGodKiIiIqKCiCNUREREREZiQkVERERkJCZUREREREZiQkVERERkJCZUb8C3334LLy8v2Nvbo379+jh27Ji5Q3ot/vrrL3zwwQcoW7YsJEnCli1bdOqFEJg6dSrKlCkDBwcHtGrVChcvXtRpk5KSgl69esHJyQnOzs4YOHAgHj58+AavwjTCw8Px9ttvo3jx4nBzc0OnTp0QHx+v0+bJkycYMmQISpYsCaVSiS5duuDOnTs6ba5fv4727dvD0dERbm5uGDt2LJ4/f/4mL8VklixZgho1asgL7TVo0AC///67XF/U7serZs2aBUmSMHLkSLmsKN2T0NBQSJKks1WuXFmuL0r3IktiYiJ69+6NkiVLwsHBAdWrV8c///wj1xelf1MBwMvLS+9nRJIkDBkyBIAF/IwIeq3Wrl0r7OzsRFRUlDhz5owICgoSzs7O4s6dO+YOzeS2b98uJk2aJDZt2iQAiM2bN+vUz5o1S6hUKrFlyxZx6tQp0aFDB+Ht7S3S0tLkNu+9956oWbOmOHLkiNi/f7/w8fERPXr0eMNXYrw2bdqIlStXitOnT4vY2FjRrl074eHhIR4+fCi3GTRokHB3dxe7d+8W//zzj3jnnXdEw4YN5frnz58Lf39/0apVK3Hy5Emxfft2UapUKRESEmKOSzLa1q1bxW+//SYuXLgg4uPjxcSJE4Wtra04ffq0EKLo3Y+XHTt2THh5eYkaNWqIESNGyOVF6Z5MmzZNVKtWTSQlJcnb3bt35fqidC+EECIlJUV4enqKwMBAcfToUXHlyhXx559/ikuXLsltitK/qUIIkZycrPPzsXPnTgFA7N27Vwhh/p8RJlSvWb169cSQIUPk/YyMDFG2bFkRHh5uxqhev1cTqszMTKFWq8WcOXPkstTUVKFQKMSaNWuEEEKcPXtWABB///233Ob3338XkiSJxMTENxb765CcnCwAiH379gkhXly7ra2tWL9+vdzm3LlzAoA4fPiwEOJFgmplZSVu374tt1myZIlwcnIS6enpb/YCXpMSJUqIFStWFOn78eDBA1GpUiWxc+dO0axZMzmhKmr3ZNq0aaJmzZrZ1hW1eyGEEOPHjxeNGzfOsb6o/5sqhBAjRowQFStWFJmZmRbxM8JHfq/R06dPcfz4cbRq1Uous7KyQqtWrXD48GEzRvbmXb16Fbdv39a5FyqVCvXr15fvxeHDh+Hs7Iy6devKbVq1agUrKyscPXr0jcdsShqNBsD//1D28ePH8ezZM537UblyZXh4eOjcj+rVq6N06dJymzZt2kCr1eLMmTNvMHrTy8jIwNq1a/Ho0SM0aNCgSN+PIUOGoH379jrXDhTNn5GLFy+ibNmyqFChAnr16oXr168DKJr3YuvWrahbty4+/vhjuLm5oXbt2vjuu+/k+qL+b+rTp0/x448/YsCAAZAkySJ+RphQvUb37t1DRkaGzl8eAJQuXRq3b982U1TmkXW9ud2L27dvw83NTafexsYGLi4uBfp+ZWZmYuTIkWjUqBH8/f0BvLhWOzs7ODs767R99X5kd7+y6gqiuLg4KJVKKBQKDBo0CJs3b0bVqlWL7P1Yu3YtTpw4gfDwcL26onZP6tevj+joaPzxxx9YsmQJrl69iiZNmuDBgwdF7l4AwJUrV7BkyRJUqlQJf/75JwYPHozhw4dj1apVAIr2v6kAsGXLFqSmpiIwMBCAZfz3YmN0D0SUqyFDhuD06dM4cOCAuUMxOz8/P8TGxkKj0WDDhg3o168f9u3bZ+6wzOLGjRsYMWIEdu7cCXt7e3OHY3Zt27aV/1yjRg3Ur18fnp6eWLduHRwcHMwYmXlkZmaibt26mDlzJgCgdu3aOH36NJYuXYp+/fqZOTrzi4yMRNu2bVG2bFlzhyLjCNVrVKpUKVhbW+u9ZXDnzh2o1WozRWUeWdeb271Qq9VITk7WqX/+/DlSUlIK7P0aOnQotm3bhr1796J8+fJyuVqtxtOnT5GamqrT/tX7kd39yqoriOzs7ODj44M6deogPDwcNWvWxMKFC4vk/Th+/DiSk5Px1ltvwcbGBjY2Nti3bx8WLVoEGxsblC5dusjdk5c5OzvD19cXly5dKpI/H2XKlEHVqlV1yqpUqSI/Bi2q/6YCwLVr17Br1y588skncpkl/IwwoXqN7OzsUKdOHezevVsuy8zMxO7du9GgQQMzRvbmeXt7Q61W69wLrVaLo0ePyveiQYMGSE1NxfHjx+U2e/bsQWZmJurXr//GYzaGEAJDhw7F5s2bsWfPHnh7e+vU16lTB7a2tjr3Iz4+HtevX9e5H3FxcTr/IO7cuRNOTk56/9AWVJmZmUhPTy+S96Nly5aIi4tDbGysvNWtWxe9evWS/1zU7snLHj58iMuXL6NMmTJF8uejUaNGekutXLhwAZ6engCK3r+pL1u5ciXc3NzQvn17ucwifkaMntZOuVq7dq1QKBQiOjpanD17Vnz66afC2dlZ5y2DwuLBgwfi5MmT4uTJkwKAmDdvnjh58qS4du2aEOLFK77Ozs7il19+Ef/++6/o2LFjtq/41q5dWxw9elQcOHBAVKpUqUC+4jt48GChUqlETEyMzmu+jx8/ltsMGjRIeHh4iD179oh//vlHNGjQQDRo0ECuz3rFt3Xr1iI2Nlb88ccfwtXVtcC+Bj5hwgSxb98+cfXqVfHvv/+KCRMmCEmSxI4dO4QQRe9+ZOflt/yEKFr3JDg4WMTExIirV6+KgwcPilatWolSpUqJ5ORkIUTRuhdCvFhKw8bGRsyYMUNcvHhRrF69Wjg6Oooff/xRblOU/k3NkpGRITw8PMT48eP16sz9M8KE6g345ptvhIeHh7CzsxP16tUTR44cMXdIr8XevXsFAL2tX79+QogXr/lOmTJFlC5dWigUCtGyZUsRHx+v08f9+/dFjx49hFKpFE5OTqJ///7iwYMHZrga42R3HwCIlStXym3S0tLE559/LkqUKCEcHR1F586dRVJSkk4/CQkJom3btsLBwUGUKlVKBAcHi2fPnr3hqzGNAQMGCE9PT2FnZydcXV1Fy5Yt5WRKiKJ3P7LzakJVlO5Jt27dRJkyZYSdnZ0oV66c6Natm86aS0XpXmT59ddfhb+/v1AoFKJy5cpi+fLlOvVF6d/ULH/++acAoHedQpj/Z0QSQgjjx7mIiIiIii7OoSIiIiIyEhMqIiIiIiMxoSIiIiIyEhMqIiIiIiMxoSIiIiIyEhMqIiIiIiMxoSIiIiIyEhMqIiIiIiMxoSIiMpOEhARIkoTY2Fhzh0JERmJCRURERGQkJlREVGRlZmZi9uzZ8PHxgUKhgIeHB2bMmAEAiIuLQ4sWLeDg4ICSJUvi008/xcOHD+VjAwICMHLkSJ3+OnXqhMDAQHnfy8sLM2fOxIABA1C8eHF4eHhg+fLlcr23tzcAoHbt2pAkCQEBAa/tWono9WJCRURFVkhICGbNmoUpU6bg7Nmz+Omnn1C6dGk8evQIbdq0QYkSJfD3339j/fr12LVrF4YOHZrvc8ydOxd169bFyZMn8fnnn2Pw4MGIj48HABw7dgwAsGvXLiQlJWHTpk0mvT4ienNszB0AEZE5PHjwAAsXLsTixYvRr18/AEDFihXRuHFjfPfdd3jy5Am+//57FCtWDACwePFifPDBB/jqq69QunTpPJ+nXbt2+PzzzwEA48ePx/z587F37174+fnB1dUVAFCyZEmo1WoTXyERvUkcoSKiIuncuXNIT09Hy5Yts62rWbOmnEwBQKNGjZCZmSmPLuVVjRo15D9LkgS1Wo3k5GTDAycii8SEioiKJAcHB6OOt7KyghBCp+zZs2d67WxtbXX2JUlCZmamUecmIsvDhIqIiqRKlSrBwcEBu3fv1qurUqUKTp06hUePHsllBw8ehJWVFfz8/AAArq6uSEpKkuszMjJw+vTpfMVgZ2cnH0tEBRsTKiIqkuzt7TF+/HiMGzcO33//PS5fvowjR44gMjISvXr1gr29Pfr164fTp09j7969GDZsGPr06SPPn2rRogV+++03/Pbbbzh//jwGDx6M1NTUfMXg5uYGBwcH/PHHH7hz5w40Gs1ruFIiehOYUBFRkTVlyhQEBwdj6tSpqFKlCrp164bk5GQ4Ojrizz//REpKCt5++2189NFHaNmyJRYvXiwfO2DAAPTr1w99+/ZFs2bNUKFCBTRv3jxf57exscGiRYuwbNkylC1bFh07djT1JRLRGyKJVycBEBEREVG+cISKiIiIyEhMqIiIiIiMxISKiIiIyEhMqIiIiIiMxISKiIiIyEhMqIiIiIiMxISKiIiIyEhMqIiIiIiMxISKiIiIyEhMqIiIiIiMxISKiIiIyEhMqIiIiIiM9P8AUu8NciWxMXwAAAAASUVORK5CYII=",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -910,15 +998,172 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/k4/01mn2s3x0kgfl63jy7q_2jkw0000gn/T/ipykernel_11596/3729447202.py:47: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
+      "  result_df = result_df.applymap(convert_to_python_native)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Textblock count by geographies')"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "geographies_col = \"document_metadata.geographies\"\n",
+    "sns.barplot(\n",
+    "    get_textblock_count_by_column(geographies_col).head(20), y=geographies_col, x=\"count\"\n",
+    ").set_title(\"Textblock count by geographies\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>text_block.text_block_id</th>\n",
+       "      <th>text_block.language</th>\n",
+       "      <th>text_block.type</th>\n",
+       "      <th>text_block.text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>en</td>\n",
+       "      <td>title</td>\n",
+       "      <td>Draft of the National Energy and Climate Plan ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>en</td>\n",
+       "      <td>Text</td>\n",
+       "      <td>July 2021</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>en</td>\n",
+       "      <td>Text</td>\n",
+       "      <td>REPUBLIKA SHOIPERISE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>en</td>\n",
+       "      <td>Text</td>\n",
+       "      <td>MINISTRIA E TURIZMIT DHE MJEDISIT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>en</td>\n",
+       "      <td>Text</td>\n",
+       "      <td>MINISTRIA E INFRASTRUKTURĒS DHE ENERGJISE</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  text_block.text_block_id text_block.language text_block.type  \\\n",
+       "0                        0                  en           title   \n",
+       "1                        1                  en            Text   \n",
+       "2                        2                  en            Text   \n",
+       "3                        3                  en            Text   \n",
+       "4                        4                  en            Text   \n",
+       "\n",
+       "                                     text_block.text  \n",
+       "0  Draft of the National Energy and Climate Plan ...  \n",
+       "1                                          July 2021  \n",
+       "2                               REPUBLIKA SHOIPERISE  \n",
+       "3                  MINISTRIA E TURIZMIT DHE MJEDISIT  \n",
+       "4          MINISTRIA E INFRASTRUKTURĒS DHE ENERGJISE  "
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "query = \"\"\"\n",
+    "    SELECT \"text_block.text_block_id\", \"text_block.language\", \"text_block.type\", \"text_block.text\"\n",
+    "    FROM open_data\n",
+    "    \"\"\"\n",
+    "tdf = db.sql(query).to_df()\n",
+    "tdf.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['title', 'Text', 'sectionHeading', 'TableCell', 'pageNumber',\n",
+       "       'footnote', 'pageFooter', 'pageHeader', None], dtype=object)"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tdf['text_block.type'].unique()"
+   ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": ".venv",
    "language": "python",
    "name": "python3"
   },
diff --git a/streamlit_apps/searchable_world_map.py b/streamlit_apps/searchable_world_map.py
index 403b647..957c94d 100644
--- a/streamlit_apps/searchable_world_map.py
+++ b/streamlit_apps/searchable_world_map.py
@@ -52,6 +52,7 @@ def get_geography_count_for_texts(texts: list[str]) -> pd.DataFrame:
             AND (lower("text_block.text") SIMILAR TO '{regex}')
             AND "document_metadata.geographies" IS NOT NULL
             AND "document_metadata.geographies" <> ['XAA']
+            AND ("text_block.type" = 'title' OR  "text_block.type" = 'Text' OR "text_block.type" =  'sectionHeading')
         GROUP BY "document_metadata.geographies"
         ORDER BY COUNT(*) DESC
         """

From a0f6f9d66853f2da771b89b6ef2a2e7644e47ef5 Mon Sep 17 00:00:00 2001
From: AnneIsARealProgrammerNow <ajsietsma@hotmail.com>
Date: Thu, 14 Nov 2024 17:47:59 +0000
Subject: [PATCH 3/5] Revert "Only reading texts, excluding table cells etc"

This reverts commit f540136ee79fe5b6f265903f89b2fc1bc5bbab29.
---
 notebooks/1-loading-data.ipynb         | 335 ++++---------------------
 streamlit_apps/searchable_world_map.py |   1 -
 2 files changed, 45 insertions(+), 291 deletions(-)

diff --git a/notebooks/1-loading-data.ipynb b/notebooks/1-loading-data.ipynb
index 03ccc47..cdc034a 100644
--- a/notebooks/1-loading-data.ipynb
+++ b/notebooks/1-loading-data.ipynb
@@ -22,72 +22,51 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import duckdb\n",
-    "from huggingface_hub import snapshot_download"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "c67ea6fe85a744408ea4ff6de17e1ed8",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "VBox(children=(HTML(value='<center> <img\\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'duckdb'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mduckdb\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mhuggingface_hub\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m snapshot_download\n",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'duckdb'"
+     ]
     }
    ],
    "source": [
-    "from huggingface_hub import notebook_login\n",
-    "notebook_login() #Enter an access token from you huggingface account "
+    "import duckdb\n",
+    "from huggingface_hub import snapshot_download"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "f534328f163b41d1ae4a98cce2c3426a",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Fetching 15 files:   0%|          | 0/15 [00:00<?, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Fetching 15 files: 100%|██████████| 15/15 [00:00<00:00, 46.77it/s]\n"
+     ]
     },
     {
      "data": {
       "text/plain": [
-       "'/Users/ajs/Programming/open-data/open-data/cache'"
+       "'/Users/kalyan/Documents/CPR/open-data/cache'"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "REPO_NAME = \"ClimatePolicyRadar/all-document-text-data\"\n",
-    "\n",
     "REPO_URL = f\"https://huggingface.co/datasets/{REPO_NAME}\"\n",
     "CACHE_DIR = \"../cache\"\n",
     "\n",
@@ -104,7 +83,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -118,7 +97,7 @@
        "└──────────────┴─────────────────────────────┘"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -166,7 +145,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -186,7 +165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -554,7 +533,7 @@
        "46                                             BIGINT  "
       ]
      },
-     "execution_count": 15,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -574,7 +553,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -742,7 +721,7 @@
        "[260 rows x 5 columns]"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -768,7 +747,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -785,35 +764,12 @@
     "    return value\n",
     "\n",
     "\n",
-    "def get_document_count_by_column(column: str, count_unit = 'document_id') -> pd.DataFrame:\n",
-    "    query = f\"\"\"\n",
-    "    SELECT \"{column}\", COUNT(DISTINCT \"{count_unit}\")\n",
-    "    FROM open_data\n",
-    "    GROUP BY \"{column}\"\n",
-    "    ORDER BY COUNT(DISTINCT {count_unit}) DESC\n",
-    "    \"\"\"\n",
-    "\n",
-    "    result_df = db.sql(query).to_df()\n",
-    "\n",
-    "    result_df = result_df.applymap(convert_to_python_native)\n",
-    "\n",
-    "    result_df = result_df.rename(\n",
-    "        columns=lambda c: \"count\" if c.startswith(\"count\") else c\n",
-    "    )\n",
-    "\n",
-    "    return result_df\n",
-    "\n",
-    "def get_textblock_count_by_column(column: str) -> pd.DataFrame:\n",
-    "    #Only English, as otherwise translated ones are double counted\n",
-    "    #Not table cells as the parser counts each cell as separate textblock\n",
-    "\n",
+    "def get_document_count_by_column(column: str) -> pd.DataFrame:\n",
     "    query = f\"\"\"\n",
-    "    SELECT \"{column}\", COUNT(*)\n",
+    "    SELECT \"{column}\", count(distinct document_id)\n",
     "    FROM open_data\n",
-    "    WHERE \"text_block.language\" = 'en'\n",
-    "        AND (\"text_block.type\" = 'title' OR  \"text_block.type\" = 'Text' OR \"text_block.type\" =  'sectionHeading')\n",
     "    GROUP BY \"{column}\"\n",
-    "    ORDER BY COUNT(*) DESC\n",
+    "    ORDER BY count(distinct document_id) DESC\n",
     "    \"\"\"\n",
     "\n",
     "    result_df = db.sql(query).to_df()\n",
@@ -829,14 +785,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/k4/01mn2s3x0kgfl63jy7q_2jkw0000gn/T/ipykernel_11596/646732789.py:24: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
+      "/var/folders/nt/2c78pgv94312v7_mmz24h6kc0000gn/T/ipykernel_2131/2460647041.py:24: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
       "  result_df = result_df.applymap(convert_to_python_native)\n"
      ]
     },
@@ -846,7 +802,7 @@
        "<Axes: >"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -872,14 +828,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/k4/01mn2s3x0kgfl63jy7q_2jkw0000gn/T/ipykernel_11596/646732789.py:24: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
+      "/var/folders/nt/2c78pgv94312v7_mmz24h6kc0000gn/T/ipykernel_2131/2460647041.py:24: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
       "  result_df = result_df.applymap(convert_to_python_native)\n"
      ]
     },
@@ -889,7 +845,7 @@
        "Text(0.5, 1.0, 'Document count by languages')"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -913,58 +869,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/k4/01mn2s3x0kgfl63jy7q_2jkw0000gn/T/ipykernel_1060/934539891.py:42: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
-      "  result_df = result_df.applymap(convert_to_python_native)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Textblock count by languages')"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "#Same, but plotting the nr of unique paragraphs, which accounts for doc lengths better\n",
-    "language_col = \"document_metadata.languages\"\n",
-    "sns.barplot(\n",
-    "    get_textblock_count_by_column(language_col,\n",
-    "                                 ).head(20), y=language_col, x=\"count\"\n",
-    "\n",
-    ").set_title(\"Textblock count by languages\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/k4/01mn2s3x0kgfl63jy7q_2jkw0000gn/T/ipykernel_1060/2460647041.py:24: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
+      "/var/folders/nt/2c78pgv94312v7_mmz24h6kc0000gn/T/ipykernel_2131/2460647041.py:24: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
       "  result_df = result_df.applymap(convert_to_python_native)\n"
      ]
     },
@@ -974,13 +886,13 @@
        "Text(0.5, 1.0, 'Document count by geographies')"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -998,172 +910,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/k4/01mn2s3x0kgfl63jy7q_2jkw0000gn/T/ipykernel_11596/3729447202.py:47: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
-      "  result_df = result_df.applymap(convert_to_python_native)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Textblock count by geographies')"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "geographies_col = \"document_metadata.geographies\"\n",
-    "sns.barplot(\n",
-    "    get_textblock_count_by_column(geographies_col).head(20), y=geographies_col, x=\"count\"\n",
-    ").set_title(\"Textblock count by geographies\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>text_block.text_block_id</th>\n",
-       "      <th>text_block.language</th>\n",
-       "      <th>text_block.type</th>\n",
-       "      <th>text_block.text</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0</td>\n",
-       "      <td>en</td>\n",
-       "      <td>title</td>\n",
-       "      <td>Draft of the National Energy and Climate Plan ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>en</td>\n",
-       "      <td>Text</td>\n",
-       "      <td>July 2021</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2</td>\n",
-       "      <td>en</td>\n",
-       "      <td>Text</td>\n",
-       "      <td>REPUBLIKA SHOIPERISE</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>3</td>\n",
-       "      <td>en</td>\n",
-       "      <td>Text</td>\n",
-       "      <td>MINISTRIA E TURIZMIT DHE MJEDISIT</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>4</td>\n",
-       "      <td>en</td>\n",
-       "      <td>Text</td>\n",
-       "      <td>MINISTRIA E INFRASTRUKTURĒS DHE ENERGJISE</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "  text_block.text_block_id text_block.language text_block.type  \\\n",
-       "0                        0                  en           title   \n",
-       "1                        1                  en            Text   \n",
-       "2                        2                  en            Text   \n",
-       "3                        3                  en            Text   \n",
-       "4                        4                  en            Text   \n",
-       "\n",
-       "                                     text_block.text  \n",
-       "0  Draft of the National Energy and Climate Plan ...  \n",
-       "1                                          July 2021  \n",
-       "2                               REPUBLIKA SHOIPERISE  \n",
-       "3                  MINISTRIA E TURIZMIT DHE MJEDISIT  \n",
-       "4          MINISTRIA E INFRASTRUKTURĒS DHE ENERGJISE  "
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "query = \"\"\"\n",
-    "    SELECT \"text_block.text_block_id\", \"text_block.language\", \"text_block.type\", \"text_block.text\"\n",
-    "    FROM open_data\n",
-    "    \"\"\"\n",
-    "tdf = db.sql(query).to_df()\n",
-    "tdf.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array(['title', 'Text', 'sectionHeading', 'TableCell', 'pageNumber',\n",
-       "       'footnote', 'pageFooter', 'pageHeader', None], dtype=object)"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "tdf['text_block.type'].unique()"
-   ]
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
diff --git a/streamlit_apps/searchable_world_map.py b/streamlit_apps/searchable_world_map.py
index 957c94d..403b647 100644
--- a/streamlit_apps/searchable_world_map.py
+++ b/streamlit_apps/searchable_world_map.py
@@ -52,7 +52,6 @@ def get_geography_count_for_texts(texts: list[str]) -> pd.DataFrame:
             AND (lower("text_block.text") SIMILAR TO '{regex}')
             AND "document_metadata.geographies" IS NOT NULL
             AND "document_metadata.geographies" <> ['XAA']
-            AND ("text_block.type" = 'title' OR  "text_block.type" = 'Text' OR "text_block.type" =  'sectionHeading')
         GROUP BY "document_metadata.geographies"
         ORDER BY COUNT(*) DESC
         """

From 2be9502ffaae7d7005c823c31f0bd8d4e36deeb3 Mon Sep 17 00:00:00 2001
From: AnneIsARealProgrammerNow <ajsietsma@hotmail.com>
Date: Thu, 14 Nov 2024 17:48:13 +0000
Subject: [PATCH 4/5] Revert "Selecting only the texts as table cells mess up
 counts"

This reverts commit 086985f225e9b1c86c76c40f03271e2908f75dba.
---
 notebooks/1-loading-data.ipynb         | 17 +++++++----------
 streamlit_apps/searchable_world_map.py |  2 +-
 2 files changed, 8 insertions(+), 11 deletions(-)

diff --git a/notebooks/1-loading-data.ipynb b/notebooks/1-loading-data.ipynb
index cdc034a..6ea5925 100644
--- a/notebooks/1-loading-data.ipynb
+++ b/notebooks/1-loading-data.ipynb
@@ -26,14 +26,11 @@
    "metadata": {},
    "outputs": [
     {
-     "ename": "ModuleNotFoundError",
-     "evalue": "No module named 'duckdb'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mduckdb\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mhuggingface_hub\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m snapshot_download\n",
-      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'duckdb'"
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/kalyan/Library/Caches/pypoetry/virtualenvs/open-data-cnKQNmjn-py3.12/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n"
      ]
     }
    ],
@@ -918,7 +915,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "open-data-cnKQNmjn-py3.12",
    "language": "python",
    "name": "python3"
   },
@@ -936,5 +933,5 @@
   }
  },
  "nbformat": 4,
- "nbformat_minor": 4
+ "nbformat_minor": 2
 }
diff --git a/streamlit_apps/searchable_world_map.py b/streamlit_apps/searchable_world_map.py
index 403b647..dbd01a3 100644
--- a/streamlit_apps/searchable_world_map.py
+++ b/streamlit_apps/searchable_world_map.py
@@ -18,7 +18,7 @@
 def load_data():
     download_data(
         cache_dir=str(CACHE_DIR),
-        revision="main",
+        revision="bd0abf24ae34d3150bdd8ac66f36a28e47f3ee93",
     )
 
     db = duckdb.connect()

From 867048c4dc5eb53f7696b0ad1f096997a3ec43c6 Mon Sep 17 00:00:00 2001
From: AnneIsARealProgrammerNow <ajsietsma@hotmail.com>
Date: Thu, 14 Nov 2024 17:52:10 +0000
Subject: [PATCH 5/5] Update searchable_world_map.py

---
 streamlit_apps/searchable_world_map.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/streamlit_apps/searchable_world_map.py b/streamlit_apps/searchable_world_map.py
index dbd01a3..decac2c 100644
--- a/streamlit_apps/searchable_world_map.py
+++ b/streamlit_apps/searchable_world_map.py
@@ -52,6 +52,7 @@ def get_geography_count_for_texts(texts: list[str]) -> pd.DataFrame:
             AND (lower("text_block.text") SIMILAR TO '{regex}')
             AND "document_metadata.geographies" IS NOT NULL
             AND "document_metadata.geographies" <> ['XAA']
+            AND ("text_block.type" = 'title' OR  "text_block.type" = 'Text' OR "text_block.type" =  'sectionHeading')
         GROUP BY "document_metadata.geographies"
         ORDER BY COUNT(*) DESC
         """