From 645ed7d420a09c4f37d1c032d0969002e47869e9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Robert=20J=C3=A4schke?= <jaeschke@l3s.de>
Date: Tue, 31 Jan 2023 13:39:00 +0100
Subject: [PATCH] removed filter

---
 .gitattributes              |    2 +-
 notebooks/Video_Games.ipynb | 1079 ++++++++++++++++++++++++++++++-----
 2 files changed, 930 insertions(+), 151 deletions(-)

diff --git a/.gitattributes b/.gitattributes
index bbe2e01..582bf36 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -7,6 +7,6 @@ notebooks/FCA.ipynb !filter
 notebooks/Hamming.ipynb !filter
 notebooks/Weinbewertungen_Vivino.ipynb !filter
 notebooks/distances.ipynb !filter
-notebooks/Video_Games.ipynb
+notebooks/Video_Games.ipynb !filter
 notebooks/wikipedia_language_editions.ipynb !filter
 notebooks/wikipedia_regex.ipynb !filter
diff --git a/notebooks/Video_Games.ipynb b/notebooks/Video_Games.ipynb
index cbf505d..a19a12d 100644
--- a/notebooks/Video_Games.ipynb
+++ b/notebooks/Video_Games.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "<center>Institut für Bibliotheks- und Informationswissenschaft, Humboldt-Universität zu Berlin</center>\n",
     "\n",
-    "<h1 align=\"center\">Modul Datenanalyse & -auswertung: Analysis of Video Games Sales Data</h1>\n",
+    "<h1 align=\"center\">Modul Datenanalyse &amp; -auswertung: Analysis of Video Games Sales Data</h1>\n",
     "<h2 align=\"center\">Jan Raoul Weber</h2>"
    ]
   },
@@ -37,7 +37,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "id": "07886533",
    "metadata": {},
    "outputs": [],
@@ -56,7 +56,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "id": "58b603d2",
    "metadata": {},
    "outputs": [],
@@ -140,7 +140,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "id": "7d20611a",
    "metadata": {},
    "outputs": [],
@@ -150,7 +150,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "id": "914d44d2",
    "metadata": {},
    "outputs": [],
@@ -220,7 +220,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "id": "81147375",
    "metadata": {},
    "outputs": [],
@@ -252,10 +252,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "id": "ccd4dc95",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The attribute \"Name\" has 11562 manifestations\n"
+     ]
+    }
+   ],
    "source": [
     "print('The attribute \"Name\" has', df['Name'].nunique(), 'manifestations')"
    ]
@@ -273,10 +283,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "id": "65be5d4a",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The attribute \"Genre\" has 12 manifestations\n"
+     ]
+    }
+   ],
    "source": [
     "print('The attribute \"Genre\" has', df['Genre'].nunique(), 'manifestations')"
    ]
@@ -294,10 +312,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "id": "77346467",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The attribute \"Publisher\" has 581 manifestations\n"
+     ]
+    }
+   ],
    "source": [
     "print('The attribute \"Publisher\" has', df['Publisher'].nunique(), 'manifestations')"
    ]
@@ -322,10 +348,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "id": "536ec214",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\"Global_Sales\" has 629 manifestations\n",
+      "\"NA_Sales\" has 402 manifestations\n",
+      "\"EU_Sales\" has 307 manifestations\n",
+      "\"JP_Sales\" has 244 manifestations\n",
+      "\"Other_Sales\" has 155 manifestations\n"
+     ]
+    }
+   ],
    "source": [
     "print('\"Global_Sales\" has', df['Global_Sales'].nunique(), 'manifestations')\n",
     "print('\"NA_Sales\" has', df['NA_Sales'].nunique(), 'manifestations')\n",
@@ -355,10 +393,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "id": "e4445f8f",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The attribute \"Critic_Score\" has 82 manifestations\n"
+     ]
+    }
+   ],
    "source": [
     "print('The attribute \"Critic_Score\" has', df['Critic_Score'].nunique(), 'manifestations')"
    ]
@@ -376,10 +422,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "id": "92285def",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The attribute \"User_Score\" has 96 manifestations\n"
+     ]
+    }
+   ],
    "source": [
     "print('The attribute \"User_Score\" has', df['User_Score'].nunique(), 'manifestations')"
    ]
@@ -412,10 +468,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "id": "59274dc8",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Name             object\n",
+       "Genre            object\n",
+       "Publisher        object\n",
+       "NA_Sales        float64\n",
+       "EU_Sales        float64\n",
+       "JP_Sales        float64\n",
+       "Other_Sales     float64\n",
+       "Global_Sales    float64\n",
+       "Critic_Score    float64\n",
+       "User_Score       object\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df.dtypes"
    ]
@@ -454,10 +533,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "id": "d1d9a180",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The total number of tbd values is: 2425 out of 16719\n",
+      "The ratio of tbd-values is therefore in \"user_score\" is: 14.5 %\n"
+     ]
+    }
+   ],
    "source": [
     "num_tbd = len(df.loc[df['User_Score'] == 'tbd'])\n",
     "print('The total number of tbd values is:', num_tbd, 'out of', len(df['User_Score']))\n",
@@ -477,10 +565,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "id": "01da5bfc",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        8.0\n",
+       "1        NaN\n",
+       "2        8.3\n",
+       "3        8.0\n",
+       "4        NaN\n",
+       "        ... \n",
+       "16714    NaN\n",
+       "16715    NaN\n",
+       "16716    NaN\n",
+       "16717    NaN\n",
+       "16718    NaN\n",
+       "Name: User_Score, Length: 16719, dtype: float64"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "user_score_cleansed = df['User_Score'].replace('tbd', np.nan)\n",
     "user_score_cleansed = pd.to_numeric(user_score_cleansed)\n",
@@ -507,10 +617,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "id": "d78a1d5e",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NaN-values ratio for \"Name\": 0.01 %\n",
+      "NaN-values ratio for \"Genre\": 0.01 %\n",
+      "NaN-values ratio for \"Publisher\": 0.32 %\n",
+      "NaN-values ratio for \"NA_Sales\": 0.0 %\n",
+      "NaN-values ratio for \"EU_Sales\": 0.0 %\n",
+      "NaN-values ratio for \"JP_Sales\": 0.0 %\n",
+      "NaN-values ratio for \"Other_Sales\": 0.0 %\n",
+      "NaN-values ratio for \"Global_Sales\": 0.0 %\n",
+      "NaN-values ratio for \"Critic_Score\": 51.33 %\n",
+      "NaN-values ratio for \"User_Score\": 40.1 %\n"
+     ]
+    }
+   ],
    "source": [
     "for x, y in df.iteritems():\n",
     "    null = df[x].isnull()\n",
@@ -537,7 +666,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "id": "8c739746",
    "metadata": {},
    "outputs": [],
@@ -564,10 +693,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "id": "d813cda4",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A short overview of summary statistics:\n",
+      "\n",
+      "count                           16717\n",
+      "unique                          11562\n",
+      "top       Need for Speed: Most Wanted\n",
+      "freq                               12\n",
+      "Name: Name, dtype: object\n",
+      "\n",
+      "There are 11562 different games in the dataset.\n",
+      "The most represented game is: \"Need for Speed: Most Wanted\" with 12 appearances.\n",
+      "The least represented game is: \"Sherlock Holmes and the Mystery of Osborne House\" with 1 appearance.\n",
+      "There are 5157 more records in the dataset than there are unique names.\n",
+      "Overall, there are 2806 video games that have been published on more than one platform.\n",
+      "Of the 2806 video games, the most were published on 2 platforms (1523).\n"
+     ]
+    }
+   ],
    "source": [
     "print('A short overview of summary statistics:')\n",
     "print('')\n",
@@ -614,10 +766,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "id": "b94b1dd6",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A short overview of summary statistics:\n",
+      "\n",
+      "count      16717\n",
+      "unique        12\n",
+      "top       Action\n",
+      "freq        3370\n",
+      "Name: Genre, dtype: object\n",
+      "\n",
+      "There are 12 different genres in the dataset.\n",
+      "The most represented genre is: \"Action\" with 3370 appearances.\n",
+      "The least represented genre is: \"Puzzle\" with 580 appearances.\n"
+     ]
+    }
+   ],
    "source": [
     "print('A short overview of summary statistics:')\n",
     "print('')\n",
@@ -636,10 +806,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "id": "dec3a6df",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "genre_hist = ts2.Hist(genre)\n",
     "hd = genre_hist.GetDict()\n",
@@ -667,10 +850,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "id": "126dae8d",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A short overview of summary statistics:\n",
+      "\n",
+      "count               16665\n",
+      "unique                581\n",
+      "top       Electronic Arts\n",
+      "freq                 1356\n",
+      "Name: Publisher, dtype: object\n",
+      "\n",
+      "The most frequent publisher is: \"Electronic Arts\" with 1356 appearances.\n",
+      "The least frequent publisher is: \"Red Flagship\" with 1 appearances.\n"
+     ]
+    }
+   ],
    "source": [
     "print('A short overview of summary statistics:')\n",
     "print('')\n",
@@ -698,7 +898,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "id": "1b1c6dd6",
    "metadata": {},
    "outputs": [],
@@ -708,7 +908,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "id": "aeac6204",
    "metadata": {},
    "outputs": [],
@@ -718,10 +918,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "id": "24809c29",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "top20_publishers_hist = ts2.Hist(top20_publishers, label = 'Publisher')\n",
     "hd = top20_publishers_hist.GetDict()\n",
@@ -750,10 +963,41 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "id": "56e5dd2c",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Global mean: 0.534\n",
+      "Highest sale number: 82.53 million\n",
+      "Lowest sale number: 0.01 million\n",
+      "Standard deviation: 1.5479351247177218\n",
+      "\n",
+      "North America mean: 0.263\n",
+      "Highest sale number: 41.36 million\n",
+      "Lowest sale numbber: 0.0 million\n",
+      "Standard deviation: 0.8135138347516405\n",
+      "\n",
+      "European Union mean: 0.145\n",
+      "Highest sale number: 28.96 million\n",
+      "Lowest sale numbber: 0.0 million\n",
+      "Standard deviation: 0.503283296094286\n",
+      "\n",
+      "Japan mean: 0.078\n",
+      "Highest sale number: 10.22 million\n",
+      "Lowest sale number: 0.0 million\n",
+      "Standard deviation: 0.3088180805146343\n",
+      "\n",
+      "Other mean: 0.047\n",
+      "Highes sale number: 10.57 million\n",
+      "Lowest sale numbber: 0.0 million\n",
+      "Standard deviation: 0.18670989698950866\n"
+     ]
+    }
+   ],
    "source": [
     "print('Global mean:', round(global_s.mean(),3))\n",
     "print('Highest sale number:', global_s.max(), 'million')\n",
@@ -800,10 +1044,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "id": "5af7c92f",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "global_s_hist = ts2.Hist(global_s)\n",
     "na_s_hist = ts2.Hist(na_s)\n",
@@ -870,10 +1129,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "id": "b0573d9c",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# variables\n",
     "na_s_cdf = ts2.Cdf(na_s)\n",
@@ -916,7 +1188,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "id": "33236fef",
    "metadata": {},
    "outputs": [],
@@ -926,10 +1198,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "id": "6b5d915e",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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i3ZI2Pfazm1xrs//Im6Z4gZl9Ke/44w+dc6vrr7gD93tHrZMXEEfWX2BmnST1UuMfPsTCYfKOIb/EOfdMvXruaniTZtn097mLNk+jVq2+ZnHObZA3S+HfkRkMd8s7idtJkl7agfq2ZoS88wHUtqnu2q8bG9TwpbAaGqXd1ufVYknDzCyx9ihsZLbIzmq5DxlbUu3X6Prqv0bXfo7U11DfQnkzGD7axhF4AD7hGFgA9T0pab6kG8zspIZWMLO9zOyq5uzMvOvAPiPvxC+3t1SRzrl1ku6VN7XsaTNLaayEZuxu0wmmbrRal26IBNKL5Z3447t62wwzswn1+n4V+f5arb5Q/RoiwfH6ZtTVKDM7OvLGu35/N0kHynu8NwXPTSMc9de/Rc37P/C+vID0azPb4k21maWZWVbk586R4zGjnHOF8kZ907Xl9OX6Pol8368ZdW2vTfv+tDkrO+96tO/KO5v0ufJGh+ucdba599vMksy7JE7/HbkDDdQYljcNdg8zO7re4l/L+z1P2mLD2GnwOWdmR2r7j3+VvGMSKyRdbbUuDWRmfeV9UNMkMwtEPliIinywsOnvu/bzu1Qtfz3lKyNnAd5UT46kK+SdnKj283GBpP3r3cdO8l6P6iuNfG9ura/JC2w/q9d/WaS/NZ8nzTVD3gmVLrZal4+KvF7fKO/1+/VI93R5H9xdbLXOcB85Nv2KBvb9T0k91cgIrJn1aIk7AKDlMAILoA7nXLmZHS9vhPM1M/tA3pvGAnlvbsbJO6bt3nqbJprZeZGfk+QdE3mgvEvGlEs61zn3tVrW7+SdiOcKedOeX5QXviXvrKQnyjvxx1tN7cQ5Nz8y9fMmSZ+Z2X+1+TI6mZHa609zmyVv9OYJeUFxnLyRuU/lTRfe5GVJ/xfZ52R5j8sl2nwM4/Z6WdI6M3tL3nFdQXmjM+dHbuPOyCiT5L0hvV7SO2b2uLwTZB0hb1r31i5XJOdcmZldIO+N73wze1redORcScPlBbuT5YXPCyRdb2aTIuvUyJumeZSkF51zFVu5uenyRlKOlXc5i1g4TtIs51xTl9Cp7zl5z6e/ypva/Hq95c29333kHQf5qVr+pD23yPu9vmZm/4jUcYikM+VN523upV5awheKXO4kMl03T950//Pl/e2M2p6dRo7D/Y28yyV9FTnuOF3ea8BCbXmytfqyJK02szfkhdZ18j4Eu1LecZdv1lp3iqTDzexX8sKTc869sD1117Je0jeRvyGTF0j7S/pZ7ZNSyXvu/1vSR2b2L3l/a5fJ+zCt/vV/p0S+32NmE+XNTJkdmQ3QkHvlXfbqYTPbU97jsIe8adTzteVru++ccyEzu0bea9nUyOtYibzn9n6S/uicW1hr3eslvSjp28hrdFCbX3frf3j0gLy/mz9HzhXwkbxzLPSXN5OgUt7rO4A2ggALYAvOuUXmXcD9/+Rd5/BWeUFug7xpnRfKm1ZZW4q8E6NI3uUVNsoLVr+RdzbINTGoMyxvROMFeWHzVHlv7py8YzK/lfRbbTllr6F9/crMFsk7CdLd8kLeN5LOcQ1fr3KGvE/s/yDvzXOxvDedt9SbhvZLeW+0zpA3PXGFvLN/bjrJz/a6WN6HA4fJCwWbfj8zJF3nnHul1n370sxOlfe7+L28EazJ8gLWZ825Mefc+5FjaX8t76yd3eT9jn+Sd5zvputOfiLvzfDx8qathuSNQt6gZgRS55wzs8ck/dHMejjn1janvuaKhKkD5R2XvC3e0uZpnU82EMQ/0Q7c75bgnFtmZvvKu+7lefJCT568sxDf1cTZhmNRS6GZbfqg6+fy3m9Ml/fBxKXazgAb2fdfzaxU3t/Wn+T9Tf1F3gcLTZ1oTPI+TLtf3t/N4fL+blbLe434U+0z3Mp7LXhY3uvfphPb7WiA/ZWkgyVdI++DpoXyPiCr83rqnJtoZr0j6/1N3oc6d8o7hnjfeut+GQnZV8i7nmqivA/3GgywzrkiMzswss6J8l5L1so7Q+9v3ZbXgG0TnHNvmtlhkm6TN+qaLO/DoMucc0/WW/dlMztN3qyfO+R9UPGsvNe7D+qtW2Nmx8n7fZ8v73GRNv8Pac0PfgA0g8X2kBwAALZNZKrfQklPOOdua+F93ydv9GnneiNeAAAgDnAMLACgTYlcA/a3kq4179qhLSJy7Nz/SbqV8AoAQHxiBBYAAAAAEBcYgQUAAAAAxAUCLAAAAAAgLhBgAQAAAABxIe4uo9O1a1c3cOBAv8sAAAAAAMTA9OnT1zvnujW0LO4C7MCBAzVt2jS/ywAAAAAAxICZLWtsGVOIAQAAAABxgQALAAAAAIgLBFgAAAAAQFyIu2NgG1JTU6O8vDxVVlb6XQpaQGpqqvr27aukpCS/SwEAAADQhrSLAJuXl6esrCwNHDhQZuZ3OdgBzjkVFBQoLy9PgwYN8rscAAAAAG1Iu5hCXFlZqS5duhBe2wEzU5cuXRhNBwAAALCFdhFgJRFe2xF+lwAAAAAa0m4CLAAAAACgfSPAtpC1a9fqnHPO0eDBg7XXXntp//3316RJkyRJn3zyiY4//vgmt7/jjjv0l7/8ZZtuMzMzc7vr3eSiiy7Syy+/vMP7+e677/Szn/1MkvTss8/qmmuuaXL9/Px8HX300Tt8uwAAAAA6DgJsC3DOacKECTrkkEO0ePFiTZ8+XS+88ILy8vL8Lq3V/PGPf9TPf/7zZq/frVs39erVS19++WUMqwIAAADQnrSLsxDXdsIJJ8Rs32+++WaD/R999JGSk5N1xRVXRPsGDBjQYKDbsGGDLrnkEi1evFjp6el6/PHHNXr0aEnS999/r/Hjx2vFihW66aabdNlll6m0tFQnnXSSNm7cqJqaGt1111066aSTGq2xrKxMZ5xxhvLy8hQKhfSb3/xGZ555pu688069+eabqqio0AEHHKDHHntsi2NNp0+frl/+8pcqLS1V165d9eyzz6pXr1568MEH9eijjyoxMVEjRozQCy+8UGe7kpIS/fDDD9ptt922qOeiiy5Sdna2pk2bpjVr1ujee+/VaaedJkmaMGGCJk6cqAMPPLDR+wMAAAAAm7S7AOuHOXPmaM8992zWur/97W+1xx576LXXXtNHH32kCy64QDNnzpQk/fDDD5oyZYrKysq0xx576LjjjlP37t01adIkZWdna/369dpvv/104oknNnqio/fee0+9e/fW22+/LUkqKiqSJF1zzTW6/fbbJUnnn3++3nrrrTphv6amRj//+c/1+uuvq1u3bvrvf/+rW2+9VU8//bTuvvtuLVmyRCkpKSosLNziNqdNm6Zdd9210fu8evVqffHFF5o3b55OPPHEaIAdM2aMbrvttmY9bgAAAADAFOIYuPrqq7Xbbrtp77333mLZF198ofPPP1+SNH78eBUUFERD5kknnaS0tDR17dpV48aN07fffivnnG655RaNHj1ahx9+uFauXKm1a9c2etujRo3S5MmT9atf/Uqff/65cnJyJEkff/yx9t13X40aNUofffSR5syZU2e7+fPna/bs2TriiCO0++6766677opOgR49erTOPfdc/fvf/1Zi4pafeaxevVrdunVrtKYJEyYoISFBI0aMqFN79+7dtWrVqka3AwAAAIDa2t0IbGPTfGNp5MiReuWVV6Lthx9+WOvXr9eYMWO2WNc5t0XfptHU+qOqZqaJEycqPz9f06dPV1JSkgYOHNjkNVJ33nlnTZ8+Xe+8845uvvlmHXnkkbrpppt01VVXadq0aerXr5/uuOOOLfbhnNPIkSP19ddfb7HPt99+W5999pneeOMN/f73v9ecOXPqBNm0tLQma0pJSWnw/ldWViotLa3R7QAAAACgNkZgW8D48eNVWVmpRx55JNpXXl7e4LqHHHKIJk6cKMk7O3HXrl2VnZ0tSXr99ddVWVmpgoICffLJJ9p7771VVFSk7t27KykpSR9//LGWLVvWZC2rVq1Senq6zjvvPN1www2aMWNGNFx27dpVpaWlDZ51eNiwYcrPz48G2JqaGs2ZM0fhcFgrVqzQuHHjdO+996qwsFClpaV1tt1ll120aNGiZj5amy1YsKDJqccAAAAAUFu7G4H1g5nptdde0/XXX697771X3bp1U0ZGhu65554t1r3jjjt08cUXa/To0UpPT9dzzz0XXbbPPvvouOOO0/Lly/Wb3/xGvXv31rnnnqsTTjhBY8aM0e67767hw4c3WcusWbN04403KiEhQUlJSXrkkUeUm5uryy67TKNGjdLAgQMbnNqcnJysl19+Wddee62KiooUDAZ13XXXaeedd9Z5552noqIiOed0/fXXKzc3t862w4cPV1FRkUpKSpSVldXsx+3jjz/Wcccd1+z1AQAAAHRs1tCU1hbZsdnTko6XtM45t8Uwm3nzZR+QdKykckkXOedmbG2/Y8aMcdOmTavT9+OPP2qXXXZpkbqxfe677z5lZWVFrwXbHIcccohef/11derUaYtl/E4BAACAjsnMpjvntjweU7GdQvyspKObWH6MpKGRr8slPdLEumjjrrzyyjrHum5Nfn6+fvnLXzYYXgEAAACgITGbQuyc+8zMBjaxykmS/um8IeApZpZrZr2cc6tjVRNiJzU1NXp25ebo1q2bJkyYELuCAAAAOjDnnMJhp1A4rHDYqao6qJpgSKFwWMFQWKFQWBWV1QqFnUKhsGqCIVVVB1VUUqG01CQ557RpoqZzTk5eu7q6WuFwWKFwWC7sFAqFFHZO4XBY4ZDXX1NTE7n9sJyTtywclpNX05r1JcrOSJaZKRwOq7qmRsGaYGQ/Ts55dctJYefVv7qgTOmpiUpJCkjORWqK1OacXNhpY2GhMjLSN/dF+sMuHL0/NTU1Wr9+vbp06bLF47XFY9hoo3b35scp2tPAums2Vqs66NS7c7J6dU7WLn3Tm7z95sySbbDmJrYrKyvT999/r6FDh6pXr1668cYbt3obbZGfx8D2kbSiVjsv0keABQAAQLtVXRNUWUW1ikrKVVRaqcqqGgVDYQWDIa1aV6iU5CQtWLpWnXMyNGPucvXtmeuFr2BI1TU1+vGn1eqam65gMKjyikqFw05FpRWqqKhScnKiQpGgWlFREb1yRDjsVFlZIeecEhMTowGvurpGFRXlSk/PkIsEvYqKCkmqs144HPbzIWtxi9c0fMLVWNuwQVqVUqn8xSW+3L4kLVy4UOvWrfPt9neUnwHWGuhr8CMDM7tc3jRj9e/fP5Y1AQAAANvNOafS8iotWrZWcxet1E8r1qmkpFSr1hVp9fpiBYNBlZaWKSHBeyu8acSxuLhYaWmp0X2Ew2GFQiGFQmFVV1fFvO6ystIt+oLBYMxvtyPKTq72uwTttddefpew3fwMsHmS+tVq95W0qqEVnXOPS3pc8k7iFPvSAAAAgM3WbSjRyrWFWrYyX7PnL1Fx4Qat31iihcvXK8EStLGkQnJhFZeUKhQKbddtxCKomiQzp7DzAnNyQlhmLjKS5FQZSlRKIKTkhJDMJOekqlBAGUk1dfZRX0qKNwU4wUyW4H1XpC1JJSUl6tq1S2SdBMmkhITNP1dUSxmpASUnmsxMiYmJSkpK9PZnJjMpISFBJu97QoKpOuiUkpSgpMQEmUwy72ogJq8Gk6mwcKN69+7tbRvZl7d9QrS+hIQElZSUqHPnzt79M2v0vtZetun2mnpcIhvVWWa1tuuSk6YenTPq7rfR3Wy5zvZsV7+dmZkZ15ey9DPAviHpGjN7QdK+koo4/nX7DRw4UNOmTVPXrl1jdhtjx47VX/7yF40Z0+AJwZq9DgAAQFtQUxPSxuJSLVy8QrPmLtCMWYskS9CchctV7VLlasq0sTSo6poaJSYmKRwOtehU2oRIsExOCCvBwkpNDClBTjXhBKUmhuSclJYYlFMkeMopKSlRyUmJqqioUEpSgjp1ylVpaYlGjhihlOQkrVq1UjsNGayc7CwlJyerqKhInTp1Um5urpKSkhQKhRQIBJSbm6tAIKDExEQFAgGZmbKyspSYmBjtS01NrdPetB7gp5gFWDN7XtJYSV3NLE/SbyUlSZJz7lFJ78i7hM4ieZfRuThWtbR1wWAwenwCAAAAWkZZRZWWrizQ8tUbNG/JGs1fvFqJFtbcBYu1anW+yioqm9i67pTaYLCmkfW2ZPKOizNJmWkBZVixMlMSNHRQb/Xp1U09u3lXYcjMzFSnTp2UlJSkQCCgqqoqde3aVUlJSUpKSlJycrKys7OVkpKi1NRUpaSkECDR4cXyLMRnb2W5k3R1rG6/NS1dulTHHHOMDjroIH311Vfq06ePXn/9daWlpWnmzJm64oorVF5eriFDhujpp59Wp06dNHbsWB1wwAH68ssvdeKJJ+rNN9/UHnvsoenTpys/P1///Oc/9ac//UmzZs3SmWeeqbvuukuSNGHCBK1YsUKVlZX6xS9+ocsvv7zJ2jIzM3X11Vdr8uTJ6tSpk/74xz/qpptu0vLly3X//ffrxBNPVGVlpa688kpNmzZNiYmJ+tvf/qZx48apoqJCF198sebOnatddtklekC/JH3wwQf67W9/q6qqKg0ZMkTPPPOMMjMzY/o4AwAANCQYDOm7eSu0cOlafTxljhYuWamKinIVFZepoqJC4fD2TemtL8GcAiZlZ6aod9csKVShkcOHSq5GY3bbRT27dVZOdrq6dO6sPn36eNNWAbSodjfsd+ovHo3Zvl954IpGly1cuFDPP/+8nnjiCZ1xxhl65ZVXdN555+mCCy7QQw89pEMPPVS33367fve73+n++++XJBUWFurTTz+VJL355ptKTk7WZ599pgceeEAnnXSSpk+frs6dO2vIkCG6/vrr1aVLFz399NPq3LmzKioqtPfee+vUU0/d4jTgtZWVlWns2LG65557dPLJJ+u2227Thx9+qLlz5+rCCy/UiSeeqIcffliSNGvWLM2bN09HHnmkFixYoEceeUTp6en64Ycf9MMPP2jPPfeUJK1fv1533XWXJk+erIyMDN1zzz3629/+pttvv72FHmkAAICGrd9Yqm9+WKLV+UV69YOpys/P1/r167f7hEOJ5hRICCs5IaTcrDTl5mZryODBykoLqH+fHurfq4u6d8tVv949lJOTwygo4LN2F2D9MmjQIO2+++6SvLN6LV26VEVFRSosLNShhx4qSbrwwgt1+umnR7c588wz6+zjxBNPlCSNGjVKI0eOVK9evSRJgwcP1ooVK9SlSxc9+OCDmjRpkiRpxYoVWrhwYZMBNjk5WUcffXR0vykpKUpKStKoUaO0dOlSSdIXX3yhn//855Kk4cOHa8CAAVqwYIE+++wzXXvttZKk0aNHa/To0ZKkKVOmaO7cuTrwwAMledcD23///bfvgQMAAGjCkrz1+nTqAn3y9Q9aujxPq9YVqqKi+ZdASU4IqzqcoNxk7wRJ2clVSksMaeTwwdpvn701fvw49ejRI1blA2hhBNgWkpKSEv05EAjUmW7bmIyMjAb3kZCQUGd/CQkJCgaD+uSTTzR58mR9/fXXSk9P19ixY1VZ2dSxG1JSUlL0U8La+920T6npCx439Amjc05HHHGEnn/++a3eRwAAgOYIBkNaurJAi/PWa/GylXrprU+0eEX+No+s9s4oVXpiUGnJpqMOH6uBA/pr0KBB6tmzp7p27cq0XiDOtbsA29Q039aWk5OjTp066fPPP9fBBx+sf/3rX9HR2O2x6Sxy6enpmjdvnqZMmdIidR5yyCGaOHGixo8frwULFmj58uUaNmxYtH/cuHGaPXu2fvjhB0nSfvvtp6uvvlqLFi3STjvtpPLycuXl5WnnnXdukXoAAED7t3Jdob6euVj/eetbVVVVav369Vq1qsErKm4hI6lGqYGQkhJCykqqVvfOGfrZJRdp9913j+kVGQD4r90F2Lbmueeei57EafDgwXrmmWe2e19HH320Hn30UY0ePVrDhg3Tfvvt1yI1XnXVVbriiis0atQoJSYm6tlnn1VKSoquvPJKXXzxxRo9erR233137bPPPpKkbt266dlnn9XZZ5+tqipvOs5dd91FgAUAAA1yzmnpygLN/Wm1nnjpcxUWbtTatWtVWlq69Y3lnTwpO6la2clV2nWnHjr6yBO06667aujQoTGuHEBbY01NH22LxowZ46ZNm1an78cff9Quu+ziU0WIBX6nAADEr3A4rJnz8jR74UpNn7Nci5au1JKly1RSUtKs7TOTapSbXKnenZP1i2uu0J577sHVDoAOxMymO+fGNLSMEVgAAADssKrqGn0xY5H+/ea32lhUprVr1ygvL2+r2/VIK1dKIKjs5GplZaTq7LPP1vHHH6+kpKRWqBpAvCHAAgAAYLusLSjWGx99r6WrCrRgyVqtXrNGy5Yta3T9zKQaZSVVKzUQVGZSjY479ijtv//+2m233RQIBFqxcgDxigALAACAZquuCeq1/83Ua//7XhWVVVq6dJnWr89vcN3s5GolJ4SUnVytjMQajdp1F1199dXq379/K1cNoL1oNwHWOcdFpduJeDsuGwCA9s45p6mzl+mr737S+59/rzVr1jYYWhMTwspJrlJOcrWykqplJh122GG68sor61wiEAC2V7sIsKmpqSooKFCXLl0IsXHOOaeCggKlpqb6XQoAAB1eWUWVXps8U/96/UvNmTO70fVykqvUI61c6UneNVsPOOAA3Xzzza1VJoAOpF0E2L59+yovL0/5+Q1PX0F8SU1NVd++ff0uAwCADsk5p9kLV+kvT72jaTPnqLi4uMH1spKq1SujTOmJXmi96qqrdMwxx7RmqQA6oHYRYJOSkjRo0CC/ywAAAIhba9YX6+UPpuuVNyZr0bLVja7XJ6NUXVMrNHz4MF166aVc9g5Aq2oXARYAAADbbnV+kT78aq4mTZ6pn376SRs3bthiHTOnrqkV6plWrr59euq++55RRkaGD9UCAAEWAACgQwkGQ3r/y7n6ZOoCzftppWbOnNngetnJ1eqeVq6uWQHdcsst2mOPPVq3UABoAAEWAACgA1i5rlCTv/pRH3w1V+UV1Zo2bWqD6/VKL1Pn1Eqdf84ZOvfcc1u5SgBoGgEWAACgHVu6cr3++syHWrmuSIsWLdpimnB6YlAZSTXqkVamxASnm266SQcffLBP1QJA0wiwAAAA7VBlVY3+/eY3evvTH7RixQqtXbu2zvJOKZXqnlautMSQJOmNN97gcoQA2jwCLAAAQDtSUlapR1/4VF9+95O+/36mgsFgneW5yVXql1miQIKTJN1zzz0aMWKEH6UCwDYjwAIAALQDK9Zs1JMvf66vps/TvHnz6iwzSQOyipWbUiVJuu666zR+/HhGXAHEHQIsAABAHFu2qkB3/uNtbSwu19Sp326xPDe5Sv2yihUw6YYbbtChhx7qQ5UA0DIIsAAAAHFoQ1GZXvlght77Yo5WrFih1atX11mem1Kl/pnFSjDpiSeeUM+ePX2qFABaDgEWAAAgjmwoKtND//5YPyzIk3PaYtS1V3qZuqeVa8iQwfrzn59RcnKyT5UCQMsjwAIAAMSJ97+Yoydf+VLhcFirVq1SXl5edFm/zBJ1Sa2UJD3wwAMaPHiwX2UCQMwQYAEAANq4/A0l+sfzn+qHBXkqKCjQTz/9FF3WPa1cPdPLlGDS//3f/+n444/3sVIAiC0CLAAAQBvlnNPjL32uD76cq3A4rGnTpkmSEs2pd0aJOqVUadOJhB977DH17t3bx2oBIPYIsAAAAG3QjLnLdd9zk1VeWa01a9Zo+fLlkqTMpBoNzCpSYuQ6rmeddZbOPfdcP0sFgFZDgAUAAGhD1m0o0d1PvKdlqwoUDjtNmzY1umxgrWu5Hnzwwbrpppv8KhMAfEGABQAAaCPe+3yOnnntKwWDIeXn52vJkiWSpLTEoIbmbFRCZLrwxIkTlZ2d7WOlAOAPAiwAAIDP1m0o0dOvfKmps5fWGXVNCYTUP7NYGUlBSdIFF1yg008/3c9SAcBXBFgAAAAfffDlXD372teqqq7RqlWrlZe3QgFzGphVpKzkmuh6//nPf5SVleVjpQDgPwIsAACAD8LhsF773/ea+NY3qq6u0cyZ30mSspOr1TejRMmBsCRpwoQJuvTSS/0sFQDaDAIsAABAK1u3oUR/fvoDLV6Rr4qKCs2aNUtS3ZM0SdLzzz+vzMxMv8oEgDaHAAsAANCKJn/9ox554VM5J82ePVsVFeWSpOGdNig1EJIkXXrppZowYYKPVQJA20SABQAAaAXOOf39P5/ok2/nq7q6WjNnzpQk5SZXqV9miQKR67q+8cYbMjMfKwWAtosACwAAEGOLlq3Tv96cotkLV6m0tExz586RJPXLLFGX1EpJUpcuXfTMM88QXgGgCQRYAACAGFm+eoPuevRtFRSWSZJWrlyplStXKjUQ1JCcIiUleCdqevDBBzVo0CA/SwWAuECABQAAiIEFS9fq5vsmRdtz585VaWmpcpOr1D+rWAmRgdbXX39dCQkJPlUJAPGFAAsAANCCnHN64+Mf9M/Xv462p06dKknaKadQmUnetV379u2rRx55xLc6ASAeEWABAABayPqNpfrt39/QmvXFkqSKikrNmvWD+mSUqltaRXS9yy+/XCeccIJfZQJA3CLAAgAAtIAVazbqD4++o/yNJZKkwsJCLVw4X0NzCpWRFIyud/fdd2vkyJF+lQkAcY0ACwAAsIOmzVmmPz3+brS9du06rV+5UCM6FUdP1CRJ//znP9WpUyc/SgSAdoEACwAAsANefG+a/vvuNElSOBzWtGnT1T+zWENzK6PrmJleffVVJSby1gsAdgSnvAMAANhO/3pjSjS8hkJhTZs2TX0zitU5dXN43WWXXfTGG28QXgGgBfBKCgAAsB2ef2eqXvvfTElSVVWV5s76TjvnFCm91vGup59+ui644AKfKgSA9ocACwAAsA3C4bAemvixPpu2UJJUXV2tn+ZO0/DcIgUSXHS9p556St27d/erTABolwiwAAAAzVRVXaO7Hn1Hc39aLUkqKNigxYsXatdOdcPrCy+8oIyMDL/KBIB2iwALAADQDAuWrtXN902SJDknLVy4QKGyddq1U3Gd8Pr6668rIYHTjABALBBgAQAAtuLDr+bq0f9+JkmqqQnqu+9mqHNKpQZkl8hs83qvvPIK4RUAYogACwAA0ITa4XXNmjVavny5OqdUqn9WSXSdU045RRdddJGsdpoFALQ4AiwAAEADgsGQnpn0ld77Yo7CYafvv/9e4WCVBmUVKyelOrren/70J+26664+VgoAHQcBFgAAoJ7Kqhrd+sDrWrpyvcJhp2nTpiopIayhOYVKTQxF13vppZeUmprqY6UA0LEQYAEAAGopLa/Srfe/pry1G+WcNG3aVKUGQhqcXajkQFiSdMkll+jkk0/2uVIA6HgIsAAAABFFJRW667F3lLd2o0KhsKZPn6ac5CoNzCqOnqzpoYce0sCBA32tEwA6KgIsAACApJKySt36wGtanV+kYDCkGTOmq0d6uXqmlUXD64MPPkh4BQAfEWABAECHV1RSoRv/8rIKCsvknDRjxnT1TC9Tz/Ty6Dr333+/Bg0a5GOVAAACLAAA6NAKS8p1y32vqaCwTKFQSNOnT1ffzBJ1Ta2MrvPUU0+pe/fuPlYJAJAIsAAAoAOrqKzW7x95R2sLiqPhtXdGaZ3w+swzz6hr164+VgkA2IQACwAAOqSNxeW69f7XtLagWIWFRVqwYL76ZJSqW1pFdJ3777+f8AoAbQgBFgAAdDjrNpTo/93zksorq7Vs2TKtXbtWPdLL64RXpg0DQNtDgAUAAB3K4hX5uvORt1VcWq4ZM2ZIkrqnlatXell0nccee4zwCgBtUILfBQAAALSWRcvW6ca/vKKCjcXR8NoppUq9M7zwesABB+i1115T7969/SwTANAIRmABAECHsGDpWt1y3yRVVFRq1qwfJHkjr5vC669+9SsddNBBfpYIANgKAiwAAGj3luSt120Pvq6S0lLNnTtXkjQku1BZyTWSONMwAMQLAiwAAGjXlq5cr7sefUcFBRu0YMECSdKArOJoeH3xxReVlpbmZ4kAgGYiwAIAgHbr+/l5uvuJ91RYVKwFCxbIJO2Us1EZSUFJ0gsvvEB4BYA4wkmcAABAuzRrwUr9/h9vaWNhsWbPnq0EcxqcXaiMpKA6d+6sV155RRkZGX6XCQDYBozAAgCAdmf9xlLd98/JKq+o0Jw5sxUwp6E5G5WaGFKnTp307LPPysz8LhMAsI0IsAAAoF0pKavUL+95Ses3FGrWrFmSpEHZRUpNDEmSHn/8ccIrAMQpAiwAAGg3yiqqdOWd/1FxSVk0vA7MKlZmknfCptdee02BQMDPEgEAO4AACwAA2o2H/v2xCotK9f33MyVJPdPLlJtSJUmaNGkS4RUA4hwncQIAAO3Cv9+Yoq++WxgNr51SKtUzvVyS9PLLLysxkc/tASDe8UoOAADi3ovvTdPEN7/S7NmzJUnZydUakFUiSXrmmWeUkpLiZ3kAgBZCgAUAAHFt2pxl+vs/39WSJUskSemJQQ3ILJYk/fvf/1ZOTo6f5QEAWhABFgAAxK2Sskrd9pf/RMNrSiCkITkbFTDp2WefJbwCQDtDgAUAAHGppiakW/72kubMWyhJCpjTkOxC5WZnaeLEiVwqBwDaIU7iBAAA4o5zTn947E299s7H0b4+GaU6fNxB+s9//kN4BYB2igALAADizhMvfaanJr4RbXdPK1fn1Epdf/31PlYFAIg1AiwAAIgrX838Sfc/+Wq0nZtSpV7pZZo4cSKXygGAdo4ACwAA4sbagmLdcNfTKinxLpGTkVij/pnFevTRR5Sdne1zdQCAWItpgDWzo81svpktMrNfN7A8x8zeNLPvzWyOmV0cy3oAAED8qqqu0YX/70GtWLlaknfSpgFZxfrzvfeob9++PlcHAGgNMQuwZhaQ9LCkYySNkHS2mY2ot9rVkuY653aTNFbSX80sOVY1AQCA+BQKhXXt7/+lOfMXR/sGZRfpF9f8n0aMqP/2AgDQXsVyBHYfSYucc4udc9WSXpB0Ur11nKQs804VmClpg6RgDGsCAABx6IkXP9Y7k7+ItntnlOr8M47Xscce62NVAIDWFssA20fSilrtvEhfbX+XtIukVZJmSfqFcy4cw5oAAECc+WLaPP3hwYnRdtfUCu03spcuueQSH6sCAPghlgG2oQuwuXrtoyTNlNRb0u6S/m5mW5yBwcwuN7NpZjYtPz+/pesEAABt1PKV63TJjQ9E2xmJNeqTUarbbrvNx6oAAH6JZYDNk9SvVruvvJHW2i6W9KrzLJK0RNLw+jtyzj3unBvjnBvTrVu3mBUMAADajmAwpKtvf1wVlVWSpITISZv++Mc/iPcDANAxxTLATpU01MwGRU7MdJakN+qts1zSYZJkZj0kDZO0WAAAoMP77X3/0cy5tU7alFWku353m0aPHu1jVQAAP8Xsat/OuaCZXSPpfUkBSU875+aY2RWR5Y9K+r2kZ81slrwpx79yzq2PVU0AACA+fPvDYv3z1Y+j7R5p5bri4jO09957+1gVAMBvMQuwkuSce0fSO/X6Hq318ypJR8ayBgAAEF8KCkv1sxvvi7bTEoPauWdAp556qo9VAQDagpgGWAAAgG0RCoX1izuf1cbiMklSwJwGZRXp6af/q6SkJJ+rAwD4LZbHwAIAAGyT5179VJ9+PSPaHpBVrD/d9Vulpqb6WBUAoK0gwAIAgDbh+Te/1G//9q9ou3tauQ47cDftueeePlYFAGhLCLAAAMB3/5vyo/78xOaLFaQEQuqRXqbrr7/ex6oAAG0NARYAAPhqzqJV+s3fXlB+fr4kKTkQ0pDsQv3pD3cpKyvL5+oAAG0JARYAAPimvKJaf3v2Q61YsUKSlJQQ1uDsIt180/XabbfdfK4OANDWEGABAIBvnn71S33+1VRJkpnT4OxC7bfXKB100EE+VwYAaIsIsAAAwBfffL9Yz770oSoqyiVJfTNKlZMe0C233KLERK70BwDYEgEWAAC0ulAorLsfnaS1a9dIkrKSqtU5pVLXXXed0tLSfK4OANBWEWABAECru/vhFzRt5hxJUoI59c8q0QknHK+DDz7Y58oAAG0ZARYAALSq6XOW6YkXP462u6VWaI/RI3TppZf6WBUAIB4QYAEAQKtZsbpAF1z/F4VCIUlSaiCoQV2dbrzxRo57BQBsFf8pAABAq6iorNLFNz2k4pIySVJi5JI5zzw9UZmZmT5XBwCIB4zAAgCAVnHrPU9p/qLl0fagrCJdc+XPCK8AgGYjwAIAgJh7+p8v6JX3p0bbvdLLdM5px+mEE07wsSoAQLwhwAIAgJjasLFQdz/xrsLOJEkpgZAO33eIzj77bJ8rAwDEG46BBQAAMVNQUKBzr7lLFcFAtO+A4Vm64447lJyc7GNlAIB4RIAFAAAx89dHX9CcpUXRdp+sKj33xFMyMx+rAgDEK6YQAwCAmHjoH4/r329Pi7Yzk2p03aUnEl4BANuNAAsAAFpccXGxHvvvZ3KR414TE8K69YoTdNaZZ/pcGQAgnhFgAQBAi/vXq/9TUfXmY1wPHd1dp51yoo8VAQDaA46BBQAALerFV9/SPY+9GW337RzQs4/c62NFAID2ghFYAADQoia+OUUu8nNiQlgH7drN13oAAO0HARYAALSYu/78sGbMWxVtD+0a1nXXXu1jRQCA9oQACwAAWsTy5cs18c0p0XZmUo1+9+sr1adPHx+rAgC0JwRYAACwwxYsWKCLrvq1SmuSon37DcvRnnvu6WNVAID2hpM4AQCAHfb4E09rycbNZx0e0iNFTz/+ENd8BQC0KEZgAQDADvvyx0IFw97bioA5XXvxcYRXAECLI8ACAIDtVlRUpMuvvUV5BdXRvt9dd5ZOOel4H6sCALRXBFgAALDdJv/vI02evvmsw51SqnTc+L18rAgA0J4RYAEAwHYJh8N67OUpqolMHTZJZxy5m7p27epvYQCAdouTOAEAgG0WDod11sXX6scl5dG+k8aN1G23/D8fqwIAtHeMwAIAgG02c9aPmrJgc3jNTa7S8Yfu6mNFAICOgAALAAC2SUFBgW7580S5SDvBnC6csJ8OPfRQX+sCALR/TCEGAADb5Bc33605PxVE2wePyNEN1//cx4oAAB0FI7AAAKDZ1m8s1dc/boy2O6dU6qAxw32sCADQkTACCwAAmmXpsuW69FcPqzoYliQFzOnmq07VhBOP87kyAEBHwQgsAABoltv//IwWLMuPtvtnFWvCiccpNTXVx6oAAB0JARYAAGzV9DnLNHX+5uNeu6RW6Ljx+xBeAQCtiinEAACgST/MWaBzfn6/yisqJUnJCWHdcd3ZOunEE3yuDADQ0TACCwAAGuWc02/ufykaXk3SkJxCjdhluMzM3+IAAB0OARYAADTIOae/PPqiZsz+Kdo3KLtIxxxxqIYOHepjZQCAjoopxAAAoEEfffa1/v6v9+SNu0qdUyv1y6su0EknneRvYQCADosRWAAAsIXq6mr98bF3FHZeeE0OhNQ3o0QjRozwuTIAQEfGCCwAAKijpKREp17wCy1Ys7lvQFapHrj/Pu20007+FQYA6PAYgQUAAHV89sXXmr/WRdvd0ip09c/OIbwCAHzHCCwAAJDknbTpnXfe0c1/nqiw867vmpQQ1ulH7aHDDz/c5+oAACDAAgCAiHnz5uneB5/WxqqcaN/RB+ysm391k49VAQCwGVOIAQCAampq9MlnX2hFaVa0LzelSmefeLCPVQEAUBcjsAAAdHAbNmzQtddeq1l5YdWEvanDgUCCnnvgVu25G2cdBgC0HYzAAgDQwX377bdauq5SG6pSo30njxtJeAUAtDkEWAAAOrBgMKj5Py1XXq2pw0P6d9PNPz/Xx6oAAGgYU4gBAOigVqxYoVtvvVVTlzqFXJIkqXevnpr0xG3qlJ3uc3UAAGyJEVgAADqozz77TD+trlBpTVK074QDBhBeAQBtFgEWAIAOauW6kjpnHd59aDddcdGpPlYEAEDTmEIMAEAHtHrtek36YplcpL3r8CF64R83KCMtxde6AABoCgEWAIAO5vPPP9fPbn1K5TWbJ2KddNAAwisAoM1jCjEAAB3MM/99v0547Z1RqqEDe/lYEQAAzcMILAAAHUhBYalmLq2ItrtlJ+n8Ew7RgQce6GNVAAA0DwEWAIAO4ttvv9UN9/xHBRvLJEkBc3rwtxfroAP287kyAACahwALAEAH8fu/PK4lq8LRdv/MYmWmp/pYEQAA24ZjYAEA6AAqq2r04+rN4bVTSqVGDO6mkSNH+lgVAADbhhFYAADaMeecnnzyST3/zjRVBb2+gDn9+++/0a4jhikhgc+yAQDxg/9aAAC0YwsWLNDLk97SwjU10b6+WWUaMXwo4RUAEHf4zwUAQDtWXFysVWWZ0XZyQljnThinxEQmYQEA4g//vQAAaMfmLs5XYXWKJCk7O1sP3H6JDj9wtM9VAQCwfQiwAAC0QytXrtTjTzyplz5fFe3r0yWF8AoAiGtMIQYAoB16+eWX9e7nc1VS7h37GjCnfXfO3MpWAAC0bQRYAADaodXrNmhNRXq03TuzUscceZiPFQEAsOOYQgwAQDs0Z0WlnDNJ0sjhQ/X8365Up065/hYFAMAOIsACANCO/Pjjj5r09kf6cXlxtO/so3cjvAIA2gUCLAAA7URJSYluvfU2zclPV1UwSZKUmVSjEYO7+VwZAAAtg2NgAQBoJ9asWaPlhUkqj4RXSeqXXaGdd97Zx6oAAGg5jMACANBOFJVWKr8yTZKUnJysYw4ZpVuvOkU5OTk+VwYAQMsgwAIA0E68+8V8hSMnbspKT9Z9t1+hpKSAz1UBANByCLAAAMS5GTNm6E9//Ye+WeKifcN6JhBeAQDtDsfAAgAQ515++WXNXlEl57wAmxoIalCPVJ+rAgCg5RFgAQCIc8vWlqm0ZvOJm0b0cpowYYJ/BQEAECNMIQYAII455zR/TTjavvD0I3XndWcoIYHPqAEA7Q8BFgCAOBQMBjV58mR9MmWWCoqrJEkJ5nTqYaMIrwCAdium/+HM7Ggzm29mi8zs142sM9bMZprZHDP7NJb1AADQXnzzzTf6+98f1qT/zVIwGJQk5aZUKSsjxefKAACInZiNwJpZQNLDko6QlCdpqpm94ZybW2udXEn/kHS0c265mXWPVT0AALQnK1asUHFNssqDm/+VD+6WoP79+/tYFQAAsRXLEdh9JC1yzi12zlVLekHSSfXWOUfSq8655ZLknFsXw3oAAGg3KqqCWlGaJUnKzc3VhCP30TOP/13Jyck+VwYAQOzEMsD2kbSiVjsv0lfbzpI6mdknZjbdzC6IYT0AALQb73yTp2DY+zeem52l3/3yfOXm5vpbFAAAMRbLkzhZA32uXjtR0l6SDpOUJulrM5vinFtQZ0dml0u6XBJTowAAHdqbb76pd//3tb6buzHad8hu3dU5J8PHqgAAaB2xDLB5kvrVaveVtKqBddY758oklZnZZ5J2k1QnwDrnHpf0uCSNGTOmfggGAKBDWLp0qR577HEtKOqkqsixr+mJNdp1UGefKwMAoHXEcgrxVElDzWyQmSVLOkvSG/XWeV3SwWaWaGbpkvaV9GMMawIAIG7l5+ersDpFFbVO3DQot0J77723j1UBANB6YjYC65wLmtk1kt6XFJD0tHNujpldEVn+qHPuRzN7T9IPksKSnnTOzY5VTQAAxDPnnNaUe1OFMzMzdfKR++pXlx+vnJwcnysDAKB1xHIKsZxz70h6p17fo/Xaf5b051jWAQBAvNu4caM+/Hq+qkIBSVJyUqJ+dcUpyslK87kyAABaT0wDLAAA2DHOOd122236Yto8LS7ePNK6U88UwisAoMOJ5TGwAABgBy1ZskQzv/8hes1XSUoJhLTviK4+VgUAgD8YgQUAoA2rrq7W6vIM1YQTZGZKSU7S0btn64zTTvW7NAAAWh0BFgCANqykvErrK9IlSRkZGfrtL8/XWcdw1mEAQMdEgAUAoA2qqKjQ3Llz9egLn2vTBdAzUkxnHLWXr3UBAOAnAiwAAG1MZWWlLr30Uq0vLNePGztH+4f3CighgdNXAAA6Lv4LAgDQxsybN08lJSVaXZYR7UtPDGq3nXv5WBUAAP5jBBYAgDYmHA6ruDpZhdUpSkxMVEZGpiYc0EcXXHCe36UBAOArAiwAAG1MVU0wetmcjIwMnXfqkfr1ZUf7XBUAAP4jwAIA0AYEg0G9+eabWrBggT6ftU41Ye8on0CCdPEpB/hcHQAAbQMBFgCANmDKlCl6+umnVRkMaF7h5hM3jeiboh5dsn2sDACAtoOTOAEA0AasXr1azkmryjOjfRmJNTrz2P18rAoAgLaFEVgAANqIsmCSiquTlZvbSV27dtHNlx6mIw7dx++yAABoMwiwAAC0EWvL0yVJaWmpOm783jpy7L4+VwQAQNtCgAUAwEfr1q1TYWGhFi1brZKa5Gj/6Uft5WNVAAC0TQRYAAB8MmnSJD399NMKO2lBYSdt+rfcp2u6BvTu3PTGAAB0QJzECQAAn3zyySeSpPyKdFWGNn+mfOR+Q3yqCACAto0RWAAAfBIKhRQMm9ZWpCstLU0JCQk6ZPfeuuDME/wuDQCANokACwCAj9ZVpCvsTEOGDFH/Pt318G1nKzEx4HdZAAC0SUwhBgDAJ8GQtL4yLdo++9i9Ca8AADSBEVgAAFrR/Pnz9d1330mSFqwsVdh5nyX36JylQ8YM9bM0AADaPAIsAACtZOXKlbrhhhskSWEnLdvYJbrs0DGDlZDAxCgAAJrCf0oAAFrJTz/9FP15Q1WqqsPev+GUpIAmHLmPX2UBABA3GIEFAKCVhZ1Uou7q3buzzKTzTjxQnXKy/C4LAIA2jwALAEAry69IVyA1XX379lF6arIuOm2c3yUBABAXmEIMAEArCjkpv9aZhyccvrsy01N8rAgAgPhBgAUAoBWtr0hXMHLsa2pKko47ZJTPFQEAED+YQgwAQAwVFRXp66+/VlVVleb8uFBrKtKjy846Zm+lpiT5WB0AAPGFAAsAQIw453TzzTdrxYoVkqS80kw5500fTk9J0DEHj/SzPAAA4g5TiAEAiJHy8vJoeA2GTRuqUqPLTjp0mBITA36VBgBAXGIEFgCAVrCxOlPde/SSJPXpnqvr/u8cnysCACD+EGABAIixsJM2VKdrVP/+kqSrzj5UqampW9kKAADU1+QUYjN7ttbPF8a8GgAA2qENlWmqDnn/cjPSUnTIXjv7XBEAAPFpayOwu9X6+ReSnothLQAAxL2CggJ98sknqqioUHV1tUJh06ryDFnkI+NjDh6ppCSOfQUAYHtsLcC6VqkCAIB24g9/+IMWLlwYba+pyFDYmQKS0lOTdeL43RrfGAAANGlrAbavmT0oyWr9HOWcuzZmlQEAEIcWLVoU/bm0Jkn5keu+ZmRk6PSj91JGWopfpQEAEPe2FmBvrPXztFgWAgBAexJ2UmrPPdQns1qBQKJ2HtJfRx/EdV8BANgRTQZY5xzHvAIAsB3yK9LVN7ur0nNMgUCC7rruZCUncfJ/AAB2RJNnIZa8sw+b2QwzK4t8TTOzC1qjOAAA4lF1KEFrI1OHJWnC+N3Vp3uufwUBANBONPlRcCSoXifpl5JmyDsWdk9JfzYzOef+GfMKAQCIM3llWQo7kyR1yc3QaUft6XNFAAC0D1uby3SVpJOdc0tr9X1kZqdKekESARYA0KHNnj1bn376qWpqaiRJGyqTVVydHF1+1dljmToMAEAL2dp/1Ox64VWS5JxbambZsSkJAID4UFFRod/97neqrKyUJAXDprzSLtHl+4waqN2H9/OrPAAA2p2tHQNbsZ3LAABo9zZs2BANr5K0qixToU1Thztl6+pzxvlVGgAA7dLWRmB3MbMfGug3SYNjUA8AAHEpOb2TcrKGKkdSIBDQ7649RVkZqX6XBQBAu7K1ALubpB6SVtTrHyBpVUwqAgAgDq0sy1SfId0kSbsM7qVD9h7uc0UAALQ/W5tCfJ+kYufcstpfksojywAA6PCKq5NVULa5feGE/fwrBgCAdmxrI7ADnXNbTCF2zk0zs4GxKQkAgLarpKREa9askSStW7dOznnHvirJW37AHkM0dEAPHysEAKD92lqAbergnbSWLAQAgLZu9uzZuv3226OXzJGkjVUpqgwFlJokJScl6sKT9vexQgAA2retTSGeamaX1e80s0slTY9NSQAAtE1fffVVnfAaCptWl2dKkpKSknXUgSPUtVOmX+UBANDubW0E9jpJk8zsXG0OrGMkJUs6OYZ1AQDQ5oRCoejP3bp10/LSLCVXhZWemKQhgwbohHGjfawOAID2r8kA65xbK+kAMxsnaddI99vOuY9iXhkAAG3YAWOPUfH0AuX08tpnH7ePuuQy+goAQCxtbQRWkuSc+1jSxzGuBQCAuOCc9OHU5XIJGZKkbp2ydPJhu/tbFAAAHcDWjoEFAAD1FFWnaGW+d92cQCBBN19+jAIB/qUCABBr/LcFAGAbOCetq9h8Iv5jDtpVA3p39rEiAAA6jmZNIQYAoCP64IMPNH36dDnnJEk//fSTiqpTVB70LvqakJCgE8dz4iYAAFoLARYAgAYsXrxYDz30UJ0+56Q15Z2i7SP234UTNwEA0IqYQgwAQANWr169RV9ZMEmVoUSZmbp0ztVpR+3pQ2UAAHRcjMACALAVw4YN08knn6yn3vheWlWozMxMjd9/pDrnZPhdGgAAHQojsAAAbEWXLl2UkNFLRZUJ6ty5s1KSkzWBy+YAANDqCLAAAGyFc06TJn8XbY/dd5gG9O7iY0UAAHRMTCEGAGArlq6rVoHLl+Rd9/W0I/fyuSIAADomRmABAGhCKGyauaQs2j5sv+Hq2TXbx4oAAOi4GIEFAEDeNOHy8vJou7KyUpK0tiJdNanedWDTUpN17vH7+lIfAAAgwAIAoJKSEt1yyy1aunRpnf7yYKLWVaSrU6rXvvjk/ZWZntL6BQIAAElMIQYAQN98880W4dU5aXlJliQpMTGg/r06a/y+w32oDgAAbMIILACgw6uqqor+nJiYqJSUFK0uSVaNUpWRkaKePXvq+gsPl5n5WCUAACDAAgBQy5FHHqnTzjxPP//DC+oaDEmSjjt0lPr36uxzZQAAgCnEAADU8/IHM1QTCa89u2br7GP39rkiAAAgMQILAEAdG0qqNWPej9H2eSfsp7TUZB8rAgAAmzACCwBAhHPSp7MKou2+PTppv90G+VgRAACojQALAEDE+so0FRRXR9uXnHogJ24CAKANYQoxAKDDqaqqUnX15qBaWVmpmnCC1pRnqEuG13fMwbtqt2F9faoQAAA0hAALAOhQ3njjDT377LOqqamp07+qLEsh5422ds7J0Hkn7OtHeQAAoAlMIQYAdCiTJk3aIrxWBgPaWJUqybsO7NXnjFVqSpIf5QEAgCYwAgsA6FBqTx3OyMiQZFqan65AIKD09DQdsu+u2n14P/8KBAAAjSLAAgA6rMcee0yL8gr1x8ffjfZdfuY4HysCAABNYQoxAKDDcs7pL898GG2P33e4hg7o4WNFAACgKQRYAECH9dXMJaquCUbbpx21p4/VAACArSHAAgA6pLCTXv5wZrS9+/B+6tEl27+CAADAVnEMLACgQ1pZlqXAxlIlJSUpJTlJ15433u+SAADAVsR0BNbMjjaz+Wa2yMx+3cR6e5tZyMxOi2U9AABIUnF1sgoqU6PtU47YQzlZaT5WBAAAmiNmI7BmFpD0sKQjJOVJmmpmbzjn5jaw3j2S3o9VLQCAjmf27Nl6/vnnVVJSUqe/uLhEq8tzo+09R/TXqUfs0crVAQCA7RHLKcT7SFrknFssSWb2gqSTJM2tt97PJb0iae8Y1gIA6GCeeuopLVq0aIv+gspUVQS9f3/JyYm67PSDZWatXR4AANgOsZxC3EfSilrtvEhflJn1kXSypEdjWAcAoAPasGHDFn3OSfkV6ZKk3NxOOmHs7ureOau1SwMAANspliOwDX2c7eq175f0K+dcqKlPv83sckmXS1L//v1bqj4AQAdx5513KicnR59/t0TPv/u9EhISlJ2VoVOYOgwAQFyJZYDNk9SvVruvpFX11hkj6YVIeO0q6VgzCzrnXqu9knPucUmPS9KYMWPqh2AAAJrUv39/5eTkaup/vlFGhjcCe+whuyorI3UrWwIAgLYklgF2qqShZjZI0kpJZ0k6p/YKzrlBm342s2clvVU/vAIA0BLe/XyOVucXSZJSkpM04bDd/S0IAABss5gFWOdc0MyukXd24YCkp51zc8zsishyjnsFALSK4tJKvfDu1Gj7jKP3UnYml80BACDexHIEVs65dyS9U6+vweDqnLsolrUAADqupyZNUWVVjSSpU3a6jj1kV58rAgAA2yOWZyEGAMB3ZTWJ+n7+ymj70lMPUnJSTD+/BQAAMUKABQC0W85Jy0uzo+1dh/bW/rsP9rEiAACwIwiwAIB2a11FuqpCAUnetd0uOeVAfwsCAAA7hDlUAIC4FQwG9fLLL+vHH3/cYllBYYnWVORE26cetZcG9O7SmuUBAIAWRoAFAMStqVOnauLEiQ0uyyvNlHMmSeqam6nTj9yzNUsDAAAxwBRiAEDcWrduXYP9laGACiq9y+RkZGTqolMOUmJioDVLAwAAMcAILACgXdhvv/109NFHS5Keev07hZcVKCHBNGJofx26984+VwcAAFoCI7AAgHahR48e2muvvWRp3bS2KKjc3BzlZGfr5+eO97s0AADQQgiwAIB2IxwO68mXv4i2D9xrJ+00oLuPFQEAgJZEgAUAtBsffTNfawuKJUmJiQGdd/y+PlcEAABaEgEWANAu1ATDeun96dH2sQfvqm6ds3ysCAAAtDRO4gQAaBe+nFOgioSwJCkzPUWnHcVlcwAAaG8YgQUAxL2S6iTNzyuJti+acIAy0lJ8rAgAAMQCARYAEPfWlGdEfx69c1+N3YfL5gAA0B4xhRgA0KYVFRXplVde0Zo1a7ZYtmrVKpXVJKosmKQsSQlmuvyMg2VmrV8oAACIOQIsAKBNe+WVVzRp0qQGlzknrSjtFG3vM2qgenXLaa3SAABAK2MKMQCgTWto5HWTwuoUVYa8z2K7dO6kc07gsjkAALRnjMACAOLGKaecomHDhkmSaoIh3fuvKdqpskbp6ek68bA91ad7rr8FAgCAmCLAAgDixrBhw3TAAQfIOad7nnxfqelZSk2X0lKTde7xjL4CANDeMYUYABB3PvpmnqbOXhptn3f8vspM57I5AAC0dwRYAEBcKSgs1SPPfxptjxk5QEcdNMLHigAAQGshwAIA4soTL30hF/k5Nytd154/nsvmAADQQXAMLAAgbixYvkFTZ+dF2/935iHKSGPqMAAAHQUjsACAuFATNr3y0bxoe8zIAdpn1ED/CgIAAK2OAAsAaPPCTlpSnKvSimpJ3lmHLzv9YJ+rAgAArY0ACwBo81aVZao8uPmol2vPG6+unTJ9rAgAAPiBY2ABAL6aMWOGHnzwQRUUFDS4vLQmSesrc6Pt8fsOZ+owAAAdFCOwAABfvf76642G15CTlpVkR9uD+nTRlWcd0lqlAQCANoYACwDwVUVFRaPL1lVkqCbs/avq0rmT7vrlGUpI4F8XAAAdFVOIAQBtxr333qtddtlFkrShqEzX3PWCBlTXSJKuPOtQ9e7eyc/yAACAz/gYGwDQ5jjn9Nh/P1NVJLz27Jqt8fsO87kqAADgNwIsAKDNef7tqZo2Z1m0ff6J+zF1GAAAEGABAG3LomXr9MqHM6Ltg/baSfvtNtjHigAAQFtBgAUAtClPvfpl9OcBvbvomrPH+VgNAABoSwiwAIA2Y+mqjVqwdG20fe1545SUFPCxIgAA0JYQYAEAbYJz0osfzoq299ilnwb26epjRQAAoK0hwAIA2oSNValaua4k2j7/xP18rAYAALRFBFgAgO+CYdPy0qxo+4gDdtGA3l18rAgAALRFBFgAgK+cc1pakhNtp6Yk6dzj9/WxIgAA0FYl+l0AAKD9+vbbb/X888+rrKys0XXmryhWaU16tH3akXsqKyO1NcoDAABxhgALAIiZJ554QmvWrGl0eWUooMWFnaPtEYO7a8Jhu7dCZQAAIB4xhRgAEDNFRUWNLgs7aWnx5qnDnXMz9fvrz5CZtUZpAAAgDjECCwBoFQ888IDS0tKi7Sdf/Ub6Yakkycx013WnMHUYAAA0iQALAGgVPXv2VHq6d6zr1zMXa+aCNUpN9QLr2cfto92H9/OzPAAAEAeYQgwAaFVFJRX6x/OfRNt7juivU4/Yw7+CAABA3CDAAgBa1X/fnabyympJUqfsdP383HEc9woAAJqFAAsAaDXzFq/R+1/OibYvOvkAZWemNbEFAADAZgRYAECrqK4J6uH/fBxtj9q5jw7cY4iPFQEAgHhDgAUAtIq3Pp2tVfneZXUCgQRdceahTB0GAADbhAALAIi58mCiXv7gu2j7jKPHqGfXbB8rAgAA8YgACwCIqcpgQIuKcqPtvj066eTDdvetHgAAEL+4DiwAIGbCTppf2Fku0jZJvzh/vAIBPj8FAADbjgALANhmNTU1Kigo2Op6q0pSouFVkn5+3ngN7tctdoUBAIB2jQALANgmy5cv180336zi4uIm1yusStGKks3Hue47eqAO3XvnWJcHAADaMeZwAQC2yeeff77V8FoTTtCyWuE1O9Xp2vPGx7o0AADQzjECCwDYJjU1NdGfMzMzlZGRscU6c9cElJzifUaampyg319znDLS01qtRgAA0D4RYAEA2+3UU0/VaaedVqdv8tc/6pEXPlWvSPuGi4/U/rsPbv3iAABAu8MUYgBAi1mdX6QnX/4i2t5714GEVwAA0GIIsACAFlFZVaM/Pf6uaoIhSVLvbjm67oLDfK4KAAC0JwRYAECLeOqVL7VyXaEk73qvV509VqkpSb7WBAAA2hcCLABgh82ct0IffTMv2r74lAO1y5BeTWwBAACw7QiwAIAdsqGoTPc9NznaHrVzHx17yK4+VgQAANorAiwAYLsFQ2H9/pG3VVpeJUlKSgzoqrPHysx8rgwAALRHXEYHALDd/jdjlTZUpkbbvzj/MHXvnOVjRQAAoD1jBBYAsF02VqVo9uKN0fYph+/BJXMAAEBMEWABANusMhRQXunmkdbdh/fTOcfv42NFAACgIyDAAgC2iXNOK0qyFHLeca4pyUm68qxDOe4VAADEHAEWALBNflxerLLg5uu7XnPuWHXtlOljRQAAoKPgJE4A0MEtWbJE//vf/1RVVbXVdcsqg3rr84XR9vABOTpg9yGxLA8AACCKAAsAHVg4HNadd96p9evXb3XdYNg0v7CzasLe5J2AOR22Z+9YlwgAABDFFGIA6MAqKiqaFV4laXlpdjS8StKArGLtvdcesSoNAABgC4zAAgAkSUlJSbr88ssbXPbNnDUqnLZcnSPtw8b004WnjNWgQYNar0AAANDhEWABAJK8AHv00Udv0b94Rb6e+fA1de/eXZJ0yJih+sX5h7V2eQAAAEwhBgA0LhQK64F/faRgMCRJ6pKboctOO9jnqgAAQEdFgAUANOrF96crb+1GSVIgkKCbLztG6WnJPlcFAAA6KgIsAKBBi5at06TJ30Xbh47ZWYP6dvWxIgAA0NERYAEAWyirqNID//qfQqGwJKlrp0xddvpBPlcFAAA6OgIsAKAO55we/e9nWpVfJElKSU7SLZcfo+QkzvsHAAD8RYAFANTx9feL9dV3P0Xbl512kAb07uJjRQAAAB4CLAAgauW6Qj3y/KfR9l4jBmjcvsN8rAgAAGCzmAZYMzvazOab2SIz+3UDy881sx8iX1+Z2W6xrAcA0LjqkOmuR95WeWW1JCkzPUVXnn2oz1UBAABsFrMDmswsIOlhSUdIypM01czecM7NrbXaEkmHOuc2mtkxkh6XtG+sagIANCwYNs1dl6mEDSXRvl+cf5g6Zaf7WBUAAEBdsRyB3UfSIufcYudctaQXJJ1UewXn3FfOuY2R5hRJfWNYDwCgEavKMxUKW7R9ySkHas8R/X2sCAAAYEuxDLB9JK2o1c6L9DXmUknvxrAeAEADCqtStKEyNdo+85gxOu7QUT5WBAAA0LBYXhPBGuhzDa5oNk5egG3wIoNmdrmkyyWpf39GBACgpSxYulZLS7Kj7V0G99LpR+3lY0UAAACNi2WAzZPUr1a7r6RV9Vcys9GSnpR0jHOuoKEdOecel3d8rMaMGdNgCAaAjioUCumZZ57RrFmztmm7glKnGcvC0XZigtP/u/gImTX0+SMAAID/Yhlgp0oaamaDJK2UdJakc2qvYGb9Jb0q6Xzn3IIY1gIA7daMGTP0+uuvb9M25cFELSrKVdh5YdXMaWT3Sk7aBAAA2rSYBVjnXNDMrpH0vqSApKedc3PM7IrI8kcl3S6pi6R/RD7xDzrnxsSqJgBojzZu3Lj1lWoJhU3LS7Kj4TUxIazB2UU66dgTYlEeAABAi4nlCKycc+9Ieqde36O1fv6ZpJ/FsgYA6Ej23XdfnXPOOY0ud87pkZemKLxobbTvVxcfqhE79VWPHj1ao0QAAIDtFtMACwBoXdnZ2Ro8eHCjyx9/8XMtWV2ijAxvqvD5J+6ncQfu3krVAQAA7JhYXkYHANCG/Oetb/X+l3Oi7fH7DteEw3b3ryAAAIBtRIAFgA7gixmL9MqHM6LtoQO664ozD/GxIgAAgG3HFGIAaOcWr8jXfc9NjrZ3HthDv73qeAUCfIYJAADiC+9eAKAdq64J6oF/fRRtpyQn6aZLj1JqSpKPVQEAAGwfAiwAtFM1NSH95sE3lLd282V2fnH+eK71CgAA4hZTiAGgHaqorNbdT76nRcvXRfvOP3E/7Tt6kI9VAQAA7BgCLAC0MzU1If3uH29p4bLN4XW/0YN00vjdfKwKAABgxxFgAaAdCYacbr5/kpbkrY/2HX3QSP3stINkZj5WBgAAsOMIsADQToSc9PEPBUrOTon2jd93uC47/WAfqwIAAGg5nMQJANqBkJN+KuqklQVV0b4jDthFV519qI9VAQAAtCxGYAEgzq0vrNDCws6qDAWUEek7YexoXThhf6YNAwCAdoUACwBxbOGytXr0tR9UGQpE+047ck+dfdw+PlYFAAAQGwRYAPDBypUr9fXXXysYDG73PuYuLdT/ZqxScUlZtG/PnbJ11rF7t0SJAAAAbQ4BFgBaWXV1tW666SYVFxdv1/bOSavLM7SuIj3aZ5J6ppdp9MAspg0DAIB2iwALAK0sPz9/u8OrJK2vTNsivO6Us1EZSUENHTq0BSoEAABomwiwAOCjrKwsHXfccc1ef0Fesd77dpV653jt3MwkTTiwv7IzktSvXz8dcMABMaoUAADAfwRYAPBRdna2zj333Gat++qH32n2t9+ob98+kqRO2el64JYzlZGWspUtAQAA2geuAwsAceDDr+Zq4lvfRNsJCQn6w3UTCK8AAKBDYQQWANq4lz+Yoeff/jbazspI1R+um6AeXbJ9rAoAAKD1EWABoA37aMq8OuFVku6/+QzlZqU3sgUAAED7RYAFgDbIOadnJn2ldz6dFe1LS03WX286jfAKAAA6LAIsALQxzjn95ZkPNeX7xdG+nl2zddsVxzFtGAAAdGgEWABoQ5xzeuKlL+qEV0n6/bUnqXNOhk9VAQAAtA0EWABoI5av3qC7Hn1bBYVl0b69dx2oa84dp8x0zjYMAABAgAWANuCH+Xn64+PvqiYYivbtMriXbrj4CCUmBnysDAAAoO0gwAKAz76dtVT3PPlenb7x+w7XZacfRHgFAACohQALAD5atsF0b63wmpKcpNuvPE7DB/f0sSoAAIC2KcHvAgCgo1pTnq5F+SYXaSclBnTnNScQXgEAABrBCCwA+KCkOklryjOUmuq1+3TP1a1XHMtlcgAAAJpAgAWAVrZw+XotKcmJtvv36qw//GKC0tOSfawKAACg7SPAAkAr+t+UH/XXZz5W2JkkKZAg/fqyowmvAAAAzUCABYBW4JzT3U+8p2lzlkX7Es1p975hpg0DAAA0EwEWAGKsorJav3/0Hc1fsibal2BOO+VsVG4aJ2wCAABoLgIsAMRQaXmV7vzHW/ppRX60r3NOmnbptEFJCWEfKwMAAIg/XEYHAGJkzfpi3Xr/a3XC6+id++pP1x5HeAUAANgOjMACgKSvvvpKr776qioqKlpkf2uKpFmr6vYN6SatrZml33//RovcBgAAQEdDgAXQ4Tnn9I9//ENFRUUtsr815elaU55Rp693RqkSyyu0orzuuoFAoEVuEwAAoCMgwAKA1CLh1TkpryxTBZVpdfr7ZZaoS2rlFuubmY444ogdvl0AAICOggALAPX8/e9/3+Zt8tYW6cH/fKFeZVXqVav/rmuOUtfcjAa3ycrKUufOnbezSgAAgI6HAAsAtZiZBgwYsE3bfDF9kR767zcKugSlp3ujr4P6dtXvrjlBGWkpsSgTAACgQyLAAsB2qqqu0ZMvf6mPvplXp3/vXQfqlxcdruQkXmIBAABaEu+uAGA7/LQ8X3999kOtLSiO9nXrlKVfnD9euwzp1cSWAAAA2F4EWADYBtU1Qf3x8Xc1a8HKOv09u2brj9edrJystEa2BAAAwI4iwAJAMy1bVaAb//KKQqFwnf7D999FV5x5iMzMp8oAAAA6BgIsAGyFc06Tv/5RT7z8xRbh9cZLjtR+uw32qTIAAICOhQALAE1YunK9Hnvxcy1YurZO/3GHjtJFE/ZXQkKCT5UBAAB0PARYAGjAxuJy3f/PyZq9cFWd/k7Z6br+wsM1cqfePlUGAADQcRFgAaCeNz7+Xv9+85stpguP3WeYzjthX3XKTvepMgAAgI6NAAsAEcGwKa8sS8+99nWd/q6dMnXS+N107CGjfKoMAAAAEgEWACRJGypTtbIsUyFX95jWiyYcoBPGjfapKgAAANRGgAXQYTnn9N/3punFd6dreWlWnWW7D++nK848RN06ZzWyNQAAAFobARZAh+Oc0zufzdZ7n8/WqvyiLZZfffZYjd9vuA+VAQAAoCkEWAAdyuyFK/W35yarqKRii2WJCWHtnFtIeAUAAGijCLAA2j3nnP7z1rea8v3iBkdcD9hjsCp+ekeJCU5m5kOFAAAAaA4CLIB2yzmn97+Yqyde/rzB5Xvs0k/nHLePBvXtqk9ffaiVqwMAAMC2IsACaHdCobA+m7ZQr3w4Q6sbGHHdb/QgnX70XhrYp6skL+gCAACg7SPAAmhXnn9nql5+f3qDy3Ye2EPXnjdevbrltHJVAAAAaAkEWABxr6q6Ri+9N12Tp8xTSVnlFsvH7ztcpx21p3p0yfahOgAAALQUAiyAuOSc09yfVuuRFz5tcJqwJA0d0F03XnKkuuRmtnJ1AAAAiAUCLIC4M2vBSv3lmQ9UWl7V4PK9RgzQz88bp6yM1FauDAAAALFEgAUQN5auXK8X3pmmqbOXNrrO/TefqX49O7VeUQAAAGg1BFgAbVooFNbXMxfriZc/b3DENTExoOvOP0z77TaIa7gCAAC0cwRYAG1SUUmFnnzlC3313U8NLh86oLsuOGl/jRjSq5UrAwAAgF8IsADalJKySv3rjSn635R5DS5PSEjQbVccq92G9W3lygAAAOA3AiyAFrFq1So99NBDWrFixTZv65y0tjRRP21IaXSd3NSQBnWuUkqS059//9mOlAoAAIA4RYAF0CLeeecdzZ49e5u2qQoFtLQkWxXBTS9FNXWWB8ypa1qFuqeWK5DgVFMuNXzBnJaTnJwc41sAAADA9iLAAmgRpaWlW12nMhjQxqpUVYcD2ljV+GirJPVIK1eP9DIltOJ5mRISEjRhwoTWu0EAAABsEwIsgBZ32WWX6ZBDDlFpeZUmT5mvVyd/L0lKi3xJ0sAGtuvXs5NOOXw37TWiXytVWldycrLS09N9uW0AAABsHQEWwA5zzqmguEbrKtIUdqZ3v12p5/73QnR5UlJSo9tmpKVo3D7DNH6/YRrQu0trlAsAAIA4RYAFsF1Ky6v08Tfz9dE387RyXaEWLszX+rJMSdKcxQXq1q1ro9seccAuGtKvm/YZNUg5WWmNrgcAAADURoAF0CzrNpToxfemaUlegUrKKlRQWNbsbcftO0z77zZYo3buo+QkXnYAAACwfXgnCaBB4XBYX3+/RG9/OkvrN5Y0K7CmJ9YoMcFp/F79dPzRYzVsYA9lZaS2QrUAAADoCAiwAFRWUaWZ8/I0+asflZwU0LQ5y5q1XeecDHXKTtcZx4zR5x+8qo8++lGSdPDufTVm5IBYlgwAAIAOiAALdDChUFgLl63TTyvy9cGXc5W3dmOztx0xpJd2HthDvbvn6OC9htaZDvzFh614vRsAAAB0SARYoB2qqQmppLxSBYWl+nHxGi1anq+qqppmj6zW1jknQyeO201HHzRSSUmBGFQLAAAANA8BFohjZRVV+vaHpVq2qkCL89ZrzqJVO7S/3t1ytNvwfho2sIdG7NRLXXIzW6hSAAAAYMcRYIE2rqKyWstWbdDagmKtLSjWVzMXa8XqDTu835TkJJ1yxB4a1KeLRu7UW6kpjV+rFQAAAGgLCLBAKwsGQyoqrVD+hlKVVlSprLxKq/KLtDq/SEUl5QqGwiqrqFZpWaU2Fpfv0G2lpiQpMZCgPUf0V25Wugb37ardhvdVdibXXgUAAED8IcACOygcDqu6JqSSskqVllcpf2Op1q4vVtg5LViyRoHEgJatLFBJeaWKSipa/PaTkxJVXRPUkQeO0LCBPTSkf3f17pajQCChxW8LAAAA8FNMA6yZHS3pAUkBSU865+6ut9wiy4+VVC7pIufcjFjWhI7BOafqmqCCobCCwbCCoZCqa0KqrKpRWUWVSsqqJEmhcFihUFg1wZDW5BcpKzNNVdU1mr9krXp1y1FNMKSKqhrNWrBSQ/p1VTDkhdX5S9YoKTGgmmCo1e5Tl9wMZWWk6YA9Bis9NVmD+nTVwD5dmPoLAACADiNmAdbMApIelnSEpDxJU83sDefc3FqrHSNpaORrX0mPRL53eM65LX7e1FV7WZ1+1e+vu12j+1Pt26q7TjjsFAyF5JzX5yJ9zrkG2t7eNrWra0IKhcPR/dRfP+w2rxsOO4XCYW0sKldGWrKCoXD0tiurg1q1rlA5mWn6YcFK9e2Zq2BNSPkbS7V89QaFwk7hcFjZmWle4Kys3rYHuxEz562o0/7ux7rtlgqve+zST107ZSonK11yTr2756pvj05KT0tWp+x0pSQnyvusBwAAAOjYYjkCu4+kRc65xZJkZi9IOklS7QB7kqR/Oi8tTTGzXDPr5ZxbHcO6Ymb+kjX6+8SPtW5jaaMhU9HwWG95axTYTixdub7B/uLSlp+euy2yM9OUk5mq9LQUrVi9QYP7dVWf7p2Unpqk3Yb3U+/uOUpNSVJaSpISEpjeCwAAAGyrWAbYPpJqD1nlacvR1YbW6SMpLgPsm5/M0qr8Ir/LQD2Z6SlKSgwoEEjQ+o2lykxPUW5Wuqqqg9ppQHcFAqbEQEAJZlqVX6iRQ3orKSmgwuJy9evZWSnJiUpKDKi6JqgunTKVGEhQUmJAKcmJ6pyToYy0ZAIpAAAA0ApiGWAbmvNYf6CxOevIzC6XdLkk9e/ff8cri5GWmrpaX+0HKTqVNPK9/szSTcvrP7DR/nobbN7dltuZmcLOqaKyWp2y05WQYEqwBJl5y8ykBLPIz1arf3N7+eoNys5IVa9uOXW2T0iIrCPz+hNMJikUdlqxZoNG7tRbiYGAAgFvm0DAtKGoXDsP7K7yyhr16paj5KSAkhK9r+zMNGWmp0T7EgMJhEoAAACgnbH6U1lbbMdm+0u6wzl3VKR9syQ55/5Ua53HJH3inHs+0p4vaWxTU4jHjBnjpk2bFpOad1RlVY1qgiEFQ2GlpSQpEAlQjYbMeuGx/nIgnlRVVSkYDEqSUlJSlJjISc4BAACw7cxsunNuTEPLYvkOc6qkoWY2SNJKSWdJOqfeOm9IuiZyfOy+kori9fhXybvmJmeERUeVkpKilJQUv8sAAABAOxazAOucC5rZNZLel3cZnaedc3PM7IrI8kclvSPvEjqL5F1G5+JY1QMAAAAAiG8xnePnnHtHXkit3fdorZ+dpKtjWQMAAAAAoH3gLDcAAAAAgLhAgAUAAAAAxAUCLAAAAAAgLhBgAQAAAABxgQALAAAAAIgLBFgAAAAAQFwgwAIAAAAA4gIBFgAAAAAQFwiwAAAAAIC4QIAFAAAAAMQFAiwAAAAAIC4QYAEAAAAAcYEACwAAAACICwRYAAAAAEBcIMACAAAAAOICARYAAAAAEBcIsAAAAACAuGDOOb9r2CZmli9pmd91oE3rKmm930WgTeM5gubgeYKt4TmC5uB5gq3hObKlAc65bg0tiLsAC2yNmU1zzo3xuw60XTxH0Bw8T7A1PEfQHDxPsDU8R7YNU4gBAAAAAHGBAAsAAAAAiAsEWLRHj/tdANo8niNoDp4n2BqeI2gOnifYGp4j24BjYAEAAAAAcYERWAAAAABAXCDAot0ys5+b2Xwzm2Nm9/pdD9omM7vBzJyZdfW7FrQ9ZvZnM5tnZj+Y2SQzy/W7JrQNZnZ05H/MIjP7td/1oG0xs35m9rGZ/Rh5H/ILv2tC22RmATP7zsze8ruWeEGARbtkZuMknSRptHNupKS/+FwS2iAz6yfpCEnL/a4FbdaHknZ1zo2WtEDSzT7XgzbAzAKSHpZ0jKQRks42sxH+VoU2Jijp/znndpG0n6SreY6gEb+Q9KPfRcQTAizaqysl3e2cq5Ik59w6n+tB23SfpJskcTIANMg594FzLhhpTpHU18960GbsI2mRc26xc65a0gvyPjQFJEnOudXOuRmRn0vkBZQ+/laFtsbM+ko6TtKTftcSTwiwaK92lnSwmX1jZp+a2d5+F4S2xcxOlLTSOfe937Ugblwi6V2/i0Cb0EfSilrtPBFO0AgzGyhpD0nf+FwK2p775X2QHva5jriS6HcBwPYys8mSejaw6FZ5z+1O8qbt7C3pRTMb7DjtdoeylefILZKObN2K0BY19Txxzr0eWedWeVMCJ7ZmbWizrIE+/r9gC2aWKekVSdc554r9rgdth5kdL2mdc266mY31uZy4QoBF3HLOHd7YMjO7UtKrkcD6rZmFJXWVlN9a9cF/jT1HzGyUpEGSvjczyZsWOsPM9nHOrWnFEtEGNPVaIklmdqGk4yUdxodgiMiT1K9Wu6+kVT7VgjbKzJLkhdeJzrlX/a4Hbc6Bkk40s2MlpUrKNrN/O+fO87muNo/rwKJdMrMrJPV2zt1uZjtL+p+k/rz5REPMbKmkMc659X7XgrbFzI6W9DdJhzrn+AAMkiQzS5R3Uq/DJK2UNFXSOc65Ob4WhjbDvE9Hn5O0wTl3nc/loI2LjMDe4Jw73udS4gLHwKK9elrSYDObLe/kGhcSXgFsh79LypL0oZnNNLNH/S4I/ouc2OsaSe/LOznPi4RX1HOgpPMljY+8dsyMjLQB2EGMwAIAAAAA4gIjsAAAAACAuECABQAAAADEBQIsAAAAACAuEGABAAAAAHGBAAsAAAAAiAsEWAAAAABAXCDAAgA6BDO71czmmNkPkWsy7ruV9Z81s9N28DbHmNmDO7KPre3XzC4ys79Hfr7DzG6I/HynmR3eQre3h5k9Wf/2mli/m5m91xK3DQBAbYl+FwAAQKyZ2f6Sjpe0p3Ouysy6SkqO9e0656ZJmubHfp1zt7fgTd4i6a7mruycyzez1WZ2oHPuyxasAwDQwTECCwDoCHpJWu+cq5Ik59x659wqSTKz281sqpnNNrPHzczqb2xme5nZp2Y23czeN7Nekf5rzWxuZFT3hQa2G2tmb0V+vsPMnjazT8xssZld21ChZlZqZvdEbmuyme1Ta5sT6++3MbVHkM3sMDP7zsxmRWpIifQvNbPfmdmMyLLhDewnS9Jo59z3jdzGg2b2VaS+2iPWr0k6t6kaAQDYVgRYAEBH8IGkfma2wMz+YWaH1lr2d+fc3s65XSWlyRupjTKzJEkPSTrNObeXpKcl/SGy+NeS9nDOjZZ0RTPqGC7pKEn7SPptZN/1ZUj6JHJbJfJGPo+QdLKkO5t3d+vUnyrpWUlnOudGyZt9dWWtVdY75/aU9IikGxrYxRhJs5u4iV6SDpL3uN1dq3+apIO3tV4AAJpCgAUAtHvOuVJJe0m6XFK+pP+a2UWRxePM7BszmyVpvKSR9TYfJmlXSR+a2UxJt0nqG1n2g6SJZnaepGAzSnnbOVflnFsvaZ2kHg2sUy1p0/GjsyR96pyrifw8sBm3Ud8wSUuccwsi7eckHVJr+auR79Mb2X8veY9ZY15zzoWdc3NV9/6sk9R7O+oFAKBRHAMLAOgQnHMhSZ9I+iQSVi+MTPv9h6QxzrkVZnaHpNR6m5qkOc65/RvY7XHywuCJkn5jZiOdc00F2apaP4fU8P/hGueci/wc3rSNcy5sZtvzf3uLKdGN1NRYPRXa8jFpaPv6t5Ua2RYAgBbDCCwAoN0zs2FmNrRW1+6SlmlzMFtvZpmSGjrr8HxJ3SIngpKZJZnZSDNLkNTPOfexpJsk5UrKjNFd2BHzJA00s50i7fMlfboN2/8oaaetrrWlndX01GMAALYZI7AAgI4gU9JDZpYrb6rvIkmXO+cKzewJedNzl0qaWn9D51x15ORED5pZjrz/nfdLWiDp35E+k3Sfc64w9ndl2zjnKs3sYkkvRUZwp0p6dBu2n2dmOWaW5Zwr2YabHifp7W0sFwCAJtnmWUoAAABbMrPrJZU4557chm0+k3SSc25j7CoDAHQ0TCEGAABb84jqHuvaJDPrJulvhFcAQEtjBBYAAAAAEBcYgQUAAAAAxAUCLAAAAAAgLhBgAQAAAABxgQALAAAAAIgLBFgAAAAAQFz4/4VEutYIHEWqAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "log_global_s_cdf = ts2.Cdf(log_global_s)\n",
     "\n",
@@ -957,10 +1242,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "id": "41002d88",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The Fisher-Pearson coefficient of skewness: 0.18941480317972834\n",
+      "Its p-value: 3.558408052985533e-23\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "mean = log_global_s.mean()\n",
     "std = log_global_s.std()\n",
@@ -1007,7 +1313,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "id": "10c072eb",
    "metadata": {},
    "outputs": [],
@@ -1017,10 +1323,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "id": "2b52d99d",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A short overview of summary statistics:\n",
+      "\n",
+      "Mean critic score: 6.9\n",
+      "Highest critic score: 9.8\n",
+      "Lowest critic score: 1.3\n",
+      "Standard deviation: 1.3938164552843115\n",
+      "\n",
+      "Mean user score: 7.13\n",
+      "Highest user score: 9.7\n",
+      "Lowest user score: 0.0\n",
+      "Standard deviation: 1.500006093625791\n"
+     ]
+    }
+   ],
    "source": [
     "print('A short overview of summary statistics:')\n",
     "print('')\n",
@@ -1039,10 +1363,35 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "id": "3c3570d4",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1224x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1224x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "critic_score_cdf = ts2.Cdf(critic_score)\n",
     "user_score_cdf = ts2.Cdf(user_score)\n",
@@ -1076,10 +1425,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "id": "72b21f37",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The Fisher-Pearson coefficient of skewness: -0.6135331013854972\n",
+      "Its p-value: 5.453880189755024e-97\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "mean = critic_score.mean()\n",
     "std = critic_score.std()\n",
@@ -1098,10 +1468,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "id": "27fbadfb",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The Fisher-Pearson coefficient of skewness: -1.2543667831852812\n",
+      "Its p-value: 2.285477168114894e-273\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "mean = user_score.mean()\n",
     "std = user_score.std()\n",
@@ -1156,7 +1547,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 35,
    "id": "44be223a",
    "metadata": {},
    "outputs": [],
@@ -1167,7 +1558,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 36,
    "id": "fe55bd9e",
    "metadata": {},
    "outputs": [],
@@ -1191,10 +1582,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 37,
    "id": "baf96529",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.subplot(3, 2, 1)   \n",
     "plt.bar(msg_global['Name'], msg_global['Global_Sales'], color = 'black')\n",
@@ -1295,7 +1701,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 38,
    "id": "39ed133c",
    "metadata": {},
    "outputs": [],
@@ -1306,7 +1712,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 39,
    "id": "247a8ad1",
    "metadata": {},
    "outputs": [],
@@ -1316,7 +1722,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 40,
    "id": "46b4dc93",
    "metadata": {},
    "outputs": [],
@@ -1330,7 +1736,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 41,
    "id": "f42f7729",
    "metadata": {},
    "outputs": [],
@@ -1344,7 +1750,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 42,
    "id": "b0a57009",
    "metadata": {},
    "outputs": [],
@@ -1362,17 +1768,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 43,
    "id": "acb62523",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:title={'center':'Genre - Sales global'}, xlabel='Genre', ylabel='Sales (in million)'>"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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PeUFV7TWe/8IkxyU5fLyt9JoAAACwdiG3uz+Q5JurPP1+SV7T3Rd39+eSnJXk9lV13ST7d/dJ3d1JXpHkmDUpGAAAgHVvijm5v1NVZ4zDma85tl0vyZeWnbNpbLveeH/LdgAAANjKng65L0zyY0mOTPLVJM8Z21eaZ9vbaV9RVR1XVRurauM555xzGUsFAABgvdmjIbe7v97dl3b395O8OMntx0Obklx/2akHJ/nK2H7wCu3bev3ju3tDd2848MADd2/xAAAALLw9GnLHObZLfiHJ0srLb0pybFVdqaoOy7DA1Cnd/dUkF1bVUeOqyg9L8sY9WTMAAADrx95r9cJV9eokd0lyQFVtSvLUJHepqiMzDDn+fJLfSpLu/kRVnZDkk0kuSfLo7r50fKlHZVip+cpJ3jbeAAAAYCs1LFo8Pxs2bOiNGzde5tdZ1G155/rfDQAAYDWq6tTu3rBl+xSrKwMAAMCaEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmI29py4AAABgtapq6hK20t1Tl8AyenIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJiNNQu5VfWSqvpGVX18WdtfVtWnq+qMqjqxqq4xth9aVd+tqtPH24uWPee2VXVmVZ1VVX9bVbVWNQMAALC+rWVP7suS3GOLtncmuXl33zLJfyZ58rJjn+3uI8fbI5e1vzDJcUkOH29bviYAAAAkWcOQ290fSPLNLdre0d2XjA9PTnLw9l6jqq6bZP/uPqm7O8krkhyzBuUCAAAwA1POyf21JG9b9viwqvpoVb2/qn5qbLtekk3Lztk0tgEAAMBW9p7im1bVHyW5JMkrx6avJjmku8+rqtsmeUNV3SzJSvNvezuve1yGoc055JBDdm/RAAAALLw93pNbVQ9Pcu8kDxmHIKe7L+7u88b7pyb5bJIbZ+i5XT6k+eAkX9nWa3f38d29obs3HHjggWv1IwAAALCg9mjIrap7JHlSkvt293eWtR9YVXuN92+YYYGps7v7q0kurKqjxlWVH5bkjXuyZgAAANaPNRuuXFWvTnKXJAdU1aYkT82wmvKVkrxz3Ano5HEl5TsneUZVXZLk0iSP7O6lRaselWGl5itnmMO7fB4vAAAA/ECNI4ZnZ8OGDb1x48bL/DqLui3vXP+7AQDA9izi+3PvzadRVad294Yt26dcXRkAAAB2KyEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2dh7NSdV1YYkP5XkoCTfTfLxJO/q7m+uYW0AAACwU7bbk1tVv1pVpyV5cpIrJ/lMkm8kuVOSd1bVy6vqkLUvEwAAAHZsRz25+yW5Y3d/d6WDVXVkksOTfHE31wUAAAA7bbsht7ufv4Pjp+/WagAAmJWqmrqEFXX31CUAa2S1c3IPTPKbSQ5d/pzu/rW1KQsAAAB23qpCbpI3Jvn3JO9KcunalQMAAAC7brUh9yrd/aQ1rQQAAAAuo9Xuk/uWqrrnmlYCAAAAl9FqQ+7jMgTdi6rqwvF2wVoWBgAAADtrVcOVu/tqa10IAAAAXFarnZObqrpvkjuPD9/X3W9Zm5IAAABg16xquHJV/XmGIcufHG+PG9sAAABgYay2J/eeSY7s7u8nSVW9PMlHk/zhWhUGAAAAO2u1C08lyTWW3b/6jk6uqpdU1Teq6uPL2n6kqt5ZVf81fr3msmNPrqqzquozVfVzy9pvW1Vnjsf+tqpqJ2oGAADgcmS1IfdZST5aVS8be3FPTfJnO3jOy5LcY4u2P0zy7u4+PMm7x8epqiOSHJvkZuNzXlBVe43PeWGS45IcPt62fE0AAABIssqQ292vTnJUktePtzt092t28JwPJPnmFs33S/Ly8f7LkxyzrP013X1xd38uyVlJbl9V102yf3ef1N2d5BXLngMAAACb2W7Iraqbjl9vk+S6STYl+VKSg8a2nXWd7v5qkoxfrz22X2983SWbxrbrjfe3bAcAAICt7Gjhqd9N8ptJnrPCsU5y9G6qY6V5tr2d9pVfpOq4DEObc8ghh+yeygAAAFg3thtyu/s3x6933U3f7+tVdd3u/uo4FPkbY/umJNdfdt7BSb4yth+8Qvu26j0+yfFJsmHDhm2GYQAAAOZpuyG3qn5xe8e7+/U7+f3elOThSf58/PrGZe2vqqrnJjkowwJTp3T3pVV1YVUdleQjSR6W5Hk7+T0BAAC4nNjRcOX7bOdYZ1iEakVV9eokd0lyQFVtSvLUDOH2hKr69SRfTPKAJOnuT1TVCUk+meSSJI/u7kvHl3pUhpWar5zkbeMNAAAAtlLDosXzs2HDht64ceNlfp1F3ZZ3rv/dAIB58V6K3W0R/0359zSNqjq1uzds2b6j4cpP3N7x7n7uZS0MAAAAdpcdDVe+2h6pAgAAAHaDHa2u/PQ9VQgAAABcVjsarvwH3f3sqnpeVtiftrsfu2aVAQAAwE7a0XDlT41fL/sKTgAAALDGdjRc+c3j15fvmXIAAABg1+2oJzdJUlUbkvxRkhssf05333KN6gIAAICdtqqQm+SVSX4/yZlJvr925QAAAMCuW23IPae737SmlQAAAMBltNqQ+9Sq+ock705y8VJjd79+TaoCAACAXbDakPuIJDdNsk9+OFy5kwi5AAAALIzVhtxbdfct1rQSAAAAuIyusMrzTq6qI9a0EgAAALiMVtuTe6ckD6+qz2WYk1tJ2hZCAMDlVVVNXcJWunvqEgAmt9qQe481rQIAAAB2g1WF3O7+wloXAgAAAJfVaufkAgAAwMITcgEAAJgNIRcAAIDZWFXIrapfrKr/qqrzq+qCqrqwqi5Y6+IAAABgZ6x2deVnJ7lPd39qLYsBAACAy2K1w5W/LuACAACw6Fbbk7uxql6b5A1JLl5q7O7Xr0VRAAAAsCtWG3L3T/KdJD+7rK2TCLkAAAAsjFWF3O5+xFoXAgAAAJfVdkNuVf1Bdz+7qp6Xoed2M9392DWrDAAAAHbSjnpylxab2rjWhQAAAMBltd2Q291vHr++fM+UAwAAALtuu1sIVdXxVXWLbRzbr6p+raoesjalAQAAwM7Z0XDlFyT5kzHofjzJOUn2TXJ4hhWXX5LklWtaIQAAAKzSjoYrn57kgVV11SQbklw3yXeTfKq7P7P25QEAAMDqrXYLoW8led/algIAAACXzXbn5AIAAMB6IuQCAAAwGzsdcqvqClW1/1oUAwAAAJfFqkJuVb2qqvavqv2SfDLJZ6rq99e2NAAAANg5q+3JPaK7L0hyTJK3Jjkkya+sVVEAAACwK1Ybcvepqn0yhNw3dvf3kvSaVQUAAAC7YLUh9++TfD7Jfkk+UFU3SHLBWhUFAAAAu2K1++T+bZK/Xdb0haq669qUBAAAALtmtQtPXaeq/rGq3jY+PiLJw9e0MgAAANhJqx2u/LIkb09y0Pj4P5M8fg3qAWAnVdXC3QAAprLakHtAd5+Q5PtJ0t2XJLl0zaoCAACAXbDakPvtqrpWxhWVq+qoJOevWVUAAACwC1a18FSSJyZ5U5Ifq6oPJTkwyS+tWVUAAACwC1a7uvJpVfXTSW6SpJJ8ZtwrFwAAABbGdkNuVf3iNg7duKrS3a9fg5oAAABgl+yoJ/c+2znWSYRcAAAAFsZ2Q253P2JPFQKwpUXciqa7py4BAIDtWO3CU6mqeyW5WZJ9l9q6+xlrURQAAADsilVtIVRVL0ryoCSPybDw1AOS3GAN6wIAAICdttp9cn+yux+W5L+7++lJ7pDk+mtXFgAAAOy81Ybc745fv1NVByX5XpLD1qYkAAAA2DWrnZP7lqq6RpK/THJahpWVX7xWRQEAAMCuWFXI7e4/He++rqrekmTf7j5/7coCAACAnbfd4cpVdbuq+tFljx+W5IQkf1pVP7LWxQEAAMDO2NGc3L9P8r9JUlV3TvLnSV6R5Pwkx69taQAAALBzdjRcea/u/uZ4/0FJju/u12UYtnz6mlYGAAAAO2lHPbl7VdVSEL5bkvcsO7baRas2U1U3qarTl90uqKrHV9XTqurLy9rvuew5T66qs6rqM1X1c7vyfQEAAJi/HQXVVyd5f1Wdm2EboX9Pkqq6UYYhyzutuz+T5MjxdfZK8uUkJyZ5RJK/7u6/Wn5+VR2R5NgkN0tyUJJ3VdWNu/vSXfn+AAAAzNd2Q253P7Oq3p3kukne0d09HrpCksfshu9/tySf7e4vVNW2zrlfktd098VJPldVZyW5fZKTdsP3BwAAYEZ2OOS4u09eoe0/d9P3PzZDb/GS3xlXcN6Y5He7+7+TXC/J8ho2jW0AAACwmR3NyV0zVXXFJPdN8i9j0wuT/FiGocxfTfKcpVNXeHqv0JaqOq6qNlbVxnPOOWf3FgwAAMDCmyzkJvn5JKd199eTpLu/3t2Xdvf3k7w4w5DkZOi5vf6y5x2c5CsrvWB3H9/dG7p7w4EHHriGpQMAALCIpgy5D86yocpVdd1lx34hycfH+29KcmxVXamqDktyeJJT9liVAAAArBu7tA3QZVVVV0nyM0l+a1nzs6vqyAxDkT+/dKy7P1FVJyT5ZJJLkjzaysoAAACsZJKQ293fSXKtLdp+ZTvnPzPJM9e6LgAAANa3KYcrAwAAwG41SU8uALC4trN3/WS6V9xYAQC2oicXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmI1JQm5Vfb6qzqyq06tq49j2I1X1zqr6r/HrNZed/+SqOquqPlNVPzdFzQAAACy+KXty79rdR3b3hvHxHyZ5d3cfnuTd4+NU1RFJjk1ysyT3SPKCqtprioIBAABYbIs0XPl+SV4+3n95kmOWtb+muy/u7s8lOSvJ7fd8eQAAACy6qUJuJ3lHVZ1aVceNbdfp7q8myfj12mP79ZJ8adlzN41tAAAAsJm9J/q+d+zur1TVtZO8s6o+vZ1za4W2XvHEITAflySHHHLIZa8SAACAdWWSntzu/sr49RtJTsww/PjrVXXdJBm/fmM8fVOS6y97+sFJvrKN1z2+uzd094YDDzxwrcoHAABgQe3xkFtV+1XV1ZbuJ/nZJB9P8qYkDx9Pe3iSN47335Tk2Kq6UlUdluTwJKfs2aoBAABYD6YYrnydJCdW1dL3f1V3/1tV/UeSE6rq15N8MckDkqS7P1FVJyT5ZJJLkjy6uy+doG4AAAAW3B4Pud19dpJbrdB+XpK7beM5z0zyzDUuDQAAgHVukbYQAgAAgMtEyAUAAGA2hFwAAABmQ8gFAABgNoRcAAAAZkPIBQAAYDaEXAAAAGZDyAUAAGA2hFwAAABmY++pC4DLm6qauoStdPfUJQAAwG6hJxcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYjb2nLgAAAEiqauoSttLdU5cAO01PLgAAALMh5AIAADAbQi4AAACzIeQCAAAwG0IuAAAAsyHkAgAAMBtCLgAAALMh5AIAADAbQi4AAACzIeQCAAAwG0IuAAAAsyHkAgAAMBtCLgAAALMh5AIAADAbQi4AAACzIeQCAAAwG0IuAAAAsyHkAgAAMBtCLgAAALMh5AIAADAbQi4AAACzIeQCAAAwG0IuAAAAsyHkAgAAMBtCLgAAALMh5AIAADAbQi4AAACzIeQCAAAwG0IuAAAAsyHkAgAAMBtCLgAAALMh5AIAADAbQi4AAACzscdDblVdv6reW1WfqqpPVNXjxvanVdWXq+r08XbPZc95clWdVVWfqaqf29M1AwAAsD7sPcH3vCTJ73b3aVV1tSSnVtU7x2N/3d1/tfzkqjoiybFJbpbkoCTvqqobd/ele7RqAAAAFt4e78nt7q9292nj/QuTfCrJ9bbzlPsleU13X9zdn0tyVpLbr32lAAAArDeTzsmtqkOT3DrJR8am36mqM6rqJVV1zbHtekm+tOxpm7L9UAwAAMDl1GQht6qumuR1SR7f3RckeWGSH0tyZJKvJnnO0qkrPL238ZrHVdXGqtp4zjnn7P6iAQAAWGhTzMlNVe2TIeC+srtfnyTd/fVlx1+c5C3jw01Jrr/s6Qcn+cpKr9vdxyc5Pkk2bNiwYhAG4PKpaqXPTKfV7U8VAOxuU6yuXEn+Mcmnuvu5y9qvu+y0X0jy8fH+m5IcW1VXqqrDkhye5JQ9VS8AAADrxxQ9uXdM8itJzqyq08e2pyR5cFUdmWEo8ueT/FaSdPcnquqEJJ/MsDLzo62svJj0kgAAAFPb4yG3uz+YlefZvnU7z3lmkmeuWVEAAADMwqSrKwMAAMDuJOQCAAAwG0IuAAAAsyHkAgAAMBtCLgAAALMh5AIAADAbQi4AAACzIeQCAAAwG0IuAAAAsyHkAgAAMBtCLgAAALMh5AIAADAbQi4AAACzIeQCAAAwG0IuAAAAs7H31AUAAACw+1XV1CVspbvX/HvoyQUAAGA2hFwAAABmQ8gFAABgNoRcAAAAZkPIBQAAYDaEXAAAAGZDyAUAAGA2hFwAAABmQ8gFAABgNoRcAAAAZkPIBQAAYDaEXAAAAGZDyAUAAGA2hFwAAABmQ8gFAABgNoRcAAAAZkPIBQAAYDaEXAAAAGZDyAUAAGA2hFwAAABmQ8gFAABgNoRcAAAAZkPIBQAAYDaEXAAAAGZDyAUAAGA2hFwAAABmQ8gFAABgNoRcAAAAZkPIBQAAYDaEXAAAAGZDyAUAAGA2hFwAAABmQ8gFAABgNoRcAAAAZkPIBQAAYDaEXAAAAGZDyAUAAGA2hFwAAABmQ8gFAABgNoRcAAAAZkPIBQAAYDbWTcitqntU1Weq6qyq+sOp6wEAAGDxrIuQW1V7JXl+kp9PckSSB1fVEdNWBQAAwKJZFyE3ye2TnNXdZ3f3/yZ5TZL7TVwTAAAAC2a9hNzrJfnSssebxjYAAAD4gb2nLmCVaoW23uqkquOSHDc+/FZVfWZNq9p5ByQ5d3e8UNVKl2Q2XKfV2y3XynVaPddqdVyn1XGdVs+1Wh3XafVmfq1cp9Xz/97qLOK/qW3Ws15C7qYk11/2+OAkX9nypO4+Psnxe6qonVVVG7t7w9R1LDrXafVcq9VxnVbPtVod12l1XKfVc61Wx3VaHddp9Vyr1Vlv12m9DFf+jySHV9VhVXXFJMcmedPENQEAALBg1kVPbndfUlW/k+TtSfZK8pLu/sTEZQEAALBg1kXITZLufmuSt05dx2W0sEOpF4zrtHqu1eq4TqvnWq2O67Q6rtPquVar4zqtjuu0eq7V6qyr61TdW63fBAAAAOvSepmTCwAAADsk5AIAADAbQi4AAACzIeSyEKrqylV1k6nrAAAWR1XtVVX/PHUdzFdVXbOqbjl1HYuoqm4+dQ27at2srrweVdWVktw/yaFZdq27+xlT1bSIquo+Sf4qyRWTHFZVRyZ5Rnffd9LCFlRV3WaF5vOTfKG7L9nT9Syqqnp0kld29/+Mj6+Z5MHd/YJJC1tA4x/3Q7P576nXT1bQgqqqGyd5YZLrdPfNx+t23+7+vxOXtlCq6sIkW65qeX6SjUl+t7vP3vNVLaaq+tsVms9PsrG737in61lE3X1pVR1YVVfs7v+dup5FV1U/ma1/n79isoIWVFW9L8l9M1yn05OcU1Xv7+4nTlnXAnpRVV0xycuSvGrpPdV6YHXlNVRV/5bhj9WpSS5dau/u50xW1AKqqlOTHJ3kfd1967HtjO72qdoKqurkJLdJckaSSnLz8f61kjyyu98xYXkLo6pO7+4jt2j76NK/MQZV9ZIkt0zyiSTfH5u7u39tuqoWU1W9P8nvJ/n7Zb+rPt7d6/aT7rVQVU9P8pUkr8rwO+rYJD+a5DNJHtXdd5muusVSVccnuWmSfxmb7p/h/8XrJzm7ux8/UWkLpar+PsPfvTcl+fZSe3c/d7KiFlBV/VOSH8sQ2pbed3Z3P3ayohbU0vuBqvqNJNfv7qd677myqjo8ya8leUCSU5K8tLvfOW1VO6Ynd20d3N33mLqIdeCS7j6/qqauY734fJJf7+5PJElVHZHhjfefJnl9EiF3cIWqqh4/yauqvTKMFmBzR3X3EVMXsU5cpbtP2eJ3ldETW7tHd//EssfHV9XJ3f2MqnrKZFUtphslOXppFE5VvTDD7/CfSXLmlIUtmK+MtyskudrEtSyyDUmOWPq7x3btXVXXTfLAJH80dTGLrLv/q6r+OMNonL9Ncusa/hA+ZZFHfQm5a+vDVXWL7vaHavs+XlW/nGSv8dOixyb58MQ1LbKbLgXcJOnuT1bVrbv7bB8UbObtSU6oqhdlGDr5yCT/Nm1JC+mkqjqiuz85dSHrwLlV9WMZh+JW1S8l+eq0JS2k71fVA5P86/j4l5Yd8+Z7c9dLsl+GUV8Z7x80DtG9eLqyFkt3Pz1Jqmq/7v72js6/HPt4hlETfi/t2NMzvE/4YHf/R1XdMMl/TVzTwhmn5Twiyb2SvDPJfbr7tKo6KMlJGTpXFpKQu7bulORXq+pzSS7OMGyrDYXYymMyfIp2cYbhbW9PYo7btn1m/LT/NePjByX5z3EO+PemK2vhPCnJcUkeleH/vXck+YdJK1pML88QdL8Wv6d25NFJjk9y06r6cpLPJXnotCUtpIck+ZskL8gQak9O8tCqunKS35mysAX07CSnj/MDK8mdk/xZVe2X5F1TFrZIquoOSf4xyVWTHFJVt0ryW93929NWtnAOSPLJqjolw+/zJIk1Tlb01eV/58aOAsPft/Z3Gd47PaW7v7vU2N1fGXt3F5Y5uWuoqm6wUnt3f2FP17KoxiGkb+/uu09dy3oxvlH87QwfolSSD2Z4M3lRhuGU35qwvIVUVT+SYfrAGVPXsmiq6qwkT8wwNHJpTq7fU9sxBpArdPeFU9fC+jcOmbx9ht/np3T3VyYuaeFU1UcyjAh4k/nw21ZVP71Se3e/f0/Xsuiq6rTuvs2O2li/9OSuoe7+wvhp40+NTf/e3R+bsqZFMw7J+k5VXb27z9/xMxg/SXvOeNuSgDuycuKqfbG73zR1EYusqlb8N7M0PcDiN5urqgOT/Ga2XuHVYmYru0KSczJcqxtV1Y26+wMT17RwuvtLW0zJuXRb515edff7q+o6SW43Np3S3d+YsqZFM44K+MkkB27xu33/JHtNU9Xiqqozs+3V8v9vd5+356taHSF3DVXV4zL8oV8ar/7PVXV8dz9vwrIW0UVJzqyqd2bzVROtBriCqrpjkqcluUE2fwN5w6lqWlBX7+4LxpUTX7q0cuLURS2gT1fVq5K8OZsPb1vYeTYTsNDNznljkn/PMNxWENmOqvqLDFNONlvdPImQu7kvjVvj9LidyWOTfGrimhbOOBf+L5O8L8PIgOdV1e93979u94mXL1fMMOx972z+u/2CbL5+AIO3Zfg9/qrx8bHj1wsybCt0nwlqWhXDldfQ+Ib6DkuLJIxD3E4y121zVfXwldq7++V7upb1oKo+neQJ2XprqoX9NG0K46ePP5thzukfjQtL2B5gC1X10hWabSG0gqq6fnd/aYu2H+3ur01V0yJaafsuVlZVn0lyy+62yNR2VNUBGeZ53z0/XGPhsd39zUkLWzBV9bEkP7PUezuOqnhXd99q2soWyzhV7rXdLdTuQFV9qLvvuFJbVZ3Z3beYqrYd0ZO7tiqbf4p96djGMsLsTju/u982dRHrwDNi5cTtGv/Qn9vdvz91LevE2VX1rxm28PrO2PbWDPt38kNvqap7dvdbpy5kHTg7yT5ZNoqCFd2kux+yvGEc1fShiepZVFfYYnjyeRmGw7PMOFXuR6auY524alX9RHd/JEmq6vYZesKTBd9CT8hdWy9N8pGqOnF8fEyG1QFZZlx9eqshBYbfbtN7q+ovMwyDXz689LTpSlo83f0vSf5l2eOzk9x/uooWz/iHXkBbvY9nGIb771X1wO7+bHxwuZLHJXnKuAXO9/LDFbv3n7ashfSdDKsrvzub/z43XWdzz8vWHyat1HZ5929V9fYkrx4fPyjDB3Fs7aNV9aYM7xOWT5UzVWdzv5HkJVW1FGwvTPIb4+jUZ01X1o4JuWuou587Ln6ztAruI7r7o9NWtZA2LLu/b5IHJPEJ27b9xPh1+XXrJEdPUMvCqao/6O5nV9XzsvKHJ948bu50f+hXrbv7BeOQwDdX1ZNi39etdLc5zKv3pvHGCiwStHO6+/er6v5J7pjhfefx3X3iDp52efUjGXq6l7936izwvq9T6O7/SHKLqrp6hmmu/7Ps8AnTVLU65uSugaraf1zwZsWgZg7JjlXVB7v7TlPXwfpTVffp7jeb67065uSuXlV9dNn2JddN8tokG7r7KtNWthiq6qbd/eltjQ4w2oSdNW6Jc5ckj0zyomWHLkzy5u42BQXW0Lha958lOai7f76qjsiw3tDCj0wVctdAVb2lu++9wjDcpSFbhuEus8Uboitk6KF8lIUSNldVD+3uf97Wdia2MYG1teUiU1W1d5KftN3LYNw94Liqeu8Kh7u7jTYZVdUJ3f3AbWzPEQvkba6qbjBuy3i1DP+WbJe3zFLHQFVdmJXfd5oqsIWqOjjDkPc7ZrhmH0zyuO7eNGlhC6aq3pZh+uUfdfetxr97H13kBaeWGK68Brr73uPXw6auZZ1Yvt/rJUk+l+SBE9WyyPYbv640FNCnVaNx6O02dfd991Qt64E/9Dvly+N8+Cf34JKq+v9iXmCSpLuPG7/edepa1oHHjV/vPWkV68fVquqjGacyVdW5SR7e3R+ftqzFsDTyzVSBnfLSDNviPGB8/NCx7Wcmq2gxHdDdJ1TVk5Nk/Lu3LraGE3LXUFW9u7vvtqM28uvjokA/UFU+INhCd//9ePdd3b3ZipLjKpMM7pDkSxkW3vhILAy0I/7Qr94nMow2eUdVPWiceuLf1xaq6tFJXrk0d6uqrpnkwd39gkkLWyDd/dXx7n2S/PMW89zY2vFJntjd702SqrrL2PaTE9a0cKrqn7r7V3bURpLkwO5ePl3nZVX1+KmKWWDfrqprZexMqaqjkpw/bUmrY1nxNVBV+47zcQ+oqmtW1Y+Mt0OTHDRxeYtopU3KbVy+bc9bZdvl1Y8meUqSm2fYV/FnMmyT8/7ufv+klS2mA7v7pd19yXh7WZIDpy5qQV3S3X+Q5MUZVli+bYyiWMlvLg9t3f3fSX5zunIW2o8m2VhVJ1TVParKhyYr228p4CZJd78vPxzdxA/dbPmDcWjpbSeqZdGdW1UPraq9xttDMyxExeaemGFxvB+rqg8leUWSdbGAp57ctfFbSR6fIdCemh9+0n9BkudPVNPCqaqbZviFfPWq+sVlh/bPsMoyy1hlcnW6+9Ik/5ZhK4UrJXlwkvdV1TO624cBWzt3/OO+tOXEg+MP/bZUkoxDtz6R4ZodMm1JC+kKVVU9Lvox7sd8xYlrWkjd/cdV9SdJfjbJI5L8XVWdkOQfxy2qGJw9Xqd/Gh8/NMPUJpKMQ0mfkuTKVXXBUnOS/83Q483Wfi3J3yX56/Hxh8Y2NveJJD+d5CYZ/k19Juukk1TIXQPd/TdJ/qaqHuNN9XbdJMN8pGtkGLK15ML41H8lV8ywAffe2Xxe7gVJfmmSihbUGG7vlSGwHZrkb2NbgG1Z/oe+k3w4/tBvy28s3enuT1TVnTLsf87m3p7khKp6UYZ/U4/M8METK+jurqqvJflahnUprpnkX6vqnePIAYbfSU/P8Hu8knwgw4cCJOnuZyV5VlU9q7ufPHU960F3fzGJNTp27KTuvk2GsJskqarTsg7WorC68hoyL2l1quoO3X3S1HWsF0urTE5dx6KqqpdnGKr8tiSvsTDJyqrqL7r7SVX1gO7+l6nrWQ+q6mErtXf3K/Z0LYusqq6QYUTT3TIEknck+YdxlAXLVNVjkzw8yblJ/iHJG7r7e+M1/K/u/rFJC1wwVbV/ku9bXXnbxveah2fZiDgrwG+tqm6YYUrTURk+jDspyRO2XCPm8qqqfjTJ9ZL8c5Jfzg9Hpe6f5EXdfdOpalstIXcNVdXp3X3kFm0/2GeRQVUdmKHn9tAsG11gn86VVdWNk/xetr5etudIUlXfT/Lt8aGtFLZh3LrkNkk+Mn5Kyw5U1fKROftmCHGndbeRFOySqnpGhqHJW31wWVU/3t2fmqCshVNVt8gwF/BHxiarK6+gqn4jw8rdByc5PUOAO8n7g61V1ckZphAuTdU5NsljuvsnpqtqcVTVw5P8aoZtPTcuO3Rhkpd198KPjhNy11BVnZHkVlvMSzqju2+2/WdevlTVh5P8e4b5yz/4pL+7XzdZUQusqj6W5EXZ+nqdOllRrDvjVjjHZVi85TsZPwSIDwNWraqunuSfbEu1uao6PMmzkhyRzXuT7BG/DVV17Wx+rb44YTkLZ3yf8EdbrK78Z91tdeVlxg8vb5fk5O4+clz75Ond/aCJS1s4VfWRLQNtVZ3c3UdNVdMiqqr7r9f34+bkrq2V5iW9bdqSFtJVuvtJUxexjlzS3S+cugjWt+7+/SS/X1Vv7O77TV3POvWdDMMC2dxLkzw1wzzvu2aYO2nV4BVU1X2SPDfDQpXfSHKDJJ/KFqvksvXqylVldeWtXdTdF1VVqupK3f3pqrrJ1EUtqPdW1R8meU2G9+gPSvL/xt1RMm4Rd7nX3a+rqntl+J20/IO4Z0xX1eoIuWvrSRl6Sh6V4Q/8R5Ncd9KKFtNbquqe3f3WqQtZZEu/eJO8uap+O8mJSS5eOu4XMrvo01s2LM3XnaKYRVZVb84Ph8BfIUNP5QnTVbSwrtzd7x5XWP5CkqdV1b9nCL5s7v9mGFL6ru6+dVXdNcOCeWzO6sqrs6mqrpHkDUneWVX/neQrk1a0uJZ6t48bvy59EPdrGX7PG3mSZOyou0qGDyz/IcNCp6dMWtQqGa68xqrqyAwTth+U5Owkr+vuv5u0qAVTVRdmGDL5v+PNcMkVVNXn8sPhpFtqQwHZFVV12pZzcqvqjO6+5VQ1Laqq+ullDy9J8oXu3jRVPYtq3EvxpzLsd/6eJF9O8ufdrUdpC1W1sbs3jNNQbt3d36+qU7r79lPXtkjGxZSenuRO+eHqyk8b92BmBePvq6sn+bfu/t+p61kUVXW7JF/q7q+Njx+e5P5JPp/h35QOg2WW3g8s+3rVJK/v7p+durYd0ZO7BsaFgY7ND/ebfG2SdPddp6xrUXX31XZ8Ft192NQ1MB9V9agkv51hg/czlh26Wob9AhlV1b4ZppvcKMmZGRYKumTaqhba4zN88v/YJH+a5OgkK65MTf5nfNP4gSSvrKpvZPgAhWXGMPvYqetYVMtGei135vj1qkkEtx/6+yR3T5KqunOG9QMek+TIDHsKW0hwcxeNX79TVQdlyDXr4v2ontw1MK7u+u9Jfr27zxrbztbTtrKqqiQPSXJYd/9pVV0/yXW7e10Mh9jTquoXV2g+P8mZ3f2NPV0P69O4aNI1M/yB/8Nlhy70Sfbmquq1Sb6X4ff6z2fowX3ctFWtH1W1d5IHdfcrp65l0YzzSi/K0Dv5kAw9b6/s7vMmLWzB2FVg+4z0Wr2q+lh332q8//wk53T308bHW+2Kcnk3ThN4XobdBJ6f4d/Zi7v7/0xa2CoIuWugqn4hQ0/uTyb5twyT2v9BT9zKquqFSb6f5Oju/vFxWNI7uvt2E5e2kKrq/yW5Q5KlRTjukuTkJDdO8ozu/qdtPBW2yequ21ZVZ3b3Lcb7eyc5xbZLWxv3MH10hr0V35TknePj30vyMQucsavsKsDuUlUfT3Jkd19SVZ9OctzSPsJV9fHuvvm0FS6Ocb/uo7r7w+PjKyXZt7vPn7ay1TFceQ1094lJThw/oT0myROSXGcMcyd29zumrG8B/UR336aqPpoMw5Kq6opTF7XAvp/kx7v760lSVddJ8sIkP5FhyJuQy6pZ3XVVvrd0Z3xjNGUti+yfkvx3kpOS/EaS309yxSTHdPfpE9a1cMa1KJb3vC31OFiTYmV2FViFcfjtVpZCHEmGfXHfX1XnJvluhhE6qaobZRgVx2hcI+A5GTpW0t0XZ9mCp4tOT+4eMs6XeECGIVuG1yxTVR/J0Ov9H2PYPTBDT+6tJy5tIS3vVRofV4ahyjevqo+6buyMsYfk6Gyxumt3H7eDp15uVNWlSb699DDJlbNsb2GBZLBFj/deSc5Nckh3XzhtZaxXy+aaPjbDh3B2FdiOcQX4JfsmuX2SU73v3FxVHZVht5N3dPe3x7YbJ7lqd582aXELpqqenuSMDItNravQKOQyuap6SIbVp2+T5OUZJv3/cXf/y6SFLaiqekGSQ5IsXZ/7J9mUodfkLRY4Y2dY3ZXdZcuVuldauZvBFouZnZHkJRYz29oKc003e9Nqrun2jWucPLu7bUvFLlm2A8ol+eH6Aeviw10hl4VQVTfNMKm9kry7uz81cUkLa+y5vX+SO2a4Xh/MsDWV/5nZaVX1rgzTKp6V5IAMvSW36+6fnLIu1h893qtnMbPVqarbZ9ju5avjY9u97ITx/cIZy0d/weWFkMvkqupvkrx2aWI7sOdY3RX2PIuZrU5VnZbk7t39zXG+6Wvyw+1efry7bfeyTFU9Lz/s7b5Chuv0+e5+6GRFsa5V1bu7+247altEFp5iEZyW5I/H+RAnZgi8GyeuaeFU1Qe7+07LFiz5waHoJWEXLc1HGr18skLg8sViZquz17Le2gclOb67X5fkdVV1+nRlLazl750uSfLq7rbvOTttnFJxlSQHjLueLP2S2j/DQpULT08uC2NcYOL+GbZfOqS7D5+4pIVSVTfo7i9MXQfzYHVXmI6h3atjuxeYRlU9LsnjMwTaLy87dGGGfXL/boq6doaeXBbJjZLcNMNm75+ctpSFdGKGxblSVa/r7vtPXA/rWHdfbeoa4PKqu/eauoZ1wnYvO6Gq7p3kTzNsBbd3fGjCrvtwkhOS/FJ3P2+L+fCvmrKw1dKTy+Sq6i+S/GKSz2b4H+r13f0/kxa1gJZvD2SrIC4rq7vCYqmq47r7+KnrWDS2e1m9qjorw/upMy1GyWUxh/nwenJZBJ9LcofuPnfqQhZcb+M+7IqX54eru94zyc2SWN0VpvPIJELuFrr75BXa/nOKWtaBLyX5uIDLbrDu58MLuUymqpZWkjwlySFVdcjy4z6h3cqtquqCjPO3xvuJ4UjsmiOWre76jxn+PwSmY/UpLqs/SPLWqnp/kouXGrv7udOVxDq1V1XtPY7wuluS45YdWxf5cV0UyWw9Z/y6b5INST6W4Y/8LZN8JMmdJqprIZnDxW5mdVdYLPeZugDWvWcm+VaG91VXnLgW1rd1Px/enFwmV1WvSfLM7j5zfHzzJL/X3b86aWEwY1Z3helV1XWS/FmSg7r756vqiAzTd/5x4tJYh6pqY3dvmLoO5mG9z4cXcplcVZ3e3UfuqA0A5qSq3pbkpUn+qLtvVVV7J/no0lQC2BlV9edJ3tPd75i6FpiakMvkqurVGXqU/jnDgkoPTbJfd//ypIUBwBqqqv/o7tttsXq+D3nZJeP+5/tlmI/7vRiZw+WYObksgkckeVSSx2b4hXxahr1yAWDOvl1V18q4Yv44PHBdzHdj8dj/HH5IyGVy3X1RVb03w7j/ByW5ZpJ/nbYqAFhzT0zypiQ/VlUfSnJgkoXff5LFUlU37e5PL9u1YjPrYf4k7G6GKzOZcfL6sUkenOS8JK/NsODUDSYtDAD2kHEe7k0yjGT6THd/bwdPgc1U1fHdfdzYYbDkB2/wu/voCcqCSQm5TKaqvp9hSfJf7+6zxrazu/uG01YGAGunqn5xe8e7+/V7qhbWv6q6fZIvdvfXxscPT3L/JJ9P8rTu/uaE5cEkDFdmSvfP0JP73qr6tySvyfBJNgDM2fb2xO0kQi4740VJ7p4kVXXnJM9K8pgkRyY5PobAczmkJ5fJVdV+SY7JMGz56CQvT3KiJfABALavqj7W3bca7z8/yTnd/bTxsdW6uVy6wtQFQHd/u7tf2d33TnJwktOT/OG0VQHA2qqqq1fVc6tq43h7TlVdfeq6WHf2Gud2J8ndkrxn2TGjNrlcEnJZKN39ze7+e4skAHA58JIkFyZ54Hi7IMlLJ62I9ejVSd5fVW9M8t0M652kqm4UW1JxOWW4MgDABFYaSmp4Kbti3GP5ukne0d3fHttunOSqthDi8sgQBgCAaXy3qu7U3R9Mkqq6Y4aeONgp3X3yCm3/OUUtsAj05AIATKCqjsyw2OLVM+wu8M0kD+/uM6asC2C9E3IBACZUVfuPd7+T5EHd/cop6wFY7yw8BQCwB1XV/lX15Kr6u6r6mQyLTz0syVkZFqAC4DLQkwsAsAeNq+D+d5KTMmz5cs0kV0zyuO4+fcLSAGZByAUA2IOq6szuvsV4f68k5yY5pLsvnLYygHkwXBkAYM/63tKd7r40yecEXIDdR08uAMAeVFWXJvn20sMkV86w6FQl6e7ef1vPBWDHhFwAAABmw3BlAAAAZkPIBQAAYDaEXABYIFV1nap6VVWdXVWnVtVJVfULU9cFAOuFkAsAC6KqKskbknygu2/Y3bdNcmySg3fDa+91WV8DANYDIRcAFsfRSf63u1+01NDdX+ju51XVXlX1l1X1H1V1RlX9VpJU1V2q6n1V9a9V9emqeuUYllNVn6+q/1NVH0zygKr62bFn+LSq+pequuo0PyYArB0hFwAWx82SnLaNY7+e5Pzuvl2S2yX5zao6bDx26ySPT3JEkhsmueOy513U3XdK8q4kf5zk7t19myQbkzxxt/8EADCxvacuAABYWVU9P8mdkvxvki8kuWVV/dJ4+OpJDh+PndLdm8bnnJ7k0CQfHM977fj1qAwh+ENjR+8Vk5y05j8EAOxhQi4ALI5PJLn/0oPufnRVHZCh1/WLSR7T3W9f/oSqukuSi5c1XZrN/75/e+nUJO/s7gfv/rIBYHEYrgwAi+M9Sfatqkcta7vK+PXtSR5VVfskSVXduKr224nXPjnJHavqRuPzr1JVN94dRQPAItGTCwALoru7qo5J8tdV9QdJzsnQE/ukJP+SYRjyaePCUuckOWYnXvucqvrVJK+uqiuNzX+c5D93V/0AsAiqu6euAQAAAHYLw5UBAACYDSEXAACA2RByAQAAmA0hFwAAgNkQcgEAAJgNIRcAAIDZEHIBAACYDSEXAACA2fj/AXV9u0L9df+/AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "spg_global.plot(x='Genre',ylabel = 'Sales (in million)', kind = 'bar', title = 'Genre - Sales global', color = 'black')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 44,
    "id": "aa8dc1f6",
    "metadata": {},
    "outputs": [],
@@ -1382,10 +1811,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 45,
    "id": "e2219bbd",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='Genre', ylabel='Sales (in million)'>"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "spg_no_global.plot( x = 'Genre', kind = 'bar', ylabel = 'Sales (in million)', \n",
     "                               color = ['violet', 'blue', 'red', '#ffea00'])"
@@ -1403,10 +1855,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 46,
    "id": "34fb1fa9",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4    Role-Playing\n",
+      "Name: Genre, dtype: object\n",
+      "12    Role-Playing\n",
+      "Name: Genre, dtype: object\n",
+      "20    Role-Playing\n",
+      "Name: Genre, dtype: object\n",
+      "27    Role-Playing\n",
+      "Name: Genre, dtype: object\n"
+     ]
+    }
+   ],
    "source": [
     "print(df.loc[df['Name'] == 'Pokemon Red/Pokemon Blue', 'Genre'])\n",
     "print(df.loc[df['Name'] == 'Pokemon Gold/Pokemon Silver', 'Genre'])\n",
@@ -1434,7 +1903,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 47,
    "id": "d5dca58c",
    "metadata": {},
    "outputs": [],
@@ -1445,7 +1914,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 48,
    "id": "7e25ac68",
    "metadata": {},
    "outputs": [],
@@ -1455,7 +1924,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 49,
    "id": "63c39343",
    "metadata": {},
    "outputs": [],
@@ -1469,7 +1938,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 50,
    "id": "09d96a1b",
    "metadata": {},
    "outputs": [],
@@ -1483,7 +1952,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 51,
    "id": "cb35e822",
    "metadata": {},
    "outputs": [],
@@ -1501,10 +1970,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 52,
    "id": "3bd2cbc8",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:title={'center':'Genre - Sales global'}, xlabel='Publisher', ylabel='Sales (in million)'>"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "spp_global.sort_values('Global', ascending = False).head(20).plot(x='Publisher', ylabel = 'Sales (in million)',\n",
     "                                                                                  kind = 'bar', title = 'Genre - Sales global', \n",
@@ -1513,7 +2005,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 53,
    "id": "bf1d0664",
    "metadata": {},
    "outputs": [],
@@ -1523,7 +2015,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 54,
    "id": "cd3379da",
    "metadata": {},
    "outputs": [],
@@ -1533,7 +2025,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 55,
    "id": "1745b7d2",
    "metadata": {},
    "outputs": [],
@@ -1543,7 +2035,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 56,
    "id": "f912f02d",
    "metadata": {},
    "outputs": [],
@@ -1553,10 +2045,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 57,
    "id": "87977345",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='Publisher'>"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "top20_publishers_no_global.plot( x = 'Publisher', kind = 'bar', \n",
     "                               color = ['violet', 'blue', 'red', '#ffea00'])"
@@ -1590,7 +2105,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 58,
    "id": "b1d04a64",
    "metadata": {},
    "outputs": [],
@@ -1605,7 +2120,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 59,
    "id": "dd077c3c",
    "metadata": {},
    "outputs": [],
@@ -1621,10 +2136,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 60,
    "id": "58d7bdcf",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "To avoid repetition, the x-axis of each column was only labelled at the bottom of each column\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# x = NA_Sales\n",
     "\n",
@@ -1663,10 +2198,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 61,
    "id": "4f87d43a",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# x = EU-Sales\n",
     "\n",
@@ -1699,10 +2247,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 62,
    "id": "95683e25",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# x = JP_Sales\n",
     "\n",
@@ -1751,7 +2312,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 63,
    "id": "32f1305e",
    "metadata": {},
    "outputs": [],
@@ -1768,7 +2329,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 64,
    "id": "e2d979bd",
    "metadata": {},
    "outputs": [],
@@ -1781,10 +2342,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 65,
    "id": "506c0e05",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# User_Score\n",
     "plt.subplot(2, 1, 1)\n",
@@ -1893,7 +2469,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 66,
    "id": "405aa2e4",
    "metadata": {},
    "outputs": [],
@@ -1904,7 +2480,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 67,
    "id": "51468990",
    "metadata": {},
    "outputs": [],
@@ -1918,7 +2494,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 68,
    "id": "e458f31e",
    "metadata": {},
    "outputs": [],
@@ -1932,10 +2508,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 69,
    "id": "3cf89b77",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[Text(0.5, 1.0, 'Correlation matrix (Pearson)')]"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sales_corr_matrix_pearson_log = df_sales_or_nn_log.corr(method = 'pearson')\n",
     "sns.set(font_scale=1.5)\n",
@@ -1944,10 +2543,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 70,
    "id": "0738c803",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[Text(0.5, 1.0, 'Correlation matrix (Spearman)')]"
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x648 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sales_corr_matrix_spearman_log = df_sales_or_nn_log.corr(method = 'spearman')\n",
     "sns.heatmap(sales_corr_matrix_spearman_log, annot = True).set(title = 'Correlation matrix (Spearman)') "
@@ -1965,10 +2585,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 71,
    "id": "dedd80c8",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "95% CI NA - EU: (0.7348092099278499, 0.7695747490047196)\n",
+      "95% CI NA - JP: (0.1433091747114709, 0.22078856354058174)\n",
+      "95% CI NA - Other: (0.7152534191749862, 0.7522164773800241)\n",
+      "95% CI EU - JP: (0.07563169379859572, 0.15470652717370087)\n",
+      "95% CI EU - Other: (0.8507732505722139, 0.871462725973643)\n",
+      "95% CI JP - Other: (0.006649316656476983, 0.08661425590905379)\n"
+     ]
+    }
+   ],
    "source": [
     "# 95 % Confidence Intervals of correlation\n",
     "print('95% CI NA - EU:', ci(na_sales_log, eu_sales_log))\n",
@@ -1981,10 +2614,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 72,
    "id": "c07fe252",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "p-value (NA - EU): 0.0\n",
+      "p-value (NA - JP): 2.4685740435373323e-19\n",
+      "p-value (NA - Other): 0.0\n",
+      "p-value (EU - JP): 1.5246474270094066e-08\n",
+      "p-value (EU - Other): 0.0\n",
+      "p-value (JP - Other): 0.02232096111936621\n"
+     ]
+    }
+   ],
    "source": [
     "# p-values\n",
     "print('p-value (NA - EU):', stats.spearmanr(na_sales_log, eu_sales_log)[1])\n",
@@ -1997,10 +2643,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 73,
    "id": "74da38b4",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "R-squared of NA_Sales and EU_Sales: 0.550907553461015\n",
+      "R-squared of NA_Sales and Other_Sales: 0.5473493965500931\n",
+      "R-squared of EU_Sales and Other_Sales: 0.71440635842143\n"
+     ]
+    }
+   ],
    "source": [
     "# R-squared of linear regression\n",
     "res_naeu = stats.linregress(na_sales_log, eu_sales_log)\n",
@@ -2014,10 +2670,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 74,
    "id": "3bc78af3",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "R-squared of NA_Sales and JP_Sales: 0.05804081339652514\n",
+      "R-squared of EU_Sales and JP_Sales: 0.031081183849350137\n",
+      "R-squared of Other_Sales and JP_Sales: 0.01312717198227927\n"
+     ]
+    }
+   ],
    "source": [
     "for x, y in df_sales_or_nn_log.iteritems():\n",
     "    if x == 'JP_Sales':\n",
@@ -2064,7 +2730,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 75,
    "id": "3225189d",
    "metadata": {},
    "outputs": [],
@@ -2081,10 +2747,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 76,
    "id": "42bd1c63",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Spearman's r: 0.15695304092706436\n",
+      "p-value: 6.1055353921947604e-40\n",
+      "R-squared: 0.02586731707821212\n",
+      "Slope: 0.1566974749597607\n"
+     ]
+    }
+   ],
    "source": [
     "# User Score\n",
     "print(\"Spearman's r:\", stats.spearmanr(ucs_us, ucs_gs_log)[0])\n",
@@ -2096,10 +2773,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 77,
    "id": "c44b2655",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Spearman's r: 0.38095222617185237\n",
+      "p-value: 3.5222472049150666e-241\n",
+      "R-squared: 0.12995508360197278\n",
+      "Slope: 0.36467825243948204\n"
+     ]
+    }
+   ],
    "source": [
     "# Critic Score\n",
     "print(\"Spearman's r:\", stats.spearmanr(ucs_cs, ucs_gs_log)[0])\n",
@@ -2136,10 +2826,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 78,
    "id": "d2872617",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_9600/3009639241.py:4: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df_reg['Global_Sales_log'] = np.log(df_reg['Global_Sales'])\n",
+      "/tmp/ipykernel_9600/3009639241.py:5: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df_reg['JP_Sales_log'] = np.log(df_reg['JP_Sales'])\n",
+      "/tmp/ipykernel_9600/3009639241.py:6: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df_reg.dropna(inplace=True)\n"
+     ]
+    }
+   ],
    "source": [
     "df_reg = df\n",
     "# To prevent getting \"-inf\", only rows containing no 0 values are selected\n",
@@ -2159,7 +2875,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 79,
    "id": "322e08bc",
    "metadata": {},
    "outputs": [],
@@ -2171,17 +2887,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 80,
    "id": "f1308258",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.08782198721532153"
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "results_global_genre.rsquared"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 81,
    "id": "d1fc6fa1",
    "metadata": {},
    "outputs": [],
@@ -2193,10 +2922,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 82,
    "id": "4ce3e965",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.07811510052668424"
+      ]
+     },
+     "execution_count": 82,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "results_jp_genre.rsquared"
    ]
@@ -2211,7 +2953,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 83,
    "id": "d30dfe60",
    "metadata": {},
    "outputs": [],
@@ -2223,17 +2965,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 84,
    "id": "63f010be",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.3818499262921966"
+      ]
+     },
+     "execution_count": 84,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "results_global_publisher.rsquared"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 85,
    "id": "9b9ad4b4",
    "metadata": {},
    "outputs": [],
@@ -2245,10 +2998,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 86,
    "id": "538b95a9",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.34145190229473876"
+      ]
+     },
+     "execution_count": 86,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "results_jp_publisher.rsquared"
    ]
@@ -2402,9 +3168,22 @@
   }
  ],
  "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
   "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
    "name": "python",
-   "pygments_lexer": "ipython3"
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.2"
   }
  },
  "nbformat": 4,
-- 
GitLab