diff --git a/your-project/.gitignore b/your-project/.gitignore
new file mode 100644
index 0000000..41b8c96
--- /dev/null
+++ b/your-project/.gitignore
@@ -0,0 +1,12 @@
+#Don't track content of these files
+
+### JupyterNotebook ###
+.ipynb_checkpoints
+*/.ipynb_checkpoints/*
+
+# Remove previous ipynb_checkpoints
+#   git rm -r .ipynb_checkpoints/
+#
+
+# Thumbnails
+._*
diff --git a/your-project/.ipynb_checkpoints/Analysis-checkpoint.ipynb b/your-project/.ipynb_checkpoints/Analysis-checkpoint.ipynb
new file mode 100644
index 0000000..d34b2f1
--- /dev/null
+++ b/your-project/.ipynb_checkpoints/Analysis-checkpoint.ipynb
@@ -0,0 +1,2711 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "movies_db = pd.read_csv('Movies_DB_clean.csv',index_col=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Gunn</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>Ridley</td>\n",
+       "      <td>Scott</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>M.</td>\n",
+       "      <td>Night Shyamalan</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Christophe</td>\n",
+       "      <td>Lourdelet</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>David</td>\n",
+       "      <td>Ayer</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore Director_Fname  \\\n",
+       "0     8.1  757074              333.13       76.0          James   \n",
+       "1     7.0  485820              126.46       65.0         Ridley   \n",
+       "2     7.3  157606              138.12       62.0             M.   \n",
+       "3     7.2   60545              270.32       59.0     Christophe   \n",
+       "4     6.2  393727              325.02       40.0          David   \n",
+       "\n",
+       "    Director_Lname Director_genre  \n",
+       "0             Gunn           male  \n",
+       "1            Scott           male  \n",
+       "2  Night Shyamalan           male  \n",
+       "3        Lourdelet           male  \n",
+       "4             Ayer           male  "
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movies_db.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# revenue "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count    756.000000\n",
+       "mean      94.058519\n",
+       "std      106.309789\n",
+       "min        0.010000\n",
+       "25%       25.022500\n",
+       "50%       58.315000\n",
+       "75%      127.407500\n",
+       "max      936.630000\n",
+       "Name: Revenue (Millions), dtype: float64"
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "revenue_stats = movies_db['Revenue (Millions)'].describe()\n",
+    "revenue_stats.head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 324,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.set(style= 'darkgrid')\n",
+    "\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "ax = sns.boxplot(x= movies_db['Revenue (Millions)'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 325,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.violinplot(\"Revenue (Millions)\", data = movies_db)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# dispersion of the data, the data is very spread out\n",
+    "# bin the data based on the statistics summary\n",
+    "# up to 25% percentile = low revenue\n",
+    "# 25% to 75% percentile = average revenue\n",
+    "# 75% to mean + 3std = high revenue\n",
+    "# outliers = top revenue\n",
+    "\n",
+    "rev_bins = ['low','average','high','top']\n",
+    "\n",
+    "rev_binned = pd.cut(movies_db['Revenue (Millions)'], [0,revenue_stats[4],revenue_stats[6],(revenue_stats[1] + 3 * revenue_stats[2]),revenue_stats[7]],labels = rev_bins)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# add revenue classification column to dataframe\n",
+    "movies_db['Revenue_Classification'] = rev_binned"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "      <th>Revenue_Classification</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Gunn</td>\n",
+       "      <td>male</td>\n",
+       "      <td>high</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>Ridley</td>\n",
+       "      <td>Scott</td>\n",
+       "      <td>male</td>\n",
+       "      <td>average</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>M.</td>\n",
+       "      <td>Night Shyamalan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>high</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Christophe</td>\n",
+       "      <td>Lourdelet</td>\n",
+       "      <td>male</td>\n",
+       "      <td>high</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>David</td>\n",
+       "      <td>Ayer</td>\n",
+       "      <td>male</td>\n",
+       "      <td>high</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore Director_Fname  \\\n",
+       "0     8.1  757074              333.13       76.0          James   \n",
+       "1     7.0  485820              126.46       65.0         Ridley   \n",
+       "2     7.3  157606              138.12       62.0             M.   \n",
+       "3     7.2   60545              270.32       59.0     Christophe   \n",
+       "4     6.2  393727              325.02       40.0          David   \n",
+       "\n",
+       "    Director_Lname Director_genre Revenue_Classification  \n",
+       "0             Gunn           male                   high  \n",
+       "1            Scott           male                average  \n",
+       "2  Night Shyamalan           male                   high  \n",
+       "3        Lourdelet           male                   high  \n",
+       "4             Ayer           male                   high  "
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movies_db.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 327,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.set(style= 'darkgrid')\n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "ax = sns.boxplot(x= movies_db['Revenue_Classification'], y= movies_db['Revenue (Millions)'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Top 25 highest-grossing movies"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "      <th>Revenue_Classification</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>51</td>\n",
+       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>Three decades after the defeat of the Galactic...</td>\n",
+       "      <td>J.J. Abrams</td>\n",
+       "      <td>Daisy Ridley, John Boyega, Oscar Isaac, Domhna...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>136</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>661608</td>\n",
+       "      <td>936.63</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>J.J.</td>\n",
+       "      <td>Abrams</td>\n",
+       "      <td>male</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>88</td>\n",
+       "      <td>Avatar</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A paraplegic marine dispatched to the moon Pan...</td>\n",
+       "      <td>James Cameron</td>\n",
+       "      <td>Sam Worthington, Zoe Saldana, Sigourney Weaver...</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>162</td>\n",
+       "      <td>7.8</td>\n",
+       "      <td>935408</td>\n",
+       "      <td>760.51</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Cameron</td>\n",
+       "      <td>male</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>86</td>\n",
+       "      <td>Jurassic World</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A new theme park, built on the original site o...</td>\n",
+       "      <td>Colin Trevorrow</td>\n",
+       "      <td>Chris Pratt, Bryce Dallas Howard, Ty Simpkins,...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>455169</td>\n",
+       "      <td>652.18</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Colin</td>\n",
+       "      <td>Trevorrow</td>\n",
+       "      <td>male</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>77</td>\n",
+       "      <td>The Avengers</td>\n",
+       "      <td>Action,Sci-Fi</td>\n",
+       "      <td>Earth's mightiest heroes must come together an...</td>\n",
+       "      <td>Joss Whedon</td>\n",
+       "      <td>Robert Downey Jr., Chris Evans, Scarlett Johan...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>143</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>1045588</td>\n",
+       "      <td>623.28</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>Joss</td>\n",
+       "      <td>Whedon</td>\n",
+       "      <td>male</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>55</td>\n",
+       "      <td>The Dark Knight</td>\n",
+       "      <td>Action,Crime,Drama</td>\n",
+       "      <td>When the menace known as the Joker wreaks havo...</td>\n",
+       "      <td>Christopher Nolan</td>\n",
+       "      <td>Christian Bale, Heath Ledger, Aaron Eckhart,Mi...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>152</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>1791916</td>\n",
+       "      <td>533.32</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>Christopher</td>\n",
+       "      <td>Nolan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>13</td>\n",
+       "      <td>Rogue One</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>The Rebel Alliance makes a risky move to steal...</td>\n",
+       "      <td>Gareth Edwards</td>\n",
+       "      <td>Felicity Jones, Diego Luna, Alan Tudyk, Donnie...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>133</td>\n",
+       "      <td>7.9</td>\n",
+       "      <td>323118</td>\n",
+       "      <td>532.17</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>Gareth</td>\n",
+       "      <td>Edwards</td>\n",
+       "      <td>male</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>120</td>\n",
+       "      <td>Finding Dory</td>\n",
+       "      <td>Animation,Adventure,Comedy</td>\n",
+       "      <td>The friendly but forgetful blue tang fish, Dor...</td>\n",
+       "      <td>Andrew Stanton</td>\n",
+       "      <td>Ellen DeGeneres, Albert Brooks,Ed O'Neill, Kai...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>97</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>157026</td>\n",
+       "      <td>486.29</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>Andrew</td>\n",
+       "      <td>Stanton</td>\n",
+       "      <td>male</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>95</td>\n",
+       "      <td>Avengers: Age of Ultron</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>When Tony Stark and Bruce Banner try to jump-s...</td>\n",
+       "      <td>Joss Whedon</td>\n",
+       "      <td>Robert Downey Jr., Chris Evans, Mark Ruffalo, ...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>141</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>516895</td>\n",
+       "      <td>458.99</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>Joss</td>\n",
+       "      <td>Whedon</td>\n",
+       "      <td>male</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>125</td>\n",
+       "      <td>The Dark Knight Rises</td>\n",
+       "      <td>Action,Thriller</td>\n",
+       "      <td>Eight years after the Joker's reign of anarchy...</td>\n",
+       "      <td>Christopher Nolan</td>\n",
+       "      <td>Christian Bale, Tom Hardy, Anne Hathaway,Gary ...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>164</td>\n",
+       "      <td>8.5</td>\n",
+       "      <td>1222645</td>\n",
+       "      <td>448.13</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>Christopher</td>\n",
+       "      <td>Nolan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>457</th>\n",
+       "      <td>579</td>\n",
+       "      <td>The Hunger Games: Catching Fire</td>\n",
+       "      <td>Action,Adventure,Mystery</td>\n",
+       "      <td>Katniss Everdeen and Peeta Mellark become targ...</td>\n",
+       "      <td>Francis Lawrence</td>\n",
+       "      <td>Jennifer Lawrence, Josh Hutcherson, Liam Hemsw...</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>146</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>525646</td>\n",
+       "      <td>424.65</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>Francis</td>\n",
+       "      <td>Lawrence</td>\n",
+       "      <td>male</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank                                       Title  \\\n",
+       "37     51  Star Wars: Episode VII - The Force Awakens   \n",
+       "68     88                                      Avatar   \n",
+       "67     86                              Jurassic World   \n",
+       "58     77                                The Avengers   \n",
+       "40     55                             The Dark Knight   \n",
+       "10     13                                   Rogue One   \n",
+       "93    120                                Finding Dory   \n",
+       "75     95                     Avengers: Age of Ultron   \n",
+       "97    125                       The Dark Knight Rises   \n",
+       "457   579             The Hunger Games: Catching Fire   \n",
+       "\n",
+       "                          Genre  \\\n",
+       "37     Action,Adventure,Fantasy   \n",
+       "68     Action,Adventure,Fantasy   \n",
+       "67      Action,Adventure,Sci-Fi   \n",
+       "58                Action,Sci-Fi   \n",
+       "40           Action,Crime,Drama   \n",
+       "10      Action,Adventure,Sci-Fi   \n",
+       "93   Animation,Adventure,Comedy   \n",
+       "75      Action,Adventure,Sci-Fi   \n",
+       "97              Action,Thriller   \n",
+       "457    Action,Adventure,Mystery   \n",
+       "\n",
+       "                                           Description           Director  \\\n",
+       "37   Three decades after the defeat of the Galactic...        J.J. Abrams   \n",
+       "68   A paraplegic marine dispatched to the moon Pan...      James Cameron   \n",
+       "67   A new theme park, built on the original site o...    Colin Trevorrow   \n",
+       "58   Earth's mightiest heroes must come together an...        Joss Whedon   \n",
+       "40   When the menace known as the Joker wreaks havo...  Christopher Nolan   \n",
+       "10   The Rebel Alliance makes a risky move to steal...     Gareth Edwards   \n",
+       "93   The friendly but forgetful blue tang fish, Dor...     Andrew Stanton   \n",
+       "75   When Tony Stark and Bruce Banner try to jump-s...        Joss Whedon   \n",
+       "97   Eight years after the Joker's reign of anarchy...  Christopher Nolan   \n",
+       "457  Katniss Everdeen and Peeta Mellark become targ...   Francis Lawrence   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "37   Daisy Ridley, John Boyega, Oscar Isaac, Domhna...  2015   \n",
+       "68   Sam Worthington, Zoe Saldana, Sigourney Weaver...  2009   \n",
+       "67   Chris Pratt, Bryce Dallas Howard, Ty Simpkins,...  2015   \n",
+       "58   Robert Downey Jr., Chris Evans, Scarlett Johan...  2012   \n",
+       "40   Christian Bale, Heath Ledger, Aaron Eckhart,Mi...  2008   \n",
+       "10   Felicity Jones, Diego Luna, Alan Tudyk, Donnie...  2016   \n",
+       "93   Ellen DeGeneres, Albert Brooks,Ed O'Neill, Kai...  2016   \n",
+       "75   Robert Downey Jr., Chris Evans, Mark Ruffalo, ...  2015   \n",
+       "97   Christian Bale, Tom Hardy, Anne Hathaway,Gary ...  2012   \n",
+       "457  Jennifer Lawrence, Josh Hutcherson, Liam Hemsw...  2013   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating    Votes  Revenue (Millions)  Metascore  \\\n",
+       "37                 136     8.1   661608              936.63       81.0   \n",
+       "68                 162     7.8   935408              760.51       83.0   \n",
+       "67                 124     7.0   455169              652.18       59.0   \n",
+       "58                 143     8.1  1045588              623.28       69.0   \n",
+       "40                 152     9.0  1791916              533.32       82.0   \n",
+       "10                 133     7.9   323118              532.17       65.0   \n",
+       "93                  97     7.4   157026              486.29       77.0   \n",
+       "75                 141     7.4   516895              458.99       66.0   \n",
+       "97                 164     8.5  1222645              448.13       78.0   \n",
+       "457                146     7.6   525646              424.65       76.0   \n",
+       "\n",
+       "    Director_Fname Director_Lname Director_genre Revenue_Classification  \n",
+       "37            J.J.         Abrams           male                    top  \n",
+       "68           James        Cameron           male                    top  \n",
+       "67           Colin      Trevorrow           male                    top  \n",
+       "58            Joss         Whedon           male                    top  \n",
+       "40     Christopher          Nolan           male                    top  \n",
+       "10          Gareth        Edwards           male                    top  \n",
+       "93          Andrew        Stanton           male                    top  \n",
+       "75            Joss         Whedon           male                    top  \n",
+       "97     Christopher          Nolan           male                    top  \n",
+       "457        Francis       Lawrence           male                    top  "
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "top25_revenue_movie = movies_db.sort_values(by = ['Revenue (Millions)'], ascending = False)\n",
+    "top25_revenue_movie.head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 320,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.set(style=\"darkgrid\")\n",
+    "\n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "\n",
+    "ax = sns.barplot(x= 'Title', y= 'Revenue (Millions)', data= top25_revenue_movie[:25], palette= 'GnBu_d')\n",
+    "plt.title(\"Top 25 highest-grossing movies\")\n",
+    "plt.xticks(rotation = 90)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Director_genre</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Rating</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Daisy Ridley, John Boyega, Oscar Isaac, Domhna...</td>\n",
+       "      <td>8.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>Avatar</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Sam Worthington, Zoe Saldana, Sigourney Weaver...</td>\n",
+       "      <td>7.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>Jurassic World</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Chris Pratt, Bryce Dallas Howard, Ty Simpkins,...</td>\n",
+       "      <td>7.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>The Avengers</td>\n",
+       "      <td>Action,Sci-Fi</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Robert Downey Jr., Chris Evans, Scarlett Johan...</td>\n",
+       "      <td>8.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>The Dark Knight</td>\n",
+       "      <td>Action,Crime,Drama</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Christian Bale, Heath Ledger, Aaron Eckhart,Mi...</td>\n",
+       "      <td>9.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Rogue One</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Felicity Jones, Diego Luna, Alan Tudyk, Donnie...</td>\n",
+       "      <td>7.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>Finding Dory</td>\n",
+       "      <td>Animation,Adventure,Comedy</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Ellen DeGeneres, Albert Brooks,Ed O'Neill, Kai...</td>\n",
+       "      <td>7.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>Avengers: Age of Ultron</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Robert Downey Jr., Chris Evans, Mark Ruffalo, ...</td>\n",
+       "      <td>7.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>The Dark Knight Rises</td>\n",
+       "      <td>Action,Thriller</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Christian Bale, Tom Hardy, Anne Hathaway,Gary ...</td>\n",
+       "      <td>8.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>457</th>\n",
+       "      <td>The Hunger Games: Catching Fire</td>\n",
+       "      <td>Action,Adventure,Mystery</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Jennifer Lawrence, Josh Hutcherson, Liam Hemsw...</td>\n",
+       "      <td>7.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>Pirates of the Caribbean: Dead Man's Chest</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Johnny Depp, Orlando Bloom, Keira Knightley, J...</td>\n",
+       "      <td>7.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>539</th>\n",
+       "      <td>Toy Story 3</td>\n",
+       "      <td>Animation,Adventure,Comedy</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Tom Hanks, Tim Allen, Joan Cusack, Ned Beatty</td>\n",
+       "      <td>8.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>220</th>\n",
+       "      <td>Iron Man Three</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Robert Downey Jr., Guy Pearce, Gwyneth Paltrow...</td>\n",
+       "      <td>7.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>Captain America: Civil War</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Chris Evans, Robert Downey Jr.,Scarlett Johans...</td>\n",
+       "      <td>7.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>123</th>\n",
+       "      <td>The Hunger Games</td>\n",
+       "      <td>Adventure,Sci-Fi,Thriller</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Jennifer Lawrence, Josh Hutcherson, Liam Hemsw...</td>\n",
+       "      <td>7.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>553</th>\n",
+       "      <td>Transformers: Revenge of the Fallen</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Shia LaBeouf, Megan Fox, Josh Duhamel, Tyrese ...</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>141</th>\n",
+       "      <td>Frozen</td>\n",
+       "      <td>Animation,Adventure,Comedy</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Kristen Bell, Idina Menzel, Jonathan Groff, Jo...</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>Harry Potter and the Deathly Hallows: Part 2</td>\n",
+       "      <td>Adventure,Drama,Fantasy</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Daniel Radcliffe, Emma Watson, Rupert Grint, M...</td>\n",
+       "      <td>8.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>The Secret Life of Pets</td>\n",
+       "      <td>Animation,Adventure,Comedy</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Louis C.K., Eric Stonestreet, Kevin Hart, Lake...</td>\n",
+       "      <td>6.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>616</th>\n",
+       "      <td>Despicable Me 2</td>\n",
+       "      <td>Animation,Adventure,Comedy</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Steve Carell, Kristen Wiig, Benjamin Bratt, Mi...</td>\n",
+       "      <td>7.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>The Jungle Book</td>\n",
+       "      <td>Adventure,Drama,Family</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Neel Sethi, Bill Murray, Ben Kingsley, Idris Elba</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Deadpool</td>\n",
+       "      <td>Action,Adventure,Comedy</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Ryan Reynolds, Morena Baccarin, T.J. Miller, E...</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>189</th>\n",
+       "      <td>Inside Out</td>\n",
+       "      <td>Animation,Adventure,Comedy</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Amy Poehler, Bill Hader, Lewis Black, Mindy Ka...</td>\n",
+       "      <td>8.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>447</th>\n",
+       "      <td>Transformers: Dark of the Moon</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Shia LaBeouf, Rosie Huntington-Whiteley, Tyres...</td>\n",
+       "      <td>6.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>263</th>\n",
+       "      <td>American Sniper</td>\n",
+       "      <td>Action,Biography,Drama</td>\n",
+       "      <td>male</td>\n",
+       "      <td>Bradley Cooper, Sienna Miller, Kyle Gallner, C...</td>\n",
+       "      <td>7.3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                            Title                       Genre  \\\n",
+       "37     Star Wars: Episode VII - The Force Awakens    Action,Adventure,Fantasy   \n",
+       "68                                         Avatar    Action,Adventure,Fantasy   \n",
+       "67                                 Jurassic World     Action,Adventure,Sci-Fi   \n",
+       "58                                   The Avengers               Action,Sci-Fi   \n",
+       "40                                The Dark Knight          Action,Crime,Drama   \n",
+       "10                                      Rogue One     Action,Adventure,Sci-Fi   \n",
+       "93                                   Finding Dory  Animation,Adventure,Comedy   \n",
+       "75                        Avengers: Age of Ultron     Action,Adventure,Sci-Fi   \n",
+       "97                          The Dark Knight Rises             Action,Thriller   \n",
+       "457               The Hunger Games: Catching Fire    Action,Adventure,Mystery   \n",
+       "60     Pirates of the Caribbean: Dead Man's Chest    Action,Adventure,Fantasy   \n",
+       "539                                   Toy Story 3  Animation,Adventure,Comedy   \n",
+       "220                                Iron Man Three     Action,Adventure,Sci-Fi   \n",
+       "28                     Captain America: Civil War     Action,Adventure,Sci-Fi   \n",
+       "123                              The Hunger Games   Adventure,Sci-Fi,Thriller   \n",
+       "553           Transformers: Revenge of the Fallen     Action,Adventure,Sci-Fi   \n",
+       "141                                        Frozen  Animation,Adventure,Comedy   \n",
+       "88   Harry Potter and the Deathly Hallows: Part 2     Adventure,Drama,Fantasy   \n",
+       "12                        The Secret Life of Pets  Animation,Adventure,Comedy   \n",
+       "616                               Despicable Me 2  Animation,Adventure,Comedy   \n",
+       "98                                The Jungle Book      Adventure,Drama,Family   \n",
+       "26                                       Deadpool     Action,Adventure,Comedy   \n",
+       "189                                    Inside Out  Animation,Adventure,Comedy   \n",
+       "447                Transformers: Dark of the Moon     Action,Adventure,Sci-Fi   \n",
+       "263                               American Sniper      Action,Biography,Drama   \n",
+       "\n",
+       "    Director_genre                                             Actors  Rating  \n",
+       "37            male  Daisy Ridley, John Boyega, Oscar Isaac, Domhna...     8.1  \n",
+       "68            male  Sam Worthington, Zoe Saldana, Sigourney Weaver...     7.8  \n",
+       "67            male  Chris Pratt, Bryce Dallas Howard, Ty Simpkins,...     7.0  \n",
+       "58            male  Robert Downey Jr., Chris Evans, Scarlett Johan...     8.1  \n",
+       "40            male  Christian Bale, Heath Ledger, Aaron Eckhart,Mi...     9.0  \n",
+       "10            male  Felicity Jones, Diego Luna, Alan Tudyk, Donnie...     7.9  \n",
+       "93            male  Ellen DeGeneres, Albert Brooks,Ed O'Neill, Kai...     7.4  \n",
+       "75            male  Robert Downey Jr., Chris Evans, Mark Ruffalo, ...     7.4  \n",
+       "97            male  Christian Bale, Tom Hardy, Anne Hathaway,Gary ...     8.5  \n",
+       "457           male  Jennifer Lawrence, Josh Hutcherson, Liam Hemsw...     7.6  \n",
+       "60            male  Johnny Depp, Orlando Bloom, Keira Knightley, J...     7.3  \n",
+       "539           male      Tom Hanks, Tim Allen, Joan Cusack, Ned Beatty     8.3  \n",
+       "220           male  Robert Downey Jr., Guy Pearce, Gwyneth Paltrow...     7.2  \n",
+       "28            male  Chris Evans, Robert Downey Jr.,Scarlett Johans...     7.9  \n",
+       "123           male  Jennifer Lawrence, Josh Hutcherson, Liam Hemsw...     7.2  \n",
+       "553           male  Shia LaBeouf, Megan Fox, Josh Duhamel, Tyrese ...     6.0  \n",
+       "141           male  Kristen Bell, Idina Menzel, Jonathan Groff, Jo...     7.5  \n",
+       "88            male  Daniel Radcliffe, Emma Watson, Rupert Grint, M...     8.1  \n",
+       "12            male  Louis C.K., Eric Stonestreet, Kevin Hart, Lake...     6.6  \n",
+       "616           male  Steve Carell, Kristen Wiig, Benjamin Bratt, Mi...     7.4  \n",
+       "98            male  Neel Sethi, Bill Murray, Ben Kingsley, Idris Elba     7.5  \n",
+       "26            male  Ryan Reynolds, Morena Baccarin, T.J. Miller, E...     8.0  \n",
+       "189           male  Amy Poehler, Bill Hader, Lewis Black, Mindy Ka...     8.2  \n",
+       "447           male  Shia LaBeouf, Rosie Huntington-Whiteley, Tyres...     6.3  \n",
+       "263           male  Bradley Cooper, Sienna Miller, Kyle Gallner, C...     7.3  "
+      ]
+     },
+     "execution_count": 117,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "top25_revenue_movie[['Title','Genre','Director_genre','Actors','Rating']][:25]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Movies per director genre"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 329,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "labels = movies_db['Director_genre'].value_counts().index\n",
+    "sizes = (movies_db['Director_genre'].value_counts().values/len(movies_db['Director_genre']))*100\n",
+    "\n",
+    "fig1,ax1 = plt.subplots()\n",
+    "ax1.pie(sizes, explode = (0,0.2),labels = labels,autopct='%1.1f%%')\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Revenue VS Director Genre"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "revenue_dir_genre = movies_db[['Revenue (Millions)','Director_genre']].sort_values(by=['Revenue (Millions)'],ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "revenue_dir_genre.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sns.catplot(x=\"Director_genre\", y=\"Revenue (Millions)\", jitter=False, data=movies_db)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Rating and Revenue"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 331,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# histogram for ratings\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "fig = sns.distplot(movies_db['Rating'], bins=10, kde = False, rug= False)\n",
+    "plt.title(\"Histogram for Ratings\")\n",
+    "plt.ylabel('Frequency')#, fontsize = 16)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'The average rating is 6.893386243386244'"
+      ]
+     },
+     "execution_count": 120,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# average rating\n",
+    "rat_mean = movies_db['Rating'].mean()\n",
+    "f'The average rating is {rat_mean}'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 332,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "ax = sns.scatterplot(x= 'Rating', y= 'Revenue (Millions)', hue = 'Revenue_Classification', alpha = 0.9, data= movies_db, palette = 'Blues_d')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 333,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1e5d2cf2860>"
+      ]
+     },
+     "execution_count": 333,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# as we can see, higher rating doesn't mean higher revenue\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.regplot(x= 'Rating', y= 'Revenue (Millions)',  data= movies_db)#, palette = 'Blues_m')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# no correlation at all, the relationship is very week"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Rating vs Votes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 334,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "fig = sns.distplot(movies_db['Votes'], bins = 10, kde = False, rug= False)\n",
+    "plt.title(\"Histogram for Votes\")\n",
+    "plt.ylabel('Distribution [%]')#, fontsize = 16)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 335,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "ax = sns.scatterplot(x= 'Rating', y= 'Votes', alpha = 0.9, data= movies_db, palette = 'Blues_d')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 336,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1e5d2dca518>"
+      ]
+     },
+     "execution_count": 336,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# in this case, we have a correlation slightly higher\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.regplot(x= 'Rating', y= 'Votes',  data= movies_db)#, palette = 'Blues_m')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# kind of means movie with higher rating attract more number of votes.\n",
+    "# or does it have better rating because it has more votes?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Revenue vs Votes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 337,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1e5d12c2470>"
+      ]
+     },
+     "execution_count": 337,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.scatterplot(x= 'Revenue (Millions)', y= 'Votes', hue = 'Revenue_Classification', alpha = 0.9, data= movies_db, palette = 'Blues_d')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 338,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1e5d2b7ae48>"
+      ]
+     },
+     "execution_count": 338,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# again aparently there's no correlation or a very weak relationship\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.regplot(x= 'Revenue (Millions)', y= 'Votes', data= movies_db)#, palette = 'Blues_m')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# to some point, we can kind of say that more votes mean more revenue"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Rating and votes over the years"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 197,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Year\n",
+       "2006    42\n",
+       "2007    48\n",
+       "2008    51\n",
+       "2009    47\n",
+       "2010    57\n",
+       "Name: Rank, dtype: int64"
+      ]
+     },
+     "execution_count": 197,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# no. of movies over the years\n",
+    "movies_years = movies_db.groupby('Year').agg('count')['Rank']\n",
+    "movies_years.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 201,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rating</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2006</th>\n",
+       "      <td>7.130952</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2007</th>\n",
+       "      <td>7.175000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2008</th>\n",
+       "      <td>6.778431</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2009</th>\n",
+       "      <td>6.929787</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010</th>\n",
+       "      <td>6.894737</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Rating\n",
+       "Year          \n",
+       "2006  7.130952\n",
+       "2007  7.175000\n",
+       "2008  6.778431\n",
+       "2009  6.929787\n",
+       "2010  6.894737"
+      ]
+     },
+     "execution_count": 201,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# rating over the years\n",
+    "rating_years = movies_db.groupby('Year').agg({'Rating':'mean'})\n",
+    "rating_years.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 202,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Votes</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2006</th>\n",
+       "      <td>275016.023810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2007</th>\n",
+       "      <td>260963.541667</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2008</th>\n",
+       "      <td>279656.764706</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2009</th>\n",
+       "      <td>265747.276596</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010</th>\n",
+       "      <td>261082.929825</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Votes\n",
+       "Year               \n",
+       "2006  275016.023810\n",
+       "2007  260963.541667\n",
+       "2008  279656.764706\n",
+       "2009  265747.276596\n",
+       "2010  261082.929825"
+      ]
+     },
+     "execution_count": 202,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# votes over the years\n",
+    "votes_years = movies_db.groupby('Year').agg({'Votes':'mean'})\n",
+    "votes_years.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 209,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Rating</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2006</th>\n",
+       "      <td>275016.023810</td>\n",
+       "      <td>7.130952</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2007</th>\n",
+       "      <td>260963.541667</td>\n",
+       "      <td>7.175000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2008</th>\n",
+       "      <td>279656.764706</td>\n",
+       "      <td>6.778431</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2009</th>\n",
+       "      <td>265747.276596</td>\n",
+       "      <td>6.929787</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010</th>\n",
+       "      <td>261082.929825</td>\n",
+       "      <td>6.894737</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Votes    Rating\n",
+       "Year                         \n",
+       "2006  275016.023810  7.130952\n",
+       "2007  260963.541667  7.175000\n",
+       "2008  279656.764706  6.778431\n",
+       "2009  265747.276596  6.929787\n",
+       "2010  261082.929825  6.894737"
+      ]
+     },
+     "execution_count": 209,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# merge rating and year\n",
+    "over_years_merged = pd.merge(votes_years,rating_years, on = 'Year')\n",
+    "over_years_merged.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 210,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>no. of movies</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2006</th>\n",
+       "      <td>275016.023810</td>\n",
+       "      <td>7.130952</td>\n",
+       "      <td>42</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2007</th>\n",
+       "      <td>260963.541667</td>\n",
+       "      <td>7.175000</td>\n",
+       "      <td>48</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2008</th>\n",
+       "      <td>279656.764706</td>\n",
+       "      <td>6.778431</td>\n",
+       "      <td>51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2009</th>\n",
+       "      <td>265747.276596</td>\n",
+       "      <td>6.929787</td>\n",
+       "      <td>47</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010</th>\n",
+       "      <td>261082.929825</td>\n",
+       "      <td>6.894737</td>\n",
+       "      <td>57</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Votes    Rating  no. of movies\n",
+       "Year                                        \n",
+       "2006  275016.023810  7.130952             42\n",
+       "2007  260963.541667  7.175000             48\n",
+       "2008  279656.764706  6.778431             51\n",
+       "2009  265747.276596  6.929787             47\n",
+       "2010  261082.929825  6.894737             57"
+      ]
+     },
+     "execution_count": 210,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# add with no. of movies\n",
+    "over_years_merged['no. of movies'] = movies_years\n",
+    "over_years_merged.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 239,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.set()\n",
+    "f,ax = plt.subplots(figsize=(15,6))\n",
+    "ax = sns.lineplot(data = over_years_merged['Votes'])\n",
+    "ax2 = ax.twinx()\n",
+    "ax2 = sns.lineplot(data = over_years_merged['Rating'], ax=ax2,color='r')\n",
+    "plt.title(\"Average ratings and Votes over the year\",fontsize =20)\n",
+    "#plt.ylabel(\"Average Rating\",'Average Votes')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Top Genres"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 274,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "20\n",
+      "20\n"
+     ]
+    }
+   ],
+   "source": [
+    "# create movies genre list\n",
+    "movies_genre = movies_db['Genre'].str.split(\",\").tolist()\n",
+    "\n",
+    "# flatten the list\n",
+    "movies_genre_flat = [i for sublist in movies_genre for i in sublist]\n",
+    "\n",
+    "# print(movies_genre_flat)\n",
+    "\n",
+    "# unique genres list\n",
+    "genre_unique = list(set(movies_genre_flat))\n",
+    "\n",
+    "# count how many movies of each gender\n",
+    "count_movies_genre = [movies_genre_flat.count(i) for i in genre_unique]\n",
+    "\n",
+    "print(len(genre_unique))\n",
+    "print(len(count_movies_genre))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 277,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>genre</th>\n",
+       "      <th>counts</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Drama</td>\n",
+       "      <td>356</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Action</td>\n",
+       "      <td>267</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>240</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Comedy</td>\n",
+       "      <td>220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Thriller</td>\n",
+       "      <td>132</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        genre  counts\n",
+       "11      Drama     356\n",
+       "17     Action     267\n",
+       "7   Adventure     240\n",
+       "6      Comedy     220\n",
+       "4    Thriller     132"
+      ]
+     },
+     "execution_count": 277,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# create dataframe\n",
+    "\n",
+    "genre_counts = pd.DataFrame()\n",
+    "genre_counts[\"genre\"] = genre_unique\n",
+    "genre_counts[\"counts\"] = count_movies_genre\n",
+    "genre_counts = genre_counts.sort_values(by=['counts'], ascending=False)\n",
+    "\n",
+    "genre_counts.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 339,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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GAAAATCJUAwAAACYRqgEAAACTCNUAAACASYRqAAAAwCRCNQAAAGASoRoAAAAwiVANAAAAmESoBgAAAEwiVAMAAAAmEaoBAAAAkwjVAAAAgEmEagAAAMAkQjUAAABgEqEaAAAAMIlQDQAAAJhEqAYAAABMIlQDAAAAJhGqAQAAAJMI1QAAAIBJhGoAAADAJLu7G/i7KlnKW36+PpbUupyRqfSLWZbUAgAAwLUI1S7i5+ujxq3aWVIrIW4VoRoAAMCNGP8AAAAATCJUAwAAACYRqgEAAACTCNUAAACASYRqAAAAwCRCNQAAAGASoRoAAAAwiVANAAAAmESoBgAAAEwiVAMAAAAmEaoBAAAAkwjVAAAAgEl2Vz74vHnztG7dOklSaGioRo4cqdGjR2vPnj3y8/OTJA0ZMkQtWrRQQkKCpk6dqszMTLVu3VojRoxwZWsAAABAoXFZqE5ISNC2bdu0YsUK2Ww2Pf3009qwYYOSkpL0+eefKyAgwPm9GRkZio6O1vz581WpUiUNHDhQW7duVWhoqKvaAwAAAAqNy8Y//P399corr8jb21vFixdX9erVderUKZ06dUrR0dGKiIjQnDlz5HA4lJiYqGrVqqlKlSqy2+2KiIhQXFycq1oDAAAACpXLVqpr1Kjh/PrIkSNat26dFixYoN27d2v8+PEqVaqUBg4cqKVLl6pEiRLy9/d3fn9AQICSk5NvqV758iULrfdb4e9fyi11/8hT+gAAALgduXSmWpJ+/vlnDRw4UCNHjtS9996rt956y3lfVFSUYmNj1bJlS9lsNudxwzDy3f4zzp1Ll8NhWB4uU1IuXve4p/QBAACAwuHlZbvhQq5Ld//Ys2ePnnzySb344ovq0KGDDh48qPj4eOf9hmHIbrcrMDBQKSkpzuMpKSn5Zq4BAAAAT+ayUH369Gk999xzmjVrlsLDwyVdCdFTpkxRWlqasrOztWjRIrVo0UJ169bV4cOHdfToUeXm5mrNmjUKCQlxVWsAAABAoXLZ+MdHH32kzMxMTZs2zXmse/fueuaZZ9SjRw/l5OQoLCxMbdu2lSRNmzZNQ4cOVWZmpkJDQ9WqVStXtQYAAAAUKpthGIa7mygMV89UNwppZknNXV9vuelMdeNW7SzpIyFuFTPVAAAALua2mWoAAADgdkCoBgAAAEwiVAMAAAAmEaoBAAAAkwjVAAAAgEkuv6Ii3KdkKW/5+fpYUutyRqbSL2ZZUgsAAMDTEKr/xvx8ffRox56W1Ppm+UJCNQAAuG0x/gEAAACYRKgGAAAATCJUAwAAACYRqgEAAACTCNUAAACASYRqAAAAwCRCNQAAAGASoRoAAAAwiVANAAAAmESoBgAAAEwiVAMAAAAmEaoBAAAAkwjVAAAAgEmEagAAAMAkQjUAAABgEqEaAAAAMIlQDQAAAJhUYKg+dOiQlixZIsMwNHz4cD3xxBPauXOnFb0BAAAARYK9oG8YP368unbtqq+++krJycmaPHmyXn/9dS1atMiK/vA3UKqUt3x9fSyplZGRqYsXsyypBQAAkKfAUJ2Zmal27dpp0qRJat26tRo1aqTs7GwresPfhK+vjx7rPdCSWl99/h6hGgAAWK7A8Y+srCydPXtWX331lRo3bqyzZ88qMzPTit4AAACAIqHAUN2tWzc1a9ZMDz/8sO677z517txZffv2taI3AAAAoEgocPyjZ8+e6t69u7y8ruTvFStWqGzZsi5vDAAAACgqClypvnTpkl599VX17dtXqampmj17ti5dumRFbwAAAECRUGCofvXVV1WqVCmdO3dOPj4+Sk9P17hx46zoDQAAACgSCgzV+/fv14gRI2S32+Xn56dZs2Zp//79VvQGAAAAFAkFhuq8Weo8ubm51xwDAAAAbmcFnqjYoEEDzZw5UxkZGfrmm2+0YMECNWrUyIreAAAAgCKhwCXnl156SSVKlFCpUqU0e/Zs3X///Ro5cqQVvQEAAABFQoEr1cWLF9dzzz2n5557zop+AAAAgCLnhqH6+eef15tvvqmIiIjr3r969WqXNQUAAAAUJTcM1QMGDJAkjR071rJmAAAAgKLohqH6gQcekCR9+eWX6tq1q4KCgixrCgAAAChKCjxRsUGDBnr99dfVokULvffee0pJSbGiLwAAAKDIKDBU9+jRQ4sXL9a7776rtLQ0de/enZMWAQAAgKv86au4ZGRkKCsrS4ZhqFixYn/qZ+bNm6fw8HCFh4drxowZkqSEhARFREQoLCxMs2fPdn7v/v371bFjR7Vs2VJjxoxRTk7OLf4qAAAAgHsUGKo/+eQTRURE6IUXXlDFihW1ePFizZkzp8AHTkhI0LZt27RixQrFxsbqhx9+0Jo1axQdHa23335ba9euVVJSkrZu3SpJevnllzVu3DjFx8fLMAwtXrzY/G8HAAAAWKDAfaqTkpIUExNzy1dR9Pf31yuvvCJvb29JUvXq1XXkyBFVq1ZNVapUkSRFREQoLi5O9913nzIyMlSvXj1JUseOHTVnzhz17NnzVn8fAAAAwHIFhurXXntN+/bt07x585Sdna0mTZqoYcOGBT5wjRo1nF8fOXJE69atU+/eveXv7+88HhAQoOTkZJ05cybfcX9/fyUnJ9/SL1K+fMlb+v7C4u9fyi11/8gT+vCEHiTP6QMAANw+CgzVK1eu1Ouvv66wsDAZhqEXX3xRQ4cOVdeuXf9UgZ9//lkDBw7UyJEjVaxYMR05csR5n2EYstlscjgcstls1xy/FefOpcvhMCwPVCkpF6973BP68IQePKkPAAAAM7y8bDdcyC0wVH/yySdasmSJAgICJF25KEz//v3/VKjes2ePhg0bpujoaIWHh2v37t35tuRLSUlRQECAAgMD8x0/e/assx4AAADg6Qo8UdHhcOQLuBUrVpSXV8Gbhpw+fVrPPfecZs2apfDwcElS3bp1dfjwYR09elS5ublas2aNQkJCVLlyZfn4+GjPnj2SrqyOh4SE/NXfCQAAALBUgSvVZcqU0caNG/XEE09IkjZu3KjSpUsX+MAfffSRMjMzNW3aNOex7t27a9q0aRo6dKgyMzMVGhqqVq1aSZJmzZqlmJgYpaenq06dOurTp89f/Z0AAAAASxUYqseOHatnn31WkyZNkiQVL15c8+bNK/CBY2JiFBMTc937Vq1adc2xWrVqaenSpQU+LgAAAOBpCgzVNWrUUFxcnI4cOaLc3Fzde++9stsL/DEAAADgtlFgOk5JSdGKFSuUmpqa7/jIkSNd1hQAAABQlBR4xuHgwYOVmJgowzDy/QcAAADgigJXqrOzs//UDDUAAABwuypwpbpOnTr66aefrOgFAAAAKJIKXKl+6KGHFBkZKX9//3wnKG7atMmljQEAAABFRYGh+qOPPtKsWbNUtWpVK/oBAAAAipwCQ/Wdd96pNm3aWNELAAAAUCQVGKqDgoI0ffp0hYWFydvb23m8Tp06Lm0MAAAAKCoKDNWrV6+WJMXHxzuP2Ww2ZqoBAACA/6fAUL1582Yr+gAAAACKrAK31AMAAABwc4RqAAAAwKQbhup9+/ZZ2QcAAABQZN0wVP/zn/+UJPXt29eqXgAAAIAi6YYnKubk5Khfv3768ccfNWjQoGvuf/fdd13aGAAAAFBU3DBUf/DBB9q5c6cOHz6sli1bWtkTAAAAUKTcMFQHBgYqMjJSlSpVUqNGjXTy5Enl5OSoWrVqVvYHAAAAeLwC96muWLGiwsPDdebMGTkcDpUtW1bvvfeeqlevbkV/AAAAgMcrcEu9SZMm6emnn9a3336rPXv2aPDgwZowYYIVvQEAAABFQoGh+ty5c+rQoYPzdqdOnfTbb7+5tCkAAACgKCkwVOfm5io1NdV5+/z58y5tCAAAAChqCpyp7t27t7p166bWrVvLZrNp7dq17F0NAAAAXKXAUN2tWzdVrVpV27Ztk8Ph0Pjx49W4cWMregMAAACKhAJDtSQFBwcrODjY1b0AAAAARVKBM9UAAAAAbo5QDQAAAJhEqAYAAABM+kuheu7cuYXdBwAAAFBk/aVQbRhGYfcBAAAAFFl/KVQPGzassPsAAAAAiqwCt9RzOBz66KOP9PXXXysnJ0dNmjTRoEGDZLf/qd34AAAAgL+9AleqX3vtNe3cuVN9+/bVU089pe+//14zZsywojcAAACgSChwufmbb77RsmXLVLx4cUnSY489pnbt2ik6OtrlzQEAAABFQYEr1YZhOAO1JHl7e+e7DQAAANzuCgzVtWrV0pQpU3Ts2DEdP35cU6dOVc2aNa3oDQAAACgSCgzV48ePV1pamrp3764uXbro/PnzGjt2rBW9AQAAAEVCgTPVJUuW1PTp063oBQAAACiSbhiqR48efcMfstlsmjJliksaAgAAAIqaG4bqGjVqXHPst99+07/+9S9VrlzZpU0BAAAARckNQ3W/fv3y3U5ISNCoUaMUERGhmJgYlzcGAAAAFBUFzlTn5OTotdde04oVKzRhwgS1bNnSir4AAACAIuOmu38cOXJEXbt2VVJSkmJjY/9SoE5PT1fbtm114sQJSVdmtcPCwtS+fXu1b99eGzZskHRlJTwiIkJhYWGaPXv2X/hVAAAAAPe44Ur1smXLNH36dD311FMaPHjwX3rwffv2KSYmRkeOHHEeS0pK0ueff66AgADnsYyMDEVHR2v+/PmqVKmSBg4cqK1btyo0NPQv1QUAAACsdMOV6jFjxig9PV3vv/++HnroIed/9evX10MPPfSnHnzx4sUaP368M0BfvnxZp06dUnR0tCIiIjRnzhw5HA4lJiaqWrVqqlKliux2uyIiIhQXF1c4vyEAAADgYjdcqd60aZPpB588eXK+22fPnlVQUJDGjx+vUqVKaeDAgVq6dKlKlCghf39/5/cFBAQoOTn5lmqVL1/SdL9/hb9/KbfU/SNP6MMTepA8pw8AAHD7uGGodsW2eVWqVNFbb73lvB0VFeWc1bbZbM7jhmHku/1nnDuXLofDsDxQpaRcvO5xT+jDE3rwpD4AAADM8PKy3XAht8DLlBemgwcPKj4+3nnbMAzZ7XYFBgYqJSXFeTwlJSXfzDUAAADgySwN1YZhaMqUKUpLS1N2drYWLVqkFi1aqG7dujp8+LCOHj2q3NxcrVmzRiEhIVa2BgAAAPxlBe5TXZhq1aqlZ555Rj169FBOTo7CwsLUtm1bSdK0adM0dOhQZWZmKjQ0VK1atbKyNQAAAOAvsyRUb9682fl1r1691KtXr2u+Jzg4WKtWrbKiHQAAAKBQWTr+AQAAAPwdEaoBAAAAkwjVAAAAgEmEagAAAMAkQjUAAABgEqEaAAAAMIlQDQAAAJhEqAYAAABMIlQDAAAAJhGqAQAAAJMI1QAAAIBJhGoAAADAJEI1AAAAYJLd3Q0AVih1p498fbwtqZWRmaWLFzItqQUAADwDoRq3BV8fbz3+zEuW1Nr0/ixdFKEaAIDbCeMfAAAAgEmEagAAAMAkQjUAAABgEqEaAAAAMIlQDQAAAJhEqAYAAABMIlQDAAAAJhGqAQAAAJMI1QAAAIBJhGoAAADAJEI1AAAAYJLd3Q0At5NSd/rI18fbkloZmVm6eCHTkloAANzuCNWAhXx9vNVyxERLasXPHqeLIlQDAGAFxj8AAAAAkwjVAAAAgEmEagAAAMAkQjUAAABgEqEaAAAAMIlQDQAAAJhEqAYAAABMIlQDAAAAJhGqAQAAAJMI1QAAAIBJXKYcuM2UutNXvj7FLamVkZmtixcyLKkFAIA7EaqB24yvT3G1iZltSa21r47QRRGqAQB/f4x/AAAAACaxUg3ALUqV9pWvt0VjKFnZupjGijkAwHVcGqrT09PVvXt3vfvuu7r77ruVkJCgqVOnKjMzU61bt9aIESMkSfv379eYMWN06dIlPfLII5owYYLsdvI+8Hfm611cEVM+sKTW6ugBjKEAAFzKZeMf+/btU48ePXTkyBFJUkZGhqKjo/X2229r7dq1SkpK0tatWyVJL7/8ssaNG6f4+HgZhqHFixe7qi0AAACg0LksVC9evFjjx49XQECAJCkxMVHVqlVTlSpVZLfbFRERobi4OJ08eVIZGRmqV6+eJKljx46Ki4tzVVsAAABAoefwuJgAACAASURBVHPZjMXkyZPz3T5z5oz8/f2dtwMCApScnHzNcX9/fyUnJ99yvfLlS/71Zk3w9y/llrp/5Al9eEIPkmf04Qk9SJ7Rhyf0IHlOHwCAvyfLBpcdDodsNpvztmEYstlsNzx+q86dS5fDYVj+wpmScvG6xz2hD0/owVP68IQePKUPT+jBk/oAAODP8vKy3XAh17It9QIDA5WSkuK8nZKSooCAgGuOnz171jkyAgAAABQFloXqunXr6vDhwzp69Khyc3O1Zs0ahYSEqHLlyvLx8dGePXskSStXrlRISIhVbQEAAACmWTb+4ePjo2nTpmno0KHKzMxUaGioWrVqJUmaNWuWYmJilJ6erjp16qhPnz5WtQUAAACY5vJQvXnzZufXwcHBWrVq1TXfU6tWLS1dutTVrQAAAAAuwWXKAQAAAJMI1QAAAIBJhGoAAADAJEI1AAAAYBKhGgAAADCJUA0AAACYZNk+1QDgaUqV9pOvtzVPgxlZObqYdtmSWgAA6xGqAdy2fL3tinzjS0tqxQ7vrouWVAIAuAPjHwAAAIBJrFQDgJsxhgIARR+hGgDczNfbrk7v/58ltZY9E84YCgC4AOMfAAAAgEmEagAAAMAkQjUAAABgEqEaAAAAMIlQDQAAAJhEqAYAAABMIlQDAAAAJhGqAQAAAJO4+AsAQKXK+Mm3uEVXdczO0cVUruoI4O+FUA0AkG9xu3p8ttGSWl/0eYKrOgL422H8AwAAADCJUA0AAACYRKgGAAAATCJUAwAAACYRqgEAAACTCNUAAACASYRqAAAAwCRCNQAAAGASoRoAAAAwiVANAAAAmESoBgAAAEwiVAMAAAAmEaoBAAAAkwjVAAAAgEmEagAAAMAkQjUAAABgkt3dDQAAkOfOMn7yKe76l6bM7BxdSL3s8joAbh+EagCAx/Apblf/Lze6vM5H3Z9weQ0AtxfGPwAAAACTCNUAAACASYRqAAAAwCS3zFRHRUXp/PnzstuvlJ84caKOHTumd955Rzk5Oerbt6969erljtYAAACAW2Z5qDYMQ0eOHNGWLVucoTo5OVkjRozQ8uXL5e3tre7du6tRo0a67777rG4PAAAAuGWWh+r//ve/kqR+/fopNTVVXbt21R133KGgoCCVKVNGktSyZUvFxcVpyJAhVrcHAAAA3DLLQ/WFCxcUHByssWPHKjs7W3369FHr1q3l7+/v/J6AgAAlJibe0uOWL1+ysFv9U/z9S7ml7h95Qh+e0IPkGX14Qg+SZ/ThCT1IntGHJ/QgeUYf9ADg78byUF2/fn3Vr1/febtz586aOnWqBg8e7DxmGIZsNtstPe65c+lyOAzLnyRTUi5e97gn9OEJPXhKH57Qg6f04Qk9eEofntCDp/ThCT1Y3ceNegCAG/Hyst1wIdfy3T++++477dixw3nbMAxVrlxZKSkpzmMpKSkKCAiwujUAAADgL7E8VF+8eFEzZsxQZmam0tPTtWLFCs2cOVM7duzQ+fPndfnyZa1fv14hISFWtwYAAAD8JZaPfzRr1kz79u1TZGSkHA6HevbsqYcfflgjRoxQnz59lJ2drc6dO+vBBx+0ujUAAADgL3HLPtXDhw/X8OHD8x2LiIhQRESEO9oBAAAATHFLqAYAwFPdWcZPPsWteXnMzM7RhdTLltQC4FqEagAAruJT3K4hyzZYUmtepxaW1AHgepafqAgAAAD83bBSDQCAB7JqDIURFKBwEKoBAPBAPsXtenmV68dQZrZjBAUoDIx/AAAAACYRqgEAAACTCNUAAACASYRqAAAAwCRCNQAAAGASoRoAAAAwiVANAAAAmESoBgAAAEwiVAMAAAAmEaoBAAAAkwjVAAAAgEmEagAAAMAkQjUAAABgEqEaAAAAMIlQDQAAAJhEqAYAAABMIlQDAAAAJhGqAQAAAJPs7m4AAAB4pjvL+MmnuDVRITM7RxdSL1tSC3AFQjUAALgun+J2jYvbYEmtia1aWFIHcBXGPwAAAACTCNUAAACASYRqAAAAwCRCNQAAAGASoRoAAAAwiVANAAAAmMSWegAAwKOVLuMnbwv2y87KzlEae2XjLyJUAwAAj+Zd3K5pm12/X/YrzW+8V3bpsn7ytlsTm7JycpT2G+G+qCFUAwAAFMDbbtecbRstqTWs6ROW1EHhYqYaAAAAMIlQDQAAAJhEqAYAAABMYqYaAACgiLDqhElOlrx1hGoAAIAiwttu10e7N7m8Tv+Gj7u8xt8N4x8AAACASaxUAwAA4E8rU9ZPxS3aszs7J0epNxhDsaqPm/VwNUI1AAAA/rTidru+2LvZklo96jW/aR8r929xeQ/tazf7U9/nUeMfq1evVps2bRQWFqYFCxa4ux0AAADgT/GYlerk5GTNnj1by5cvl7e3t7p3765GjRrpvvvuc3drAAAAwE15TKhOSEhQUFCQypQpI0lq2bKl4uLiNGTIkD/1815eNufXlQIruqTHgur+UWDFALf3Eehfwe09SFJghfJu76Ni+bJu70GSKpYt7fY+Asrc6fYeJCmgdEm39xFw5x1u70GS/Ev6ub2PCnf4ur0HSSpvUR8366FcCc/4syjr5/4/izIW9VBQH6V93f9nUcrHM/4sSnq7/8/iDot6KKgPv+LW/lncrBebYRiGJd0U4L333tPvv/+uESNGSJKWLFmixMRETZo0yc2dAQAAADfnMTPVDodDNtv/n/4Nw8h3GwAAAPBUHhOqAwMDlZKS4rydkpKigADrxicAAACAv8pjQnXjxo21Y8cOnT9/XpcvX9b69esVEhLi7rYAAACAAnnMiYoVK1bUiBEj1KdPH2VnZ6tz58568MEH3d0WAAAAUCCPOVERAAAAKKo8ZvwDAAAAKKoI1QAAAIBJhGoAAADAJEI1AAAAYBKhGgAAADDJY7bUAzxBbm6uihUr5u42ABQBFy5c0OrVq5WamqqrN9IaMmSIG7tyj6ysLHl7e7u7Dfw/Bw4cUK1atdzdxm3ntl6pPn/+vD799FO99dZbmjdvnubMmaORI0daVn/58uVq1KiRateurdq1a6tWrVqqXbu2ZfXzpKWlKSYmRn369FFqaqpGjx6ttLQ0y/sIDw/Xhx9+mO/Kmlbr3Lmz22pfjzv+P1wtKytL77zzjkaOHKn09HTNmzdPWVlZltRetGiRJGnevHnX/c9qAwYM0Lp16yz7/a/H3fUl6auvvnJr/Tzufq6QpOeff167du2Sw+Fwax+JiYlurS9JYWFhmjBhgtt7yc3N1aZNmyRdeY1funSprN45+Oeff77m2N69ey3tYcSIEZbWu5mff/5Z3333nb799lvnf39Xt/VK9fDhw1WpUiXt3btXTzzxhL766iv94x//sKz+22+/rfnz56tmzZqW1byesWPHqkmTJkpMTFSJEiUUEBCgl19+We+//76lfbz//vuKjY1Vnz59VKVKFXXs2FGPP/64ihcvblkPFSpU0HfffacHH3zQrasu+/fv14gRI5SRkaFFixapd+/eeuONN1SnTh1L+5g4caLKlSunH3/8UcWKFdOxY8cUHR2tWbNmuby2p22hP2DAAMXGxmrmzJkKDQ1Vhw4dLL9A1ddff+3W+pI0c+ZMPfbYY5bX/aOMjAxFRUWpatWq6tChg5544glLnysk6ezZs/rkk08srXk9M2fOVGpqqtq3b6/27dvL39/f8h7WrVun+Ph4vf766zp37pwiIyPVrl07y3uJiYmRw+HQ448/LknatWuXEhMTNXHiRJfX3rNnjxwOh2JiYjR58mTnc1hOTo7++c9/Kj4+3uU95Lnvvvs0b9481a1bV76+vs7jDRo0sKwHSZowYYK2bNmiKlWqOI/ZbDZ99tlnltQfPXr0Te+fOnVqoda7rS/+0qpVK8XFxWn69Olq1aqVqlatqr59+2rVqlWW1O/Zs6cWLlxoSa2b6dixo5YvX67IyEjFxsZKktq1a2fZn8P1bNiwQa+++qoyMjLUrl07PfvssypbtqzL6wYFBSk1NVXSlX/4hmHIZrNp//79Lq99tV69emnixIl68cUXFRsbq+3bt2v27NlaunSppX106NBBK1ascP7dMAxDERERWrNmjctrJyYmeuRVVTMyMhQXF6c33nhDJUuWVOfOndWzZ0/L3oRlZGQoPj5ea9as0blz5xQeHq7IyEiVL1/ekvqDBg1S2bJlr3mxjoyMtKT+H3333Xdas2aNdu/eraCgIHXp0sWyT/xGjhypfv36ecTH7CdPntTKlSu1bt063XXXXerQoYPlixJ58p6/L1y4oODgYI0aNUrVqlWzpHZERIRWr15d4DFXmDt3rnbv3q2kpCQ98MADzuN2u12PPvqo+vXr5/Ie8kRFRV1zzMowmycsLEyrVq3K91xhpRUrVtz0/g4dOhRqvdt6pbp06dKSpHvuuUcHDhxQ3bp1La1fp04dDRs2TE2aNJGPj4/zuNUvTsWKFdPFixdls9kkSUeOHJGXl/WTQZcuXVJ8fLxWrlyp5ORk9ejRQ+Hh4fr666/Vv39/LV++3OU97Ny50+U1/ozLly+revXqzttNmjTR9OnTLe/DZrMpKyvL+Xfjt99+c37tauPHj3c+IU6bNk2vvPKKJXVvZteuXVq5cqW2b9+ukJAQtWnTRgkJCRo8eLA++ugjS3rw9fVV5cqVValSJR09elQHDx7Uk08+qW7duql3794ur5/35nbfvn35jrsjVP/+++86ceKEjh8/Li8vL5UuXVqTJ09W/fr19eKLL7q8/s8//6wOHTqofPny8vHxcb4Jzxs/sFLlypUVGRkpu92uL7/8UvPnz9fs2bP10ksvqUWLFi6vf/ToUa1atUpr1qzRXXfdpZdeeklhYWHauXOnBgwYoPXr17u8B0lyOBw6c+aMAgICJEnnzp2z7PVs6NChkqTY2Fi3vcnMM3/+fLfWz1OlShW3fup4dWhOTU3V5cuXZRiGcnNzdeLEiUKvd1uH6qCgIA0bNkyjRo1Sv3799MMPP1j6bio9PV133HHHNbNWVv9jHDZsmKKionT69Gk9++yz2rt3r6ZMmWJpD5L0+OOPq1mzZhoyZEi+j6h69uyphIQES3rIysrSxx9/rMOHD2vs2LH69NNP9cwzz1g+ClKmTBkdOHDAGWBXrVrlfBNopT59+uipp55SSkqKJk+erA0bNlh2EtbVT8S7du2ypObNNGvWTHfffbc6deqkcePGOZ8rGjVqpE6dOlnSw+zZs7VmzRpnH2PGjJGPj4/S09P1+OOPWxKqp06dquzsbB0+fFi5ubmqUaOG7HbrX0peeukl7dixQ6GhoRo8eLAeeeQRSVf+DTdt2tSSUO2O2f7rWbJkiVauXKmUlBRFRkZq4cKFCgwMVHJysjp06GBJqH7qqafUsWNHffzxx6pcubLzeGhoqLZv3+7y+nkGDRqkDh066OGHH5Z05c3fmDFjLKsvSR988IHbQ/XevXv13nvv6ffff5dhGHI4HDp16pQ2b95saR+lS5dWeHi46tevn+91tLDHLgoyd+5cffrpp8rJyVHZsmWVnJysBx54QEuWLCnUOrf1+IckHTt2TFWrVtUPP/ygb7/9Vm3atHG+w7WCJ7w4HThwQAEBAUpMTFRubq7q1q2rChUqWN5Henq6SpYsaXndq8XExKhcuXLavHmzlixZonHjxskwDEtmiK927NgxjRo1Sv/5z3/k6+uratWqaebMmbr33nst7UOSfvnlF+3atUu5ublq1KiR7r//fkvqXj2OdPXX7pL3XJHHHX9fJ0yYoH79+uWbT8xj1bhMUlKShg0bpjJlysjhcOjs2bN66623LP+kb+nSpWrTpo1KlChxzX0pKSmWzPIahqEvvvhCO3fuVE5OjoKCgtS7d2/LP+kbOXKkOnXqpEaNGl1zX3x8vFq2bGlJDzNmzHB5nT8jOTlZe/fuld1u1z/+8Q9LX9MlzxiRatOmjfr3768VK1YoKipK69evV/ny5RUdHW1ZD9KNxy8Ke+yiIM2bN9eqVas0efJkDR48WP/973+1cOHCQj937LZeqc7KytIvv/yif//735KurA4mJCRY9hffU16cRowYoXXr1rnt5KPmzZvfdKTAyo9Sf/jhB61YsUJff/21/Pz8NGPGDEVERFhWP0/VqlX1xRdf6Pfff5fD4XDbm42DBw/q3Xff1ezZs3Xo0CGNGzdOkyZNsiTcX/13wqqRk5s5dOiQFi1apGeffVadO3fW+fPnNWrUKHXs2NGyHnbu3Knx48df9z6r5s9fffVVzZ492/k8tXfvXk2aNMnyef8WLVooNjZWv/322zXb2Vl1ctyMGTN09OhRderUSYZhaPny5Tp+/LhlK6N5uyh06dIl3+08DRo0sCRQS1f+fVy6dEl33HGHJfX+aNGiRerWrds1nx7knQ9j5TaHnjAi5e3trU6dOunkyZO688473fZatmbNGstG424mICBAJUuWVI0aNXTgwAGFhYXptddeK/Q6t3WoHjBggAzDyPdRlWTdX3xPeXFy91nC8+fPl2EYeuutt5y7fhQrVkyrV692yczTzbhzhvhq3333nf71r39ds6We1SeZjB071vliVL16dT377LMaM2aMvvjiC5fX3r9/v/OEM8MwVLt2bWd4csfJo/PmzdPkyZO1du1aPfjggxo3bpyioqIsDdW1atVSbGysHnzwwXz/Vu+66y7Levj999/zvfGvV6+eMjMzLauf57nnnlO5cuVUo0YNt73p2r59u2JjY50r04899pilwWXOnDk3vM/qk9K8vLzUrFkz3XPPPfnOEbKqB0/60N0TRqR8fHyUmpqqe+65R/v27VNwcLByc3Mt7UG6cmL16dOnValSJctrX61kyZKKjY1VnTp19PnnnysgIEAZGRmFXue2DtW//fabW3e48JQXp9TUVO3atSvf3KqVT8h5b2oOHjyYb86qX79+lgYW6doZ4o0bN+q5556ztAdJeuWVVzRkyBBLw9L1XL58WSEhIc7bTZo00cyZMy2pfeDAAUvq3IpatWpp7ty5ateune644w5lZ2dbWn/fvn3XrH5ZfWJc6dKltXHjRj3xxBOSpI0bN6pMmTKW1c+Tlpamzz//3PK6V8vNzVVOTo5zVtTqi0d5yslokvTyyy+7tX737t0lXVmRzrsQzdGjR3X48OF8z2FWcOen0KdOndJdd92lp556SiNGjNDcuXPVpUsXrV69Ot+OJFY5f/68mjdv7vaTefMWRCIjI7VlyxaNHz9ew4cPL/Q6t3WoDgoKUkJCgoKCgtyy24WnvDh50hPzjh07FBwcLEnaunWr5Vc3jIyM1AMPPOCcIX7nnXfcsl1WxYoV3X6iiySVK1dOX3zxhdq1aydJWrt2rWVbt13P2LFjNWnSJLfUrlChgiZNmqSkpCTNnDlT06ZNs/xNj9UnGV3PpEmT9PLLLztHHKpUqWLZG62r1axZ85qty6wWERGhPn36KDw8XJL0f//3f86vrZD37yEqKuq6q/VWrlQ3bNhQW7dudc6XN2rUyPnaZqW33npLhw4d0ksvvaRevXqpRo0a2r59u6UnK7rzU+hu3bqpRIkSatq0qXr16iWbzaZly5bpyJEjbnkt+/DDDy2veT0VKlRwnhPzzDPPqHr16mrTpk2h17mtT1T89NNPNW3aNOeTkdV7Eh8+fFgjR47UsWPHJF15cZoxY4blJ6N5whOyJP34448aNWqUzpw5I+nKCvaMGTN03333ubx2QSfBWR1w4+LitHHjRgUFBeX72NDqPk6dOqUJEyZo9+7dKl68uBo0aKCxY8cqMDDQ0j7y5O2b7Q7p6enauHGj6tevr2rVqmnBggWKjIy0dIY0LS1NM2fO1LFjxzRnzhxNnz5do0eP1p133mlZD19++aW6d+/utnn/vHMwMjIydP78eVWsWFHFihVz2wrY119/rR07dsgwDAUFBVl6bkrem4rdu3df9/6GDRta1ssHH3yg9evXKyIiQoZhaPXq1Xr88cc1ePBgy3qQrlx3YeHChfrss8+UmpqqkSNHOq/FYJXrXefBqr2ypSsnVeddwXDv3r0qV66cGjdurKZNm1p+zpYkrV69Wr/88osGDRqk+Ph4tywYjR49Wg6HQ9OnT9f58+c1depU+fn5FfpFgW7rlerFixdr8+bNbvuI/Z577tGSJUvcfjJa3t6a0pUrP23atMnSF+k8//u//6vVq1c755itXLUvaMs2q58Eli1bpszMTO3Zs8etfdx111167733LK15M+5cA/D29tYdd9yh77//Xt9//718fX314Ycf6vnnn7esh+td/fSll16y9Oqnn3/+ubp3737dXTes4AmfrP3www+qU6eOvv32W/n5+al58+bO+7799lvLzkfJW6Vv2LChDh48qAsXLlhS93pWrVqlJUuWOGf9u3btqo4dO1oeqh0Oh3x9fbVlyxYNHz5cDodDly9ftrQHd38KXbVqVVWtWlUdO3bUhQsXtGnTJn388cd65513lJSUZFkfkjRr1iz9+uuv+uGHHzRgwAAtW7ZMBw4csPy6A0lJSc43NeXKldPMmTNdcv7DbR2q/f393TJu4Ukf2UnXrmY0btxYXbp0sTQsSFeuCBYTE6OTJ09qwYIF6tOnj6ZMmaK7777b5bWt3jOzIGfPnnXbiuzVvvnmG73xxhtKS0vLF2jdcXEL6crHqu7ywgsvKC0tTceOHdMjjzyiXbt26aGHHrK0hxMnTqhbt2764osv5O3trREjRjhHc6wSGBioPn36qG7duvlOSLNqd4W8czCys7O1YMEC7dy5U3a7XaGhoercubMlPXzxxRd69dVXr3uioDuuWvfCCy/ohx9+yLd1nNV9GIaR7+RZHx8ft2wRGxwcrLZt28rX11cNGjRQ79691axZM0t7uN6IlFXbDebk5GjPnj365ptvtG3bNmVkZKhx48Z6/vnnFRQUZEkPV9u2bZtWrFihDh06qGTJkvrkk0/Url07y0O1VRcFuq1DdZkyZdS2bVs99NBD+S7l6uqA1a1bN0n5V4jd6dSpU86vDcPQL7/84rxUt5XGjRun/v37a9asWapQoYLatm2rUaNGacGCBS6v7Unb+klXtkfbsmWLQkJCLJ8rv9qrr76qV155xS07LMydO1dDhw7V6NGjr3u/1W+EDh48qPXr12vy5Mnq1KmThg8f7pITXW7GE65+Wq9ePUvr3UhMTIwyMjLUtWtXORwOrVy5Uj/99JMls7N5b+7Gjh2rmjVr5rvvjxfzssL+/fu1du1atz5XBAUFaejQoc79h2NjY6+7b7arjRo1SlFRUQoMDJSXl5fGjh1r2WXr8/zP//yPlixZouTkZDkcDkt3vmjQoIEeeughtWzZUvPmzbNkUepm8p6f8p6zsrKy3HIOm1UXBbqtQ/Vjjz3mlr2Z8z6yi4+P19ixY/PdN2rUKEvn4CSpd+/estlszpnEcuXKKSYmxtIepCu7sTRt2lSzZs2SzWZT165dLQnUkmd8pHy1TZs2adGiRfmOuWMbubJly1q+ypOnTp06kqydC72Z8uXLy2az6Z577tHBgwcVGRlp+e4fQ4cOdfvVT0+ePOkRn+zs27dPcXFxztvNmzdX27ZtLam9Z88eORwOxcTEaPLkyc5PcXJycvTPf/5T8fHxlvSRp27dujp69KhbLg6VZ8yYMVq4cKFiY2Od8+V5O3JYyRPehB84cEAjR45UcnKyDMPQvffeq+nTp6tatWour929e3ft2LFDy5Yt06+//qomTZqofv36bgmyktSqVSsNHz5caWlp+vTTT7Vq1SpLT+bNExERoYYNGzovChQTE+OSiwLd1qG6Q4cOllwL/o/GjBmj48ePKykpST///LPzeE5Oji5evOjy+n+0fPnya8ZgTp48aXkfvr6++vXXX53vaL/77jvLLg/+008/qVmzZjc8YfGPe5m72rZt2yytdyMPP/ywpk6dqkcffTTfR/1WzIzmzam2aNFCK1euVK9evZScnKwvv/xSzzzzjMvr/1GNGjU0adIk9ejRQy+99JLOnDlj+Yx3SEiIHnjgAefVTydOnGj5+Q8//fSTWy/ykefuu+/W0aNHnUHl7NmzqlixoiW1ExIStHv3bp05c0Zvvvmm87jdbnd+EmmloKAgtW3bVgEBAW47afP999/XwIED1atXL+ex119/XS+88IJlPUj534TnnSNk9ZuN6OhojRgxwrkgsWHDBo0ePVoLFy50ee1Ro0ZJks6cOaNt27ZpwYIFeuWVV/T/tXfvcTHn+x/AX7MzTikcienhtq7ZkEsWWyPskj0lXUbUHtSSow0nR+u6nVqO8FhtuWwt4oS1LFHTTR1KKkUuKU5KyW3dEosdl1DNzO+Pznx3JrVnz8PO5/v1m/fzn81Yfd5TM/N9fz+X97tfv35wdHTEn//8Z4PHoCsgIAD5+fno0qULqqurERQUxHSihnVTIKNOqln1gm9q7ty5uHPnDtasWYOgoCDuwiwWi9GnTx+Djq2ruroaGo0GAQEB2L59OxeHSqXCnDlz9GaBWPjiiy/w2Wef4ebNm/Dw8IBSqcTGjRuZjF1aWoqPPvqoxQOLrA4ItvQBoMWyKxjQ2PoaaKzMosV6r+bixYu51ujm5uZQq9VYunQpoqOjmcUAACtXrkRJSQn69u2LoKAgFBYWYv369Uxj8PHxQXx8PLfCplar4eHhwayqAMB/kw+thoYGeHh4YPjw4RCLxTh37hykUin8/PwMHo92615ycrIgSl/Gxsbiu+++4+XQfWRkJB4+fIhjx47hxo0b3OMqlQoXLlxgnlQ3bX89ZcoU5omkRqPRSxwnTJiAb7/9lmkMUqkUkyZNQo8ePVBcXIyUlBRcuHCB+c8iPDwcYWFhGD16NPfYsmXLsG7dOibjs574MOqkOikpCXl5ea/1gje0bt26oVu3bvjhhx9em4EbMGCAwcfX+uabb3D69Gncv39fb3ZBIpHwaY4VNQAAGKdJREFUsi1m0KBBSEhIwI0bN6BSqdC7d29mM9ULFiwA0PhBFBwczGTM5gitwqUQtsXcvXsXW7duBdDYFSs4OBgeHh7M41i7di23XWv8+PEYP348s4uDn58fVzbNxsaG264lkUj0Kk+wwHeTD6158+bp/Xn27NnMYxg6dChWr16N2tpaaDQaqNVq3L59m9m2NS0LCwsMHz6cl86SH3/8Ma5evYpTp07pzRKLxeLXfkd8uHr1KlemlRWZTIbNmzfD29sbYrEYGRkZ6NOnD3d+yZA3P9nZ2SguLsa5c+dw+/ZtDBkyBPb29tiwYQOsra0NNm5TQlmRZ90UyKiTala94FvC9wycdo/Ztm3beFlOb+ratWs4cODAa625We6F05Zh4qvtsfYDQCj7Vs+fP4/Y2Fi9pOHu3btMm5CIRCJUVlZy75WrV68yrSrQ0sVBpVIxK2GmnXVdvXo1L+cddAmlycfIkSNRXl7OvTa12/dYVQABGqtufPjhhzh37hzkcjmysrKYJi5aPXv2hLe3N2Qymd6hexYrW4MHD8bgwYPh5OQEExMTvaRF22yDJe1Np5aFhQUWLVrENIZ//etfABpLowK/TJZozy8ZclvO3r17YW9vj5CQENja2vK2l1p3RV73dch6RV6LVVMgo06qWfWCb4lQZuB8fHywd+9e/Pzzz3ozpay3Gvz1r3/FxIkTueSJD+3bt4ezszMGDhyot7TNOsEVyr7VkJAQzJ49G0lJSfD19UVmZibT1RSgcanQ398fVlZWEIlEePToEdMOfkK6OMyfPx8nT56ETCZDbGwsysrKsGTJEnTv3p1ZDE2bfGzduhVVVVXM6xGHhobizJkzUCqV6N27NyoqKjBs2DCmSXV9fT0WLFiAhoYGDBgwAN7e3vDy8mI2vlaXLl1467egtXv37teSloKCAmY3gdrzMM19VrOcJMnJycGuXbvw7rvvIisrCwkJCRgwYADmzZund8NjKDt27DD4GL+FdkU+NTWVK2VXVFSEiooK7hA6S9nZ2VxTIHd3d64p0O/NqJPqNWvWID09nesF/+WXXzItkcX3DJzWwoUL0bZtW17Kpulq164d80S+qab78fgilH2rf/jDH+Dl5YU7d+6gXbt2iIiIMEjB/Jbk5OSgb9++yMnJwe7du3H8+HF88MEHTLuC6V4cnj17hqdPn3I3n7W1tUxr3S9evBgymQxAY9fNTz/9FCEhIUy36QilycfJkydx5MgRhIeHw8/PDy9evMBXX33FNIbWrVujrq4OPXv2RFlZGYYPH850fK2mn5sajYbJoXtdrJKWlixfvhyWlpZwcHBoNnllsfc9Li4OGRkZWLduHSoqKrha1ZcuXcLXX3+NkJAQg8cgNCtWrEB9fT38/f2xaNEijBo1CiUlJYiMjGQaB6umQEadVG/cuJG7q2VdiBzgfwZO66effsLOnTuZj9uUXC7Hhg0bXmvNzao7mTaG2tra15qdsKRUKuHv7w9LS0sAjRfIhw8fomPHjsxjMTExwc8//4xevXrhwoULcHBwgEqlYjK27gXq2rVriImJ4S5QERERTOoR64qNjUVsbKxeEs26woJSqcTs2bMRHh4OuVwOT09P5jdaQmnyIZVK0apVK/Tp0weVlZVwdXVlXj3J3d0dgYGBiIyMhI+PD/Lz85lVINEVHx+PdevW6SUJ3bp1Q1ZWFrMY+O5kmJSUhIyMDJw4cQI2NjaYOHEiZDIZ0+0PKSkpiI+PR+vWrREZGYlx48Zh6tSp0Gg0mDhxIrM4hKS0tBSJiYmIiYnBlClTEBQUxMtqDqumQEadVPO9xC6TyZCTk4OKigocP34c+fn5mDNnDkpKSpjG0b9/f1RUVMDGxobpuE2VlJSguLgYxcXF3GOsK03ExMQgLi4OFhYWerW7WSVO5eXlCAgIwNq1a7lDPxs2bIBCocD27duZxKBr5syZCA4ORnR0NKZOnYq0tDSuzrqhCe0CdfDgQRw9ehQdOnRgPraWWq3GxYsXcfToUezZsweXLl1idpOj1bTJR1JSEi9NPqysrBAbGwsHBwduMqKuro5pDDNmzICnpyfatGmD77//HqWlpXB0dGQaA9B4w5eSkoKNGzciODgYeXl5ep+jLPDdybB///7o378/Fi1ahNLSUmRkZGD9+vWwtbWFq6srk9eoSCRC69atAQCnT5/GtGnTuMeNlUqlglqtRnZ2Nv7xj3/gxYsXzNvGA+yaAhl1Ut10iV2bQLFK4m7duoUDBw4gMTERT548QWBgILZs2cJkbF1VVVWQy+WwtLTU+zmw7iJYVlaGzMxMpmM2pVAocOzYMVhYWPAy/rp16xAVFaV3AQgODsbw4cPx1VdfYdeuXUzjcXFxgbOzM0QiERITE3Hjxg1m3cmEdoHq3Lkz/vjHP/IyttaSJUsQERGBWbNmoXv37vD29m6x2YWhhIaGcpWL+GzysWbNGuTl5WHw4MH4+OOPcejQIaxcuZJpDI8ePUJ6erre4erKykrm29gsLS3RvXt3vPfee7h8+TKmT5+Offv2MY1BCJ0MtQYNGoRBgwahqKgIkZGRSEtLYzJZJRaL8eTJE9TW1uLSpUsYNWoUgMaD53ys5giBp6cnHB0dMWzYMAwZMgQTJ07kpZY7q6ZAxvlb/g93d3d07NgRpqamePToEbPDPllZWdi/fz/KysowYcIEfP311wgLC+NtP3FLNZFZ01Zh4XPGXCqVom3btryN/+TJk2ZnVEaPHs18DxrAb0UWoV2gevbsiWnTpuGDDz7QK/XI8n1bVlaGqKgodOrUCQBw4MABZmM3raqg3R6VmZmJ1atXM+/2+be//Q1xcXEAAF9fX/j6+jIdHwDmzJmDfv36MW8O1VTr1q1x6tQpvPfeezh69CgGDRrE7NB9dHQ0goKCBNHJUKPR4OzZszh8+DCOHz+O/v37w9fXl9mMeUBAADw9PdHQ0IApU6ZAKpUiIyMDGzZswPz585nEIDSzZs3Cp59+ym3D2bNnDy+rfayaAhllUv3w4UMsWLAAVVVV6NmzJwDg+vXrGDp0KJNmDkFBQXBxcUF8fDzXDYzP5aGuXbsiLS0NV65cQWBgII4cOcJLQ4Nr165BLpejU6dOaNWqFdMZc+2NRbt27eDj44MxY8ZALBZzf88qcWpoaIBarX5tH6BarWbeEhvgtyKL0C5QVlZWvOyX1fXy5Uv4+vri3XffhVwuh5OTE5OKAkBj62UtT0/PFruPsvLixQtUV1ejc+fOvMbBZ+nLmpoaWFlZISwsDAkJCVi2bBkSEhLg4uLC7DNLux1s5MiRvF7HVqxYgfz8fAwYMAAuLi5YsmQJt9LFirOzM+zs7PD48WNucsjc3ByrV6/mZYuUENy5cwehoaG4c+cO9uzZg8WLF2Pt2rXo1q0b0zhYNQUSaYTWbYKBkJAQdOzYEUFBQdwFqa6uDtHR0Xjw4IHBT5BfvnwZCoUCaWlp6Nq1K1xdXbFz507k5uYadNyWREZG4t69eygrK8PBgwcxd+5cDBw4kPnhzZZao7OYBRo3btyvnlRndYFatWoV2rdvzzWj0YqJicHNmzcRERHBJA6tTz75BPv372c6pq6amhq9C1ReXh5MTU0FcYHSVlhgWc5Oq6ioCIcOHcKZM2dgb2+PqVOnMl1ql8vlSEpKYjZec5ydnfHjjz/yum1ty5Yt6NixI+zt7fVuwlmVt9P9PezYsQP+/v5MxtWl24xI+18tkUjEbAXDxsYG7du3h5mZGTe2LtbbGUmj2bNnY9asWYiMjERSUhIOHjyIlJQU5g2Smrpy5QoCAgJ+954LRplUu7i4cMXZdWk0Gnh4eCA1NZVJHA0NDcjNzYVCocDx48chk8kwffp0jB07lsn4Wp6enkhKSoJcLkdycjIaGhrg7u6OjIwMpnFoNBrs27ePayphb2+PGTNmMDm9LYSZNwB49uwZAgICcO/ePdjY2MDExATl5eXo0KEDtmzZwrR8G9BYVeDu3bu8VmQRCiFUWAAay/hlZmYiLS0NNTU1mDBhAs6ePQs7OztmTS6E8H7h8yZcKyoqCnv27NE7g8Eysdf9PQjhRofP10VLrwctvrfoGKvJkydDoVDovTY8PDyQkpLCNI6WmgL93pVIjHL7h27dX10ikYhp+R2JRAInJyc4OTnh0aNHSE5ORlRUFPOkWvuctS+4uro6XrowRURE4Mcff4SXlxc0Gg0UCgVu3brFpHSaUE5nt2nTBnv37sWpU6dw6dIlvPPOO5g+fTpv9W+FUJFFKIRQYWHx4sU4deoUxowZg3nz5uH9998H0PiedXR0ZJZUC+H9cvbs2dceMzU1xfPnz9GvXz8mMeTk5KCwsFCvxCBLze1x5xPf2xiJ8JiamuLevXvca6OoqEjvTIqhsW4KZJRJ9a/9IPn6UOjQoQP8/f15Wb5zdnbGwoULoVQqsWvXLqSmpmLSpEnM4zhx4gSSk5O5hP7DDz9k1mikqqoK48ePf+1xPpaURSIRHBwc4ODgwGzMlgihIotQ8FlhQXthsLe3h52dHczNzXHr1i3cunULQOMMYXp6ukFjGDduHPf5WFNTw71f+KoWlJ2djfLycq5Fem5uLqRSKWpra+Hm5oaZM2caPIauXbtCqVTyllTrEsKNjhASeyIMd+/eRZcuXfDFF1/gs88+w82bN+Hh4QGlUolNmzYxi4N1UyCjTKp/LYF68OABDxHxKyAgAPn5+ejSpQuqq6sRFBTEtL6olkqlQkNDA3cXq1Kp9PYpGlKPHj2wbds2JmO9TYRQkUUo+Kyw8FsuDNqKIIbCsmvjb/HgwQMkJSWhXbt2ABoPgAcGBiI+Ph6TJ09mklTX19fD1dUV1tbWer8XVis5utcyIdzoCCGxJ8Lg4+MDMzMzODo6Yu7cuejduzfUajV69+7NdKaadVMgo0yqjxw5wncIgjJ//ny4u7sjODiY6Yu9KTc3N/j5+cHV1RUAkJ6ezmzGvFWrVrR82Aw+K7IIhRAqLAihW5zQ3h+PHz/Wa9xlYmICpVIJiUTCLLkLDAxkMk5LhHAtE9oKBhGG/Px83Lx5E0VFRcjLy8OmTZvQoUMHjBo1CqNGjcKQIUOYxMG6KZBRHlQk+nJycpCeno6ioiI4OjrC3d1dr6YjC0qlEiqVChcvXkRhYSFOnz4NPz8/ZqX9Vq1ahS+//JLJWG8TIRwG45sQKizo0l4YTp8+zbRbnNBERUWhpKQELi4uUKvVyMzMxPvvv4+ePXvi0KFD+Oc//2mwscvKyjBw4MBm93UDxnWQlw4Ikt/iyZMnyM7Oxo4dO3D9+nVcvHiRt1i0TYEqKyt/96ZAlFQTzqtXr5CTk4Nt27bh8ePHyMnJYTKubmvuMWPGAADWr1+PpKQkbN++nbYe8IjPiixCIbQKC1qGvDC8LXJycnDixAlIJBI4ODhg7NixOH/+PHr16mXQ7pdhYWEIDw9vtuGMsR7kJURXQ0MDzp07h/z8fBQUFODly5eQyWSQyWSwt7dHmzZtmMXSXFMgZ2dnfPTRR1wJxt+LUW7/IK+7cuUK0tPTcfjwYXTu3Bl+fn7Mxm6uNffnn3+OESNG8NKam/yCz4osQiGUCgt8d4sTonfeeQcSiQQqlYprjjR06FCDjxseHg5AePvMCRGKESNGYNiwYfjTn/6EmJgY5s1etFg3BaKkmsDNzQ1isRhubm747rvvIJVKmY4vtNbc5Bd8VmQRIr4OYgmhW5zQbN++HZmZmXBzc4NGo8HWrVtRVVWFuXPnMouhvLwcW7duhVKp1LvhoplqYuw++eQTFBYWIjExEffu3cOoUaNgZ2fHfJUzPj4e7du3R3l5OcrLy1/rmv177/mn7R8ElZWVvLSh1nJzc0NKSkqzrbknTZrEvAkN+YWrqyuSkpK4A6yvXr2Cl5cXDh06xHNk7Nja2nLtybWHFgG2B7GoW9zr3NzccPDgQa6c3YsXLzB58uRmG3sZMgYfHx9YW1vr/U5Yn0khRKju37+PgoICFBQUoLS0FP369YOjo6NBWoQ3h/Wef5qpNmK+vr6/OvPGarZlxIgRiImJea019+bNm2Fra8skBtI8PiuyCIUQKiwYY9L832g0Gr360CYmJnpdP1kwNTXFjBkzmI5JyNtEKpVi0qRJ6NGjB4qLi5GSkoILFy4wS6pZH5SlmWojdubMGQDAgQMHYGpqCk9PT0gkEhw6dAivXr3i9g0amtBac5NG165dg7m5OSorK1FYWAigsTxRUVERVq1axXN0xNitXr0aNTU1kMvlABob5EilUoSGhjKLQVsmzNHRUa9Tb5cuXZjFQIgQZWdno7i4GOfOncPt27cxZMgQ2Nvbw97eHtbW1nyHZzCUVBN4eXkhMTFR77HJkydDoVAwi0Gj0ei15ra1teWtNTcBoqOjsWPHDgBATEwMZDIZ4uLisHnzZtjZ2SEuLo7nCImx061Mo9FoYG9vDx8fH6az1ePGjeO+1q761dXVIT8/n1kMhAiRv78/l0Tb2toaTcUoSqoJJk2ahOjoaPTq1QsAUFFRgaVLlyI1NZXnyAhfxo8fj3379uH+/fv45ptvoFarUVNTg6VLl2L06NF8h0eM2IMHD9CpUyfcvXu32b/nY5a4vr4eWVlZ2LdvH0pLS3H+/HnmMRBC+Ed7qgmWL18OX19fWFlZQaPR4OHDh4iKiuI7LMIjc3NzSKVSSKVS/Pvf/4anpydiY2OZtY0npCWhoaGIjY3FjBkzmj0TwnL/+a1bt3DgwAEoFAoolUoEBgZi06ZNzMYnhAgLzVQTAI1LlhUVFTh58iTy8vJQUVFhtA0liH7DExcXF6YVFQj5b65evYq2bdtCKpVi27ZtKC4uxsCBA/GXv/yFSanBrKws7N+/H2VlZZgwYQKcnZ0RFhaGY8eOGXxsQohw0Uw14WZbEhMT8eTJEwQGBuLbb7/lOyzCI90ZQN0KC4Tw7fvvv0dcXBzEYjFGjhyJ69evY+LEiThz5gxWrFiBiIgIg8cQFBQEFxcXxMfHo0ePHgD4q2FOCBEOmqk2YjTbQloihNrMhDTH1dUVBw8exIsXL+Dk5ISCggKYm5tDpVLB09MTaWlpBo/h8uXLUCgUSEtLQ9euXeHq6oqdO3ciNzfX4GMTQoSLZqqNGM22kJYIoTYzIc2RSCQwMzODmZkZunfvDnNzcwCAWCxmVvmjX79+WL58ORYvXozc3FwoFAr89NNPCAgIwPTp0zF27FgmcRBChIWSaiOWmpoKhUKBadOmcbMtKpWK77CIALAumE/Ib6Vbmovvg7MSiQROTk5wcnLCo0ePkJycjKioKEqqCTFStP2DoKGhgZttOX78OGQyGc22EEIEyc7ODoMGDQIAlJaWcl9rNBqUlZWhuLiYz/AIIUaMkmqiRzvbkpycTHWqCSGCo+0E25KRI0cyioQQQvRRUk0IIYQQQsgbMo6+kYQQQgghhBgQJdWEEEIIIYS8IUqqCSGEEEIIeUOUVBNCCCGEEPKGKKkmhBBCCCHkDVHzF0IIectt27YNCQkJMDc3x/Dhw5GdnY3Dhw8jMjISZ8+ehUqlwoABAxAaGoo2bdpg3LhxkMvlKCwsRHV1NTw8PLBw4UKcPn0aa9asgZmZGZ4/f47ExEQUFBRgy5YtqK+vh6mpKZYtWwY7Ozu+nzIhhAgOJdWEEPIWy8/Ph0KhQEJCAtq2bYu///3vABoTbbFYDIVCAZFIhPXr1yMyMhIrV64EANTW1uKHH35ATU0NJkyYAC8vLwBAVVUVjh49iq5du+LGjRvYsGEDdu/eDQsLC1RVVWHWrFnIzMyEmZkZX0+ZEEIEiZJqQgh5i+Xl5cHZ2Rnt2rUDAEyfPh2nTp1Cbm4unj59ipMnTwIA6uvrYWlpyf278ePHAwCsrKxgaWkJpVIJAOjcuTPXpv7EiRO4f/8+Zs6cyf07kUiEmzdvwsbGhsXTI4SQtwYl1YQQ8haTSCTQ7eElFosBAGq1GiEhIRg7diwA4Pnz53j16hX3/5mYmHBfi0Qi7nvozkCr1Wo4ODhg48aN3GPV1dWQSqWGeTKEEPIWo4OKhBDyFhs7diwyMzPx9OlTAEBCQgIAwNHREXv37kVdXR3UajXCwsKwfv36/+l7Ozg44MSJE7h69SqAxllxd3d3vHz58vd9EoQQ8v8AzVQTQshbzMHBAd7e3vDx8YGpqSmsra3RunVrzJs3D+vWrYNcLodKpUL//v2xfPny/+l79+3bF6tWrcLnn38OjUYDiUSCLVu2wNzc3EDPhhBC3l4ije66ISGEkLdKaWkpSkpK4OfnBwDYuXMnLly4oLdlgxBCiOFRUk0IIW+xZ8+eISQkBNeuXYNIJELnzp0RHh4OKysrvkMjhBCjQkk1IYQQQgghb4gOKhJCCCGEEPKGKKkmhBBCCCHkDVFSTQghhBBCyBuipJoQQgghhJA3REk1IYQQQgghb+j/AI/QYWAJXlz9AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot bar char\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.barplot(x ='genre', y = 'counts',data = genre_counts, palette=\"GnBu_d\")\n",
+    "\n",
+    "plt.title(\"Movies per genre\")\n",
+    "plt.ylabel(\"No. of movies\")\n",
+    "plt.xticks(rotation = 90)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Genre vs Rating"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 284,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "      <th>Revenue_Classification</th>\n",
+       "      <th>Genre_1</th>\n",
+       "      <th>Genre_2</th>\n",
+       "      <th>Genre_3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Gunn</td>\n",
+       "      <td>male</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>Sci-Fi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>Ridley</td>\n",
+       "      <td>Scott</td>\n",
+       "      <td>male</td>\n",
+       "      <td>average</td>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>Mystery</td>\n",
+       "      <td>Sci-Fi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>M.</td>\n",
+       "      <td>Night Shyamalan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>Thriller</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Christophe</td>\n",
+       "      <td>Lourdelet</td>\n",
+       "      <td>male</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Animation</td>\n",
+       "      <td>Comedy</td>\n",
+       "      <td>Family</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>David</td>\n",
+       "      <td>Ayer</td>\n",
+       "      <td>male</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>Fantasy</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore Director_Fname  \\\n",
+       "0     8.1  757074              333.13       76.0          James   \n",
+       "1     7.0  485820              126.46       65.0         Ridley   \n",
+       "2     7.3  157606              138.12       62.0             M.   \n",
+       "3     7.2   60545              270.32       59.0     Christophe   \n",
+       "4     6.2  393727              325.02       40.0          David   \n",
+       "\n",
+       "    Director_Lname Director_genre Revenue_Classification    Genre_1  \\\n",
+       "0             Gunn           male                   high     Action   \n",
+       "1            Scott           male                average  Adventure   \n",
+       "2  Night Shyamalan           male                   high     Horror   \n",
+       "3        Lourdelet           male                   high  Animation   \n",
+       "4             Ayer           male                   high     Action   \n",
+       "\n",
+       "     Genre_2  Genre_3  \n",
+       "0  Adventure   Sci-Fi  \n",
+       "1    Mystery   Sci-Fi  \n",
+       "2   Thriller     None  \n",
+       "3     Comedy   Family  \n",
+       "4  Adventure  Fantasy  "
+      ]
+     },
+     "execution_count": 284,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gender_split = movies_db['Genre'].str.split(\",\", n = 2, expand = True)\n",
+    "movies_db['Genre_1'] = gender_split[0]\n",
+    "movies_db['Genre_2'] = gender_split[1]\n",
+    "movies_db['Genre_3'] = gender_split[2]\n",
+    "movies_db.head()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 307,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "      <th>Revenue_Classification</th>\n",
+       "      <th>Genre_1</th>\n",
+       "      <th>Genre_2</th>\n",
+       "      <th>Genre_3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Gunn</td>\n",
+       "      <td>male</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>Sci-Fi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>Ridley</td>\n",
+       "      <td>Scott</td>\n",
+       "      <td>male</td>\n",
+       "      <td>average</td>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>Mystery</td>\n",
+       "      <td>Sci-Fi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>M.</td>\n",
+       "      <td>Night Shyamalan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>Thriller</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Christophe</td>\n",
+       "      <td>Lourdelet</td>\n",
+       "      <td>male</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Animation</td>\n",
+       "      <td>Comedy</td>\n",
+       "      <td>Family</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>David</td>\n",
+       "      <td>Ayer</td>\n",
+       "      <td>male</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>Fantasy</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore Director_Fname  \\\n",
+       "0     8.1  757074              333.13       76.0          James   \n",
+       "1     7.0  485820              126.46       65.0         Ridley   \n",
+       "2     7.3  157606              138.12       62.0             M.   \n",
+       "3     7.2   60545              270.32       59.0     Christophe   \n",
+       "4     6.2  393727              325.02       40.0          David   \n",
+       "\n",
+       "    Director_Lname Director_genre Revenue_Classification    Genre_1  \\\n",
+       "0             Gunn           male                   high     Action   \n",
+       "1            Scott           male                average  Adventure   \n",
+       "2  Night Shyamalan           male                   high     Horror   \n",
+       "3        Lourdelet           male                   high  Animation   \n",
+       "4             Ayer           male                   high     Action   \n",
+       "\n",
+       "     Genre_2  Genre_3  \n",
+       "0  Adventure   Sci-Fi  \n",
+       "1    Mystery   Sci-Fi  \n",
+       "2   Thriller     None  \n",
+       "3     Comedy   Family  \n",
+       "4  Adventure  Fantasy  "
+      ]
+     },
+     "execution_count": 307,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movies_db.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 304,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sort_rating = movies_db.sort_values(by=['Rating'],ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 340,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.scatterplot(x= 'Genre_1', y= 'Rating', hue = 'Revenue_Classification', size = 'Revenue_Classification', alpha = 0.9, data= sort_rating, palette = 'Blues_d')\n",
+    "plt.xticks(rotation = 90)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 341,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.barplot(x ='Genre_1', y = 'Rating',data = sort_rating, palette=\"GnBu_d\")#, order=sort_rating['Rating'])\n",
+    "\n",
+    "plt.title(\"Rating per genre\")\n",
+    "plt.xlabel(\"Movie Genre\")\n",
+    "plt.xticks(rotation = 90)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Genre vs Votes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 342,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.scatterplot(x= 'Genre_1', y= 'Votes', hue = 'Revenue_Classification', size = 'Revenue_Classification', alpha = 0.9, data= movies_db, palette = 'Blues_d')\n",
+    "plt.xticks(rotation = 90)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 343,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.barplot(x ='Genre_1', y = 'Votes',data = movies_db, palette=\"GnBu_d\")#, order=movies_db['Votes'])\n",
+    "\n",
+    "plt.title(\"Votes per genre\")\n",
+    "plt.xlabel(\"Movie Genre\")\n",
+    "plt.xticks(rotation = 90)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/your-project/.ipynb_checkpoints/Analysis_Deliverable-checkpoint.ipynb b/your-project/.ipynb_checkpoints/Analysis_Deliverable-checkpoint.ipynb
new file mode 100644
index 0000000..b00ba79
--- /dev/null
+++ b/your-project/.ipynb_checkpoints/Analysis_Deliverable-checkpoint.ipynb
@@ -0,0 +1,2747 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import libraries\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from scipy import stats\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Gunn</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>Ridley</td>\n",
+       "      <td>Scott</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>M.</td>\n",
+       "      <td>Night Shyamalan</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Christophe</td>\n",
+       "      <td>Lourdelet</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>David</td>\n",
+       "      <td>Ayer</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore Director_Fname  \\\n",
+       "0     8.1  757074              333.13       76.0          James   \n",
+       "1     7.0  485820              126.46       65.0         Ridley   \n",
+       "2     7.3  157606              138.12       62.0             M.   \n",
+       "3     7.2   60545              270.32       59.0     Christophe   \n",
+       "4     6.2  393727              325.02       40.0          David   \n",
+       "\n",
+       "    Director_Lname Director_genre  \n",
+       "0             Gunn           male  \n",
+       "1            Scott           male  \n",
+       "2  Night Shyamalan           male  \n",
+       "3        Lourdelet           male  \n",
+       "4             Ayer           male  "
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# import the cleaned dataset\n",
+    "movies_db = pd.read_csv('Movies_DB_clean.csv',index_col=0)\n",
+    "movies_db.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Gunn</td>\n",
+       "      <td>male</td>\n",
+       "      <td>757.074</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>Ridley</td>\n",
+       "      <td>Scott</td>\n",
+       "      <td>male</td>\n",
+       "      <td>485.820</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>M.</td>\n",
+       "      <td>Night Shyamalan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>157.606</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Christophe</td>\n",
+       "      <td>Lourdelet</td>\n",
+       "      <td>male</td>\n",
+       "      <td>60.545</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>David</td>\n",
+       "      <td>Ayer</td>\n",
+       "      <td>male</td>\n",
+       "      <td>393.727</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore Director_Fname  \\\n",
+       "0     8.1  757074              333.13       76.0          James   \n",
+       "1     7.0  485820              126.46       65.0         Ridley   \n",
+       "2     7.3  157606              138.12       62.0             M.   \n",
+       "3     7.2   60545              270.32       59.0     Christophe   \n",
+       "4     6.2  393727              325.02       40.0          David   \n",
+       "\n",
+       "    Director_Lname Director_genre  Votes (Thousands)  \n",
+       "0             Gunn           male            757.074  \n",
+       "1            Scott           male            485.820  \n",
+       "2  Night Shyamalan           male            157.606  \n",
+       "3        Lourdelet           male             60.545  \n",
+       "4             Ayer           male            393.727  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# adding a new column changing the vote counts to thousands\n",
+    "movies_db['Votes (Thousands)'] = movies_db['Votes'] / 1000\n",
+    "movies_db.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# General insights on the dataset"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Revenue"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count    756.000000\n",
+       "mean      94.058519\n",
+       "std      106.309789\n",
+       "min        0.010000\n",
+       "25%       25.022500\n",
+       "50%       58.315000\n",
+       "75%      127.407500\n",
+       "max      936.630000\n",
+       "Name: Revenue (Millions), dtype: float64"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# general overview of the revenue data\n",
+    "revenue_stats = movies_db['Revenue (Millions)'].describe()\n",
+    "revenue_stats.head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqwAAAGsCAYAAAAYKvWtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAdo0lEQVR4nO3deZBW9Z3v8c9Dd6sQxx3LBTRq1EkoY+7UqEFAIqZExFZBdKKZJPeaiIIZLWeJrbglQRCTiqVxJgmWS+7EZFIaXLAyTqwosrngktJr4jJGgVLCEMOisvXy3D8IT2hoUJamf42v11/dT5/l+5xz6vHt4UBXqtVqNQAAUKgeXT0AAABsimAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKLVf9ACixe/n7a27f9Pte6996555533tvt+KYvrgMR1wBquAxLXwY6qR49K9tzzYxv9+QcGa1tbtUuCde2+wXVA4jpgDdcBievgo8gjAQAAFE2wAgBQNMEKAEDRBCsAAEUTrAAAFE2wAgBQNMEKAEDRBCsAAEUTrAAAFE2wAgBQNMEKAEDRBCsAAEUTrAAAFE2wAgBQNMEKAEDRBCsAAEUTrAAAFE2wAgBQNMEKAEDRBCsAAEUTrAAAFE2wAgBQNMEKAEDRBCsAAEUTrAAAFE2wAgBQNMEKAEDRBCsAAEUTrAAAFE2wAgBQNMEKAEDRBCsAAEUTrAAAFE2wAgBQtPquHqAz/PSn/zfz58/d5ttdunRJkmT33ffY5tvuLH37HpzzzvtyV48BALDFdshgnT9/bl557b9Tt8u2DcvWlWuCddGylm263c6ydl4AgO5shwzWJKnbZY/0OvikbbrN5XN/nSTbfLudZe28AADdmWdYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAommAFAKBoghUAgKIJVgAAiiZYAQAoWn1XD9CRWbOmZ7fdeuaoo47p6lFgq82aNT1JMmDACV08CQB0T0UG68yZj6ehoU6wskOYOfPxJIIVALaURwIAACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglW2E6WLFmc8eOvyfjx12Tp0iXtfjZv3pu56KL/na9+9Yu55prLaz9fu84113wjY8een/nz57Z7/frr/7KtefPezNix5+eb37yy3fo33PCtLF26pPb1vHlv/nmbl2fMmP+Tb35zXObNe7O23PpzXXzxV/Pb375YW3f95dYuM3/+3HZfb+wYdLSfDzpu//RP/9Tuvb700gv56le/mN/+9v9tcrsdHafNsal5t+S9bO4+OsvWHpfupjufq+7CsdkxlHwe66677rrrNrXAihWrU61up2n+bNas6amr65H+/Qdt8fp/WrY8DXscuk3nal76RpJs8+12lualb2Sv3Xtl4MDBXT3KFvvYx3bO8uWru3qMrTJr1vQkyYIFb+X555/J4sV/yurVq3L00f+rtsx3vnN9lixZ8wGxbNmy2s/vuednef75Z7Js2bK0tLTk1VdfzpAhJ9deX3db3/nO9Vm8eHGWLl3Sbv3nnpuTVatW5dVXX85zz83Jq6++nHnz5mbZsmVpbW3N0qVL8uqrL2fu3DezatWGcy1e/Kf85jfPZ+HCP3S43NplXn315Tz77Jza10OGnLzBsVh3nnX3syn33POz2nbXvq9vfeuqNDevzm9+81xOPfX0jW63o+O0OTY175a8l83dR2fZ2uPSVbb086A7n6vuYnsemx3hvwul6sprvFKppFevnTb6c3dYYTtoaWnOjBmP176fMePxdndG3377rXbLT5/+WObNm9tunSR5++238tJLL2bGjGm112bOfDwvvfRCu23MmDEt8+a9mZkzH0+1Ws2MGY9nxow1X6+/r7XbrVarmTlzeodzLV/+fm3ddZdbd5m3336r3dfr32VdsmRxbZ5197MpS5Ys3uC9Pv307Cxf/n5trqeffrLD7Xa07ube2d3YvFvyXjZ3H51la49Ld9Odz1V34djsGEo/j/VdPUBHli5dkmXLlmbSpG9v0frz5s1NW2vdNp6q+2lrWZl58+Zu8XEsQUNDXZqbW7t6jK0yb96acGttbam91tLSkgcfnJIvfen8TJ78rxus09ramsmTb223zlo/+MEtaWn5yzFpaWnJD37w/XbLtLS0ZPLkf01bW7X2faXywbO2tbVtcq71l3vlld9tdJkf/ejWjB//ndr3U6feV5tn3f1sytSp923wXm+77Yftlrnttn/rcP6O1v0w+/ww827Je9ncfXSWrT0u3U13PlfdhWOzYyj9PLrDCtvBypUrUm33bE01TzwxK0k6vOO59vVqB8/jrLm7+JfXq9Vq7Y7j+uv/JXirHW5rfa2tLR8417rLbWqZ9X/2xBOzavOsu59NWbNM+/e6fsS3trZ0uN2O1v0w+/ww827Je9ncfXSWrT0u3U13PlfdhWOzYyj9PBZ5h3X33ffIPvvsnX/8xyu3aP1Jk76d/57/x208VffTo36XHNR3n1x++dVdPcoW6937r7Jo0btdPcZWmTTp2/nDHxZk2bKl60RjJf37D0iSHHDAgR2G3wEHHJgFC97eIDR79fpYli9fnrXRUalU0rNnrw2i9YADDszChQv//AFUSaWSD4zWurr6D5xr3eVeeeV3G13mgAMObPd9//4DMn36tLS2trTbz6b07z8gjz3263bvtUePunbRWle35mNs/e12tO6H2eeHmXdL3svm7qOzbO1x6W6687nqLhybHUPp59EdVtgO9tlnn1pYJUl9fX1OP31kkmT06Is3WL6uri6jR3+93TprjRlzSerr//LIS319fcaM+Yd2y9TX12f06IvTo0el9n1H21pfjx49NjnX+sttapkLL/x6u+8bG0fU5ll3P5vS2Dhig/d6wQUXtVvmggvGdrjdjtb9MPv8MPNuyXvZ3H10lq09Lt1Ndz5X3YVjs2Mo/TwKVtgO6usbMmjQX/61hkGDBmf33fdIkhx00Mc3uBt5wgkn5qCDDm63TrLmrmW/fkdl0KDP1V4bOHBw+vX7dLttDBr0uRx00MczcODgVCqVDBo0OIMGrfl6/X2t3W6lUsnAgSd0OFevXh+rrbvucusuc8ABB7b7um/fg9vtY4899qzNs+5+NmWPPfbc4L0ee+zx6dXrY7W5jj32sx1ut6N1P8w+P8y8W/JeNncfnWVrj0t3053PVXfh2OwYSj+PghW2k8bGETn00E/k0EM/scH/uY4efXF22mmnVCqV9OnTt91dwkMP/UT69OmTXXbZpXbXcu3rhx32iXZ3RHfZZZccfPDH261/+OFH5vTTR9a+Hj364j9vs2923nnnHHzwIRk9+uLacuvP1bNnz4wde0lt3fWXW7vMhRd+vd3XGzsGHe3ng47bEUcc0e69jhnzD6lUKhk79tJNbrej47Q5NjXvlryXzd1HZ9na49LddOdz1V04NjuGks9jpfoBD7W98857tb81tr1MmvTtNDTUbfUzrL0OPmmbzrV87q+TZJtvt7Msn/vrfMIzrF1u7b/S0J3PQ1fbEa4Dtp7rgMR1sKPq0aOSvffedeM/346zAADAZhOsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUrb6rB+jIwIGDs9tuPbt6DNgmBg4c3NUjAEC3VmSwDhhwQnr3/qssWvRuV48CW23AgBO6egQA6NY8EgAAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNHqu3qAztK6ckmWz/31Nt9mkm2+3c6yZt59unoMAICtskMGa9++B3fKdpcuXXO4dt99j07Z/ra3T6cdCwCA7WWHDNbzzvtyV48AAMA24hlWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGiCFQCAoglWAACKJlgBACiaYAUAoGj1H7RAjx6V7TFHcfumHK4DEtcBa7gOSFwHO6IPOqeVarVa3U6zAADAZvNIAAAARROsAAAUTbACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNEEKwAARSsuWKdOnZpTTz01J598cu6+++6uHodOduutt2b48OEZPnx4brzxxiTJ7Nmz09jYmJNPPjk33XRTbdnf/e53GTlyZIYOHZpx48alpaWlq8amk0yaNClNTU1JNn6+33777Xzxi1/MKaeckjFjxuT999/vypHZhh599NGMHDkyw4YNy/jx45P4PPgoeuCBB2r/XZg0aVISnwckqRbkD3/4Q/XEE0+sLl68uPr+++9XGxsbq6+99lpXj0UnmTVrVvXv/u7vqqtWraquXr26+uUvf7k6derU6uDBg6vz5s2rNjc3V88///zqtGnTqtVqtTp8+PDq888/X61Wq9Urrriievfdd3fl+Gxjs2fPrh533HHVyy+/vFqtbvx8jx49uvrQQw9Vq9Vq9dZbb63eeOONXTMw29S8efOqAwcOrC5YsKC6evXq6rnnnludNm2az4OPmOXLl1ePOeaY6jvvvFNtbm6ujho1qjpr1iyfB1SLusM6e/bsfPazn80ee+yRXr16ZejQoXn44Ye7eiw6Se/evdPU1JSddtopDQ0NOeyww/Lmm2/m4IMPTt++fVNfX5/GxsY8/PDDeeutt7Jy5cp85jOfSZKMHDnStbEDWbJkSW666aZcdNFFSbLR893c3Jw5c+Zk6NCh7V6n+3vkkUdy6qmnZr/99ktDQ0Nuuumm9OzZ0+fBR0xra2va2tqyYsWKtLS0pKWlJfX19T4PSH1XD7Cu//mf/0nv3r1r3++777554YUXunAiOtPhhx9e+/rNN9/Mf/7nf+bv//7vN7gGFi5cuMG10bt37yxcuHC7zkvnueaaa3LZZZdlwYIFSTb8LFh7vhcvXpxdd9019fX17V6n+5s7d24aGhpy0UUXZcGCBfnc5z6Xww8/3OfBR8yuu+6aSy+9NMOGDUvPnj1zzDHHpKGhwecBZT3D2tbWlkqlUvu+Wq22+54d02uvvZbzzz8/3/jGN9K3b98OrwHXxo7rnnvuyf7775/+/fvXXtvY+e7ovLsOdgytra154oknMmHChPz85z/PCy+8kPnz5/s8+Ih5+eWX84tf/CKPPfZYZsyYkR49emTWrFk+DyjrDut+++2XZ555pvb9okWLsu+++3bhRHS2Z599NpdcckmuvPLKDB8+PE8//XQWLVpU+/naa2C//fZr9/of//hH18YO4pe//GUWLVqUM844I0uXLs3y5ctTqVQ6PN977bVX3n333bS2tqaurs5nxA5kn332Sf/+/bPXXnslST7/+c/n4YcfTl1dXW0Znwc7vpkzZ6Z///7Ze++9k6z5Y/7bb7/d5wFl3WE9/vjj88QTT+RPf/pTVqxYkV/96lc54YQTunosOsmCBQty8cUX57vf/W6GDx+eJDn66KPzxhtvZO7cuWltbc1DDz2UE044IQceeGB23nnnPPvss0nW/C1S18aO4c4778xDDz2UBx54IJdcckmGDBmSiRMndni+Gxoa8rd/+7f55S9/mSS5//77XQc7iBNPPDEzZ87MsmXL0tramhkzZuSUU07xefAR89d//deZPXt2li9fnmq1mkcffTTHHnuszwNSqVar1a4eYl1Tp07Nj370ozQ3N2fUqFG54IILunokOsn48ePzi1/8IgcddFDttS984Qv5+Mc/nokTJ2bVqlUZPHhwrrjiilQqlbz88su56qqr8t5776Vfv36ZOHFidtpppy58B2xrU6ZMydNPP50bbrhho+f7rbfeSlNTU955553sv//++d73vpfdd9+9q0dnG7j33ntz1113pbm5OQMGDMhVV12Vp556yufBR8zkyZMzZcqUNDQ05Kijjsq1116bN954w+fBR1xxwQoAAOsq6pEAAABYn2AFAKBoghUAgKIJVgAAiiZYAQAommAFinLkkUemsbExZ5xxRs4888wMHTo0Z511Vl588cWuHm2LtLa25sILL8wf//jHTJkyJUceeWRuueWWdstUq9WcdNJJOe2005IkP/vZzzJ58uQkyZAhQ/Liiy/mqaeeqv385ptvzv3337/NZ73rrrs6ZbsAW6uo33QFkCQ//vGPa7/xKEluv/32jB8/Pj//+c+7cKotc8cdd+TYY4/NPvvskyQ54IAD8uCDD+aSSy6pLfPMM89k5cqV6dmzZ5Lk3HPP3eQ2L7300k6Z9Utf+lJGjRqVAQMGtPvd7QBdzR1WoGgtLS1ZsGBBu38M/Ac/+EFGjBiRM844I2PHjs3ChQvzxhtv5Ljjjsvq1auTrLmzOWjQoLz++ut5991309TUlJEjR6axsTETJkxIS0tLkuSoo47K97///XzhC1/IkCFD8tOf/jTJml9icOGFF9b2ue73q1evzoQJEzJixIicfvrpaWpqynvvvbfB7CtWrMiPf/zjjBw5svbaEUcckV69euW5556rvXbffffl9NNPr33//e9/P9/61rc2ekyamppy++23J1kTu+ecc04aGxszcuTITJ8+vTbvmDFjcvHFF+e0007LqFGj8vrrrydJfvWrX2XEiBEZOXJkzj777MyZMydJUldXl2HDhuW22277wPMCsD0JVqA4X/nKV9LY2JiBAwdm6NChSZKJEycmWfPrF1999dXcc889eeCBBzJ48OBcddVVOeSQQ3L44Yfn0UcfTbLmd5L36dMnhx12WCZMmJB+/fplypQpuf/++7N48eLceeedSdbE55577pn/+I//yC233FL7rUqbMnny5NTV1WXKlCl58MEHs+++++a73/3uBss9+eSTOeSQQ7Lnnnu2e/3MM8/MAw88kGRN1D777LMZNGjQZh+nxYsX55JLLsm4ceMyderUTJo0Kf/yL/+S+fPnJ0nmzJmTq6++Og899FCOPvro2mMGN954Y6699tpMmTIll156aZ566qnaNgcMGJBHHnlks2cB6EweCQCKs/aRgJdeeimjR4/Occcdl7333jtJ8thjj+XFF1/MWWedlSRpa2vLihUrkiSjRo3Kfffdl1NOOSVTpkzJOeeckySZNm1aXnzxxdx7771JkpUrV7bb30knnZQk6devX1avXp3ly5dvcr5p06bl3XffzezZs5Mkzc3NtfnW9fvf/77drx5ea+0zuuPGjcsjjzySIUOGpK6u7kMfn7VeeOGFHHTQQTn66KOTJIcffnj+5m/+Jk8//XQqlUr69euX/fbbL0nyqU99qhaiw4cPz9e//vUMHjw4AwYMaPcrsPv06ZO33347q1atys4777zZMwF0BsEKFKtfv3654oor0tTUlE9+8pPp06dP2tra8rWvfS3nnXdekjV3SJcuXZokGTZsWG644Ya8/vrrmTNnTm644YYka6L25ptvzmGHHZYkWbZsWSqVSm0/a8Ns7WvVajWVSiXr/ubq5ubm2tdtbW258sorM3jw4CTJ+++/3+Fd2Uqlkra2tg1e7927dz71qU9l+vTpuf/++9PU1JTFixdv9vFpbW1t9z7Wzt7S0pKGhobssssu7WZZ+34uu+yynHXWWZk1a1amTJmSO+64oxbzDQ0NqVQqG2wXoCt5JAAo2mmnnZZPf/rTtUcCBg4cmHvvvbf2zOjNN9+cb3zjG0nWhOfw4cPT1NSUk08+ufaXmAYOHJi77ror1Wo1q1evzpgxY/KTn/xkk/vda6+98tprr2XVqlVpbm7Of/3Xf9V+NnDgwNx9991ZvXp12tracvXVV+d73/veBts45JBDan88v74zzzwzd955Z959990cccQRm39gknzmM5/J73//+7zwwgtJktdeey1z5szJscceu9F1WlpaMmTIkKxYsSLnnnturr322rzyyiu1Z3/nz5+fPn36ZKeddtqimQA6gzusQPGuvvrqnH766ZkxY0bOPvvsLFy4MOecc04qlUr233//2p3UJDn77LPzk5/8JNddd13ttXHjxuX6669PY2Njmpubc/zxx+drX/vaJvc5YMCAHHPMMRk2bFh69+6d4447Lq+88kqSZOzYsZk0aVJGjBiR1tbWfPKTn0xTU9MG2zj++OMzbty4LFu2LLvttlu7n33+85/Ptddem8suu2yLj8tee+2Vm2++Od/+9rezcuXKVCqVTJw4MYccckief/75Dtepr6/PlVdemX/+539OfX19KpVKJkyYUAvUGTNm5JRTTtnimQA6Q6W67p95AbBN/fCHP0xdXV2750RL1dramhEjRuSOO+6o/TNcACXwSABAJzr//PPz5JNPZtGiRV09ygf693//93zlK18Rq0Bx3GEFAKBo7rACAFA0wQoAQNEEKwAARROsAAAUTbACAFA0wQoAQNH+Pwi8SuP+qhJ9AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# creating some plot to visualize the distribution\n",
+    "sns.set(style= 'darkgrid')\n",
+    "\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "ax = sns.boxplot(x= movies_db['Revenue (Millions)'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.violinplot(\"Revenue (Millions)\", data = movies_db)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "'''\n",
+    "Because of the data dispersion, I decided to bin the revenue data based on the\n",
+    "statistics summary. The bins are as follows:\n",
+    "# up to 25% percentile = low revenue\n",
+    "# 25% to 75% percentile = average revenue\n",
+    "# 75% to mean + 3std = high revenue\n",
+    "# outliers = top revenue\n",
+    "'''\n",
+    "\n",
+    "rev_bins = ['low','average','high','top']\n",
+    "\n",
+    "rev_binned = pd.cut(movies_db['Revenue (Millions)'], [0,revenue_stats[4],revenue_stats[6],(revenue_stats[1] + 3 * revenue_stats[2]),revenue_stats[7]],labels = rev_bins)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# add revenue classification column to dataframe\n",
+    "movies_db['Revenue_Classification'] = rev_binned"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "      <th>Revenue_Classification</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Gunn</td>\n",
+       "      <td>male</td>\n",
+       "      <td>757.074</td>\n",
+       "      <td>high</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>Ridley</td>\n",
+       "      <td>Scott</td>\n",
+       "      <td>male</td>\n",
+       "      <td>485.820</td>\n",
+       "      <td>average</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>M.</td>\n",
+       "      <td>Night Shyamalan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>157.606</td>\n",
+       "      <td>high</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Christophe</td>\n",
+       "      <td>Lourdelet</td>\n",
+       "      <td>male</td>\n",
+       "      <td>60.545</td>\n",
+       "      <td>high</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>David</td>\n",
+       "      <td>Ayer</td>\n",
+       "      <td>male</td>\n",
+       "      <td>393.727</td>\n",
+       "      <td>high</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore Director_Fname  \\\n",
+       "0     8.1  757074              333.13       76.0          James   \n",
+       "1     7.0  485820              126.46       65.0         Ridley   \n",
+       "2     7.3  157606              138.12       62.0             M.   \n",
+       "3     7.2   60545              270.32       59.0     Christophe   \n",
+       "4     6.2  393727              325.02       40.0          David   \n",
+       "\n",
+       "    Director_Lname Director_genre  Votes (Thousands) Revenue_Classification  \n",
+       "0             Gunn           male            757.074                   high  \n",
+       "1            Scott           male            485.820                average  \n",
+       "2  Night Shyamalan           male            157.606                   high  \n",
+       "3        Lourdelet           male             60.545                   high  \n",
+       "4             Ayer           male            393.727                   high  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movies_db.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 648x792 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# visualizing the binned revenue data\n",
+    "sns.set(style= 'darkgrid')\n",
+    "f, ax = plt.subplots(figsize=(9,11))\n",
+    "ax = sns.boxplot(x= movies_db['Revenue_Classification'], y= movies_db['Revenue (Millions)'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Top 25 highest-grossing movies"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "      <th>Revenue_Classification</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>51</td>\n",
+       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>Three decades after the defeat of the Galactic...</td>\n",
+       "      <td>J.J. Abrams</td>\n",
+       "      <td>Daisy Ridley, John Boyega, Oscar Isaac, Domhna...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>136</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>661608</td>\n",
+       "      <td>936.63</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>J.J.</td>\n",
+       "      <td>Abrams</td>\n",
+       "      <td>male</td>\n",
+       "      <td>661.608</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>88</td>\n",
+       "      <td>Avatar</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A paraplegic marine dispatched to the moon Pan...</td>\n",
+       "      <td>James Cameron</td>\n",
+       "      <td>Sam Worthington, Zoe Saldana, Sigourney Weaver...</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>162</td>\n",
+       "      <td>7.8</td>\n",
+       "      <td>935408</td>\n",
+       "      <td>760.51</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Cameron</td>\n",
+       "      <td>male</td>\n",
+       "      <td>935.408</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>86</td>\n",
+       "      <td>Jurassic World</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A new theme park, built on the original site o...</td>\n",
+       "      <td>Colin Trevorrow</td>\n",
+       "      <td>Chris Pratt, Bryce Dallas Howard, Ty Simpkins,...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>455169</td>\n",
+       "      <td>652.18</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Colin</td>\n",
+       "      <td>Trevorrow</td>\n",
+       "      <td>male</td>\n",
+       "      <td>455.169</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>77</td>\n",
+       "      <td>The Avengers</td>\n",
+       "      <td>Action,Sci-Fi</td>\n",
+       "      <td>Earth's mightiest heroes must come together an...</td>\n",
+       "      <td>Joss Whedon</td>\n",
+       "      <td>Robert Downey Jr., Chris Evans, Scarlett Johan...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>143</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>1045588</td>\n",
+       "      <td>623.28</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>Joss</td>\n",
+       "      <td>Whedon</td>\n",
+       "      <td>male</td>\n",
+       "      <td>1045.588</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>55</td>\n",
+       "      <td>The Dark Knight</td>\n",
+       "      <td>Action,Crime,Drama</td>\n",
+       "      <td>When the menace known as the Joker wreaks havo...</td>\n",
+       "      <td>Christopher Nolan</td>\n",
+       "      <td>Christian Bale, Heath Ledger, Aaron Eckhart,Mi...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>152</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>1791916</td>\n",
+       "      <td>533.32</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>Christopher</td>\n",
+       "      <td>Nolan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>1791.916</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Rank                                       Title  \\\n",
+       "37    51  Star Wars: Episode VII - The Force Awakens   \n",
+       "68    88                                      Avatar   \n",
+       "67    86                              Jurassic World   \n",
+       "58    77                                The Avengers   \n",
+       "40    55                             The Dark Knight   \n",
+       "\n",
+       "                       Genre  \\\n",
+       "37  Action,Adventure,Fantasy   \n",
+       "68  Action,Adventure,Fantasy   \n",
+       "67   Action,Adventure,Sci-Fi   \n",
+       "58             Action,Sci-Fi   \n",
+       "40        Action,Crime,Drama   \n",
+       "\n",
+       "                                          Description           Director  \\\n",
+       "37  Three decades after the defeat of the Galactic...        J.J. Abrams   \n",
+       "68  A paraplegic marine dispatched to the moon Pan...      James Cameron   \n",
+       "67  A new theme park, built on the original site o...    Colin Trevorrow   \n",
+       "58  Earth's mightiest heroes must come together an...        Joss Whedon   \n",
+       "40  When the menace known as the Joker wreaks havo...  Christopher Nolan   \n",
+       "\n",
+       "                                               Actors  Year  \\\n",
+       "37  Daisy Ridley, John Boyega, Oscar Isaac, Domhna...  2015   \n",
+       "68  Sam Worthington, Zoe Saldana, Sigourney Weaver...  2009   \n",
+       "67  Chris Pratt, Bryce Dallas Howard, Ty Simpkins,...  2015   \n",
+       "58  Robert Downey Jr., Chris Evans, Scarlett Johan...  2012   \n",
+       "40  Christian Bale, Heath Ledger, Aaron Eckhart,Mi...  2008   \n",
+       "\n",
+       "    Runtime (Minutes)  Rating    Votes  Revenue (Millions)  Metascore  \\\n",
+       "37                136     8.1   661608              936.63       81.0   \n",
+       "68                162     7.8   935408              760.51       83.0   \n",
+       "67                124     7.0   455169              652.18       59.0   \n",
+       "58                143     8.1  1045588              623.28       69.0   \n",
+       "40                152     9.0  1791916              533.32       82.0   \n",
+       "\n",
+       "   Director_Fname Director_Lname Director_genre  Votes (Thousands)  \\\n",
+       "37           J.J.         Abrams           male            661.608   \n",
+       "68          James        Cameron           male            935.408   \n",
+       "67          Colin      Trevorrow           male            455.169   \n",
+       "58           Joss         Whedon           male           1045.588   \n",
+       "40    Christopher          Nolan           male           1791.916   \n",
+       "\n",
+       "   Revenue_Classification  \n",
+       "37                    top  \n",
+       "68                    top  \n",
+       "67                    top  \n",
+       "58                    top  \n",
+       "40                    top  "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# creating a df sorted by the revenue\n",
+    "top25_revenue_movie = movies_db.sort_values(by = ['Revenue (Millions)'], ascending = False)\n",
+    "top25_revenue_movie.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# ploting the top 25\n",
+    "sns.set(style=\"darkgrid\")\n",
+    "\n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "\n",
+    "ax = sns.barplot(x= 'Revenue (Millions)', y= 'Title', data= top25_revenue_movie[:25], palette= 'GnBu_d')\n",
+    "plt.title(\"Top 25 highest-grossing movies\",fontsize =16)\n",
+    "plt.xlabel(\"Revenue (Millions)\",fontsize =16)\n",
+    "plt.ylabel(\"Movie\",fontsize =16)\n",
+    "#plt.rcParams[\"axes.labelsize\"] = 10\n",
+    "#plt.xticks(rotation = 90)\n",
+    "sns.set(font_scale=1)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Movies per director genre"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 504x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# visualizing percentage of movies per director genre\n",
+    "labels = movies_db['Director_genre'].value_counts().index\n",
+    "sizes = (movies_db['Director_genre'].value_counts().values/len(movies_db['Director_genre']))*100\n",
+    "\n",
+    "fig1,ax1 = plt.subplots(figsize=(7,7))\n",
+    "ax1.pie(sizes, explode = (0,0.2),labels = labels,autopct='%1.1f%%',textprops={'fontsize': 16})\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Rating"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# histogram for ratings\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "fig = sns.distplot(movies_db['Rating'], bins=10, kde = False, rug= False)\n",
+    "plt.axvline(6.89,0,0.94) # this is to display the mean\n",
+    "plt.title(\"Histogram for Ratings\",fontsize=16)\n",
+    "plt.ylabel('Frequency', fontsize = 16)\n",
+    "plt.xlabel('Rating', fontsize = 16)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'The average rating is 6.893386243386244'"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# average rating\n",
+    "rat_mean = movies_db['Rating'].mean()\n",
+    "f'The average rating is {rat_mean}'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Votes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# histogram for votes\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "fig = sns.distplot(movies_db['Votes (Thousands)'], bins = 10, kde = False, rug= False)\n",
+    "plt.title(\"Histogram for Votes\",fontsize=16)\n",
+    "plt.ylabel('Frequency', fontsize = 16)\n",
+    "plt.xlabel('Votes (Thousands)', fontsize = 16)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Rating and votes over the years"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Year\n",
+       "2006    42\n",
+       "2007    48\n",
+       "2008    51\n",
+       "2009    47\n",
+       "2010    57\n",
+       "Name: Rank, dtype: int64"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# no. of movies over the years\n",
+    "movies_years = movies_db.groupby('Year').agg('count')['Rank']\n",
+    "movies_years.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rating</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2006</th>\n",
+       "      <td>7.130952</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2007</th>\n",
+       "      <td>7.175000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2008</th>\n",
+       "      <td>6.778431</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2009</th>\n",
+       "      <td>6.929787</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010</th>\n",
+       "      <td>6.894737</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Rating\n",
+       "Year          \n",
+       "2006  7.130952\n",
+       "2007  7.175000\n",
+       "2008  6.778431\n",
+       "2009  6.929787\n",
+       "2010  6.894737"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# rating over the years\n",
+    "rating_years = movies_db.groupby('Year').agg({'Rating':'mean'})\n",
+    "rating_years.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2006</th>\n",
+       "      <td>275.016024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2007</th>\n",
+       "      <td>260.963542</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2008</th>\n",
+       "      <td>279.656765</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2009</th>\n",
+       "      <td>265.747277</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010</th>\n",
+       "      <td>261.082930</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Votes (Thousands)\n",
+       "Year                   \n",
+       "2006         275.016024\n",
+       "2007         260.963542\n",
+       "2008         279.656765\n",
+       "2009         265.747277\n",
+       "2010         261.082930"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# votes over the years\n",
+    "votes_years = movies_db.groupby('Year').agg({'Votes (Thousands)':'mean'})\n",
+    "votes_years.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "      <th>Rating</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2006</th>\n",
+       "      <td>275.016024</td>\n",
+       "      <td>7.130952</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2007</th>\n",
+       "      <td>260.963542</td>\n",
+       "      <td>7.175000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2008</th>\n",
+       "      <td>279.656765</td>\n",
+       "      <td>6.778431</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2009</th>\n",
+       "      <td>265.747277</td>\n",
+       "      <td>6.929787</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010</th>\n",
+       "      <td>261.082930</td>\n",
+       "      <td>6.894737</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Votes (Thousands)    Rating\n",
+       "Year                             \n",
+       "2006         275.016024  7.130952\n",
+       "2007         260.963542  7.175000\n",
+       "2008         279.656765  6.778431\n",
+       "2009         265.747277  6.929787\n",
+       "2010         261.082930  6.894737"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# merge rating and year\n",
+    "over_years_merged = pd.merge(votes_years,rating_years, on = 'Year')\n",
+    "over_years_merged.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>no. of movies</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2006</th>\n",
+       "      <td>275.016024</td>\n",
+       "      <td>7.130952</td>\n",
+       "      <td>42</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2007</th>\n",
+       "      <td>260.963542</td>\n",
+       "      <td>7.175000</td>\n",
+       "      <td>48</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2008</th>\n",
+       "      <td>279.656765</td>\n",
+       "      <td>6.778431</td>\n",
+       "      <td>51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2009</th>\n",
+       "      <td>265.747277</td>\n",
+       "      <td>6.929787</td>\n",
+       "      <td>47</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010</th>\n",
+       "      <td>261.082930</td>\n",
+       "      <td>6.894737</td>\n",
+       "      <td>57</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Votes (Thousands)    Rating  no. of movies\n",
+       "Year                                            \n",
+       "2006         275.016024  7.130952             42\n",
+       "2007         260.963542  7.175000             48\n",
+       "2008         279.656765  6.778431             51\n",
+       "2009         265.747277  6.929787             47\n",
+       "2010         261.082930  6.894737             57"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# add with no. of movies\n",
+    "over_years_merged['no. of movies'] = movies_years\n",
+    "over_years_merged.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# ploting the time series\n",
+    "sns.set()\n",
+    "f,ax = plt.subplots(figsize=(15,6))\n",
+    "ax = sns.lineplot(data = over_years_merged['Votes (Thousands)'])\n",
+    "ax2 = ax.twinx()\n",
+    "ax2 = sns.lineplot(data = over_years_merged['Rating'], ax=ax2,color='r')\n",
+    "plt.title(\"Average ratings and Votes over the year\",fontsize =20)\n",
+    "ax.grid(False)\n",
+    "#plt.ylabel(\"Average Rating\",'Average Votes')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Top Genres"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "'''\n",
+    "In my dataset, each movie has 3 movie genre label, so I decided to perform\n",
+    "the analysis based on the first one.\n",
+    "'''"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "20\n",
+      "20\n"
+     ]
+    }
+   ],
+   "source": [
+    "# create movies genre list\n",
+    "movies_genre = movies_db['Genre'].str.split(\",\").tolist()\n",
+    "\n",
+    "# flatten the list\n",
+    "movies_genre_flat = [i for sublist in movies_genre for i in sublist]\n",
+    "\n",
+    "# print(movies_genre_flat)\n",
+    "\n",
+    "# unique genres list\n",
+    "genre_unique = list(set(movies_genre_flat))\n",
+    "\n",
+    "# count how many movies of each gender\n",
+    "count_movies_genre = [movies_genre_flat.count(i) for i in genre_unique]\n",
+    "\n",
+    "print(len(genre_unique))\n",
+    "print(len(count_movies_genre))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>genre</th>\n",
+       "      <th>counts</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Drama</td>\n",
+       "      <td>356</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Action</td>\n",
+       "      <td>267</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>240</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Comedy</td>\n",
+       "      <td>220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Thriller</td>\n",
+       "      <td>132</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Crime</td>\n",
+       "      <td>119</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Romance</td>\n",
+       "      <td>107</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Sci-Fi</td>\n",
+       "      <td>104</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Fantasy</td>\n",
+       "      <td>88</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Mystery</td>\n",
+       "      <td>85</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Horror</td>\n",
+       "      <td>76</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Biography</td>\n",
+       "      <td>58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Animation</td>\n",
+       "      <td>44</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Family</td>\n",
+       "      <td>41</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>History</td>\n",
+       "      <td>22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Music</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Sport</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>War</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Western</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Musical</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        genre  counts\n",
+       "13      Drama     356\n",
+       "19     Action     267\n",
+       "17  Adventure     240\n",
+       "5      Comedy     220\n",
+       "7    Thriller     132\n",
+       "2       Crime     119\n",
+       "8     Romance     107\n",
+       "3      Sci-Fi     104\n",
+       "0     Fantasy      88\n",
+       "18    Mystery      85\n",
+       "9      Horror      76\n",
+       "10  Biography      58\n",
+       "4   Animation      44\n",
+       "14     Family      41\n",
+       "6     History      22\n",
+       "1       Music      14\n",
+       "12      Sport      13\n",
+       "15        War       8\n",
+       "11    Western       5\n",
+       "16    Musical       5"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# create dataframe\n",
+    "\n",
+    "genre_counts = pd.DataFrame()\n",
+    "genre_counts[\"genre\"] = genre_unique\n",
+    "genre_counts[\"counts\"] = count_movies_genre\n",
+    "genre_counts = genre_counts.sort_values(by=['counts'], ascending=False)\n",
+    "\n",
+    "genre_counts.head(20)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot bar char\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.barplot(x ='genre', y = 'counts',data = genre_counts, palette=\"GnBu_d\")\n",
+    "\n",
+    "plt.title(\"Movies per genre\")\n",
+    "plt.ylabel(\"No. of movies\")\n",
+    "plt.xticks(rotation = 90)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 648x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# pie chart\n",
+    "labels = genre_counts['genre']#.value_counts().index\n",
+    "sizes = (genre_counts['counts']/len(genre_counts['counts']))*100 #.value_counts().values\n",
+    "\n",
+    "# colors\n",
+    "#colors = ['#ff9999','#66b3ff','#99ff99','#ffcc99']\n",
+    "colors = sns.mpl_palette(\"GnBu_d\",n_colors = 9)\n",
+    "\n",
+    "# explosion\n",
+    "explode = (0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,)\n",
+    "\n",
+    "# plot\n",
+    "fig1, ax1 = plt.subplots(figsize=(9,9))\n",
+    "\n",
+    "ax1.pie(sizes, colors = colors, labels = labels, autopct ='%1.1f%%',\n",
+    "        startangle = 90, pctdistance = 0.85, explode = explode)\n",
+    "\n",
+    "# draw circle\n",
+    "centre_circle = plt.Circle((0,0), 0.7,fc='white')\n",
+    "fig = plt.gcf()\n",
+    "fig.gca().add_artist(centre_circle)\n",
+    "\n",
+    "# equal aspect ratio ensures that pie is drawn as a circle\n",
+    "ax1.axis('equal')\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\nI want to bin the genres with less than 5% of the movies but I run out of time.\\n'"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'''\n",
+    "I want to bin the genres with less than 5% of the movies but I run out of time.\n",
+    "'''"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Genre vs Rating"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "      <th>Revenue_Classification</th>\n",
+       "      <th>Genre_1</th>\n",
+       "      <th>Genre_2</th>\n",
+       "      <th>Genre_3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Gunn</td>\n",
+       "      <td>male</td>\n",
+       "      <td>757.074</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>Sci-Fi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>Ridley</td>\n",
+       "      <td>Scott</td>\n",
+       "      <td>male</td>\n",
+       "      <td>485.820</td>\n",
+       "      <td>average</td>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>Mystery</td>\n",
+       "      <td>Sci-Fi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>M.</td>\n",
+       "      <td>Night Shyamalan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>157.606</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>Thriller</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Christophe</td>\n",
+       "      <td>Lourdelet</td>\n",
+       "      <td>male</td>\n",
+       "      <td>60.545</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Animation</td>\n",
+       "      <td>Comedy</td>\n",
+       "      <td>Family</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>David</td>\n",
+       "      <td>Ayer</td>\n",
+       "      <td>male</td>\n",
+       "      <td>393.727</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>Fantasy</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore Director_Fname  \\\n",
+       "0     8.1  757074              333.13       76.0          James   \n",
+       "1     7.0  485820              126.46       65.0         Ridley   \n",
+       "2     7.3  157606              138.12       62.0             M.   \n",
+       "3     7.2   60545              270.32       59.0     Christophe   \n",
+       "4     6.2  393727              325.02       40.0          David   \n",
+       "\n",
+       "    Director_Lname Director_genre  Votes (Thousands) Revenue_Classification  \\\n",
+       "0             Gunn           male            757.074                   high   \n",
+       "1            Scott           male            485.820                average   \n",
+       "2  Night Shyamalan           male            157.606                   high   \n",
+       "3        Lourdelet           male             60.545                   high   \n",
+       "4             Ayer           male            393.727                   high   \n",
+       "\n",
+       "     Genre_1    Genre_2  Genre_3  \n",
+       "0     Action  Adventure   Sci-Fi  \n",
+       "1  Adventure    Mystery   Sci-Fi  \n",
+       "2     Horror   Thriller     None  \n",
+       "3  Animation     Comedy   Family  \n",
+       "4     Action  Adventure  Fantasy  "
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# split the genre labels and create 3 new columns\n",
+    "gender_split = movies_db['Genre'].str.split(\",\", n = 2, expand = True)\n",
+    "movies_db['Genre_1'] = gender_split[0]\n",
+    "movies_db['Genre_2'] = gender_split[1]\n",
+    "movies_db['Genre_3'] = gender_split[2]\n",
+    "movies_db.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "      <th>Revenue_Classification</th>\n",
+       "      <th>Genre_1</th>\n",
+       "      <th>Genre_2</th>\n",
+       "      <th>Genre_3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>55</td>\n",
+       "      <td>The Dark Knight</td>\n",
+       "      <td>Action,Crime,Drama</td>\n",
+       "      <td>When the menace known as the Joker wreaks havo...</td>\n",
+       "      <td>Christopher Nolan</td>\n",
+       "      <td>Christian Bale, Heath Ledger, Aaron Eckhart,Mi...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>152</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>1791916</td>\n",
+       "      <td>533.32</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>Christopher</td>\n",
+       "      <td>Nolan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>1791.916</td>\n",
+       "      <td>top</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>Crime</td>\n",
+       "      <td>Drama</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>118</td>\n",
+       "      <td>Dangal</td>\n",
+       "      <td>Action,Biography,Drama</td>\n",
+       "      <td>Former wrestler Mahavir Singh Phogat and his t...</td>\n",
+       "      <td>Nitesh Tiwari</td>\n",
+       "      <td>Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>161</td>\n",
+       "      <td>8.8</td>\n",
+       "      <td>48969</td>\n",
+       "      <td>11.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Nitesh</td>\n",
+       "      <td>Tiwari</td>\n",
+       "      <td>male</td>\n",
+       "      <td>48.969</td>\n",
+       "      <td>low</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>Biography</td>\n",
+       "      <td>Drama</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>81</td>\n",
+       "      <td>Inception</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A thief, who steals corporate secrets through ...</td>\n",
+       "      <td>Christopher Nolan</td>\n",
+       "      <td>Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen...</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>148</td>\n",
+       "      <td>8.8</td>\n",
+       "      <td>1583625</td>\n",
+       "      <td>292.57</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>Christopher</td>\n",
+       "      <td>Nolan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>1583.625</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>Sci-Fi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>195</th>\n",
+       "      <td>250</td>\n",
+       "      <td>The Intouchables</td>\n",
+       "      <td>Biography,Comedy,Drama</td>\n",
+       "      <td>After he becomes a quadriplegic from a paragli...</td>\n",
+       "      <td>Olivier Nakache</td>\n",
+       "      <td>François Cluzet, Omar Sy, Anne Le Ny, Audrey F...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>112</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>557965</td>\n",
+       "      <td>13.18</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>Olivier</td>\n",
+       "      <td>Nakache</td>\n",
+       "      <td>male</td>\n",
+       "      <td>557.965</td>\n",
+       "      <td>low</td>\n",
+       "      <td>Biography</td>\n",
+       "      <td>Comedy</td>\n",
+       "      <td>Drama</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>97</td>\n",
+       "      <td>Kimi no na wa</td>\n",
+       "      <td>Animation,Drama,Fantasy</td>\n",
+       "      <td>Two strangers find themselves linked in a biza...</td>\n",
+       "      <td>Makoto Shinkai</td>\n",
+       "      <td>Ryûnosuke Kamiki, Mone Kamishiraishi, Ryô Nari...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>106</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>34110</td>\n",
+       "      <td>4.68</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>Makoto</td>\n",
+       "      <td>Shinkai</td>\n",
+       "      <td>male</td>\n",
+       "      <td>34.110</td>\n",
+       "      <td>low</td>\n",
+       "      <td>Animation</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>Fantasy</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank             Title                    Genre  \\\n",
+       "40     55   The Dark Knight       Action,Crime,Drama   \n",
+       "91    118            Dangal   Action,Biography,Drama   \n",
+       "62     81         Inception  Action,Adventure,Sci-Fi   \n",
+       "195   250  The Intouchables   Biography,Comedy,Drama   \n",
+       "77     97     Kimi no na wa  Animation,Drama,Fantasy   \n",
+       "\n",
+       "                                           Description           Director  \\\n",
+       "40   When the menace known as the Joker wreaks havo...  Christopher Nolan   \n",
+       "91   Former wrestler Mahavir Singh Phogat and his t...      Nitesh Tiwari   \n",
+       "62   A thief, who steals corporate secrets through ...  Christopher Nolan   \n",
+       "195  After he becomes a quadriplegic from a paragli...    Olivier Nakache   \n",
+       "77   Two strangers find themselves linked in a biza...     Makoto Shinkai   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "40   Christian Bale, Heath Ledger, Aaron Eckhart,Mi...  2008   \n",
+       "91   Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...  2016   \n",
+       "62   Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen...  2010   \n",
+       "195  François Cluzet, Omar Sy, Anne Le Ny, Audrey F...  2011   \n",
+       "77   Ryûnosuke Kamiki, Mone Kamishiraishi, Ryô Nari...  2016   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating    Votes  Revenue (Millions)  Metascore  \\\n",
+       "40                 152     9.0  1791916              533.32       82.0   \n",
+       "91                 161     8.8    48969               11.15        NaN   \n",
+       "62                 148     8.8  1583625              292.57       74.0   \n",
+       "195                112     8.6   557965               13.18       57.0   \n",
+       "77                 106     8.6    34110                4.68       79.0   \n",
+       "\n",
+       "    Director_Fname Director_Lname Director_genre  Votes (Thousands)  \\\n",
+       "40     Christopher          Nolan           male           1791.916   \n",
+       "91          Nitesh         Tiwari           male             48.969   \n",
+       "62     Christopher          Nolan           male           1583.625   \n",
+       "195        Olivier        Nakache           male            557.965   \n",
+       "77          Makoto        Shinkai           male             34.110   \n",
+       "\n",
+       "    Revenue_Classification    Genre_1    Genre_2  Genre_3  \n",
+       "40                     top     Action      Crime    Drama  \n",
+       "91                     low     Action  Biography    Drama  \n",
+       "62                    high     Action  Adventure   Sci-Fi  \n",
+       "195                    low  Biography     Comedy    Drama  \n",
+       "77                     low  Animation      Drama  Fantasy  "
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# sorting the df\n",
+    "sort_rating = movies_db.sort_values(by=['Rating'],ascending=False)\n",
+    "sort_rating.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# display scatter plot\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.scatterplot(x= 'Genre_1', y= 'Rating', hue = 'Revenue_Classification', size = 'Revenue_Classification', alpha = 0.9, data= sort_rating, palette = 'Blues_d')\n",
+    "plt.xticks(rotation = 90)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# display bar plot\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.barplot(x ='Genre_1', y = 'Rating',data = movies_db, palette=\"GnBu_d\")#, order=list(sort_rating['Rating']))\n",
+    "plt.title(\"Rating per genre\")\n",
+    "plt.xlabel(\"Movie Genre\")\n",
+    "plt.xticks(rotation = 90)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Genre vs Votes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# display scatter plot\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.scatterplot(x= 'Genre_1', y= 'Votes (Thousands)', hue = 'Revenue_Classification', size = 'Revenue_Classification', alpha = 0.9, data= movies_db, palette = 'Blues_d')\n",
+    "plt.xticks(rotation = 90)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# display the bar plot\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.barplot(x ='Genre_1', y = 'Votes (Thousands)',data = movies_db, palette=\"GnBu_d\")#, order=movies_db['Votes'])\n",
+    "\n",
+    "plt.title(\"Votes per genre\")\n",
+    "plt.xlabel(\"Movie Genre\")\n",
+    "plt.xticks(rotation = 90)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Answering the Main Questions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Rating and Revenue"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Rating and Revenue scatter plot \n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "ax = sns.scatterplot(x= 'Rating', y= 'Revenue (Millions)', hue = 'Revenue_Classification', alpha = 0.9, data= movies_db, palette = 'Blues_d')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# as we can see, higher rating doesn't mean higher revenue"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22858a486d8>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# reg plot\n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "sns.regplot(x= 'Rating', y= 'Revenue (Millions)',  data= movies_db)#, palette = 'Blues_m')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# no correlation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Rating vs Votes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>9.0</td>\n",
+       "      <td>1791.916</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>8.8</td>\n",
+       "      <td>48.969</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>8.8</td>\n",
+       "      <td>1583.625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>8.6</td>\n",
+       "      <td>34.110</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>8.6</td>\n",
+       "      <td>557.965</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rating  Votes (Thousands)\n",
+       "0     9.0           1791.916\n",
+       "1     8.8             48.969\n",
+       "2     8.8           1583.625\n",
+       "3     8.6             34.110\n",
+       "4     8.6            557.965"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# creating a df with rating and votes\n",
+    "rating_sorted = movies_db[['Rating','Votes (Thousands)']].sort_values(by=['Rating'])\n",
+    "rating_sorted = rating_sorted.loc[::-1]\n",
+    "rating_sorted = rating_sorted.reset_index()\n",
+    "rating_sorted = rating_sorted.drop('index',axis=1)\n",
+    "rating_sorted.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# scatter plot \n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "sns.scatterplot(x= 'Rating', y = 'Votes (Thousands)', data = rating_sorted)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "sns.regplot(x= 'Rating', y= 'Votes (Thousands)', data= movies_db)#, palette = 'Blues_m')\n",
+    "plt.title(\"Rating vs Votes\",fontsize=16)\n",
+    "plt.ylabel('Votes (Thousands)', fontsize = 16)\n",
+    "plt.xlabel('Rating', fontsize = 16)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\nAfter serveral attempts to fit the exponential distribution in this plot, in the\\nend I gave up because I was running out of time and just kept the linear regression.\\n'"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'''\n",
+    "After serveral attempts to fit the exponential distribution in this plot, in the\n",
+    "end I gave up because I was running out of time and just kept the linear regression.\n",
+    "'''"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Revenue vs Votes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x228582b3048>"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# displaying scatter plot\n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "sns.scatterplot(x= 'Revenue (Millions)', y= 'Votes (Thousands)', hue = 'Revenue_Classification', alpha = 0.9, data= movies_db, palette = 'Blues_d')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# regplot\n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "sns.regplot(x= 'Revenue (Millions)', y= 'Votes (Thousands)', data= movies_db)#, palette = 'Blues_m')\n",
+    "plt.title(\"Revenue vs Votes\",fontsize=16)\n",
+    "plt.ylabel('Votes (Thousands)', fontsize = 16)\n",
+    "plt.xlabel('Revenue (Millions)', fontsize = 16)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/your-project/.ipynb_checkpoints/Create_Dataset-checkpoint.ipynb b/your-project/.ipynb_checkpoints/Create_Dataset-checkpoint.ipynb
new file mode 100644
index 0000000..e3be25d
--- /dev/null
+++ b/your-project/.ipynb_checkpoints/Create_Dataset-checkpoint.ipynb
@@ -0,0 +1,3229 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 301,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import libraries\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import json\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import IMDB data\n",
+    "data_IMDB = pd.read_csv(r'C:\\Users\\Ana André\\Ironhack\\projectos\\projecto4\\IMDB-Movie-Data.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 308,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>6</td>\n",
+       "      <td>The Great Wall</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>European mercenaries searching for black powde...</td>\n",
+       "      <td>Yimou Zhang</td>\n",
+       "      <td>Matt Damon, Tian Jing, Willem Dafoe, Andy Lau</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>103</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>56036</td>\n",
+       "      <td>45.13</td>\n",
+       "      <td>42.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>7</td>\n",
+       "      <td>La La Land</td>\n",
+       "      <td>Comedy,Drama,Music</td>\n",
+       "      <td>A jazz pianist falls for an aspiring actress i...</td>\n",
+       "      <td>Damien Chazelle</td>\n",
+       "      <td>Ryan Gosling, Emma Stone, Rosemarie DeWitt, J....</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>128</td>\n",
+       "      <td>8.3</td>\n",
+       "      <td>258682</td>\n",
+       "      <td>151.06</td>\n",
+       "      <td>93.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>8</td>\n",
+       "      <td>Mindhorn</td>\n",
+       "      <td>Comedy</td>\n",
+       "      <td>A has-been actor best known for playing the ti...</td>\n",
+       "      <td>Sean Foley</td>\n",
+       "      <td>Essie Davis, Andrea Riseborough, Julian Barrat...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>89</td>\n",
+       "      <td>6.4</td>\n",
+       "      <td>2490</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>71.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>9</td>\n",
+       "      <td>The Lost City of Z</td>\n",
+       "      <td>Action,Adventure,Biography</td>\n",
+       "      <td>A true-life drama, centering on British explor...</td>\n",
+       "      <td>James Gray</td>\n",
+       "      <td>Charlie Hunnam, Robert Pattinson, Sienna Mille...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>141</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>7188</td>\n",
+       "      <td>8.01</td>\n",
+       "      <td>78.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>10</td>\n",
+       "      <td>Passengers</td>\n",
+       "      <td>Adventure,Drama,Romance</td>\n",
+       "      <td>A spacecraft traveling to a distant colony pla...</td>\n",
+       "      <td>Morten Tyldum</td>\n",
+       "      <td>Jennifer Lawrence, Chris Pratt, Michael Sheen,...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>116</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>192177</td>\n",
+       "      <td>100.01</td>\n",
+       "      <td>41.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>11</td>\n",
+       "      <td>Fantastic Beasts and Where to Find Them</td>\n",
+       "      <td>Adventure,Family,Fantasy</td>\n",
+       "      <td>The adventures of writer Newt Scamander in New...</td>\n",
+       "      <td>David Yates</td>\n",
+       "      <td>Eddie Redmayne, Katherine Waterston, Alison Su...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>133</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>232072</td>\n",
+       "      <td>234.02</td>\n",
+       "      <td>66.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>12</td>\n",
+       "      <td>Hidden Figures</td>\n",
+       "      <td>Biography,Drama,History</td>\n",
+       "      <td>The story of a team of female African-American...</td>\n",
+       "      <td>Theodore Melfi</td>\n",
+       "      <td>Taraji P. Henson, Octavia Spencer, Janelle Mon...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>127</td>\n",
+       "      <td>7.8</td>\n",
+       "      <td>93103</td>\n",
+       "      <td>169.27</td>\n",
+       "      <td>74.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>13</td>\n",
+       "      <td>Rogue One</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>The Rebel Alliance makes a risky move to steal...</td>\n",
+       "      <td>Gareth Edwards</td>\n",
+       "      <td>Felicity Jones, Diego Luna, Alan Tudyk, Donnie...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>133</td>\n",
+       "      <td>7.9</td>\n",
+       "      <td>323118</td>\n",
+       "      <td>532.17</td>\n",
+       "      <td>65.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>14</td>\n",
+       "      <td>Moana</td>\n",
+       "      <td>Animation,Adventure,Comedy</td>\n",
+       "      <td>In Ancient Polynesia, when a terrible curse in...</td>\n",
+       "      <td>Ron Clements</td>\n",
+       "      <td>Auli'i Cravalho, Dwayne Johnson, Rachel House,...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>107</td>\n",
+       "      <td>7.7</td>\n",
+       "      <td>118151</td>\n",
+       "      <td>248.75</td>\n",
+       "      <td>81.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>15</td>\n",
+       "      <td>Colossal</td>\n",
+       "      <td>Action,Comedy,Drama</td>\n",
+       "      <td>Gloria is an out-of-work party girl forced to ...</td>\n",
+       "      <td>Nacho Vigalondo</td>\n",
+       "      <td>Anne Hathaway, Jason Sudeikis, Austin Stowell,...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>109</td>\n",
+       "      <td>6.4</td>\n",
+       "      <td>8612</td>\n",
+       "      <td>2.87</td>\n",
+       "      <td>70.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>16</td>\n",
+       "      <td>The Secret Life of Pets</td>\n",
+       "      <td>Animation,Adventure,Comedy</td>\n",
+       "      <td>The quiet life of a terrier named Max is upend...</td>\n",
+       "      <td>Chris Renaud</td>\n",
+       "      <td>Louis C.K., Eric Stonestreet, Kevin Hart, Lake...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>87</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>120259</td>\n",
+       "      <td>368.31</td>\n",
+       "      <td>61.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>17</td>\n",
+       "      <td>Hacksaw Ridge</td>\n",
+       "      <td>Biography,Drama,History</td>\n",
+       "      <td>WWII American Army Medic Desmond T. Doss, who ...</td>\n",
+       "      <td>Mel Gibson</td>\n",
+       "      <td>Andrew Garfield, Sam Worthington, Luke Bracey,...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>139</td>\n",
+       "      <td>8.2</td>\n",
+       "      <td>211760</td>\n",
+       "      <td>67.12</td>\n",
+       "      <td>71.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>18</td>\n",
+       "      <td>Jason Bourne</td>\n",
+       "      <td>Action,Thriller</td>\n",
+       "      <td>The CIA's most dangerous former operative is d...</td>\n",
+       "      <td>Paul Greengrass</td>\n",
+       "      <td>Matt Damon, Tommy Lee Jones, Alicia Vikander,V...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>150823</td>\n",
+       "      <td>162.16</td>\n",
+       "      <td>58.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>19</td>\n",
+       "      <td>Lion</td>\n",
+       "      <td>Biography,Drama</td>\n",
+       "      <td>A five-year-old Indian boy gets lost on the st...</td>\n",
+       "      <td>Garth Davis</td>\n",
+       "      <td>Dev Patel, Nicole Kidman, Rooney Mara, Sunny P...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>118</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>102061</td>\n",
+       "      <td>51.69</td>\n",
+       "      <td>69.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>20</td>\n",
+       "      <td>Arrival</td>\n",
+       "      <td>Drama,Mystery,Sci-Fi</td>\n",
+       "      <td>When twelve mysterious spacecraft appear aroun...</td>\n",
+       "      <td>Denis Villeneuve</td>\n",
+       "      <td>Amy Adams, Jeremy Renner, Forest Whitaker,Mich...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>116</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>340798</td>\n",
+       "      <td>100.50</td>\n",
+       "      <td>81.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>21</td>\n",
+       "      <td>Gold</td>\n",
+       "      <td>Adventure,Drama,Thriller</td>\n",
+       "      <td>Kenny Wells, a prospector desperate for a luck...</td>\n",
+       "      <td>Stephen Gaghan</td>\n",
+       "      <td>Matthew McConaughey, Edgar Ramírez, Bryce Dall...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>120</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>19053</td>\n",
+       "      <td>7.22</td>\n",
+       "      <td>49.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>22</td>\n",
+       "      <td>Manchester by the Sea</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>A depressed uncle is asked to take care of his...</td>\n",
+       "      <td>Kenneth Lonergan</td>\n",
+       "      <td>Casey Affleck, Michelle Williams, Kyle Chandle...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>137</td>\n",
+       "      <td>7.9</td>\n",
+       "      <td>134213</td>\n",
+       "      <td>47.70</td>\n",
+       "      <td>96.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>23</td>\n",
+       "      <td>Hounds of Love</td>\n",
+       "      <td>Crime,Drama,Horror</td>\n",
+       "      <td>A cold-blooded predatory couple while cruising...</td>\n",
+       "      <td>Ben Young</td>\n",
+       "      <td>Emma Booth, Ashleigh Cummings, Stephen Curry,S...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>1115</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>72.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>24</td>\n",
+       "      <td>Trolls</td>\n",
+       "      <td>Animation,Adventure,Comedy</td>\n",
+       "      <td>After the Bergens invade Troll Village, Poppy,...</td>\n",
+       "      <td>Walt Dohrn</td>\n",
+       "      <td>Anna Kendrick, Justin Timberlake,Zooey Deschan...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>92</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>38552</td>\n",
+       "      <td>153.69</td>\n",
+       "      <td>56.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>25</td>\n",
+       "      <td>Independence Day: Resurgence</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>Two decades after the first Independence Day i...</td>\n",
+       "      <td>Roland Emmerich</td>\n",
+       "      <td>Liam Hemsworth, Jeff Goldblum, Bill Pullman,Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>120</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>127553</td>\n",
+       "      <td>103.14</td>\n",
+       "      <td>32.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Rank                                    Title                       Genre  \\\n",
+       "0      1                  Guardians of the Galaxy     Action,Adventure,Sci-Fi   \n",
+       "1      2                               Prometheus    Adventure,Mystery,Sci-Fi   \n",
+       "2      3                                    Split             Horror,Thriller   \n",
+       "3      4                                     Sing     Animation,Comedy,Family   \n",
+       "4      5                            Suicide Squad    Action,Adventure,Fantasy   \n",
+       "5      6                           The Great Wall    Action,Adventure,Fantasy   \n",
+       "6      7                               La La Land          Comedy,Drama,Music   \n",
+       "7      8                                 Mindhorn                      Comedy   \n",
+       "8      9                       The Lost City of Z  Action,Adventure,Biography   \n",
+       "9     10                               Passengers     Adventure,Drama,Romance   \n",
+       "10    11  Fantastic Beasts and Where to Find Them    Adventure,Family,Fantasy   \n",
+       "11    12                           Hidden Figures     Biography,Drama,History   \n",
+       "12    13                                Rogue One     Action,Adventure,Sci-Fi   \n",
+       "13    14                                    Moana  Animation,Adventure,Comedy   \n",
+       "14    15                                 Colossal         Action,Comedy,Drama   \n",
+       "15    16                  The Secret Life of Pets  Animation,Adventure,Comedy   \n",
+       "16    17                            Hacksaw Ridge     Biography,Drama,History   \n",
+       "17    18                             Jason Bourne             Action,Thriller   \n",
+       "18    19                                     Lion             Biography,Drama   \n",
+       "19    20                                  Arrival        Drama,Mystery,Sci-Fi   \n",
+       "20    21                                     Gold    Adventure,Drama,Thriller   \n",
+       "21    22                    Manchester by the Sea                       Drama   \n",
+       "22    23                           Hounds of Love          Crime,Drama,Horror   \n",
+       "23    24                                   Trolls  Animation,Adventure,Comedy   \n",
+       "24    25             Independence Day: Resurgence     Action,Adventure,Sci-Fi   \n",
+       "\n",
+       "                                          Description              Director  \\\n",
+       "0   A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1   Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2   Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3   In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4   A secret government agency recruits some of th...            David Ayer   \n",
+       "5   European mercenaries searching for black powde...           Yimou Zhang   \n",
+       "6   A jazz pianist falls for an aspiring actress i...       Damien Chazelle   \n",
+       "7   A has-been actor best known for playing the ti...            Sean Foley   \n",
+       "8   A true-life drama, centering on British explor...            James Gray   \n",
+       "9   A spacecraft traveling to a distant colony pla...         Morten Tyldum   \n",
+       "10  The adventures of writer Newt Scamander in New...           David Yates   \n",
+       "11  The story of a team of female African-American...        Theodore Melfi   \n",
+       "12  The Rebel Alliance makes a risky move to steal...        Gareth Edwards   \n",
+       "13  In Ancient Polynesia, when a terrible curse in...          Ron Clements   \n",
+       "14  Gloria is an out-of-work party girl forced to ...       Nacho Vigalondo   \n",
+       "15  The quiet life of a terrier named Max is upend...          Chris Renaud   \n",
+       "16  WWII American Army Medic Desmond T. Doss, who ...            Mel Gibson   \n",
+       "17  The CIA's most dangerous former operative is d...       Paul Greengrass   \n",
+       "18  A five-year-old Indian boy gets lost on the st...           Garth Davis   \n",
+       "19  When twelve mysterious spacecraft appear aroun...      Denis Villeneuve   \n",
+       "20  Kenny Wells, a prospector desperate for a luck...        Stephen Gaghan   \n",
+       "21  A depressed uncle is asked to take care of his...      Kenneth Lonergan   \n",
+       "22  A cold-blooded predatory couple while cruising...             Ben Young   \n",
+       "23  After the Bergens invade Troll Village, Poppy,...            Walt Dohrn   \n",
+       "24  Two decades after the first Independence Day i...       Roland Emmerich   \n",
+       "\n",
+       "                                               Actors  Year  \\\n",
+       "0   Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014   \n",
+       "1   Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012   \n",
+       "2   James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016   \n",
+       "3   Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016   \n",
+       "4   Will Smith, Jared Leto, Margot Robbie, Viola D...  2016   \n",
+       "5       Matt Damon, Tian Jing, Willem Dafoe, Andy Lau  2016   \n",
+       "6   Ryan Gosling, Emma Stone, Rosemarie DeWitt, J....  2016   \n",
+       "7   Essie Davis, Andrea Riseborough, Julian Barrat...  2016   \n",
+       "8   Charlie Hunnam, Robert Pattinson, Sienna Mille...  2016   \n",
+       "9   Jennifer Lawrence, Chris Pratt, Michael Sheen,...  2016   \n",
+       "10  Eddie Redmayne, Katherine Waterston, Alison Su...  2016   \n",
+       "11  Taraji P. Henson, Octavia Spencer, Janelle Mon...  2016   \n",
+       "12  Felicity Jones, Diego Luna, Alan Tudyk, Donnie...  2016   \n",
+       "13  Auli'i Cravalho, Dwayne Johnson, Rachel House,...  2016   \n",
+       "14  Anne Hathaway, Jason Sudeikis, Austin Stowell,...  2016   \n",
+       "15  Louis C.K., Eric Stonestreet, Kevin Hart, Lake...  2016   \n",
+       "16  Andrew Garfield, Sam Worthington, Luke Bracey,...  2016   \n",
+       "17  Matt Damon, Tommy Lee Jones, Alicia Vikander,V...  2016   \n",
+       "18  Dev Patel, Nicole Kidman, Rooney Mara, Sunny P...  2016   \n",
+       "19  Amy Adams, Jeremy Renner, Forest Whitaker,Mich...  2016   \n",
+       "20  Matthew McConaughey, Edgar Ramírez, Bryce Dall...  2016   \n",
+       "21  Casey Affleck, Michelle Williams, Kyle Chandle...  2016   \n",
+       "22  Emma Booth, Ashleigh Cummings, Stephen Curry,S...  2016   \n",
+       "23  Anna Kendrick, Justin Timberlake,Zooey Deschan...  2016   \n",
+       "24  Liam Hemsworth, Jeff Goldblum, Bill Pullman,Ma...  2016   \n",
+       "\n",
+       "    Runtime (Minutes)  Rating   Votes  Revenue (Millions)  Metascore  \n",
+       "0                 121     8.1  757074              333.13       76.0  \n",
+       "1                 124     7.0  485820              126.46       65.0  \n",
+       "2                 117     7.3  157606              138.12       62.0  \n",
+       "3                 108     7.2   60545              270.32       59.0  \n",
+       "4                 123     6.2  393727              325.02       40.0  \n",
+       "5                 103     6.1   56036               45.13       42.0  \n",
+       "6                 128     8.3  258682              151.06       93.0  \n",
+       "7                  89     6.4    2490                 NaN       71.0  \n",
+       "8                 141     7.1    7188                8.01       78.0  \n",
+       "9                 116     7.0  192177              100.01       41.0  \n",
+       "10                133     7.5  232072              234.02       66.0  \n",
+       "11                127     7.8   93103              169.27       74.0  \n",
+       "12                133     7.9  323118              532.17       65.0  \n",
+       "13                107     7.7  118151              248.75       81.0  \n",
+       "14                109     6.4    8612                2.87       70.0  \n",
+       "15                 87     6.6  120259              368.31       61.0  \n",
+       "16                139     8.2  211760               67.12       71.0  \n",
+       "17                123     6.7  150823              162.16       58.0  \n",
+       "18                118     8.1  102061               51.69       69.0  \n",
+       "19                116     8.0  340798              100.50       81.0  \n",
+       "20                120     6.7   19053                7.22       49.0  \n",
+       "21                137     7.9  134213               47.70       96.0  \n",
+       "22                108     6.7    1115                 NaN       72.0  \n",
+       "23                 92     6.5   38552              153.69       56.0  \n",
+       "24                120     5.3  127553              103.14       32.0  "
+      ]
+     },
+     "execution_count": 308,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_IMDB.head(25)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Rank', 'Title', 'Genre', 'Description', 'Director', 'Actors', 'Year',\n",
+       "       'Runtime (Minutes)', 'Rating', 'Votes', 'Revenue (Millions)',\n",
+       "       'Metascore'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_IMDB.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Rank                    0\n",
+       "Title                   0\n",
+       "Genre                   0\n",
+       "Description             0\n",
+       "Director                0\n",
+       "Actors                  0\n",
+       "Year                    0\n",
+       "Runtime (Minutes)       0\n",
+       "Rating                  0\n",
+       "Votes                   0\n",
+       "Revenue (Millions)    128\n",
+       "Metascore              64\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_IMDB.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore  \n",
+       "0     8.1  757074              333.13       76.0  \n",
+       "1     7.0  485820              126.46       65.0  \n",
+       "2     7.3  157606              138.12       62.0  \n",
+       "3     7.2   60545              270.32       59.0  \n",
+       "4     6.2  393727              325.02       40.0  "
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# since I want to correlate things with revenue, it doesn't make sense to have records with no revenue info, so I just dropped\n",
+    "# those rows\n",
+    "# drop rows with no info on revenue\n",
+    "\n",
+    "IMDB_drop_nan = data_IMDB.dropna(subset=['Revenue (Millions)'])\n",
+    "IMDB_drop_nan.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Rank                   0\n",
+       "Title                  0\n",
+       "Genre                  0\n",
+       "Description            0\n",
+       "Director               0\n",
+       "Actors                 0\n",
+       "Year                   0\n",
+       "Runtime (Minutes)      0\n",
+       "Rating                 0\n",
+       "Votes                  0\n",
+       "Revenue (Millions)     0\n",
+       "Metascore             34\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "IMDB_drop_nan.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>27</td>\n",
+       "      <td>Bahubali: The Beginning</td>\n",
+       "      <td>Action,Adventure,Drama</td>\n",
+       "      <td>In ancient India, an adventurous and daring ma...</td>\n",
+       "      <td>S.S. Rajamouli</td>\n",
+       "      <td>Prabhas, Rana Daggubati, Anushka Shetty,Tamann...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>159</td>\n",
+       "      <td>8.3</td>\n",
+       "      <td>76193</td>\n",
+       "      <td>6.50</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>28</td>\n",
+       "      <td>Dead Awake</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>A young woman must save herself and her friend...</td>\n",
+       "      <td>Phillip Guzman</td>\n",
+       "      <td>Jocelin Donahue, Jesse Bradford, Jesse Borrego...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>99</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>523</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>117</th>\n",
+       "      <td>118</td>\n",
+       "      <td>Dangal</td>\n",
+       "      <td>Action,Biography,Drama</td>\n",
+       "      <td>Former wrestler Mahavir Singh Phogat and his t...</td>\n",
+       "      <td>Nitesh Tiwari</td>\n",
+       "      <td>Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>161</td>\n",
+       "      <td>8.8</td>\n",
+       "      <td>48969</td>\n",
+       "      <td>11.15</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>402</th>\n",
+       "      <td>403</td>\n",
+       "      <td>Bronson</td>\n",
+       "      <td>Action,Biography,Crime</td>\n",
+       "      <td>A young man who was sentenced to seven years i...</td>\n",
+       "      <td>Nicolas Winding Refn</td>\n",
+       "      <td>Tom Hardy, Kelly Adams, Luing Andrews,Katy Barker</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>92</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>93972</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>417</th>\n",
+       "      <td>418</td>\n",
+       "      <td>Atonement</td>\n",
+       "      <td>Drama,Mystery,Romance</td>\n",
+       "      <td>Fledgling writer Briony Tallis, as a thirteen-...</td>\n",
+       "      <td>Joe Wright</td>\n",
+       "      <td>Keira Knightley, James McAvoy, Brenda Blethyn,...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>123</td>\n",
+       "      <td>7.8</td>\n",
+       "      <td>202890</td>\n",
+       "      <td>50.92</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank                    Title                   Genre  \\\n",
+       "26     27  Bahubali: The Beginning  Action,Adventure,Drama   \n",
+       "27     28               Dead Awake         Horror,Thriller   \n",
+       "117   118                   Dangal  Action,Biography,Drama   \n",
+       "402   403                  Bronson  Action,Biography,Crime   \n",
+       "417   418                Atonement   Drama,Mystery,Romance   \n",
+       "\n",
+       "                                           Description              Director  \\\n",
+       "26   In ancient India, an adventurous and daring ma...        S.S. Rajamouli   \n",
+       "27   A young woman must save herself and her friend...        Phillip Guzman   \n",
+       "117  Former wrestler Mahavir Singh Phogat and his t...         Nitesh Tiwari   \n",
+       "402  A young man who was sentenced to seven years i...  Nicolas Winding Refn   \n",
+       "417  Fledgling writer Briony Tallis, as a thirteen-...            Joe Wright   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "26   Prabhas, Rana Daggubati, Anushka Shetty,Tamann...  2015   \n",
+       "27   Jocelin Donahue, Jesse Bradford, Jesse Borrego...  2016   \n",
+       "117  Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...  2016   \n",
+       "402  Tom Hardy, Kelly Adams, Luing Andrews,Katy Barker  2008   \n",
+       "417  Keira Knightley, James McAvoy, Brenda Blethyn,...  2007   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating   Votes  Revenue (Millions)  Metascore  \n",
+       "26                 159     8.3   76193                6.50        NaN  \n",
+       "27                  99     4.7     523                0.01        NaN  \n",
+       "117                161     8.8   48969               11.15        NaN  \n",
+       "402                 92     7.1   93972                0.10        NaN  \n",
+       "417                123     7.8  202890               50.92        NaN  "
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# now I only have NaN values in Metascore, let's check\n",
+    "\n",
+    "NaN_metascore = IMDB_drop_nan[IMDB_drop_nan.Metascore.isnull()]\n",
+    "NaN_metascore.head()\n",
+    "\n",
+    "# I'll keep these rows to perform the analysis and only not consider them when relating things with metascore"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>28</td>\n",
+       "      <td>Dead Awake</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>A young woman must save herself and her friend...</td>\n",
+       "      <td>Phillip Guzman</td>\n",
+       "      <td>Jocelin Donahue, Jesse Bradford, Jesse Borrego...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>99</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>523</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>747</th>\n",
+       "      <td>748</td>\n",
+       "      <td>Rules Don't Apply</td>\n",
+       "      <td>Comedy,Drama,Romance</td>\n",
+       "      <td>The unconventional love story of an aspiring a...</td>\n",
+       "      <td>Warren Beatty</td>\n",
+       "      <td>Lily Collins, Haley Bennett, Taissa Farmiga, S...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>127</td>\n",
+       "      <td>5.7</td>\n",
+       "      <td>3731</td>\n",
+       "      <td>3.65</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>826</th>\n",
+       "      <td>827</td>\n",
+       "      <td>Shut In</td>\n",
+       "      <td>Drama,Horror,Thriller</td>\n",
+       "      <td>A heart-pounding thriller about a widowed chil...</td>\n",
+       "      <td>Farren Blackburn</td>\n",
+       "      <td>Naomi Watts, Charlie Heaton, Jacob Tremblay,Ol...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>91</td>\n",
+       "      <td>4.6</td>\n",
+       "      <td>5715</td>\n",
+       "      <td>6.88</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>692</th>\n",
+       "      <td>693</td>\n",
+       "      <td>Genius</td>\n",
+       "      <td>Biography,Drama</td>\n",
+       "      <td>A chronicle of Max Perkins's time as the book ...</td>\n",
+       "      <td>Michael Grandage</td>\n",
+       "      <td>Colin Firth, Jude Law, Nicole Kidman, Laura Li...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>104</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>10708</td>\n",
+       "      <td>1.36</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>696</th>\n",
+       "      <td>697</td>\n",
+       "      <td>10 Years</td>\n",
+       "      <td>Comedy,Drama,Romance</td>\n",
+       "      <td>The night before their high school reunion, a ...</td>\n",
+       "      <td>Jamie Linden</td>\n",
+       "      <td>Channing Tatum, Rosario Dawson, Chris Pratt, J...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>100</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>19636</td>\n",
+       "      <td>0.20</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>648</th>\n",
+       "      <td>649</td>\n",
+       "      <td>Sleeping Beauty</td>\n",
+       "      <td>Drama,Romance</td>\n",
+       "      <td>A haunting portrait of Lucy, a young universit...</td>\n",
+       "      <td>Julia Leigh</td>\n",
+       "      <td>Emily Browning, Rachael Blake, Ewen Leslie, Br...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>101</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>27006</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>779</th>\n",
+       "      <td>780</td>\n",
+       "      <td>The Man Who Knew Infinity</td>\n",
+       "      <td>Biography,Drama</td>\n",
+       "      <td>The story of the life and academic career of t...</td>\n",
+       "      <td>Matt Brown</td>\n",
+       "      <td>Dev Patel, Jeremy Irons, Malcolm Sinclair, Rag...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>29912</td>\n",
+       "      <td>3.86</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>992</th>\n",
+       "      <td>993</td>\n",
+       "      <td>Take Me Home Tonight</td>\n",
+       "      <td>Comedy,Drama,Romance</td>\n",
+       "      <td>Four years after graduation, an awkward high s...</td>\n",
+       "      <td>Michael Dowse</td>\n",
+       "      <td>Topher Grace, Anna Faris, Dan Fogler, Teresa P...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>97</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>45419</td>\n",
+       "      <td>6.92</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>117</th>\n",
+       "      <td>118</td>\n",
+       "      <td>Dangal</td>\n",
+       "      <td>Action,Biography,Drama</td>\n",
+       "      <td>Former wrestler Mahavir Singh Phogat and his t...</td>\n",
+       "      <td>Nitesh Tiwari</td>\n",
+       "      <td>Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>161</td>\n",
+       "      <td>8.8</td>\n",
+       "      <td>48969</td>\n",
+       "      <td>11.15</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>429</th>\n",
+       "      <td>430</td>\n",
+       "      <td>The Purge: Election Year</td>\n",
+       "      <td>Action,Horror,Sci-Fi</td>\n",
+       "      <td>Former Police Sergeant Barnes becomes head of ...</td>\n",
+       "      <td>James DeMonaco</td>\n",
+       "      <td>Frank Grillo, Elizabeth Mitchell, Mykelti Will...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>109</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>54216</td>\n",
+       "      <td>79.00</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>484</th>\n",
+       "      <td>485</td>\n",
+       "      <td>Angry Birds</td>\n",
+       "      <td>Animation,Action,Adventure</td>\n",
+       "      <td>Find out why the birds are so angry. When an i...</td>\n",
+       "      <td>Clay Kaytis</td>\n",
+       "      <td>Jason Sudeikis, Josh Gad, Danny McBride, Maya ...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>97</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>55781</td>\n",
+       "      <td>107.51</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>896</th>\n",
+       "      <td>897</td>\n",
+       "      <td>Concussion</td>\n",
+       "      <td>Biography,Drama,Sport</td>\n",
+       "      <td>In Pittsburgh, accomplished pathologist Dr. Be...</td>\n",
+       "      <td>Peter Landesman</td>\n",
+       "      <td>Will Smith, Alec Baldwin, Albert Brooks, David...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>123</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>61274</td>\n",
+       "      <td>34.53</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>989</th>\n",
+       "      <td>990</td>\n",
+       "      <td>Selma</td>\n",
+       "      <td>Biography,Drama,History</td>\n",
+       "      <td>A chronicle of Martin Luther King's campaign t...</td>\n",
+       "      <td>Ava DuVernay</td>\n",
+       "      <td>David Oyelowo, Carmen Ejogo, Tim Roth, Lorrain...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>128</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>67637</td>\n",
+       "      <td>52.07</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>700</th>\n",
+       "      <td>701</td>\n",
+       "      <td>Funny Games</td>\n",
+       "      <td>Crime,Drama,Horror</td>\n",
+       "      <td>Two psychopathic young men take a family hosta...</td>\n",
+       "      <td>Michael Haneke</td>\n",
+       "      <td>Naomi Watts, Tim Roth, Michael Pitt, Brady Corbet</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>111</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>73835</td>\n",
+       "      <td>1.29</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>27</td>\n",
+       "      <td>Bahubali: The Beginning</td>\n",
+       "      <td>Action,Adventure,Drama</td>\n",
+       "      <td>In ancient India, an adventurous and daring ma...</td>\n",
+       "      <td>S.S. Rajamouli</td>\n",
+       "      <td>Prabhas, Rana Daggubati, Anushka Shetty,Tamann...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>159</td>\n",
+       "      <td>8.3</td>\n",
+       "      <td>76193</td>\n",
+       "      <td>6.50</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>435</th>\n",
+       "      <td>436</td>\n",
+       "      <td>Filth</td>\n",
+       "      <td>Comedy,Crime,Drama</td>\n",
+       "      <td>A corrupt, junkie cop with bipolar disorder at...</td>\n",
+       "      <td>Jon S. Baird</td>\n",
+       "      <td>James McAvoy, Jamie Bell, Eddie Marsan, Imogen...</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>97</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>81301</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>758</th>\n",
+       "      <td>759</td>\n",
+       "      <td>Conan the Barbarian</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A vengeful barbarian warrior sets off to get h...</td>\n",
+       "      <td>Marcus Nispel</td>\n",
+       "      <td>Jason Momoa, Ron Perlman, Rose McGowan,Stephen...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>113</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>84893</td>\n",
+       "      <td>21.27</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>967</th>\n",
+       "      <td>968</td>\n",
+       "      <td>The Walk</td>\n",
+       "      <td>Adventure,Biography,Crime</td>\n",
+       "      <td>In 1974, high-wire artist Philippe Petit recru...</td>\n",
+       "      <td>Robert Zemeckis</td>\n",
+       "      <td>Joseph Gordon-Levitt, Charlotte Le Bon,Guillau...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>123</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>92378</td>\n",
+       "      <td>10.14</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>946</th>\n",
+       "      <td>947</td>\n",
+       "      <td>The Butler</td>\n",
+       "      <td>Biography,Drama</td>\n",
+       "      <td>As Cecil Gaines serves eight presidents during...</td>\n",
+       "      <td>Lee Daniels</td>\n",
+       "      <td>Forest Whitaker, Oprah Winfrey, John Cusack, J...</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>132</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>93322</td>\n",
+       "      <td>116.63</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>402</th>\n",
+       "      <td>403</td>\n",
+       "      <td>Bronson</td>\n",
+       "      <td>Action,Biography,Crime</td>\n",
+       "      <td>A young man who was sentenced to seven years i...</td>\n",
+       "      <td>Nicolas Winding Refn</td>\n",
+       "      <td>Tom Hardy, Kelly Adams, Luing Andrews,Katy Barker</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>92</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>93972</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>891</th>\n",
+       "      <td>892</td>\n",
+       "      <td>This Is 40</td>\n",
+       "      <td>Comedy,Romance</td>\n",
+       "      <td>Pete and Debbie are both about to turn 40, the...</td>\n",
+       "      <td>Judd Apatow</td>\n",
+       "      <td>Paul Rudd, Leslie Mann, Maude Apatow, Iris Apatow</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>134</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>108156</td>\n",
+       "      <td>67.52</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>929</th>\n",
+       "      <td>930</td>\n",
+       "      <td>The Master</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>A Naval veteran arrives home from war unsettle...</td>\n",
+       "      <td>Paul Thomas Anderson</td>\n",
+       "      <td>Philip Seymour Hoffman, Joaquin Phoenix,Amy Ad...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>144</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>112902</td>\n",
+       "      <td>16.38</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>828</th>\n",
+       "      <td>829</td>\n",
+       "      <td>Grindhouse</td>\n",
+       "      <td>Action,Horror,Thriller</td>\n",
+       "      <td>Quentin Tarantino and Robert Rodriguez's homag...</td>\n",
+       "      <td>Robert Rodriguez</td>\n",
+       "      <td>Kurt Russell, Rose McGowan, Danny Trejo, Zoë Bell</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>191</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>160350</td>\n",
+       "      <td>25.03</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>543</th>\n",
+       "      <td>544</td>\n",
+       "      <td>P.S. I Love You</td>\n",
+       "      <td>Drama,Romance</td>\n",
+       "      <td>A young widow discovers that her late husband ...</td>\n",
+       "      <td>Richard LaGravenese</td>\n",
+       "      <td>Hilary Swank, Gerard Butler, Harry Connick Jr....</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>126</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>177247</td>\n",
+       "      <td>53.68</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>445</th>\n",
+       "      <td>446</td>\n",
+       "      <td>Silent Hill</td>\n",
+       "      <td>Adventure,Horror,Mystery</td>\n",
+       "      <td>A woman, Rose, goes in search for her adopted ...</td>\n",
+       "      <td>Christophe Gans</td>\n",
+       "      <td>Radha Mitchell, Laurie Holden, Sean Bean,Debor...</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>125</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>184152</td>\n",
+       "      <td>46.98</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>755</th>\n",
+       "      <td>756</td>\n",
+       "      <td>The Road</td>\n",
+       "      <td>Adventure,Drama</td>\n",
+       "      <td>In a dangerous post-apocalyptic world, an aili...</td>\n",
+       "      <td>John Hillcoat</td>\n",
+       "      <td>Viggo Mortensen, Charlize Theron, Kodi Smit-Mc...</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>111</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>187302</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>969</th>\n",
+       "      <td>970</td>\n",
+       "      <td>The Lone Ranger</td>\n",
+       "      <td>Action,Adventure,Western</td>\n",
+       "      <td>Native American warrior Tonto recounts the unt...</td>\n",
+       "      <td>Gore Verbinski</td>\n",
+       "      <td>Johnny Depp, Armie Hammer, William Fichtner,To...</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>150</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>190855</td>\n",
+       "      <td>89.29</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>971</th>\n",
+       "      <td>972</td>\n",
+       "      <td>Disturbia</td>\n",
+       "      <td>Drama,Mystery,Thriller</td>\n",
+       "      <td>A teen living under house arrest becomes convi...</td>\n",
+       "      <td>D.J. Caruso</td>\n",
+       "      <td>Shia LaBeouf, David Morse, Carrie-Anne Moss, S...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>105</td>\n",
+       "      <td>6.9</td>\n",
+       "      <td>193491</td>\n",
+       "      <td>80.05</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>766</th>\n",
+       "      <td>767</td>\n",
+       "      <td>Ender's Game</td>\n",
+       "      <td>Action,Sci-Fi</td>\n",
+       "      <td>Young Ender Wiggin is recruited by the Interna...</td>\n",
+       "      <td>Gavin Hood</td>\n",
+       "      <td>Harrison Ford, Asa Butterfield, Hailee Steinfe...</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>114</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>194236</td>\n",
+       "      <td>61.66</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>417</th>\n",
+       "      <td>418</td>\n",
+       "      <td>Atonement</td>\n",
+       "      <td>Drama,Mystery,Romance</td>\n",
+       "      <td>Fledgling writer Briony Tallis, as a thirteen-...</td>\n",
+       "      <td>Joe Wright</td>\n",
+       "      <td>Keira Knightley, James McAvoy, Brenda Blethyn,...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>123</td>\n",
+       "      <td>7.8</td>\n",
+       "      <td>202890</td>\n",
+       "      <td>50.92</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>706</th>\n",
+       "      <td>707</td>\n",
+       "      <td>The Adjustment Bureau</td>\n",
+       "      <td>Romance,Sci-Fi,Thriller</td>\n",
+       "      <td>The affair between a politician and a contempo...</td>\n",
+       "      <td>George Nolfi</td>\n",
+       "      <td>Matt Damon, Emily Blunt, Lisa Thoreson, Floren...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>106</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>208632</td>\n",
+       "      <td>62.45</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>939</th>\n",
+       "      <td>940</td>\n",
+       "      <td>Up in the Air</td>\n",
+       "      <td>Drama,Romance</td>\n",
+       "      <td>Ryan Bingham enjoys living out of a suitcase f...</td>\n",
+       "      <td>Jason Reitman</td>\n",
+       "      <td>George Clooney, Vera Farmiga, Anna Kendrick,Ja...</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>109</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>279694</td>\n",
+       "      <td>83.81</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>645</th>\n",
+       "      <td>646</td>\n",
+       "      <td>Gran Torino</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>Disgruntled Korean War veteran Walt Kowalski s...</td>\n",
+       "      <td>Clint Eastwood</td>\n",
+       "      <td>Clint Eastwood, Bee Vang, Christopher Carley,A...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>116</td>\n",
+       "      <td>8.2</td>\n",
+       "      <td>595779</td>\n",
+       "      <td>148.09</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>634</th>\n",
+       "      <td>635</td>\n",
+       "      <td>WALL·E</td>\n",
+       "      <td>Animation,Adventure,Family</td>\n",
+       "      <td>In the distant future, a small waste-collectin...</td>\n",
+       "      <td>Andrew Stanton</td>\n",
+       "      <td>Ben Burtt, Elissa Knight, Jeff Garlin, Fred Wi...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>98</td>\n",
+       "      <td>8.4</td>\n",
+       "      <td>776897</td>\n",
+       "      <td>223.81</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank                      Title                       Genre  \\\n",
+       "27     28                 Dead Awake             Horror,Thriller   \n",
+       "747   748          Rules Don't Apply        Comedy,Drama,Romance   \n",
+       "826   827                    Shut In       Drama,Horror,Thriller   \n",
+       "692   693                     Genius             Biography,Drama   \n",
+       "696   697                   10 Years        Comedy,Drama,Romance   \n",
+       "648   649            Sleeping Beauty               Drama,Romance   \n",
+       "779   780  The Man Who Knew Infinity             Biography,Drama   \n",
+       "992   993       Take Me Home Tonight        Comedy,Drama,Romance   \n",
+       "117   118                     Dangal      Action,Biography,Drama   \n",
+       "429   430   The Purge: Election Year        Action,Horror,Sci-Fi   \n",
+       "484   485                Angry Birds  Animation,Action,Adventure   \n",
+       "896   897                 Concussion       Biography,Drama,Sport   \n",
+       "989   990                      Selma     Biography,Drama,History   \n",
+       "700   701                Funny Games          Crime,Drama,Horror   \n",
+       "26     27    Bahubali: The Beginning      Action,Adventure,Drama   \n",
+       "435   436                      Filth          Comedy,Crime,Drama   \n",
+       "758   759        Conan the Barbarian    Action,Adventure,Fantasy   \n",
+       "967   968                   The Walk   Adventure,Biography,Crime   \n",
+       "946   947                 The Butler             Biography,Drama   \n",
+       "402   403                    Bronson      Action,Biography,Crime   \n",
+       "891   892                 This Is 40              Comedy,Romance   \n",
+       "929   930                 The Master                       Drama   \n",
+       "828   829                 Grindhouse      Action,Horror,Thriller   \n",
+       "543   544            P.S. I Love You               Drama,Romance   \n",
+       "445   446                Silent Hill    Adventure,Horror,Mystery   \n",
+       "755   756                   The Road             Adventure,Drama   \n",
+       "969   970            The Lone Ranger    Action,Adventure,Western   \n",
+       "971   972                  Disturbia      Drama,Mystery,Thriller   \n",
+       "766   767               Ender's Game               Action,Sci-Fi   \n",
+       "417   418                  Atonement       Drama,Mystery,Romance   \n",
+       "706   707      The Adjustment Bureau     Romance,Sci-Fi,Thriller   \n",
+       "939   940              Up in the Air               Drama,Romance   \n",
+       "645   646                Gran Torino                       Drama   \n",
+       "634   635                     WALL·E  Animation,Adventure,Family   \n",
+       "\n",
+       "                                           Description              Director  \\\n",
+       "27   A young woman must save herself and her friend...        Phillip Guzman   \n",
+       "747  The unconventional love story of an aspiring a...         Warren Beatty   \n",
+       "826  A heart-pounding thriller about a widowed chil...      Farren Blackburn   \n",
+       "692  A chronicle of Max Perkins's time as the book ...      Michael Grandage   \n",
+       "696  The night before their high school reunion, a ...          Jamie Linden   \n",
+       "648  A haunting portrait of Lucy, a young universit...           Julia Leigh   \n",
+       "779  The story of the life and academic career of t...            Matt Brown   \n",
+       "992  Four years after graduation, an awkward high s...         Michael Dowse   \n",
+       "117  Former wrestler Mahavir Singh Phogat and his t...         Nitesh Tiwari   \n",
+       "429  Former Police Sergeant Barnes becomes head of ...        James DeMonaco   \n",
+       "484  Find out why the birds are so angry. When an i...           Clay Kaytis   \n",
+       "896  In Pittsburgh, accomplished pathologist Dr. Be...       Peter Landesman   \n",
+       "989  A chronicle of Martin Luther King's campaign t...          Ava DuVernay   \n",
+       "700  Two psychopathic young men take a family hosta...        Michael Haneke   \n",
+       "26   In ancient India, an adventurous and daring ma...        S.S. Rajamouli   \n",
+       "435  A corrupt, junkie cop with bipolar disorder at...          Jon S. Baird   \n",
+       "758  A vengeful barbarian warrior sets off to get h...         Marcus Nispel   \n",
+       "967  In 1974, high-wire artist Philippe Petit recru...       Robert Zemeckis   \n",
+       "946  As Cecil Gaines serves eight presidents during...           Lee Daniels   \n",
+       "402  A young man who was sentenced to seven years i...  Nicolas Winding Refn   \n",
+       "891  Pete and Debbie are both about to turn 40, the...           Judd Apatow   \n",
+       "929  A Naval veteran arrives home from war unsettle...  Paul Thomas Anderson   \n",
+       "828  Quentin Tarantino and Robert Rodriguez's homag...      Robert Rodriguez   \n",
+       "543  A young widow discovers that her late husband ...   Richard LaGravenese   \n",
+       "445  A woman, Rose, goes in search for her adopted ...       Christophe Gans   \n",
+       "755  In a dangerous post-apocalyptic world, an aili...         John Hillcoat   \n",
+       "969  Native American warrior Tonto recounts the unt...        Gore Verbinski   \n",
+       "971  A teen living under house arrest becomes convi...           D.J. Caruso   \n",
+       "766  Young Ender Wiggin is recruited by the Interna...            Gavin Hood   \n",
+       "417  Fledgling writer Briony Tallis, as a thirteen-...            Joe Wright   \n",
+       "706  The affair between a politician and a contempo...          George Nolfi   \n",
+       "939  Ryan Bingham enjoys living out of a suitcase f...         Jason Reitman   \n",
+       "645  Disgruntled Korean War veteran Walt Kowalski s...        Clint Eastwood   \n",
+       "634  In the distant future, a small waste-collectin...        Andrew Stanton   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "27   Jocelin Donahue, Jesse Bradford, Jesse Borrego...  2016   \n",
+       "747  Lily Collins, Haley Bennett, Taissa Farmiga, S...  2016   \n",
+       "826  Naomi Watts, Charlie Heaton, Jacob Tremblay,Ol...  2016   \n",
+       "692  Colin Firth, Jude Law, Nicole Kidman, Laura Li...  2016   \n",
+       "696  Channing Tatum, Rosario Dawson, Chris Pratt, J...  2011   \n",
+       "648  Emily Browning, Rachael Blake, Ewen Leslie, Br...  2011   \n",
+       "779  Dev Patel, Jeremy Irons, Malcolm Sinclair, Rag...  2015   \n",
+       "992  Topher Grace, Anna Faris, Dan Fogler, Teresa P...  2011   \n",
+       "117  Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...  2016   \n",
+       "429  Frank Grillo, Elizabeth Mitchell, Mykelti Will...  2016   \n",
+       "484  Jason Sudeikis, Josh Gad, Danny McBride, Maya ...  2016   \n",
+       "896  Will Smith, Alec Baldwin, Albert Brooks, David...  2015   \n",
+       "989  David Oyelowo, Carmen Ejogo, Tim Roth, Lorrain...  2014   \n",
+       "700  Naomi Watts, Tim Roth, Michael Pitt, Brady Corbet  2007   \n",
+       "26   Prabhas, Rana Daggubati, Anushka Shetty,Tamann...  2015   \n",
+       "435  James McAvoy, Jamie Bell, Eddie Marsan, Imogen...  2013   \n",
+       "758  Jason Momoa, Ron Perlman, Rose McGowan,Stephen...  2011   \n",
+       "967  Joseph Gordon-Levitt, Charlotte Le Bon,Guillau...  2015   \n",
+       "946  Forest Whitaker, Oprah Winfrey, John Cusack, J...  2013   \n",
+       "402  Tom Hardy, Kelly Adams, Luing Andrews,Katy Barker  2008   \n",
+       "891  Paul Rudd, Leslie Mann, Maude Apatow, Iris Apatow  2012   \n",
+       "929  Philip Seymour Hoffman, Joaquin Phoenix,Amy Ad...  2012   \n",
+       "828  Kurt Russell, Rose McGowan, Danny Trejo, Zoë Bell  2007   \n",
+       "543  Hilary Swank, Gerard Butler, Harry Connick Jr....  2007   \n",
+       "445  Radha Mitchell, Laurie Holden, Sean Bean,Debor...  2006   \n",
+       "755  Viggo Mortensen, Charlize Theron, Kodi Smit-Mc...  2009   \n",
+       "969  Johnny Depp, Armie Hammer, William Fichtner,To...  2013   \n",
+       "971  Shia LaBeouf, David Morse, Carrie-Anne Moss, S...  2007   \n",
+       "766  Harrison Ford, Asa Butterfield, Hailee Steinfe...  2013   \n",
+       "417  Keira Knightley, James McAvoy, Brenda Blethyn,...  2007   \n",
+       "706  Matt Damon, Emily Blunt, Lisa Thoreson, Floren...  2011   \n",
+       "939  George Clooney, Vera Farmiga, Anna Kendrick,Ja...  2009   \n",
+       "645  Clint Eastwood, Bee Vang, Christopher Carley,A...  2008   \n",
+       "634  Ben Burtt, Elissa Knight, Jeff Garlin, Fred Wi...  2008   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating   Votes  Revenue (Millions)  Metascore  \n",
+       "27                  99     4.7     523                0.01        NaN  \n",
+       "747                127     5.7    3731                3.65        NaN  \n",
+       "826                 91     4.6    5715                6.88        NaN  \n",
+       "692                104     6.5   10708                1.36        NaN  \n",
+       "696                100     6.1   19636                0.20        NaN  \n",
+       "648                101     5.3   27006                0.03        NaN  \n",
+       "779                108     7.2   29912                3.86        NaN  \n",
+       "992                 97     6.3   45419                6.92        NaN  \n",
+       "117                161     8.8   48969               11.15        NaN  \n",
+       "429                109     6.0   54216               79.00        NaN  \n",
+       "484                 97     6.3   55781              107.51        NaN  \n",
+       "896                123     7.1   61274               34.53        NaN  \n",
+       "989                128     7.5   67637               52.07        NaN  \n",
+       "700                111     6.5   73835                1.29        NaN  \n",
+       "26                 159     8.3   76193                6.50        NaN  \n",
+       "435                 97     7.1   81301                0.03        NaN  \n",
+       "758                113     5.2   84893               21.27        NaN  \n",
+       "967                123     7.3   92378               10.14        NaN  \n",
+       "946                132     7.2   93322              116.63        NaN  \n",
+       "402                 92     7.1   93972                0.10        NaN  \n",
+       "891                134     6.2  108156               67.52        NaN  \n",
+       "929                144     7.1  112902               16.38        NaN  \n",
+       "828                191     7.6  160350               25.03        NaN  \n",
+       "543                126     7.1  177247               53.68        NaN  \n",
+       "445                125     6.6  184152               46.98        NaN  \n",
+       "755                111     7.3  187302                0.06        NaN  \n",
+       "969                150     6.5  190855               89.29        NaN  \n",
+       "971                105     6.9  193491               80.05        NaN  \n",
+       "766                114     6.7  194236               61.66        NaN  \n",
+       "417                123     7.8  202890               50.92        NaN  \n",
+       "706                106     7.1  208632               62.45        NaN  \n",
+       "939                109     7.4  279694               83.81        NaN  \n",
+       "645                116     8.2  595779              148.09        NaN  \n",
+       "634                 98     8.4  776897              223.81        NaN  "
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "NaN_metascore.sort_values(by=['Votes'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>872.000000</td>\n",
+       "      <td>872.000000</td>\n",
+       "      <td>872.000000</td>\n",
+       "      <td>872.000000</td>\n",
+       "      <td>8.720000e+02</td>\n",
+       "      <td>872.000000</td>\n",
+       "      <td>838.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>492.735092</td>\n",
+       "      <td>2012.478211</td>\n",
+       "      <td>114.783257</td>\n",
+       "      <td>6.814335</td>\n",
+       "      <td>1.909701e+05</td>\n",
+       "      <td>82.956376</td>\n",
+       "      <td>59.575179</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>288.134843</td>\n",
+       "      <td>3.183552</td>\n",
+       "      <td>18.633144</td>\n",
+       "      <td>0.881674</td>\n",
+       "      <td>1.921325e+05</td>\n",
+       "      <td>103.253540</td>\n",
+       "      <td>16.952416</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2006.000000</td>\n",
+       "      <td>66.000000</td>\n",
+       "      <td>1.900000</td>\n",
+       "      <td>1.780000e+02</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>243.750000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>6.300000</td>\n",
+       "      <td>6.062750e+04</td>\n",
+       "      <td>13.270000</td>\n",
+       "      <td>47.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>488.500000</td>\n",
+       "      <td>2013.000000</td>\n",
+       "      <td>112.000000</td>\n",
+       "      <td>6.900000</td>\n",
+       "      <td>1.346540e+05</td>\n",
+       "      <td>47.985000</td>\n",
+       "      <td>60.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>739.250000</td>\n",
+       "      <td>2015.000000</td>\n",
+       "      <td>125.000000</td>\n",
+       "      <td>7.500000</td>\n",
+       "      <td>2.678330e+05</td>\n",
+       "      <td>113.715000</td>\n",
+       "      <td>72.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>1000.000000</td>\n",
+       "      <td>2016.000000</td>\n",
+       "      <td>191.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>1.791916e+06</td>\n",
+       "      <td>936.630000</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Rank         Year  Runtime (Minutes)      Rating         Votes  \\\n",
+       "count   872.000000   872.000000         872.000000  872.000000  8.720000e+02   \n",
+       "mean    492.735092  2012.478211         114.783257    6.814335  1.909701e+05   \n",
+       "std     288.134843     3.183552          18.633144    0.881674  1.921325e+05   \n",
+       "min       1.000000  2006.000000          66.000000    1.900000  1.780000e+02   \n",
+       "25%     243.750000  2010.000000         101.000000    6.300000  6.062750e+04   \n",
+       "50%     488.500000  2013.000000         112.000000    6.900000  1.346540e+05   \n",
+       "75%     739.250000  2015.000000         125.000000    7.500000  2.678330e+05   \n",
+       "max    1000.000000  2016.000000         191.000000    9.000000  1.791916e+06   \n",
+       "\n",
+       "       Revenue (Millions)   Metascore  \n",
+       "count          872.000000  838.000000  \n",
+       "mean            82.956376   59.575179  \n",
+       "std            103.253540   16.952416  \n",
+       "min              0.000000   11.000000  \n",
+       "25%             13.270000   47.000000  \n",
+       "50%             47.985000   60.000000  \n",
+       "75%            113.715000   72.000000  \n",
+       "max            936.630000  100.000000  "
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "IMDB_drop_nan.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>756.000000</td>\n",
+       "      <td>756.000000</td>\n",
+       "      <td>756.000000</td>\n",
+       "      <td>756.000000</td>\n",
+       "      <td>7.560000e+02</td>\n",
+       "      <td>756.000000</td>\n",
+       "      <td>729.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>483.989418</td>\n",
+       "      <td>2012.023810</td>\n",
+       "      <td>115.861111</td>\n",
+       "      <td>6.893386</td>\n",
+       "      <td>2.183116e+05</td>\n",
+       "      <td>94.058519</td>\n",
+       "      <td>59.76406</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>285.624604</td>\n",
+       "      <td>3.141597</td>\n",
+       "      <td>18.587200</td>\n",
+       "      <td>0.853778</td>\n",
+       "      <td>1.922164e+05</td>\n",
+       "      <td>106.309789</td>\n",
+       "      <td>16.76680</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2006.000000</td>\n",
+       "      <td>81.000000</td>\n",
+       "      <td>1.900000</td>\n",
+       "      <td>3.003500e+04</td>\n",
+       "      <td>0.010000</td>\n",
+       "      <td>15.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>241.750000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>102.000000</td>\n",
+       "      <td>6.300000</td>\n",
+       "      <td>8.797600e+04</td>\n",
+       "      <td>25.022500</td>\n",
+       "      <td>48.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>468.500000</td>\n",
+       "      <td>2013.000000</td>\n",
+       "      <td>113.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>1.592970e+05</td>\n",
+       "      <td>58.315000</td>\n",
+       "      <td>60.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>726.250000</td>\n",
+       "      <td>2015.000000</td>\n",
+       "      <td>126.000000</td>\n",
+       "      <td>7.500000</td>\n",
+       "      <td>2.951010e+05</td>\n",
+       "      <td>127.407500</td>\n",
+       "      <td>72.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>998.000000</td>\n",
+       "      <td>2016.000000</td>\n",
+       "      <td>191.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>1.791916e+06</td>\n",
+       "      <td>936.630000</td>\n",
+       "      <td>100.00000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             Rank         Year  Runtime (Minutes)      Rating         Votes  \\\n",
+       "count  756.000000   756.000000         756.000000  756.000000  7.560000e+02   \n",
+       "mean   483.989418  2012.023810         115.861111    6.893386  2.183116e+05   \n",
+       "std    285.624604     3.141597          18.587200    0.853778  1.922164e+05   \n",
+       "min      1.000000  2006.000000          81.000000    1.900000  3.003500e+04   \n",
+       "25%    241.750000  2010.000000         102.000000    6.300000  8.797600e+04   \n",
+       "50%    468.500000  2013.000000         113.000000    7.000000  1.592970e+05   \n",
+       "75%    726.250000  2015.000000         126.000000    7.500000  2.951010e+05   \n",
+       "max    998.000000  2016.000000         191.000000    9.000000  1.791916e+06   \n",
+       "\n",
+       "       Revenue (Millions)  Metascore  \n",
+       "count          756.000000  729.00000  \n",
+       "mean            94.058519   59.76406  \n",
+       "std            106.309789   16.76680  \n",
+       "min              0.010000   15.00000  \n",
+       "25%             25.022500   48.00000  \n",
+       "50%             58.315000   60.00000  \n",
+       "75%            127.407500   72.00000  \n",
+       "max            936.630000  100.00000  "
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# votes range from 178 to 1 791 916 and the average is 134 654. As a criterion, I decided to consider only movies with\n",
+    "# 30 000 or more votes. This is IMDB's minimum votes value for a movie to be in top250\n",
+    "min_votes = 30000\n",
+    "IMDB_min_votes = IMDB_drop_nan[IMDB_drop_nan.Votes >= min_votes]\n",
+    "IMDB_min_votes.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 272,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(756, 15)"
+      ]
+     },
+     "execution_count": 272,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "IMDB_min_votes.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 273,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "IMDB_index = IMDB_min_votes.reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 274,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RangeIndex(start=0, stop=756, step=1)"
+      ]
+     },
+     "execution_count": 274,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "IMDB_index.index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 309,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "272"
+      ]
+     },
+     "execution_count": 309,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# In the beginning, I wanted to relate revenue and director genre\n",
+    "# I started by creating a list of the director's unique first names\n",
+    "\n",
+    "# insert director genre\n",
+    "dir_lst_uniques = sorted(list(IMDB_index.Director.unique()))\n",
+    "len(dir_lst_uniques)\n",
+    "\n",
+    "dir_first_name = sorted(set([dir_lst_uniques[i].split()[0] for i in range(len(dir_lst_uniques))]))\n",
+    "        \n",
+    "#print(dir_first_name)\n",
+    "len(dir_first_name)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 276,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Aamir</th>\n",
+       "      <th>ga_first_name</th>\n",
+       "      <th>ga_gender</th>\n",
+       "      <th>ga_accuracy</th>\n",
+       "      <th>ga_samples</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Abdellatif</td>\n",
+       "      <td>Abdellatif</td>\n",
+       "      <td>male</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>2811.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Adam</td>\n",
+       "      <td>Adam</td>\n",
+       "      <td>male</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>101742.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Akiva</td>\n",
+       "      <td>Akiva</td>\n",
+       "      <td>male</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>82.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Alan</td>\n",
+       "      <td>Alan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>44635.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Albert</td>\n",
+       "      <td>Albert</td>\n",
+       "      <td>male</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>31368.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Aamir ga_first_name ga_gender  ga_accuracy  ga_samples\n",
+       "0   Abdellatif    Abdellatif      male         98.0      2811.0\n",
+       "1         Adam          Adam      male         99.0    101742.0\n",
+       "2        Akiva         Akiva      male         96.0        82.0\n",
+       "3         Alan          Alan      male         99.0     44635.0\n",
+       "4       Albert        Albert      male         98.0     31368.0"
+      ]
+     },
+     "execution_count": 276,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dir_names_genre = pd.read_csv(r'C:\\Users\\Ana André\\Ironhack\\projectos\\projecto4\\first_name_gender.csv',sep=';')\n",
+    "dir_names_genre.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 277,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ga_accuracy</th>\n",
+       "      <th>ga_samples</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>269.000000</td>\n",
+       "      <td>269.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>94.907063</td>\n",
+       "      <td>34596.427509</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>8.705522</td>\n",
+       "      <td>48960.740264</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>53.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>96.000000</td>\n",
+       "      <td>2786.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>99.000000</td>\n",
+       "      <td>16621.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>99.000000</td>\n",
+       "      <td>48262.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>381770.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       ga_accuracy     ga_samples\n",
+       "count   269.000000     269.000000\n",
+       "mean     94.907063   34596.427509\n",
+       "std       8.705522   48960.740264\n",
+       "min      53.000000       3.000000\n",
+       "25%      96.000000    2786.000000\n",
+       "50%      99.000000   16621.000000\n",
+       "75%      99.000000   48262.000000\n",
+       "max     100.000000  381770.000000"
+      ]
+     },
+     "execution_count": 277,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dir_names_genre.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 278,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Aamir</th>\n",
+       "      <th>ga_first_name</th>\n",
+       "      <th>ga_gender</th>\n",
+       "      <th>ga_accuracy</th>\n",
+       "      <th>ga_samples</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Ang</td>\n",
+       "      <td>Ang</td>\n",
+       "      <td>female</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>1491.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>120</th>\n",
+       "      <td>Jemaine</td>\n",
+       "      <td>Jemaine</td>\n",
+       "      <td>male</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>20.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>Eli</td>\n",
+       "      <td>Eli</td>\n",
+       "      <td>female</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>13642.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>202</th>\n",
+       "      <td>Peyton</td>\n",
+       "      <td>Peyton</td>\n",
+       "      <td>female</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>893.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>225</th>\n",
+       "      <td>S.</td>\n",
+       "      <td>S.</td>\n",
+       "      <td>male</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>1577.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>Cary</td>\n",
+       "      <td>Cary</td>\n",
+       "      <td>male</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>1377.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>158</th>\n",
+       "      <td>Lone</td>\n",
+       "      <td>Lone</td>\n",
+       "      <td>female</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>1034.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>268</th>\n",
+       "      <td>Yimou</td>\n",
+       "      <td>Yimou</td>\n",
+       "      <td>male</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>156</th>\n",
+       "      <td>Lenny</td>\n",
+       "      <td>Lenny</td>\n",
+       "      <td>male</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>3316.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>Fede</td>\n",
+       "      <td>Fede</td>\n",
+       "      <td>male</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>6402.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Aamir ga_first_name ga_gender  ga_accuracy  ga_samples\n",
+       "15        Ang           Ang    female         53.0      1491.0\n",
+       "120   Jemaine       Jemaine      male         60.0        20.0\n",
+       "77        Eli           Eli    female         61.0     13642.0\n",
+       "202    Peyton        Peyton    female         62.0       893.0\n",
+       "225        S.            S.      male         64.0      1577.0\n",
+       "43       Cary          Cary      male         64.0      1377.0\n",
+       "158      Lone          Lone    female         66.0      1034.0\n",
+       "268     Yimou         Yimou      male         67.0         3.0\n",
+       "156     Lenny         Lenny      male         67.0      3316.0\n",
+       "85       Fede          Fede      male         68.0      6402.0"
+      ]
+     },
+     "execution_count": 278,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dir_names_genre.sort_values(by=['ga_accuracy'])[:10]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 297,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "43"
+      ]
+     },
+     "execution_count": 297,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dir_names_to_check = dir_names_genre[(dir_names_genre['ga_samples'] < 1000) | (dir_names_genre['ga_accuracy'] < 50)]\n",
+    "dir_names_to_check.head()\n",
+    "len(dir_names_to_check)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 280,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "names_gender_dict = dict(zip(dir_names_genre['Aamir'].to_list(),dir_names_genre['ga_gender'].to_list()))\n",
+    "#print(names_gender_dict)\n",
+    "    \n",
+    "names_gender_dict_strip = [name.strip() for name in names_gender_dict.keys()]\n",
+    "#print(names_gender_dict_strip)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 282,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>751</th>\n",
+       "      <td>993</td>\n",
+       "      <td>Take Me Home Tonight</td>\n",
+       "      <td>Comedy,Drama,Romance</td>\n",
+       "      <td>Four years after graduation, an awkward high s...</td>\n",
+       "      <td>Michael Dowse</td>\n",
+       "      <td>Topher Grace, Anna Faris, Dan Fogler, Teresa P...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>97</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>45419</td>\n",
+       "      <td>6.92</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Michael</td>\n",
+       "      <td>Dowse</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>752</th>\n",
+       "      <td>994</td>\n",
+       "      <td>Resident Evil: Afterlife</td>\n",
+       "      <td>Action,Adventure,Horror</td>\n",
+       "      <td>While still out to destroy the evil Umbrella C...</td>\n",
+       "      <td>Paul W.S. Anderson</td>\n",
+       "      <td>Milla Jovovich, Ali Larter, Wentworth Miller,K...</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>97</td>\n",
+       "      <td>5.9</td>\n",
+       "      <td>140900</td>\n",
+       "      <td>60.13</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>Paul</td>\n",
+       "      <td>W.S. Anderson</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>753</th>\n",
+       "      <td>995</td>\n",
+       "      <td>Project X</td>\n",
+       "      <td>Comedy</td>\n",
+       "      <td>3 high school seniors throw a birthday party t...</td>\n",
+       "      <td>Nima Nourizadeh</td>\n",
+       "      <td>Thomas Mann, Oliver Cooper, Jonathan Daniel Br...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>88</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>164088</td>\n",
+       "      <td>54.72</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>Nima</td>\n",
+       "      <td>Nourizadeh</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>754</th>\n",
+       "      <td>997</td>\n",
+       "      <td>Hostel: Part II</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>Three American college students studying abroa...</td>\n",
+       "      <td>Eli Roth</td>\n",
+       "      <td>Lauren German, Heather Matarazzo, Bijou Philli...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>94</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>73152</td>\n",
+       "      <td>17.54</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>Eli</td>\n",
+       "      <td>Roth</td>\n",
+       "      <td>female</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>755</th>\n",
+       "      <td>998</td>\n",
+       "      <td>Step Up 2: The Streets</td>\n",
+       "      <td>Drama,Music,Romance</td>\n",
+       "      <td>Romantic sparks occur between two dance studen...</td>\n",
+       "      <td>Jon M. Chu</td>\n",
+       "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>98</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>70699</td>\n",
+       "      <td>58.01</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>Jon</td>\n",
+       "      <td>M. Chu</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank                     Title                    Genre  \\\n",
+       "751   993      Take Me Home Tonight     Comedy,Drama,Romance   \n",
+       "752   994  Resident Evil: Afterlife  Action,Adventure,Horror   \n",
+       "753   995                 Project X                   Comedy   \n",
+       "754   997           Hostel: Part II                   Horror   \n",
+       "755   998    Step Up 2: The Streets      Drama,Music,Romance   \n",
+       "\n",
+       "                                           Description            Director  \\\n",
+       "751  Four years after graduation, an awkward high s...       Michael Dowse   \n",
+       "752  While still out to destroy the evil Umbrella C...  Paul W.S. Anderson   \n",
+       "753  3 high school seniors throw a birthday party t...     Nima Nourizadeh   \n",
+       "754  Three American college students studying abroa...            Eli Roth   \n",
+       "755  Romantic sparks occur between two dance studen...          Jon M. Chu   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "751  Topher Grace, Anna Faris, Dan Fogler, Teresa P...  2011   \n",
+       "752  Milla Jovovich, Ali Larter, Wentworth Miller,K...  2010   \n",
+       "753  Thomas Mann, Oliver Cooper, Jonathan Daniel Br...  2012   \n",
+       "754  Lauren German, Heather Matarazzo, Bijou Philli...  2007   \n",
+       "755  Robert Hoffman, Briana Evigan, Cassie Ventura,...  2008   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating   Votes  Revenue (Millions)  Metascore  \\\n",
+       "751                 97     6.3   45419                6.92        NaN   \n",
+       "752                 97     5.9  140900               60.13       37.0   \n",
+       "753                 88     6.7  164088               54.72       48.0   \n",
+       "754                 94     5.5   73152               17.54       46.0   \n",
+       "755                 98     6.2   70699               58.01       50.0   \n",
+       "\n",
+       "    Director_Fname Director_Lname Director_genre  \n",
+       "751        Michael          Dowse           male  \n",
+       "752           Paul  W.S. Anderson           male  \n",
+       "753           Nima     Nourizadeh           male  \n",
+       "754            Eli           Roth         female  \n",
+       "755            Jon         M. Chu           male  "
+      ]
+     },
+     "execution_count": 282,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "split_dir_name = IMDB_index['Director'].str.split(\" \", n = 1, expand = True)\n",
+    "IMDB_index['Director_Fname'] = split_dir_name[0]\n",
+    "IMDB_index['Director_Lname'] = split_dir_name[1]\n",
+    "IMDB_index.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 288,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "755\n"
+     ]
+    }
+   ],
+   "source": [
+    "dir_genre = []\n",
+    "\n",
+    "#print(len(IMDB_index['Director_Fname']))\n",
+    "\n",
+    "for name in IMDB_index['Director_Fname']:\n",
+    "    #print(name)\n",
+    "    if name in names_gender_dict_strip:\n",
+    "        #print(name)\n",
+    "        x = names_gender_dict.get(\" \"+ name)\n",
+    "        #print(x)\n",
+    "        dir_genre.append(x)\n",
+    "        \n",
+    "print(len(dir_genre))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 289,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "750"
+      ]
+     },
+     "execution_count": 289,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "IMDB_index[IMDB_index.Director == 'Aamir Khan'].index[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 290,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "756\n"
+     ]
+    }
+   ],
+   "source": [
+    "dir_genre.insert(IMDB_index[IMDB_index.Director == 'Aamir Khan'].index[0],'male')\n",
+    "\n",
+    "print(len(dir_genre))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 291,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# crete director gender column\n",
+    "IMDB_index['Director_genre'] = dir_genre"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 292,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Gunn</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>Ridley</td>\n",
+       "      <td>Scott</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>M.</td>\n",
+       "      <td>Night Shyamalan</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Christophe</td>\n",
+       "      <td>Lourdelet</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>David</td>\n",
+       "      <td>Ayer</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore Director_Fname  \\\n",
+       "0     8.1  757074              333.13       76.0          James   \n",
+       "1     7.0  485820              126.46       65.0         Ridley   \n",
+       "2     7.3  157606              138.12       62.0             M.   \n",
+       "3     7.2   60545              270.32       59.0     Christophe   \n",
+       "4     6.2  393727              325.02       40.0          David   \n",
+       "\n",
+       "    Director_Lname Director_genre  \n",
+       "0             Gunn           male  \n",
+       "1            Scott           male  \n",
+       "2  Night Shyamalan           male  \n",
+       "3        Lourdelet           male  \n",
+       "4             Ayer           male  "
+      ]
+     },
+     "execution_count": 292,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "IMDB_index.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 294,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "IMDB_index.to_csv('Movies_DB_clean.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 304,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Rank</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.384864</td>\n",
+       "      <td>-0.263368</td>\n",
+       "      <td>-0.313589</td>\n",
+       "      <td>-0.288063</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <td>-0.384864</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.090160</td>\n",
+       "      <td>-0.269849</td>\n",
+       "      <td>-0.029980</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rating</th>\n",
+       "      <td>-0.263368</td>\n",
+       "      <td>-0.090160</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.514056</td>\n",
+       "      <td>0.189275</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Votes</th>\n",
+       "      <td>-0.313589</td>\n",
+       "      <td>-0.269849</td>\n",
+       "      <td>0.514056</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.604439</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <td>-0.288063</td>\n",
+       "      <td>-0.029980</td>\n",
+       "      <td>0.189275</td>\n",
+       "      <td>0.604439</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        Rank      Year    Rating     Votes  Revenue (Millions)\n",
+       "Rank                1.000000 -0.384864 -0.263368 -0.313589           -0.288063\n",
+       "Year               -0.384864  1.000000 -0.090160 -0.269849           -0.029980\n",
+       "Rating             -0.263368 -0.090160  1.000000  0.514056            0.189275\n",
+       "Votes              -0.313589 -0.269849  0.514056  1.000000            0.604439\n",
+       "Revenue (Millions) -0.288063 -0.029980  0.189275  0.604439            1.000000"
+      ]
+     },
+     "execution_count": 304,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "corr_matrix = IMDB_index[['Rank','Year','Rating','Votes','Revenue (Millions)']].corr()\n",
+    "corr_matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 307,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x17cf4585ef0>"
+      ]
+     },
+     "execution_count": 307,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.set(style=\"white\")\n",
+    "\n",
+    "# generate a mask for the upper triangle\n",
+    "mask = np.zeros_like(corr_matrix, dtype = np.bool)\n",
+    "mask[np.triu_indices_from(mask)] = True\n",
+    "\n",
+    "# set up the matplotlib figure\n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "\n",
+    "# generate a custom diverging colormap\n",
+    "cmap = sns.diverging_palette(220,10,as_cmap = True)\n",
+    "\n",
+    "# draw the heatmap with the mask and correct aspect ration\n",
+    "sns.heatmap(corr_matrix, mask=mask, cmap = cmap, vmax=0.61 , center = 0,\n",
+    "           square = True, linewidths=.5, cbar_kws={'shrink':.5})\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# highest correlation levels: votes and rating, votes and revenue"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 296,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Nane\\Anaconda3\\lib\\site-packages\\numpy\\lib\\histograms.py:824: RuntimeWarning: invalid value encountered in greater_equal\n",
+      "  keep = (tmp_a >= first_edge)\n",
+      "C:\\Nane\\Anaconda3\\lib\\site-packages\\numpy\\lib\\histograms.py:825: RuntimeWarning: invalid value encountered in less_equal\n",
+      "  keep &= (tmp_a <= last_edge)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x17cf1b56710>"
+      ]
+     },
+     "execution_count": 296,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1260x1260 with 56 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.pairplot(data = IMDB_index, kind = 'reg',plot_kws={'line_kws':{'color':'red'}})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "'''# load TMDb data\n",
+    "\n",
+    "def load_tmdb_movies(path):\n",
+    "    df = pd.read_csv(path)\n",
+    "    df['release_data'] = pd.to_datetime(df['release_date']).apply(lambda x: x.date())\n",
+    "    json_columns = ['genres','keywords','production_countries','production_companies','spoken_languages']\n",
+    "    for column in json_columns:\n",
+    "        df[column] = df[column].apply(json.loads)\n",
+    "    return df\n",
+    "    \n",
+    "'''"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#data_TMDB = load_tmdb_movies(r'C:\\Users\\Ana André\\Ironhack\\projectos\\projecto4\\tmdb_5000_movies.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "#data_TMDB.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#data_TMDB.iloc[3]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# some of the columns are in JSON format so we have to perform some actions\n",
+    "# to extract the data\n",
+    "'''\n",
+    "import json\n",
+    "from pandas.io.json import json_normalize # package for flattening json in pandas df\n",
+    "\n",
+    "genres_data = json_normalize(data = data_TMDB, record_path = 'genres', meta = ['id','name'])\n",
+    "\n",
+    "#genres_data = json_normalize(data_TMDB, 'genres', ['id','name'])\n",
+    "\n",
+    "##genres_data = data_TMDB['genres']\n",
+    "#genres_data[0]\n",
+    "\n",
+    "#for record in genres_data:\n",
+    "#    print(len(record))\n",
+    "\n",
+    "'''"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/your-project/.ipynb_checkpoints/DataCleaning_Deliverable-checkpoint.ipynb b/your-project/.ipynb_checkpoints/DataCleaning_Deliverable-checkpoint.ipynb
new file mode 100644
index 0000000..e0b7719
--- /dev/null
+++ b/your-project/.ipynb_checkpoints/DataCleaning_Deliverable-checkpoint.ipynb
@@ -0,0 +1,2778 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import libraries\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import IMDB dataset\n",
+    "data_IMDB = pd.read_csv(r'C:\\Users\\Ana André\\Ironhack\\projectos\\projecto4\\IMDB-Movie-Data.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore  \n",
+       "0     8.1  757074              333.13       76.0  \n",
+       "1     7.0  485820              126.46       65.0  \n",
+       "2     7.3  157606              138.12       62.0  \n",
+       "3     7.2   60545              270.32       59.0  \n",
+       "4     6.2  393727              325.02       40.0  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_IMDB.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Rank', 'Title', 'Genre', 'Description', 'Director', 'Actors', 'Year',\n",
+       "       'Runtime (Minutes)', 'Rating', 'Votes', 'Revenue (Millions)',\n",
+       "       'Metascore'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# getting an overview of our data\n",
+    "data_IMDB.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Rank                    0\n",
+       "Title                   0\n",
+       "Genre                   0\n",
+       "Description             0\n",
+       "Director                0\n",
+       "Actors                  0\n",
+       "Year                    0\n",
+       "Runtime (Minutes)       0\n",
+       "Rating                  0\n",
+       "Votes                   0\n",
+       "Revenue (Millions)    128\n",
+       "Metascore              64\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# checking for missing values\n",
+    "data_IMDB.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore  \n",
+       "0     8.1  757074              333.13       76.0  \n",
+       "1     7.0  485820              126.46       65.0  \n",
+       "2     7.3  157606              138.12       62.0  \n",
+       "3     7.2   60545              270.32       59.0  \n",
+       "4     6.2  393727              325.02       40.0  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# since I want to correlate things with revenue, it doesn't make sense to have records with no revenue info, so I just dropped\n",
+    "# those rows\n",
+    "\n",
+    "# drop rows with no info on revenue\n",
+    "IMDB_drop_nan = data_IMDB.dropna(subset=['Revenue (Millions)'])\n",
+    "IMDB_drop_nan.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Rank                   0\n",
+       "Title                  0\n",
+       "Genre                  0\n",
+       "Description            0\n",
+       "Director               0\n",
+       "Actors                 0\n",
+       "Year                   0\n",
+       "Runtime (Minutes)      0\n",
+       "Rating                 0\n",
+       "Votes                  0\n",
+       "Revenue (Millions)     0\n",
+       "Metascore             34\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# check for missing values\n",
+    "IMDB_drop_nan.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>27</td>\n",
+       "      <td>Bahubali: The Beginning</td>\n",
+       "      <td>Action,Adventure,Drama</td>\n",
+       "      <td>In ancient India, an adventurous and daring ma...</td>\n",
+       "      <td>S.S. Rajamouli</td>\n",
+       "      <td>Prabhas, Rana Daggubati, Anushka Shetty,Tamann...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>159</td>\n",
+       "      <td>8.3</td>\n",
+       "      <td>76193</td>\n",
+       "      <td>6.50</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>28</td>\n",
+       "      <td>Dead Awake</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>A young woman must save herself and her friend...</td>\n",
+       "      <td>Phillip Guzman</td>\n",
+       "      <td>Jocelin Donahue, Jesse Bradford, Jesse Borrego...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>99</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>523</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>117</th>\n",
+       "      <td>118</td>\n",
+       "      <td>Dangal</td>\n",
+       "      <td>Action,Biography,Drama</td>\n",
+       "      <td>Former wrestler Mahavir Singh Phogat and his t...</td>\n",
+       "      <td>Nitesh Tiwari</td>\n",
+       "      <td>Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>161</td>\n",
+       "      <td>8.8</td>\n",
+       "      <td>48969</td>\n",
+       "      <td>11.15</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>402</th>\n",
+       "      <td>403</td>\n",
+       "      <td>Bronson</td>\n",
+       "      <td>Action,Biography,Crime</td>\n",
+       "      <td>A young man who was sentenced to seven years i...</td>\n",
+       "      <td>Nicolas Winding Refn</td>\n",
+       "      <td>Tom Hardy, Kelly Adams, Luing Andrews,Katy Barker</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>92</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>93972</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>417</th>\n",
+       "      <td>418</td>\n",
+       "      <td>Atonement</td>\n",
+       "      <td>Drama,Mystery,Romance</td>\n",
+       "      <td>Fledgling writer Briony Tallis, as a thirteen-...</td>\n",
+       "      <td>Joe Wright</td>\n",
+       "      <td>Keira Knightley, James McAvoy, Brenda Blethyn,...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>123</td>\n",
+       "      <td>7.8</td>\n",
+       "      <td>202890</td>\n",
+       "      <td>50.92</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank                    Title                   Genre  \\\n",
+       "26     27  Bahubali: The Beginning  Action,Adventure,Drama   \n",
+       "27     28               Dead Awake         Horror,Thriller   \n",
+       "117   118                   Dangal  Action,Biography,Drama   \n",
+       "402   403                  Bronson  Action,Biography,Crime   \n",
+       "417   418                Atonement   Drama,Mystery,Romance   \n",
+       "\n",
+       "                                           Description              Director  \\\n",
+       "26   In ancient India, an adventurous and daring ma...        S.S. Rajamouli   \n",
+       "27   A young woman must save herself and her friend...        Phillip Guzman   \n",
+       "117  Former wrestler Mahavir Singh Phogat and his t...         Nitesh Tiwari   \n",
+       "402  A young man who was sentenced to seven years i...  Nicolas Winding Refn   \n",
+       "417  Fledgling writer Briony Tallis, as a thirteen-...            Joe Wright   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "26   Prabhas, Rana Daggubati, Anushka Shetty,Tamann...  2015   \n",
+       "27   Jocelin Donahue, Jesse Bradford, Jesse Borrego...  2016   \n",
+       "117  Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...  2016   \n",
+       "402  Tom Hardy, Kelly Adams, Luing Andrews,Katy Barker  2008   \n",
+       "417  Keira Knightley, James McAvoy, Brenda Blethyn,...  2007   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating   Votes  Revenue (Millions)  Metascore  \n",
+       "26                 159     8.3   76193                6.50        NaN  \n",
+       "27                  99     4.7     523                0.01        NaN  \n",
+       "117                161     8.8   48969               11.15        NaN  \n",
+       "402                 92     7.1   93972                0.10        NaN  \n",
+       "417                123     7.8  202890               50.92        NaN  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# now I only have NaN values in Metascore, let's check\n",
+    "\n",
+    "NaN_metascore = IMDB_drop_nan[IMDB_drop_nan.Metascore.isnull()]\n",
+    "NaN_metascore.head()\n",
+    "\n",
+    "# I'll keep these rows to perform the analysis and only not consider them when relating things with metascore"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>28</td>\n",
+       "      <td>Dead Awake</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>A young woman must save herself and her friend...</td>\n",
+       "      <td>Phillip Guzman</td>\n",
+       "      <td>Jocelin Donahue, Jesse Bradford, Jesse Borrego...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>99</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>523</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>747</th>\n",
+       "      <td>748</td>\n",
+       "      <td>Rules Don't Apply</td>\n",
+       "      <td>Comedy,Drama,Romance</td>\n",
+       "      <td>The unconventional love story of an aspiring a...</td>\n",
+       "      <td>Warren Beatty</td>\n",
+       "      <td>Lily Collins, Haley Bennett, Taissa Farmiga, S...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>127</td>\n",
+       "      <td>5.7</td>\n",
+       "      <td>3731</td>\n",
+       "      <td>3.65</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>826</th>\n",
+       "      <td>827</td>\n",
+       "      <td>Shut In</td>\n",
+       "      <td>Drama,Horror,Thriller</td>\n",
+       "      <td>A heart-pounding thriller about a widowed chil...</td>\n",
+       "      <td>Farren Blackburn</td>\n",
+       "      <td>Naomi Watts, Charlie Heaton, Jacob Tremblay,Ol...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>91</td>\n",
+       "      <td>4.6</td>\n",
+       "      <td>5715</td>\n",
+       "      <td>6.88</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>692</th>\n",
+       "      <td>693</td>\n",
+       "      <td>Genius</td>\n",
+       "      <td>Biography,Drama</td>\n",
+       "      <td>A chronicle of Max Perkins's time as the book ...</td>\n",
+       "      <td>Michael Grandage</td>\n",
+       "      <td>Colin Firth, Jude Law, Nicole Kidman, Laura Li...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>104</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>10708</td>\n",
+       "      <td>1.36</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>696</th>\n",
+       "      <td>697</td>\n",
+       "      <td>10 Years</td>\n",
+       "      <td>Comedy,Drama,Romance</td>\n",
+       "      <td>The night before their high school reunion, a ...</td>\n",
+       "      <td>Jamie Linden</td>\n",
+       "      <td>Channing Tatum, Rosario Dawson, Chris Pratt, J...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>100</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>19636</td>\n",
+       "      <td>0.20</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>648</th>\n",
+       "      <td>649</td>\n",
+       "      <td>Sleeping Beauty</td>\n",
+       "      <td>Drama,Romance</td>\n",
+       "      <td>A haunting portrait of Lucy, a young universit...</td>\n",
+       "      <td>Julia Leigh</td>\n",
+       "      <td>Emily Browning, Rachael Blake, Ewen Leslie, Br...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>101</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>27006</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>779</th>\n",
+       "      <td>780</td>\n",
+       "      <td>The Man Who Knew Infinity</td>\n",
+       "      <td>Biography,Drama</td>\n",
+       "      <td>The story of the life and academic career of t...</td>\n",
+       "      <td>Matt Brown</td>\n",
+       "      <td>Dev Patel, Jeremy Irons, Malcolm Sinclair, Rag...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>29912</td>\n",
+       "      <td>3.86</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>992</th>\n",
+       "      <td>993</td>\n",
+       "      <td>Take Me Home Tonight</td>\n",
+       "      <td>Comedy,Drama,Romance</td>\n",
+       "      <td>Four years after graduation, an awkward high s...</td>\n",
+       "      <td>Michael Dowse</td>\n",
+       "      <td>Topher Grace, Anna Faris, Dan Fogler, Teresa P...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>97</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>45419</td>\n",
+       "      <td>6.92</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>117</th>\n",
+       "      <td>118</td>\n",
+       "      <td>Dangal</td>\n",
+       "      <td>Action,Biography,Drama</td>\n",
+       "      <td>Former wrestler Mahavir Singh Phogat and his t...</td>\n",
+       "      <td>Nitesh Tiwari</td>\n",
+       "      <td>Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>161</td>\n",
+       "      <td>8.8</td>\n",
+       "      <td>48969</td>\n",
+       "      <td>11.15</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>429</th>\n",
+       "      <td>430</td>\n",
+       "      <td>The Purge: Election Year</td>\n",
+       "      <td>Action,Horror,Sci-Fi</td>\n",
+       "      <td>Former Police Sergeant Barnes becomes head of ...</td>\n",
+       "      <td>James DeMonaco</td>\n",
+       "      <td>Frank Grillo, Elizabeth Mitchell, Mykelti Will...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>109</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>54216</td>\n",
+       "      <td>79.00</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>484</th>\n",
+       "      <td>485</td>\n",
+       "      <td>Angry Birds</td>\n",
+       "      <td>Animation,Action,Adventure</td>\n",
+       "      <td>Find out why the birds are so angry. When an i...</td>\n",
+       "      <td>Clay Kaytis</td>\n",
+       "      <td>Jason Sudeikis, Josh Gad, Danny McBride, Maya ...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>97</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>55781</td>\n",
+       "      <td>107.51</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>896</th>\n",
+       "      <td>897</td>\n",
+       "      <td>Concussion</td>\n",
+       "      <td>Biography,Drama,Sport</td>\n",
+       "      <td>In Pittsburgh, accomplished pathologist Dr. Be...</td>\n",
+       "      <td>Peter Landesman</td>\n",
+       "      <td>Will Smith, Alec Baldwin, Albert Brooks, David...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>123</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>61274</td>\n",
+       "      <td>34.53</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>989</th>\n",
+       "      <td>990</td>\n",
+       "      <td>Selma</td>\n",
+       "      <td>Biography,Drama,History</td>\n",
+       "      <td>A chronicle of Martin Luther King's campaign t...</td>\n",
+       "      <td>Ava DuVernay</td>\n",
+       "      <td>David Oyelowo, Carmen Ejogo, Tim Roth, Lorrain...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>128</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>67637</td>\n",
+       "      <td>52.07</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>700</th>\n",
+       "      <td>701</td>\n",
+       "      <td>Funny Games</td>\n",
+       "      <td>Crime,Drama,Horror</td>\n",
+       "      <td>Two psychopathic young men take a family hosta...</td>\n",
+       "      <td>Michael Haneke</td>\n",
+       "      <td>Naomi Watts, Tim Roth, Michael Pitt, Brady Corbet</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>111</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>73835</td>\n",
+       "      <td>1.29</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>27</td>\n",
+       "      <td>Bahubali: The Beginning</td>\n",
+       "      <td>Action,Adventure,Drama</td>\n",
+       "      <td>In ancient India, an adventurous and daring ma...</td>\n",
+       "      <td>S.S. Rajamouli</td>\n",
+       "      <td>Prabhas, Rana Daggubati, Anushka Shetty,Tamann...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>159</td>\n",
+       "      <td>8.3</td>\n",
+       "      <td>76193</td>\n",
+       "      <td>6.50</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>435</th>\n",
+       "      <td>436</td>\n",
+       "      <td>Filth</td>\n",
+       "      <td>Comedy,Crime,Drama</td>\n",
+       "      <td>A corrupt, junkie cop with bipolar disorder at...</td>\n",
+       "      <td>Jon S. Baird</td>\n",
+       "      <td>James McAvoy, Jamie Bell, Eddie Marsan, Imogen...</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>97</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>81301</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>758</th>\n",
+       "      <td>759</td>\n",
+       "      <td>Conan the Barbarian</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A vengeful barbarian warrior sets off to get h...</td>\n",
+       "      <td>Marcus Nispel</td>\n",
+       "      <td>Jason Momoa, Ron Perlman, Rose McGowan,Stephen...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>113</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>84893</td>\n",
+       "      <td>21.27</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>967</th>\n",
+       "      <td>968</td>\n",
+       "      <td>The Walk</td>\n",
+       "      <td>Adventure,Biography,Crime</td>\n",
+       "      <td>In 1974, high-wire artist Philippe Petit recru...</td>\n",
+       "      <td>Robert Zemeckis</td>\n",
+       "      <td>Joseph Gordon-Levitt, Charlotte Le Bon,Guillau...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>123</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>92378</td>\n",
+       "      <td>10.14</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>946</th>\n",
+       "      <td>947</td>\n",
+       "      <td>The Butler</td>\n",
+       "      <td>Biography,Drama</td>\n",
+       "      <td>As Cecil Gaines serves eight presidents during...</td>\n",
+       "      <td>Lee Daniels</td>\n",
+       "      <td>Forest Whitaker, Oprah Winfrey, John Cusack, J...</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>132</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>93322</td>\n",
+       "      <td>116.63</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>402</th>\n",
+       "      <td>403</td>\n",
+       "      <td>Bronson</td>\n",
+       "      <td>Action,Biography,Crime</td>\n",
+       "      <td>A young man who was sentenced to seven years i...</td>\n",
+       "      <td>Nicolas Winding Refn</td>\n",
+       "      <td>Tom Hardy, Kelly Adams, Luing Andrews,Katy Barker</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>92</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>93972</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>891</th>\n",
+       "      <td>892</td>\n",
+       "      <td>This Is 40</td>\n",
+       "      <td>Comedy,Romance</td>\n",
+       "      <td>Pete and Debbie are both about to turn 40, the...</td>\n",
+       "      <td>Judd Apatow</td>\n",
+       "      <td>Paul Rudd, Leslie Mann, Maude Apatow, Iris Apatow</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>134</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>108156</td>\n",
+       "      <td>67.52</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>929</th>\n",
+       "      <td>930</td>\n",
+       "      <td>The Master</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>A Naval veteran arrives home from war unsettle...</td>\n",
+       "      <td>Paul Thomas Anderson</td>\n",
+       "      <td>Philip Seymour Hoffman, Joaquin Phoenix,Amy Ad...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>144</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>112902</td>\n",
+       "      <td>16.38</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>828</th>\n",
+       "      <td>829</td>\n",
+       "      <td>Grindhouse</td>\n",
+       "      <td>Action,Horror,Thriller</td>\n",
+       "      <td>Quentin Tarantino and Robert Rodriguez's homag...</td>\n",
+       "      <td>Robert Rodriguez</td>\n",
+       "      <td>Kurt Russell, Rose McGowan, Danny Trejo, Zoë Bell</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>191</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>160350</td>\n",
+       "      <td>25.03</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>543</th>\n",
+       "      <td>544</td>\n",
+       "      <td>P.S. I Love You</td>\n",
+       "      <td>Drama,Romance</td>\n",
+       "      <td>A young widow discovers that her late husband ...</td>\n",
+       "      <td>Richard LaGravenese</td>\n",
+       "      <td>Hilary Swank, Gerard Butler, Harry Connick Jr....</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>126</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>177247</td>\n",
+       "      <td>53.68</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>445</th>\n",
+       "      <td>446</td>\n",
+       "      <td>Silent Hill</td>\n",
+       "      <td>Adventure,Horror,Mystery</td>\n",
+       "      <td>A woman, Rose, goes in search for her adopted ...</td>\n",
+       "      <td>Christophe Gans</td>\n",
+       "      <td>Radha Mitchell, Laurie Holden, Sean Bean,Debor...</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>125</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>184152</td>\n",
+       "      <td>46.98</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>755</th>\n",
+       "      <td>756</td>\n",
+       "      <td>The Road</td>\n",
+       "      <td>Adventure,Drama</td>\n",
+       "      <td>In a dangerous post-apocalyptic world, an aili...</td>\n",
+       "      <td>John Hillcoat</td>\n",
+       "      <td>Viggo Mortensen, Charlize Theron, Kodi Smit-Mc...</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>111</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>187302</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>969</th>\n",
+       "      <td>970</td>\n",
+       "      <td>The Lone Ranger</td>\n",
+       "      <td>Action,Adventure,Western</td>\n",
+       "      <td>Native American warrior Tonto recounts the unt...</td>\n",
+       "      <td>Gore Verbinski</td>\n",
+       "      <td>Johnny Depp, Armie Hammer, William Fichtner,To...</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>150</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>190855</td>\n",
+       "      <td>89.29</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>971</th>\n",
+       "      <td>972</td>\n",
+       "      <td>Disturbia</td>\n",
+       "      <td>Drama,Mystery,Thriller</td>\n",
+       "      <td>A teen living under house arrest becomes convi...</td>\n",
+       "      <td>D.J. Caruso</td>\n",
+       "      <td>Shia LaBeouf, David Morse, Carrie-Anne Moss, S...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>105</td>\n",
+       "      <td>6.9</td>\n",
+       "      <td>193491</td>\n",
+       "      <td>80.05</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>766</th>\n",
+       "      <td>767</td>\n",
+       "      <td>Ender's Game</td>\n",
+       "      <td>Action,Sci-Fi</td>\n",
+       "      <td>Young Ender Wiggin is recruited by the Interna...</td>\n",
+       "      <td>Gavin Hood</td>\n",
+       "      <td>Harrison Ford, Asa Butterfield, Hailee Steinfe...</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>114</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>194236</td>\n",
+       "      <td>61.66</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>417</th>\n",
+       "      <td>418</td>\n",
+       "      <td>Atonement</td>\n",
+       "      <td>Drama,Mystery,Romance</td>\n",
+       "      <td>Fledgling writer Briony Tallis, as a thirteen-...</td>\n",
+       "      <td>Joe Wright</td>\n",
+       "      <td>Keira Knightley, James McAvoy, Brenda Blethyn,...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>123</td>\n",
+       "      <td>7.8</td>\n",
+       "      <td>202890</td>\n",
+       "      <td>50.92</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>706</th>\n",
+       "      <td>707</td>\n",
+       "      <td>The Adjustment Bureau</td>\n",
+       "      <td>Romance,Sci-Fi,Thriller</td>\n",
+       "      <td>The affair between a politician and a contempo...</td>\n",
+       "      <td>George Nolfi</td>\n",
+       "      <td>Matt Damon, Emily Blunt, Lisa Thoreson, Floren...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>106</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>208632</td>\n",
+       "      <td>62.45</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>939</th>\n",
+       "      <td>940</td>\n",
+       "      <td>Up in the Air</td>\n",
+       "      <td>Drama,Romance</td>\n",
+       "      <td>Ryan Bingham enjoys living out of a suitcase f...</td>\n",
+       "      <td>Jason Reitman</td>\n",
+       "      <td>George Clooney, Vera Farmiga, Anna Kendrick,Ja...</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>109</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>279694</td>\n",
+       "      <td>83.81</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>645</th>\n",
+       "      <td>646</td>\n",
+       "      <td>Gran Torino</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>Disgruntled Korean War veteran Walt Kowalski s...</td>\n",
+       "      <td>Clint Eastwood</td>\n",
+       "      <td>Clint Eastwood, Bee Vang, Christopher Carley,A...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>116</td>\n",
+       "      <td>8.2</td>\n",
+       "      <td>595779</td>\n",
+       "      <td>148.09</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>634</th>\n",
+       "      <td>635</td>\n",
+       "      <td>WALL·E</td>\n",
+       "      <td>Animation,Adventure,Family</td>\n",
+       "      <td>In the distant future, a small waste-collectin...</td>\n",
+       "      <td>Andrew Stanton</td>\n",
+       "      <td>Ben Burtt, Elissa Knight, Jeff Garlin, Fred Wi...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>98</td>\n",
+       "      <td>8.4</td>\n",
+       "      <td>776897</td>\n",
+       "      <td>223.81</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank                      Title                       Genre  \\\n",
+       "27     28                 Dead Awake             Horror,Thriller   \n",
+       "747   748          Rules Don't Apply        Comedy,Drama,Romance   \n",
+       "826   827                    Shut In       Drama,Horror,Thriller   \n",
+       "692   693                     Genius             Biography,Drama   \n",
+       "696   697                   10 Years        Comedy,Drama,Romance   \n",
+       "648   649            Sleeping Beauty               Drama,Romance   \n",
+       "779   780  The Man Who Knew Infinity             Biography,Drama   \n",
+       "992   993       Take Me Home Tonight        Comedy,Drama,Romance   \n",
+       "117   118                     Dangal      Action,Biography,Drama   \n",
+       "429   430   The Purge: Election Year        Action,Horror,Sci-Fi   \n",
+       "484   485                Angry Birds  Animation,Action,Adventure   \n",
+       "896   897                 Concussion       Biography,Drama,Sport   \n",
+       "989   990                      Selma     Biography,Drama,History   \n",
+       "700   701                Funny Games          Crime,Drama,Horror   \n",
+       "26     27    Bahubali: The Beginning      Action,Adventure,Drama   \n",
+       "435   436                      Filth          Comedy,Crime,Drama   \n",
+       "758   759        Conan the Barbarian    Action,Adventure,Fantasy   \n",
+       "967   968                   The Walk   Adventure,Biography,Crime   \n",
+       "946   947                 The Butler             Biography,Drama   \n",
+       "402   403                    Bronson      Action,Biography,Crime   \n",
+       "891   892                 This Is 40              Comedy,Romance   \n",
+       "929   930                 The Master                       Drama   \n",
+       "828   829                 Grindhouse      Action,Horror,Thriller   \n",
+       "543   544            P.S. I Love You               Drama,Romance   \n",
+       "445   446                Silent Hill    Adventure,Horror,Mystery   \n",
+       "755   756                   The Road             Adventure,Drama   \n",
+       "969   970            The Lone Ranger    Action,Adventure,Western   \n",
+       "971   972                  Disturbia      Drama,Mystery,Thriller   \n",
+       "766   767               Ender's Game               Action,Sci-Fi   \n",
+       "417   418                  Atonement       Drama,Mystery,Romance   \n",
+       "706   707      The Adjustment Bureau     Romance,Sci-Fi,Thriller   \n",
+       "939   940              Up in the Air               Drama,Romance   \n",
+       "645   646                Gran Torino                       Drama   \n",
+       "634   635                     WALL·E  Animation,Adventure,Family   \n",
+       "\n",
+       "                                           Description              Director  \\\n",
+       "27   A young woman must save herself and her friend...        Phillip Guzman   \n",
+       "747  The unconventional love story of an aspiring a...         Warren Beatty   \n",
+       "826  A heart-pounding thriller about a widowed chil...      Farren Blackburn   \n",
+       "692  A chronicle of Max Perkins's time as the book ...      Michael Grandage   \n",
+       "696  The night before their high school reunion, a ...          Jamie Linden   \n",
+       "648  A haunting portrait of Lucy, a young universit...           Julia Leigh   \n",
+       "779  The story of the life and academic career of t...            Matt Brown   \n",
+       "992  Four years after graduation, an awkward high s...         Michael Dowse   \n",
+       "117  Former wrestler Mahavir Singh Phogat and his t...         Nitesh Tiwari   \n",
+       "429  Former Police Sergeant Barnes becomes head of ...        James DeMonaco   \n",
+       "484  Find out why the birds are so angry. When an i...           Clay Kaytis   \n",
+       "896  In Pittsburgh, accomplished pathologist Dr. Be...       Peter Landesman   \n",
+       "989  A chronicle of Martin Luther King's campaign t...          Ava DuVernay   \n",
+       "700  Two psychopathic young men take a family hosta...        Michael Haneke   \n",
+       "26   In ancient India, an adventurous and daring ma...        S.S. Rajamouli   \n",
+       "435  A corrupt, junkie cop with bipolar disorder at...          Jon S. Baird   \n",
+       "758  A vengeful barbarian warrior sets off to get h...         Marcus Nispel   \n",
+       "967  In 1974, high-wire artist Philippe Petit recru...       Robert Zemeckis   \n",
+       "946  As Cecil Gaines serves eight presidents during...           Lee Daniels   \n",
+       "402  A young man who was sentenced to seven years i...  Nicolas Winding Refn   \n",
+       "891  Pete and Debbie are both about to turn 40, the...           Judd Apatow   \n",
+       "929  A Naval veteran arrives home from war unsettle...  Paul Thomas Anderson   \n",
+       "828  Quentin Tarantino and Robert Rodriguez's homag...      Robert Rodriguez   \n",
+       "543  A young widow discovers that her late husband ...   Richard LaGravenese   \n",
+       "445  A woman, Rose, goes in search for her adopted ...       Christophe Gans   \n",
+       "755  In a dangerous post-apocalyptic world, an aili...         John Hillcoat   \n",
+       "969  Native American warrior Tonto recounts the unt...        Gore Verbinski   \n",
+       "971  A teen living under house arrest becomes convi...           D.J. Caruso   \n",
+       "766  Young Ender Wiggin is recruited by the Interna...            Gavin Hood   \n",
+       "417  Fledgling writer Briony Tallis, as a thirteen-...            Joe Wright   \n",
+       "706  The affair between a politician and a contempo...          George Nolfi   \n",
+       "939  Ryan Bingham enjoys living out of a suitcase f...         Jason Reitman   \n",
+       "645  Disgruntled Korean War veteran Walt Kowalski s...        Clint Eastwood   \n",
+       "634  In the distant future, a small waste-collectin...        Andrew Stanton   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "27   Jocelin Donahue, Jesse Bradford, Jesse Borrego...  2016   \n",
+       "747  Lily Collins, Haley Bennett, Taissa Farmiga, S...  2016   \n",
+       "826  Naomi Watts, Charlie Heaton, Jacob Tremblay,Ol...  2016   \n",
+       "692  Colin Firth, Jude Law, Nicole Kidman, Laura Li...  2016   \n",
+       "696  Channing Tatum, Rosario Dawson, Chris Pratt, J...  2011   \n",
+       "648  Emily Browning, Rachael Blake, Ewen Leslie, Br...  2011   \n",
+       "779  Dev Patel, Jeremy Irons, Malcolm Sinclair, Rag...  2015   \n",
+       "992  Topher Grace, Anna Faris, Dan Fogler, Teresa P...  2011   \n",
+       "117  Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...  2016   \n",
+       "429  Frank Grillo, Elizabeth Mitchell, Mykelti Will...  2016   \n",
+       "484  Jason Sudeikis, Josh Gad, Danny McBride, Maya ...  2016   \n",
+       "896  Will Smith, Alec Baldwin, Albert Brooks, David...  2015   \n",
+       "989  David Oyelowo, Carmen Ejogo, Tim Roth, Lorrain...  2014   \n",
+       "700  Naomi Watts, Tim Roth, Michael Pitt, Brady Corbet  2007   \n",
+       "26   Prabhas, Rana Daggubati, Anushka Shetty,Tamann...  2015   \n",
+       "435  James McAvoy, Jamie Bell, Eddie Marsan, Imogen...  2013   \n",
+       "758  Jason Momoa, Ron Perlman, Rose McGowan,Stephen...  2011   \n",
+       "967  Joseph Gordon-Levitt, Charlotte Le Bon,Guillau...  2015   \n",
+       "946  Forest Whitaker, Oprah Winfrey, John Cusack, J...  2013   \n",
+       "402  Tom Hardy, Kelly Adams, Luing Andrews,Katy Barker  2008   \n",
+       "891  Paul Rudd, Leslie Mann, Maude Apatow, Iris Apatow  2012   \n",
+       "929  Philip Seymour Hoffman, Joaquin Phoenix,Amy Ad...  2012   \n",
+       "828  Kurt Russell, Rose McGowan, Danny Trejo, Zoë Bell  2007   \n",
+       "543  Hilary Swank, Gerard Butler, Harry Connick Jr....  2007   \n",
+       "445  Radha Mitchell, Laurie Holden, Sean Bean,Debor...  2006   \n",
+       "755  Viggo Mortensen, Charlize Theron, Kodi Smit-Mc...  2009   \n",
+       "969  Johnny Depp, Armie Hammer, William Fichtner,To...  2013   \n",
+       "971  Shia LaBeouf, David Morse, Carrie-Anne Moss, S...  2007   \n",
+       "766  Harrison Ford, Asa Butterfield, Hailee Steinfe...  2013   \n",
+       "417  Keira Knightley, James McAvoy, Brenda Blethyn,...  2007   \n",
+       "706  Matt Damon, Emily Blunt, Lisa Thoreson, Floren...  2011   \n",
+       "939  George Clooney, Vera Farmiga, Anna Kendrick,Ja...  2009   \n",
+       "645  Clint Eastwood, Bee Vang, Christopher Carley,A...  2008   \n",
+       "634  Ben Burtt, Elissa Knight, Jeff Garlin, Fred Wi...  2008   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating   Votes  Revenue (Millions)  Metascore  \n",
+       "27                  99     4.7     523                0.01        NaN  \n",
+       "747                127     5.7    3731                3.65        NaN  \n",
+       "826                 91     4.6    5715                6.88        NaN  \n",
+       "692                104     6.5   10708                1.36        NaN  \n",
+       "696                100     6.1   19636                0.20        NaN  \n",
+       "648                101     5.3   27006                0.03        NaN  \n",
+       "779                108     7.2   29912                3.86        NaN  \n",
+       "992                 97     6.3   45419                6.92        NaN  \n",
+       "117                161     8.8   48969               11.15        NaN  \n",
+       "429                109     6.0   54216               79.00        NaN  \n",
+       "484                 97     6.3   55781              107.51        NaN  \n",
+       "896                123     7.1   61274               34.53        NaN  \n",
+       "989                128     7.5   67637               52.07        NaN  \n",
+       "700                111     6.5   73835                1.29        NaN  \n",
+       "26                 159     8.3   76193                6.50        NaN  \n",
+       "435                 97     7.1   81301                0.03        NaN  \n",
+       "758                113     5.2   84893               21.27        NaN  \n",
+       "967                123     7.3   92378               10.14        NaN  \n",
+       "946                132     7.2   93322              116.63        NaN  \n",
+       "402                 92     7.1   93972                0.10        NaN  \n",
+       "891                134     6.2  108156               67.52        NaN  \n",
+       "929                144     7.1  112902               16.38        NaN  \n",
+       "828                191     7.6  160350               25.03        NaN  \n",
+       "543                126     7.1  177247               53.68        NaN  \n",
+       "445                125     6.6  184152               46.98        NaN  \n",
+       "755                111     7.3  187302                0.06        NaN  \n",
+       "969                150     6.5  190855               89.29        NaN  \n",
+       "971                105     6.9  193491               80.05        NaN  \n",
+       "766                114     6.7  194236               61.66        NaN  \n",
+       "417                123     7.8  202890               50.92        NaN  \n",
+       "706                106     7.1  208632               62.45        NaN  \n",
+       "939                109     7.4  279694               83.81        NaN  \n",
+       "645                116     8.2  595779              148.09        NaN  \n",
+       "634                 98     8.4  776897              223.81        NaN  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# check if the NaN values match low votting\n",
+    "NaN_metascore.sort_values(by=['Votes'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>872.000000</td>\n",
+       "      <td>872.000000</td>\n",
+       "      <td>872.000000</td>\n",
+       "      <td>872.000000</td>\n",
+       "      <td>8.720000e+02</td>\n",
+       "      <td>872.000000</td>\n",
+       "      <td>838.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>492.735092</td>\n",
+       "      <td>2012.478211</td>\n",
+       "      <td>114.783257</td>\n",
+       "      <td>6.814335</td>\n",
+       "      <td>1.909701e+05</td>\n",
+       "      <td>82.956376</td>\n",
+       "      <td>59.575179</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>288.134843</td>\n",
+       "      <td>3.183552</td>\n",
+       "      <td>18.633144</td>\n",
+       "      <td>0.881674</td>\n",
+       "      <td>1.921325e+05</td>\n",
+       "      <td>103.253540</td>\n",
+       "      <td>16.952416</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2006.000000</td>\n",
+       "      <td>66.000000</td>\n",
+       "      <td>1.900000</td>\n",
+       "      <td>1.780000e+02</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>243.750000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>6.300000</td>\n",
+       "      <td>6.062750e+04</td>\n",
+       "      <td>13.270000</td>\n",
+       "      <td>47.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>488.500000</td>\n",
+       "      <td>2013.000000</td>\n",
+       "      <td>112.000000</td>\n",
+       "      <td>6.900000</td>\n",
+       "      <td>1.346540e+05</td>\n",
+       "      <td>47.985000</td>\n",
+       "      <td>60.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>739.250000</td>\n",
+       "      <td>2015.000000</td>\n",
+       "      <td>125.000000</td>\n",
+       "      <td>7.500000</td>\n",
+       "      <td>2.678330e+05</td>\n",
+       "      <td>113.715000</td>\n",
+       "      <td>72.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>1000.000000</td>\n",
+       "      <td>2016.000000</td>\n",
+       "      <td>191.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>1.791916e+06</td>\n",
+       "      <td>936.630000</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Rank         Year  Runtime (Minutes)      Rating         Votes  \\\n",
+       "count   872.000000   872.000000         872.000000  872.000000  8.720000e+02   \n",
+       "mean    492.735092  2012.478211         114.783257    6.814335  1.909701e+05   \n",
+       "std     288.134843     3.183552          18.633144    0.881674  1.921325e+05   \n",
+       "min       1.000000  2006.000000          66.000000    1.900000  1.780000e+02   \n",
+       "25%     243.750000  2010.000000         101.000000    6.300000  6.062750e+04   \n",
+       "50%     488.500000  2013.000000         112.000000    6.900000  1.346540e+05   \n",
+       "75%     739.250000  2015.000000         125.000000    7.500000  2.678330e+05   \n",
+       "max    1000.000000  2016.000000         191.000000    9.000000  1.791916e+06   \n",
+       "\n",
+       "       Revenue (Millions)   Metascore  \n",
+       "count          872.000000  838.000000  \n",
+       "mean            82.956376   59.575179  \n",
+       "std            103.253540   16.952416  \n",
+       "min              0.000000   11.000000  \n",
+       "25%             13.270000   47.000000  \n",
+       "50%             47.985000   60.000000  \n",
+       "75%            113.715000   72.000000  \n",
+       "max            936.630000  100.000000  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "IMDB_drop_nan.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>756.000000</td>\n",
+       "      <td>756.000000</td>\n",
+       "      <td>756.000000</td>\n",
+       "      <td>756.000000</td>\n",
+       "      <td>7.560000e+02</td>\n",
+       "      <td>756.000000</td>\n",
+       "      <td>729.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>483.989418</td>\n",
+       "      <td>2012.023810</td>\n",
+       "      <td>115.861111</td>\n",
+       "      <td>6.893386</td>\n",
+       "      <td>2.183116e+05</td>\n",
+       "      <td>94.058519</td>\n",
+       "      <td>59.76406</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>285.624604</td>\n",
+       "      <td>3.141597</td>\n",
+       "      <td>18.587200</td>\n",
+       "      <td>0.853778</td>\n",
+       "      <td>1.922164e+05</td>\n",
+       "      <td>106.309789</td>\n",
+       "      <td>16.76680</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2006.000000</td>\n",
+       "      <td>81.000000</td>\n",
+       "      <td>1.900000</td>\n",
+       "      <td>3.003500e+04</td>\n",
+       "      <td>0.010000</td>\n",
+       "      <td>15.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>241.750000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>102.000000</td>\n",
+       "      <td>6.300000</td>\n",
+       "      <td>8.797600e+04</td>\n",
+       "      <td>25.022500</td>\n",
+       "      <td>48.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>468.500000</td>\n",
+       "      <td>2013.000000</td>\n",
+       "      <td>113.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>1.592970e+05</td>\n",
+       "      <td>58.315000</td>\n",
+       "      <td>60.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>726.250000</td>\n",
+       "      <td>2015.000000</td>\n",
+       "      <td>126.000000</td>\n",
+       "      <td>7.500000</td>\n",
+       "      <td>2.951010e+05</td>\n",
+       "      <td>127.407500</td>\n",
+       "      <td>72.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>998.000000</td>\n",
+       "      <td>2016.000000</td>\n",
+       "      <td>191.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>1.791916e+06</td>\n",
+       "      <td>936.630000</td>\n",
+       "      <td>100.00000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             Rank         Year  Runtime (Minutes)      Rating         Votes  \\\n",
+       "count  756.000000   756.000000         756.000000  756.000000  7.560000e+02   \n",
+       "mean   483.989418  2012.023810         115.861111    6.893386  2.183116e+05   \n",
+       "std    285.624604     3.141597          18.587200    0.853778  1.922164e+05   \n",
+       "min      1.000000  2006.000000          81.000000    1.900000  3.003500e+04   \n",
+       "25%    241.750000  2010.000000         102.000000    6.300000  8.797600e+04   \n",
+       "50%    468.500000  2013.000000         113.000000    7.000000  1.592970e+05   \n",
+       "75%    726.250000  2015.000000         126.000000    7.500000  2.951010e+05   \n",
+       "max    998.000000  2016.000000         191.000000    9.000000  1.791916e+06   \n",
+       "\n",
+       "       Revenue (Millions)  Metascore  \n",
+       "count          756.000000  729.00000  \n",
+       "mean            94.058519   59.76406  \n",
+       "std            106.309789   16.76680  \n",
+       "min              0.010000   15.00000  \n",
+       "25%             25.022500   48.00000  \n",
+       "50%             58.315000   60.00000  \n",
+       "75%            127.407500   72.00000  \n",
+       "max            936.630000  100.00000  "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# votes range from 178 to 1 791 916 and the average is 134 654. As a criterion, I decided to consider only movies with\n",
+    "# 30 000 or more votes. This is IMDB's minimum votes value for a movie to be in top250\n",
+    "min_votes = 30000\n",
+    "IMDB_min_votes = IMDB_drop_nan[IMDB_drop_nan.Votes >= min_votes]\n",
+    "IMDB_min_votes.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(756, 12)"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# getting an overview of the new df\n",
+    "IMDB_min_votes.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# reset index\n",
+    "IMDB_index = IMDB_min_votes.reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RangeIndex(start=0, stop=756, step=1)"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# confirm the reindexing\n",
+    "IMDB_index.index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "272"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# In the beginning, I wanted to relate revenue and director genre\n",
+    "# I started by creating a list of the director's unique first names\n",
+    "\n",
+    "# insert director genre\n",
+    "dir_lst_uniques = sorted(list(IMDB_index.Director.unique()))\n",
+    "len(dir_lst_uniques)\n",
+    "\n",
+    "dir_first_name = sorted(set([dir_lst_uniques[i].split()[0] for i in range(len(dir_lst_uniques))]))\n",
+    "        \n",
+    "#print(dir_first_name)\n",
+    "len(dir_first_name)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\nWith the unique names list, I used  the Gender Api (https://gender-api.com/en/)\\nto get the genre name.\\n'"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'''\n",
+    "With the unique names list, I used  the Gender Api (https://gender-api.com/en/)\n",
+    "to get the genre name.\n",
+    "'''"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Aamir</th>\n",
+       "      <th>ga_first_name</th>\n",
+       "      <th>ga_gender</th>\n",
+       "      <th>ga_accuracy</th>\n",
+       "      <th>ga_samples</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Abdellatif</td>\n",
+       "      <td>Abdellatif</td>\n",
+       "      <td>male</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>2811.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Adam</td>\n",
+       "      <td>Adam</td>\n",
+       "      <td>male</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>101742.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Akiva</td>\n",
+       "      <td>Akiva</td>\n",
+       "      <td>male</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>82.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Alan</td>\n",
+       "      <td>Alan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>44635.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Albert</td>\n",
+       "      <td>Albert</td>\n",
+       "      <td>male</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>31368.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Aamir ga_first_name ga_gender  ga_accuracy  ga_samples\n",
+       "0   Abdellatif    Abdellatif      male         98.0      2811.0\n",
+       "1         Adam          Adam      male         99.0    101742.0\n",
+       "2        Akiva         Akiva      male         96.0        82.0\n",
+       "3         Alan          Alan      male         99.0     44635.0\n",
+       "4       Albert        Albert      male         98.0     31368.0"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# getting the names gender data\n",
+    "dir_names_genre = pd.read_csv(r'C:\\Users\\Ana André\\Ironhack\\projectos\\projecto4\\first_name_gender.csv',sep=';')\n",
+    "dir_names_genre.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ga_accuracy</th>\n",
+       "      <th>ga_samples</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>269.000000</td>\n",
+       "      <td>269.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>94.907063</td>\n",
+       "      <td>34596.427509</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>8.705522</td>\n",
+       "      <td>48960.740264</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>53.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>96.000000</td>\n",
+       "      <td>2786.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>99.000000</td>\n",
+       "      <td>16621.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>99.000000</td>\n",
+       "      <td>48262.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>381770.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       ga_accuracy     ga_samples\n",
+       "count   269.000000     269.000000\n",
+       "mean     94.907063   34596.427509\n",
+       "std       8.705522   48960.740264\n",
+       "min      53.000000       3.000000\n",
+       "25%      96.000000    2786.000000\n",
+       "50%      99.000000   16621.000000\n",
+       "75%      99.000000   48262.000000\n",
+       "max     100.000000  381770.000000"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dir_names_genre.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Aamir</th>\n",
+       "      <th>ga_first_name</th>\n",
+       "      <th>ga_gender</th>\n",
+       "      <th>ga_accuracy</th>\n",
+       "      <th>ga_samples</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Ang</td>\n",
+       "      <td>Ang</td>\n",
+       "      <td>female</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>1491.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>120</th>\n",
+       "      <td>Jemaine</td>\n",
+       "      <td>Jemaine</td>\n",
+       "      <td>male</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>20.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>Eli</td>\n",
+       "      <td>Eli</td>\n",
+       "      <td>female</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>13642.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>202</th>\n",
+       "      <td>Peyton</td>\n",
+       "      <td>Peyton</td>\n",
+       "      <td>female</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>893.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>225</th>\n",
+       "      <td>S.</td>\n",
+       "      <td>S.</td>\n",
+       "      <td>male</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>1577.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>Cary</td>\n",
+       "      <td>Cary</td>\n",
+       "      <td>male</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>1377.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>158</th>\n",
+       "      <td>Lone</td>\n",
+       "      <td>Lone</td>\n",
+       "      <td>female</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>1034.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>268</th>\n",
+       "      <td>Yimou</td>\n",
+       "      <td>Yimou</td>\n",
+       "      <td>male</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>156</th>\n",
+       "      <td>Lenny</td>\n",
+       "      <td>Lenny</td>\n",
+       "      <td>male</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>3316.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>Fede</td>\n",
+       "      <td>Fede</td>\n",
+       "      <td>male</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>6402.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Aamir ga_first_name ga_gender  ga_accuracy  ga_samples\n",
+       "15        Ang           Ang    female         53.0      1491.0\n",
+       "120   Jemaine       Jemaine      male         60.0        20.0\n",
+       "77        Eli           Eli    female         61.0     13642.0\n",
+       "202    Peyton        Peyton    female         62.0       893.0\n",
+       "225        S.            S.      male         64.0      1577.0\n",
+       "43       Cary          Cary      male         64.0      1377.0\n",
+       "158      Lone          Lone    female         66.0      1034.0\n",
+       "268     Yimou         Yimou      male         67.0         3.0\n",
+       "156     Lenny         Lenny      male         67.0      3316.0\n",
+       "85       Fede          Fede      male         68.0      6402.0"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "''' The data from the Gender Api has info about the accuracy and samples used to\n",
+    "decide the genre of a name.\n",
+    "To check the accuracy of the genre api results, I decide to double check the name\n",
+    "records where accuracy and number of samples were less than 50% and 1000, respectively\n",
+    "'''\n",
+    "# sort genre names df by the accuracy percentage\n",
+    "dir_names_genre.sort_values(by=['ga_accuracy'])[:10]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "43"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# list the names to check by hand\n",
+    "dir_names_to_check = dir_names_genre[(dir_names_genre['ga_samples'] < 1000) | (dir_names_genre['ga_accuracy'] < 50)]\n",
+    "dir_names_to_check.head()\n",
+    "len(dir_names_to_check)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create a dictionary of the names and genre\n",
+    "names_gender_dict = dict(zip(dir_names_genre['Aamir'].to_list(),dir_names_genre['ga_gender'].to_list()))\n",
+    "#print(names_gender_dict)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# strip the names/genre dictionary\n",
+    "names_gender_dict_strip = [name.strip() for name in names_gender_dict.keys()]\n",
+    "#print(names_gender_dict_strip)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>751</th>\n",
+       "      <td>993</td>\n",
+       "      <td>Take Me Home Tonight</td>\n",
+       "      <td>Comedy,Drama,Romance</td>\n",
+       "      <td>Four years after graduation, an awkward high s...</td>\n",
+       "      <td>Michael Dowse</td>\n",
+       "      <td>Topher Grace, Anna Faris, Dan Fogler, Teresa P...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>97</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>45419</td>\n",
+       "      <td>6.92</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Michael</td>\n",
+       "      <td>Dowse</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>752</th>\n",
+       "      <td>994</td>\n",
+       "      <td>Resident Evil: Afterlife</td>\n",
+       "      <td>Action,Adventure,Horror</td>\n",
+       "      <td>While still out to destroy the evil Umbrella C...</td>\n",
+       "      <td>Paul W.S. Anderson</td>\n",
+       "      <td>Milla Jovovich, Ali Larter, Wentworth Miller,K...</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>97</td>\n",
+       "      <td>5.9</td>\n",
+       "      <td>140900</td>\n",
+       "      <td>60.13</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>Paul</td>\n",
+       "      <td>W.S. Anderson</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>753</th>\n",
+       "      <td>995</td>\n",
+       "      <td>Project X</td>\n",
+       "      <td>Comedy</td>\n",
+       "      <td>3 high school seniors throw a birthday party t...</td>\n",
+       "      <td>Nima Nourizadeh</td>\n",
+       "      <td>Thomas Mann, Oliver Cooper, Jonathan Daniel Br...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>88</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>164088</td>\n",
+       "      <td>54.72</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>Nima</td>\n",
+       "      <td>Nourizadeh</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>754</th>\n",
+       "      <td>997</td>\n",
+       "      <td>Hostel: Part II</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>Three American college students studying abroa...</td>\n",
+       "      <td>Eli Roth</td>\n",
+       "      <td>Lauren German, Heather Matarazzo, Bijou Philli...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>94</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>73152</td>\n",
+       "      <td>17.54</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>Eli</td>\n",
+       "      <td>Roth</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>755</th>\n",
+       "      <td>998</td>\n",
+       "      <td>Step Up 2: The Streets</td>\n",
+       "      <td>Drama,Music,Romance</td>\n",
+       "      <td>Romantic sparks occur between two dance studen...</td>\n",
+       "      <td>Jon M. Chu</td>\n",
+       "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>98</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>70699</td>\n",
+       "      <td>58.01</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>Jon</td>\n",
+       "      <td>M. Chu</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank                     Title                    Genre  \\\n",
+       "751   993      Take Me Home Tonight     Comedy,Drama,Romance   \n",
+       "752   994  Resident Evil: Afterlife  Action,Adventure,Horror   \n",
+       "753   995                 Project X                   Comedy   \n",
+       "754   997           Hostel: Part II                   Horror   \n",
+       "755   998    Step Up 2: The Streets      Drama,Music,Romance   \n",
+       "\n",
+       "                                           Description            Director  \\\n",
+       "751  Four years after graduation, an awkward high s...       Michael Dowse   \n",
+       "752  While still out to destroy the evil Umbrella C...  Paul W.S. Anderson   \n",
+       "753  3 high school seniors throw a birthday party t...     Nima Nourizadeh   \n",
+       "754  Three American college students studying abroa...            Eli Roth   \n",
+       "755  Romantic sparks occur between two dance studen...          Jon M. Chu   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "751  Topher Grace, Anna Faris, Dan Fogler, Teresa P...  2011   \n",
+       "752  Milla Jovovich, Ali Larter, Wentworth Miller,K...  2010   \n",
+       "753  Thomas Mann, Oliver Cooper, Jonathan Daniel Br...  2012   \n",
+       "754  Lauren German, Heather Matarazzo, Bijou Philli...  2007   \n",
+       "755  Robert Hoffman, Briana Evigan, Cassie Ventura,...  2008   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating   Votes  Revenue (Millions)  Metascore  \\\n",
+       "751                 97     6.3   45419                6.92        NaN   \n",
+       "752                 97     5.9  140900               60.13       37.0   \n",
+       "753                 88     6.7  164088               54.72       48.0   \n",
+       "754                 94     5.5   73152               17.54       46.0   \n",
+       "755                 98     6.2   70699               58.01       50.0   \n",
+       "\n",
+       "    Director_Fname Director_Lname  \n",
+       "751        Michael          Dowse  \n",
+       "752           Paul  W.S. Anderson  \n",
+       "753           Nima     Nourizadeh  \n",
+       "754            Eli           Roth  \n",
+       "755            Jon         M. Chu  "
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# add new columns to the df: director's first and last name\n",
+    "split_dir_name = IMDB_index['Director'].str.split(\" \", n = 1, expand = True)\n",
+    "IMDB_index['Director_Fname'] = split_dir_name[0]\n",
+    "IMDB_index['Director_Lname'] = split_dir_name[1]\n",
+    "IMDB_index.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "755\n"
+     ]
+    }
+   ],
+   "source": [
+    "# create a list with the director's genre based on the first name\n",
+    "dir_genre = []\n",
+    "\n",
+    "#print(len(IMDB_index['Director_Fname']))\n",
+    "\n",
+    "for name in IMDB_index['Director_Fname']:\n",
+    "    #print(name)\n",
+    "    if name in names_gender_dict_strip:\n",
+    "        #print(name)\n",
+    "        x = names_gender_dict.get(\" \"+ name)\n",
+    "        #print(x)\n",
+    "        dir_genre.append(x)\n",
+    "        \n",
+    "print(len(dir_genre))\n",
+    "\n",
+    "# By printing the length, I noticed that I've a missing values, I was expecting\n",
+    "# 756 items."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "750"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'''\n",
+    "The missing value is the name 'Aamir' which is wrongly set as a column\n",
+    "label in the director_name_genre df.\n",
+    "I decided to add this director's genre by hand because it was only one\n",
+    "value.\n",
+    "'''\n",
+    "\n",
+    "# check for director's \"Aamir Khan\" index in the dataframe\n",
+    "IMDB_index[IMDB_index.Director == 'Aamir Khan'].index[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "756\n"
+     ]
+    }
+   ],
+   "source": [
+    "# add the director's \"Aamir Khan\" genre to the director's genre list\n",
+    "dir_genre.insert(IMDB_index[IMDB_index.Director == 'Aamir Khan'].index[0],'male')\n",
+    "\n",
+    "print(len(dir_genre))\n",
+    "\n",
+    "# now I have all the values."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Gunn</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>Ridley</td>\n",
+       "      <td>Scott</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>M.</td>\n",
+       "      <td>Night Shyamalan</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Christophe</td>\n",
+       "      <td>Lourdelet</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>David</td>\n",
+       "      <td>Ayer</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore Director_Fname  \\\n",
+       "0     8.1  757074              333.13       76.0          James   \n",
+       "1     7.0  485820              126.46       65.0         Ridley   \n",
+       "2     7.3  157606              138.12       62.0             M.   \n",
+       "3     7.2   60545              270.32       59.0     Christophe   \n",
+       "4     6.2  393727              325.02       40.0          David   \n",
+       "\n",
+       "    Director_Lname Director_genre  \n",
+       "0             Gunn           male  \n",
+       "1            Scott           male  \n",
+       "2  Night Shyamalan           male  \n",
+       "3        Lourdelet           male  \n",
+       "4             Ayer           male  "
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# create the director gender column\n",
+    "IMDB_index['Director_genre'] = dir_genre\n",
+    "IMDB_index.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Having the dataset ready for the analysis, I saved it as a csv file so I\n",
+    "# could work on another file.\n",
+    "IMDB_index.to_csv('Movies_DB_clean.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Rank</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.384864</td>\n",
+       "      <td>-0.263368</td>\n",
+       "      <td>-0.313589</td>\n",
+       "      <td>-0.288063</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <td>-0.384864</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.090160</td>\n",
+       "      <td>-0.269849</td>\n",
+       "      <td>-0.029980</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rating</th>\n",
+       "      <td>-0.263368</td>\n",
+       "      <td>-0.090160</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.514056</td>\n",
+       "      <td>0.189275</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Votes</th>\n",
+       "      <td>-0.313589</td>\n",
+       "      <td>-0.269849</td>\n",
+       "      <td>0.514056</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.604439</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <td>-0.288063</td>\n",
+       "      <td>-0.029980</td>\n",
+       "      <td>0.189275</td>\n",
+       "      <td>0.604439</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        Rank      Year    Rating     Votes  Revenue (Millions)\n",
+       "Rank                1.000000 -0.384864 -0.263368 -0.313589           -0.288063\n",
+       "Year               -0.384864  1.000000 -0.090160 -0.269849           -0.029980\n",
+       "Rating             -0.263368 -0.090160  1.000000  0.514056            0.189275\n",
+       "Votes              -0.313589 -0.269849  0.514056  1.000000            0.604439\n",
+       "Revenue (Millions) -0.288063 -0.029980  0.189275  0.604439            1.000000"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# creating the correlation matrix\n",
+    "corr_matrix = IMDB_index[['Rank','Year','Rating','Votes','Revenue (Millions)']].corr()\n",
+    "corr_matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# ploting the correlation matrix\n",
+    "sns.set(style=\"white\")\n",
+    "\n",
+    "# generate a mask for the upper triangle\n",
+    "mask = np.zeros_like(corr_matrix, dtype = np.bool)\n",
+    "mask[np.triu_indices_from(mask)] = True\n",
+    "\n",
+    "# set up the matplotlib figure\n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "\n",
+    "# generate a custom diverging colormap\n",
+    "cmap = sns.diverging_palette(220,10,as_cmap = True)\n",
+    "\n",
+    "# draw the heatmap with the mask and correct aspect ration\n",
+    "sns.heatmap(corr_matrix, mask=mask, cmap = cmap, vmax=0.61 , center = 0,\n",
+    "           square = True, linewidths=.5, cbar_kws={'shrink':.5})\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# highest correlation levels: votes and rating, votes and revenue"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Nane\\Anaconda3\\lib\\site-packages\\numpy\\lib\\histograms.py:824: RuntimeWarning: invalid value encountered in greater_equal\n",
+      "  keep = (tmp_a >= first_edge)\n",
+      "C:\\Nane\\Anaconda3\\lib\\site-packages\\numpy\\lib\\histograms.py:825: RuntimeWarning: invalid value encountered in less_equal\n",
+      "  keep &= (tmp_a <= last_edge)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1260x1260 with 56 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# displaying the pair plot\n",
+    "sns.pairplot(data = IMDB_index, kind = 'reg',plot_kws={'line_kws':{'color':'red'}})\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/your-project/Analysis_Deliverable.ipynb b/your-project/Analysis_Deliverable.ipynb
new file mode 100644
index 0000000..b00ba79
--- /dev/null
+++ b/your-project/Analysis_Deliverable.ipynb
@@ -0,0 +1,2747 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import libraries\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from scipy import stats\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Gunn</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>Ridley</td>\n",
+       "      <td>Scott</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>M.</td>\n",
+       "      <td>Night Shyamalan</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Christophe</td>\n",
+       "      <td>Lourdelet</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>David</td>\n",
+       "      <td>Ayer</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore Director_Fname  \\\n",
+       "0     8.1  757074              333.13       76.0          James   \n",
+       "1     7.0  485820              126.46       65.0         Ridley   \n",
+       "2     7.3  157606              138.12       62.0             M.   \n",
+       "3     7.2   60545              270.32       59.0     Christophe   \n",
+       "4     6.2  393727              325.02       40.0          David   \n",
+       "\n",
+       "    Director_Lname Director_genre  \n",
+       "0             Gunn           male  \n",
+       "1            Scott           male  \n",
+       "2  Night Shyamalan           male  \n",
+       "3        Lourdelet           male  \n",
+       "4             Ayer           male  "
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# import the cleaned dataset\n",
+    "movies_db = pd.read_csv('Movies_DB_clean.csv',index_col=0)\n",
+    "movies_db.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Gunn</td>\n",
+       "      <td>male</td>\n",
+       "      <td>757.074</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>Ridley</td>\n",
+       "      <td>Scott</td>\n",
+       "      <td>male</td>\n",
+       "      <td>485.820</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>M.</td>\n",
+       "      <td>Night Shyamalan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>157.606</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Christophe</td>\n",
+       "      <td>Lourdelet</td>\n",
+       "      <td>male</td>\n",
+       "      <td>60.545</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>David</td>\n",
+       "      <td>Ayer</td>\n",
+       "      <td>male</td>\n",
+       "      <td>393.727</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore Director_Fname  \\\n",
+       "0     8.1  757074              333.13       76.0          James   \n",
+       "1     7.0  485820              126.46       65.0         Ridley   \n",
+       "2     7.3  157606              138.12       62.0             M.   \n",
+       "3     7.2   60545              270.32       59.0     Christophe   \n",
+       "4     6.2  393727              325.02       40.0          David   \n",
+       "\n",
+       "    Director_Lname Director_genre  Votes (Thousands)  \n",
+       "0             Gunn           male            757.074  \n",
+       "1            Scott           male            485.820  \n",
+       "2  Night Shyamalan           male            157.606  \n",
+       "3        Lourdelet           male             60.545  \n",
+       "4             Ayer           male            393.727  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# adding a new column changing the vote counts to thousands\n",
+    "movies_db['Votes (Thousands)'] = movies_db['Votes'] / 1000\n",
+    "movies_db.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# General insights on the dataset"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Revenue"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count    756.000000\n",
+       "mean      94.058519\n",
+       "std      106.309789\n",
+       "min        0.010000\n",
+       "25%       25.022500\n",
+       "50%       58.315000\n",
+       "75%      127.407500\n",
+       "max      936.630000\n",
+       "Name: Revenue (Millions), dtype: float64"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# general overview of the revenue data\n",
+    "revenue_stats = movies_db['Revenue (Millions)'].describe()\n",
+    "revenue_stats.head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# creating some plot to visualize the distribution\n",
+    "sns.set(style= 'darkgrid')\n",
+    "\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "ax = sns.boxplot(x= movies_db['Revenue (Millions)'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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xxhu0u2Wnvve9bwWcBgAAFIuiKqvbt2+TFauQaSeCjpKXIhUTFK2ZpaefXqOnn14TdBwAAFAEiqasep6n7Tu2MV91iKK11/aecPWfvVcCAwAAGDlFU1YPHjygVE8381WHqO+EKyNSqn/6py9r926ucAUAAEZO0ZTVvlFA5qsOnWHFFB9/mxzf1v/3D1/U/v17g44EAAAKVNGU1R07tsqKlsmMlAYdpSCYkRLFx9+mrGvoy1/+gg4dOhh0JAAAUICKoqz6vq9t27fJYL7qsDKjZYqPv009GVf33/95HTt2JOhIAACgwBRFWT1y5LC6OjtkM1912JnRcsXH36aunrS+9KXP6cSJ40FHAgAABaQoyirzVUeWFUsqPv5Wnens1v33f06nT58KOhIAACgQRVFWd+zYJitSIiNSFnSUgmXFqxQfd4ta29r1+c9/VkeOHAo6EgAAKAAFX1Z939fWba/LSIyRYRhBxyloVqJG8fG3q72zW5/7/Ge1a9eOoCMBAIA8V/Bl9cSJ4zrT3sb6qqPESlQrMWGpMq6p+7/8eb388qagIwEAgDxW8GWV+aqjz4yWKT5hqXy7Ql/96j/qmWeeCjoSAADIUwVfVnfs2CbTjsuMVgQdpaiYdlyJCbfJKqnXt771gFavfki+7wcdCwAA5JmCL6tbt70uk/mqgTDMiOLjb5adnKSHHnpQ3/72/5HjOEHHAgAAeaSgy+qpUyd1+tRJ5qsGyDBMxRsXK1ozW88885Tuv/9zOnOmPehYAAAgTxR0WX3llZckSVZpQ8BJipthGIrVzVW8aYladu/WZ//2U9q3b0/QsQAAQB4o6LK6adMGWbEKWTHmq4ZBJDlRiQlvVkdXWp//wmf1/PPPBR0JAACEXMGW1e7ubm3btlVWWVPQUTCAlahWfOJb5Ecq9fWvf00/+tF/y/O8oGMBAICQKtiy+uqrL8vzXNll44KOgvP0rRQQqZymX/ziYf3TP92vjo4zQccCAAAhVLBlddOmjTIjcZmJ6qCjYBCGYSneuFCxhoV67bUt+sxnPqmdO7cHHQsAAIRMQZbVbDarzZtfllXaJMMoyKdYMKJV05SYuEwd3Vl98Yt/r0cfXc20AAAA0K8gm9z27a8rnU7JLhsbdBRcBitRrcSk5bLKmvTgg/+lf/mXf1BnZ2fQsQAAQAgUZFl96aUXZZi2rNL6oKPgMhlWVPGxb1KsfoFeffUVfeYzn1RLy86gYwEAgIAVXFn1PE+bNr0oq7RBhmkHHQdXwDAMRaunKzFxmc50pfWFL/ytHn74J3JdN+hoAAAgIAVXVvft26P29lamAOSx/mkB5eP105/+SF/4wmd17NiRoGMBAIAAFFxZfemlFyXDkM36qnnNsKJKjF2i+Njf0r4DB/TpT39STz31K/m+H3Q0AAAwigqurL64aaOsRK0MOxZ0FAyDSMUEJSbdIT9are9+95v6ylfuV1tba9CxAADAKCmosnr8+DEdOXxQdjlTAAqJGSlRfPytitUv0Guvb9Hf/M3HtW7dM4yyAgBQBAqqrL700kZJYr5qAeo/+WrSCqWV0De+8R/68pc/r6NHmcsKAEAhK6iyumnTRlnxSpnRsqCjYIRYsQolJixVrGGhduzcpf/n03+lhx/+ibLZbNDRAADACCiYstrRcUa7du2QxahqwTMMI3flqykrZZQ06ac//ZE+/elPaPv2rUFHAwAAw6xgyuorr7wk3/eZAlBETDuhxNjfUmL8LTrZ2qEvfenv9e///i86fvxY0NEAAMAwKZhV8zdt2igrWiozXhV0FIwyu6xJVkmdMqe2auOLG/Xiixt0++3LtGrV21RRURF0PAAAMAQFUVbT6bS2vLZZZtkkGYYRdBwEwDBtxWqvVaRymjInt+jJNY/r2Wef1p13/raWL18pqTzoiAAA4CoUxDSAzZtfkpPNMgUAMiMJxRsXqWTySrmRGj300A/1V5/4mB5++GGl06mg4wEAgCuU9yOrvu/rscd+LitaJqu0Lug4CAkrVqHE+JvldJ9Q14nNeuCBB5Qo+b6WLV2upUuXq6IiGXREAABwGfK+rO7cuV179rQoVn+9DKMgBooxjOySWtkTl8rtPqnMqa1avfohPfroI7rpplu0YsVdqq9vCDoiAAC4iLwvq48++ohMO6ZI5eSgoyDErJIxSpTcLDd9RtnT2/T0009p7do1mjfvOt1yy2269tr5su28fzkAAFBw8vq386FDB/XKK5sUHTNHhpnXTwWjxIpVyGq8Qd6Ya5Vt3alXX9+qV17ZpLLyCt180626+ebb1NDQGHRMAADQK68b3i9/+XMZpqVIVXPQUZBnzEhCsbq5itZeI7fziFJtu/XoY4/o0UdXa9q06brpplu1YMFClZWxigAAAEHK27La1taq9euflV0xWaYdDzoO8pRhmLLLx8ouHysv26Psmb3ac2CPdn3rAX3729/QrFmztWjRjVqwYKHKy1mzFQCA0Za3ZfVXv/qlXNdTvGZG0FFQIMxIQrGaWfKrZ8pLtcrpOKDtLfv0+utb9J3vfFMzZ87WwoU3aN6861RdXRN0XAAAikJeltWenh6tWfOE7PJxMqO8TYvhZRiGrES1rES1/Nq58tJtcs7s147d+7R16xZ997vSuHETNG/edZo37zpNmTJNpslKFAAAjIS8LKvPPLNGqVSPShpmBh0FBc4wDFnxKlnxqlxxzZyR03lYR04f1sFfPKyf//xnKi0t09y58zVnzrWaPfsaVVZyyV8AAIZL3pVVx3H0y18+KqukVlaCt2IxegzDkBVLyoolpZpZ8t2MnM4jSnce1vMbNmr9+mclSY1N43TNnGs1Z841mjFjlmIx5lQDAHC18q6sbtjwG7W1nVZi3C1BR0GRM6yoIsmJiiQnyvf93HSBrqM63n5Uv3rycT3xxKMyTVMTJ07RzJmz1Nw8Q83N01VaWhZ0dAAA8kZelVXf9/XzXzycG90qYy1MhMfA6QKqmSXfc+T2nJTbdUz7j53Q3r0/16OPrpZkaOzYcZoxY6amTJmmSZOmqKGhkTmvAABcQF6V1c2bX9bhQwcVb7xBhmEEHQe4IMO0ZZc2yC7NXc41V15Pye0+oaNtJ3R47VNas+YJSVI0GtPEiZM0efIUTZw4WePGTVBDQ4MikWiQTwEAgFDIm7La1taqb37zf8uKlcuumBh0HOCK5MprvezSekmS73vyMh3yek7LTZ3W7oOntKtll3zPzT3eMFRTU6umpiY1NY1VY+NY1dXVq6ZmjCorq7g0LACgaOTFbzzHcfSv//rP6uzqUmLiMhmmFXQkYEgMw+w/WSuiyZJ6C2z6jLx0u7zMGbWlz6h1x169uuXV/hKb+15DyWSVxowZozFjxqiqqkbJZKUqKyuVTJ69JRKJoJ4eAADDJi/K6g9+8P+rpWWH4mN/S1a8Mug4wIgwDFNWvPIN/8Z935Of7ZKX6ZLndMnPdqsz26WOw63as/+wvGy3fN97w/YikajKKypUmaxUMplURUXu1ldmKysrVVlZpWSykpFaAEBohf431Pr1z+rJJx9XpHqGIhUTgo4DjDrDMGVEyy94AQzf9yU3I89NyXd6em8peU5KZ7IptR/tkA6flO+m5GVTg26jpLRMVZVVqqmpUU1Nbe/9mP5bMlnJSWAAgECEuqzu379P//mtB2SV1CpWNy/oOEAoGYYh2TFZdkyKJS/6WN/35DvpAYU2V26zTo+Otvfo6Kl98p2t8pz0Od9n2xHV1tapoaFB9fUNqqtrUF1dvRoaGlVVVc0JjwCAERPastrV1amvfu0f5SmixNg3yTAY1QGGyjBMGZGEFLn4fFbfzcpzus9OP8h26kRHp4637pL3ysvnzKGNRmOqb2jU2KYmNTTkbo2NTaqvb1A0yooGAIChCWVZ9TxP//uBf9PpU6eUmPBmmTZXAAJGk2FFZFnJQUdqfd+X73TLy3TmVjRIn9HhU2d0+OhmuZnnBm5FVVXVaho7Vo0NjWpoyBXY2to6VVfXME8WAHBZQvnbYs2aJ/Tq5pcVq79eVsmYoOMAGMAwDBmRUpmRUql3Ka4+vufkCmxvie3IdGhby0G9/vrr8j3n7DZMU1VV1aqvq1dtbZ1qampVVVWlysrcraqqSiUlpUwvAACEs6zu379PViShSNW0oKMAuAKGaZ+9ktcAudHYHnmZTvnZTnmZTp3Jdql971Ht2NUid5ATv2w7oopkUhXlFaqoqFBZWbnKyspVXl6uxsZa+b6tsrJylZaWqbS0TGVlZYpEIqP1VAEAoySUZVWSZJiMqgAFIjcaWyIzUiKp7g3/3fecc0748rM98pwencn2qP1Et3SsTXLT8pz0OSO054tEYyorLVNFMqlkRYXKyytUXl6u8vIKVVQk+0duk8lKlZYycgsA+SC8ZRVA0TBMW0a0TGa07JKP9T1HvpuW72YG3J/9uMNJ6cyJbh3sL7ipc04I62PZtirKk6qqrlZ1Vd/0g+r+Qpu7yEKVEokEpRYAAkRZBZBXDNOWYdpSpPSyHu/7vuQ5vevM9pyzbFeH06MzR9q179Bx+dlueW72Dd9vRyKqqEiqqrfAVlRU9o7W5kZsB05PKCkpUTQao9wCwDCirA4j3/eVbd0lp/Ow5F/4rcrL3p6ble9lZZgRGVZI5+IZtuzyJkUqp/ELGqFkGIZk5V5DF7qwQh/fzebm1jrnltoz2ZTaj7RLh473fi19wW0Ypql4PKGSRIlKSnK3WCyuWCymaDSqaDTW/3EkEpFl2bJtW5ZlybZzH5umKcMwZZrGgHtDktH/Ojv7cst9YJrn//fcx6ZpyrKs3u2YsixTpnl2X7n9930ekW3bvJYBhApldRDZtj3Ktu++4u/zsj3ys53DliMej2v5yuV6/PHHlepuG7btDje364gyp7bLvMTanbgykeQURSonBx2jqBh9pTZWcdHH+b53duqBk+6dgpCW72UlNyPHy6o9m1Vba1Y6eUKSJ3mO5Lu5aQyee9G5t0GzbFsRO5IrrxFbkUhEETuSu49E+ottJJIru5ZlyTTN/mLcV7YH67y+78vzPLmuJ9/35HmeIhFT3d0pua7bf3Mc59x715XrOHI9T66b+5rnefK93Db6tusNcunhPoZhyOwt7aZpyujLbFqy+v5gGPBHw8CbZdn9z3fgHxd9ZT/3c7D7/xjo34cx8Llf/THp+1kNvPX9DFzXle/nfqZe/89j4Md+/63vGEh9Yd74B07fH0h9z6Hv+fQd28Hu+75HksrK4ursTF32cx7838nl/Vyu5nsv52+xgdvo+7ld6I+43M/23OMx8P7sx+65/1Z7b+fv5+yx6V0bu/ePzoF/gL7x2OQ+Pv/Y9L0WL/18zz7HaDSqRYsWK5EoufQPapRQVoeT98a3EIdi+fLl+sAHPiDf97V69eph3faw87KSKKsoDoZhyrDjkh2XYle3Dd/3Jd+T/FyxkO/kCqznyPfd3G9L35N8X7683t+eft83923l7L2fu/cHfNy3jdz2vFxZ7rvv25fn5Ep2773vOnKdrFzHkdRz9T+kQA1WKobQFIEic+zYUd17731Bx+hHWR1EpHLyVY1oZVp3Kn30xWHL8fjjj8v3fT3xxBPDts2REq29VlGWGkMROXd0NZX72MtIvdN3ctN4ej/3HclzJbm5+wEjrP1lNYQMw5AdiQ4YYYwo0vvxwFHWgaM4udGdC4/m9I1C9Y2uep4n2zaUSmX6R1L7RlGd/pFWp3/E1XNduZ4nz3Xl+bmR1UH2ctnPr2901bZsmZbVO7qae065Eeazz3ewqRN9I8uWZSk3SjnYc37jaJ5hGPJ9f9DRuouN5A38noEjdP0jzef9bH3/3JFVv++PmnP2YQyYRqL+KSNvvFm9I3jnrtZz/vNLJKLq6cmc8/VzH3/uc7jQdgY+5mI/p8FcbBR08K9f+BgNts1Lbef8dxBc1+k9Vn3//s++Ds6OePdvpX8f504JMvpHWs8dwT97XEzzja+7i/38zj8OhmEokSjRsmUrBn1+QaGsDqNIZa6sOR3DM2c142b1yGNrZJhxWSUXn2sXmP45q1ODTgIMme/7kpsZMGe1J7eagJPKfe6mpN63/C82b1UyFI/HFU8kVFJaoni8XLFYbMC81bii0Z+N/FAAACAASURBVIgikeg5byGf/dgaMF/17Nt/A3/hDHzr9tyv9RWOgW8ZWm8oHgPnyw68nS2hkd4CNvJqa8t14kTHVX//+W99X8jAEnb+zxPDZ6jHEzgfZXUYGYahaFWzolXNQUcBMEBuRYBMb/EcWEJza7r6TkryenLzzgdZ5ioWiyuZrFRl5RhVVib7VwE4e59bEaCkpESJRIni8figIxwYGRcaUQJQGCirAPJObq3VwdZZTZ9z0pPctOSl5WVTg77VHo3GVJmsVHX1mN7LvVb3X+41V05z97HYVU5MBQAMGWUVQOByI5/Zc99+z/a99d5bPL3MZV3FKhqNqby8XBXVFUomG3uvYlWhZDJ5TgFNJiuVSHBSIACEXYjLKmduAoXE9xx5mU752S552U55mU552S7J6ZKX6Rq0gMZicZWVlauipkLl5Y39b7fX19dIivQuyF+m0tKy/vtoNDr6Tw4AMGJCWVYbGhrkZrqVbd+rSHJS0HEAXCbf93Ojopkz8tIduftMh5TtkJvpOuexsVhcdbV1qq+brpqas2/D5+5zlzqNx+OD7ocTOACgeISyrC5ffqdeeeUl7WrZKDNWKSteGXQkAAP0jZJ6md5Cmj4jP9shP9NxziVLo9GYxjU2qbFxqhoaGlVf36C6unqNGVOrsrJyzsYGAFxSKMuqbdv68Ic/qs989q/VdXidEhPfIsPirT1gtPi+n5srmu2Sl+3KvX2f6ZSX7ZCyXXKz3ec8vqqqRk0TxqmxoVGNjU1qaMjdKisrKaQAgCEJZVmVpGSyUn/2p3+uL37x75U6/BvFx93MLz1gGPi+27tuaCq3VFP/Uk498rPdktstL9v9hiWcyssrVN/UoPr6Waqra1BdXZ0aG5tUX9+gWGzwt+sBABiq0JZVSZo2bbruu+/39b3vfUuZk68pVntN0JGAUMpdTSl9dvF6J3V2MXs31buOaLr3629czN4wTZWXVWhMwxiNGTNZ1dVjVFMzRjU1NaqpqVVtbd0F548CADCSQl1WJenNb36Ldu/epfXrn5WVqJZd1hR0JGDU+W4mN0fU6e59az537zvdktMjN5vSYCtoxGJxVVQklazLLdVUUZFUMpnsX76psjJ3MlN5eQWLqgMAQin0ZdUwDL33ve/XgQP7dfjwb2ROWi4zWhZ0LGBEeNkeeZl2eencSUte5kzuTPpszzmPsyMR1VSPUW3tOFVVVQ9YPzTZv4ZoMlnJMk4AgLwX+rIqSbFYTH/2Zx/TZ//2U0odWqfEpLfIMBgFQn7znB55Pa1yU6flpk5L6dZzSmksFte4prFqapqppqaxqq2t731rfozKyzmTHgBQHPKirEpSXV29/vAP3q//+I+vyuk4qEjFhKAjAZfN93156Xa53Sfk9pyQnzopN9N3Rr2hhoZGTb72ek2aNFnjxk1QY2OTkknOpAcAIG/KqiQtXLhYdXUP6tTpbbLLx/OLHKGVK6dtcruOyek+Lj91qv/EpopkpWbOn6cpU6Zq0qQpmjBhEicvAQBwAXlVVk3T1B133KXvfOcbcruPyy6tDzoS0M/LdsnpOiq365i87uPynJQkqba2XjPmL9GMGTPV3DxDtbV1/KEFAMBlyquyKklvetPN+slPfqieU9soqwiU77tyu0/I6Tgsr/uo3PQZSVJ5eVLXLFqo2bOv0ezZ16qqqirgpAAA5K+8K6uRSFRvectKPfTQD+Wm2rgUK0aV5/TI7Twip/OwvO5j8tysbDuiWTNn65pr5mr27Gs0duw4Rk4BABgmeVdWJen225fp5z//mTKntynRdGPQcVDgvGyXnDMH5HQclNtzUpJUWVml+Tfforlzr9OsWXMUi8UCTgkAQGHKy7JaVlamW265Tb968gl5tdfKjJQGHQkFxst0yuk4KKfjgNyeU5KkceMnaNHCezVv3gKNHz+B0VMAAEZBXpZVSVq+/E49+eQTypzeoXj9dUHHQQHw3ayyHfvltO+R250bQR0/YZJuWPQWLVx4g+rrGwJOCABA8cnbsjpmTK1uuGGxNmzcKH/MHBkWV+rBlfN9X27PSWXbdsvtOCDfc1Rf36ibVv6uFi1arLo6TuIDACBIeVtWJemOO1bp+efXK9PaotiYWUHHQR7x3ayybS1y2nfLTZ9RNBrTkjfdpJtvvk1TpzbzFj8AACGR12V14sRJmjlrjnbs2qFo9XQZphV0JIScl+1RtnWHnLYWeW5GU6ZM0623/q4WLbqRhfkBAAihvC6rknTnylXa9o9flHNmnyKVU4KOg5By02eUPbVNzpm9knxdf/0NWrnybk2ePDXoaAAA4CLyvqzOmXOtxo2boCMntstOTubtW5zDTbcrc3yznM5Dsu2IbrvtzVq+/E5OlgIAIE/kfVk1DEMrVtypb3zjP+T2nJBdUhd0JISAl+1W5sQWZdv3KBaL6e3vepeWLLlNFRXJoKMBAIArkPdlVZIWLFikb33r/8jpOERZLXK+m1Hm1FZlW3fKMHwtX36H7r77dzR5cpNOnOgIOh4AALhCBVFWE4mEZs2ao607d8v35zMVoAj5vqds6y5lT70mz0lr8eLf0j33vFO1tfzxAgBAPiuIsipJCxYs1JYtr8hLt8uKVwYdB6PI7Tml9NENclNtmjlztt75zt/TpEmcbAcAQCEomLI6f/4Cfec735DTeYiyWiR8N6P0iVeVbd2pZLJK73n/n2vBgkWMrAMAUEAKpqxWVlZp8uSp2n/0kDRmTtBxMIJ835fTcVCZ45vkZVNatmyF3va2e5VIlAQdDQAADLOCKatSbirAnh//QF62W2aE4lKIvGy30kc3yuk8rHHjJ+iP/vADrJUKAEABK6iyet11C/XjH/9ATuchRauag46DYZZt36fMsRdlmdK73vVuLVt2hyyLq5YBAFDICqqsNjY2qba2Xqc7KKuFxHczSh3dKOfMfk2ePFUf/OCfsqg/AABFoqDKqmEYuv76RfrlL38h383IsKJBR8IQOV1HlTnygnw3pbe97Z26885VjKYCAFBEzKADDLfrrrtevu/J6ToadBQMge85Sh3dpJ79azWmOqm/+Zu/06pVv0NRBQCgyBTUyKokTZ3arNKycqU7DipSMSHoOLgKXvqMUoefk5tq09KlK3TvvfcpGmWUHACAYlRwZdU0TS247nqte26dfN+VYTASl09yJ1FtVDwW1Qf//OOaO3d+0JEAAECACm4agJSbCuC5Wbldx4OOgsvke45SRzYodXi9Jk+arL/7uy9SVAEAQOGNrErS7NnXKhKJyuk8JLusMeg4uAQv06HUoefkplq1cuUqve1t98q2C/KfJgAAuEIF2Qii0aiuvXauXnn1dfm+z+U3Qyx75oAyR19QLBbVBz/6l5o377qgIwEAgBApyGkAUu4CAW62W16qNegoGITv+0of36zUoXWaOGGC/u5v/1+KKgAAeIOCHFmVpLlz58swDDkdB2UlqoOOgwF8N6vU4fVyOg/r5ptv03ve80eKRCJBxwIAACFUsGW1vLxCzc0z1LL/sKS5QcdBLy/TodTBZ+VlOvTud/+B3vzm5UzTAAAAF1Sw0wAkacGChXJTbfIynUFHgSSn84h69j6hmOXoL/7ik1q6dAVFFQAAXFRBl9V58xZIypUkBCtzert6DjyjxoZ6feYzn9esWXOCjgQAAPJAwU4DkKS6unolk1Xq6jkhqTnoOEUpdyLVy8qe3q4FCxbpj//4TxSPx4OOBQAA8kRBj6wahqFZs2bJ7zkh3/eDjlN0fM9V6vB6ZU9v19KlK/ThD3+UogoAAK5IQZdVSZo+fZbcbI/8LPNWR5PvZtVz8Bk5Z/br3nvv0+/93ntlmgX/zw0AAAyzgp4GIEkzZsyUJDndxxWNlgecpjh4To9SB56Rn2nX+9//Ib3pTbcEHQkAAOSpgi+rDQ1NKisrV6r7hFQ5Neg4Bc9Ln1Hq4DMyldWfffQvde2184KOBAAA8ljBvy9rGIZmzMjNW8XIctPt6tm/RvGooU/81d9QVAEAwJAVfFmVpBkzZsnNdMnLdgUdpWB5mQ6lDqxVSSKqv/7kZzR5MqPYAABg6IqmrEqS23084CSFyct2KXVgreIRUx//y0+psbEp6EgAAKBAFEVZHTt2nBKJErldTAUYbl62W6n9Tyli+frLv/yUxo0bH3QkAABQQIqirJqmqRkzZspLUVaHk+eklDqwVrbh6H/9z09o4sRJQUcCAAAFpijKqtS73mq6Q162J+goBcF30kodWCvTS+ljH/u4pk6dFnQkAABQgIqmrPbPW2VVgCHzvax6Dj4tOZ36yEf+l6ZPnxl0JAAAUKCKpqxOmDBRsVhcbhcnWQ2F7/tKHX5BXqpVf/rhj2rOnGuDjgQAAApY0ZRVy7LU3DydeatDlDm1VU7HAb3jHb+r+fOvDzoOAAAocEVTVqXe9VZT7fKcdNBR8pLTeUSZE5u1aNGNuuOOu4OOAwAAikBRldW+uZVuN6OrV8rLdCh9eL3Gjh2v973vgzIMI+hIAACgCBRVWZ08eapsO8LFAa6Q72WVOvSsYlFb/+N//E/FYvGgIwEAgCJRVGXVtm1NndosjxUBLlv/CVXpM/rwhz+qurr6oCMBAIAiUlRlVZJmzpwlN9Uq380EHSUv9J1Qde+993HmPwAAGHVFV1bPzls9GXCS8HO6jytzYrNuWLxEK1bcFXQcAABQhIqurE6d2izTsuQwb/WifM9R5ugG1Yyp1R/94Qc4oQoAAASi6MpqNBrV5ElTmbd6CekTW+SmO/S+P/ogJ1QBAIDAFF1ZlQbMW/WyQUcJJbfnlLKnt+uWW27XrFlzgo4DAACKWFGW1RkzZkq+J7f7VNBRQsf3XaWPblBFMql3vvPdQccBAABFrijL6tSp02UYBuutDiJzcqvcVJv+8A/er5KSkqDjAACAIleUZTWRSGjcuAlyU4ysDuSm2pQ99bpuWLxE8+dfH3QcAACA4iyrktTcPF1+6rR83ws6Sij4vqf00Q0qKSnR7933B0HHAQAAkFTEZXXq1GZ5blZeuj3oKKGQPb1Dbs8pvfvdf6iKioqg4wAAAEgq4rI6bdp0SZLbw8UBvEyHMie3aN6867R48ZKg4wAAAPQr2rI6Zkytysor5PYwbzV9fLMitqXf//33sfg/AAAIlaItq4ZhaHrzdPlFfpKV23NaTscB3XHHXaqurgk6DgAAwDmKtqxKuakAbrpDnpMKOkpg0ideUWlpmVasuDPoKAAAAG9Q1GV16tRmScU7b9XpPCq365hWrXqbEgnWVAUAAOFT1GV10qTJMi1LXhGWVd/3lTm5WVXVNbr99mVBxwEAABhUUZfVSCSqiRMmF+VJVk7HAbk9p3XP2+5VJBIJOg4AAMCgirqsSlJzc7O81Gn5vht0lFHj+56yJ19VU9M4LVlyU9BxAAAALqjoy+q0adPle668VFvQUUZNtm233HSH3vGO35VpFv0/AQAAEGJF31SmTi2uiwP4nqPsqdc0bdp0zZt3XdBxAAAALqroy2pVVZWqqqrldhdHWc2c3i4v26N7772PCwAAAIDQK/qyKknNzTPkpwv/JCvfScs5vU3z5i1Qc/OMoOMAAABcEmVVufVW3Uy3vGxX0FFGVOb0Nnmuo7e//V1BRwEAALgslFXlTrKSVNBLWPluVk5bixYuvEHjxo0POg4AAMBloaxKGj9+guxIpKDnrWbbWuS5Ga1ceXfQUQAAAC4bZVWSbduaPHmqvFRhjqz6vienbaemT5+pyZOnBh0HAADgslFWezVPmy431Srfc4KOMuycM/vlZrp0xx2MqgIAgPxCWe01bVqz5HtyU6eDjjKsfN9X9vR2NTQ0ae7c+UHHAQAAuCKU1V5TpjRLKryTrNyuY3JTrVq58m6uVgUAAPIO7aVXRUWFamvr5RXYSVbZ09tUXp7UjTe+KegoAAAAV4yyOkBz83R5qVPyfT/oKMPCTbXK6Tqq5cvvUCQSCToOAADAFaOsDjBt2nR5Tkp+tjPoKMMic2qbotGYbrttadBRAAAArgpldYBp0/rmreb/VAAv2yWn44BuvfXNKi0tCzoOAADAVaGsDtDUNE6xWLwgLg6QOb1DhqS3vOWOoKMAAABcNcrqAKZp9s5bze+y6rsZue27dcMNizVmTG3QcQAAAK4aZfU8M2bMlptql+ekgo5y1TJtLfLcrO64Y1XQUQAAAIaEsnqemTNnSZLc7hMBJ7k6vu/JbdulGTNma+LESUHHAQAAGBLK6nkmTpysaDQmt/t40FGuitt5RG6mS8uWLQ86CgAAwJBRVs9j23Zu3mpPfo6sZlt3Kpms0vz51wcdBQAAYMgoq4OYMWOW3FSbPCcddJQr4mU65HQd1e23L5VlWUHHAQAAGDLK6iBmzOibt5pfUwEyrbtkmqZuueX2oKMAAAAMC8rqICZPnqpIJJpXJ1n5niO3fY+uv/4GVVZWBR0HAABgWFBWB2HbtmbNmimvJ39GVrNn9slzM1q6lBOrAABA4aCsXsDcuXPlptrku+Gft+r7vpzWXWpqGqfm5hlBxwEAABg2lNULuOaaayRJTh5MBfBSp+SmWrV06XIZhhF0HAAAgGFDWb2A6dOny7YjeXGSVeb0TsVicd1445uCjgIAADCsKKsXEIlENHVqs7yQj6x6TkpuxwHddNMtSiQSQccBAAAYVpTVi5g5c5bcVKt8NxN0lAvKtu2W73u67bZlQUcBAAAYdpTVi5g5c7YkhXYJK9/35La3aMaM2Ro7dlzQcQAAAIYdZfUipkyZKsu25YR03qrbeURupktLl74l6CgAAAAjgrJ6EZFIVFOmTJPXE86R1UzrLlUkKzV//vVBRwEAABgRlNVLmDVzttye8M1b9TIdcruO6M23L5Nt20HHAQAAGBGU1UuYMWOWJF9uz8mgo5wj07pLpmnqlltuDzoKAADAiKGsXsKUKdNkWpacrvDMW/U9R277Hl1//Q2qrKwKOg4AAMCIoaxeQiwW05TJU0M1bzXbvk+em9HSpcuDjgIAADCiKKuXYebM2XJTp+W72aCjyPd9OW27NHbseDU3zwg6DgAAwIiirF6GGTNmSX445q26PSflplq1dOlyGYYRdBwAAIARRVm9DNOmNcs0TbkhWG8127pT8XhCS5a8KegoAAAAI46yehlisbgmT54qt/tYoDm8bI+cjoO6+ebbFIvFA80CAAAwGiirl2nBgoVye07Ly3QGliHb1iL5nt785mWBZQAAABhNlNXLtGjRjZKk7JkDgezf9z057bs1Z861qq9vDCQDAADAaKOsXqYxY2pzUwE69geyf6fjoLxsN8tVAQCAokJZvQI33HCj3FSrvEzHqO8727pLVdU1mjv3ulHfNwAAQFAoq1fg7FSA0R1ddVNtcruPa9nS5TJNDhkAACgeNJ8rUF1do6lTp8vtGN15q9nWXbJsWzfddOuo7hcAACBolNUrtHjxktxIZ7p9VPbnOWk5Z/Zq8Q1LVF5eMSr7BAAACAvK6hVauPAGSYacUZoKkD29Xb7nauXKVaOyPwAAgDChrF6hysoqTZ8xU27HAfm+P6L78t20nLadWrjwBo0dO25E9wUAABBGlNWrsPiGJXLTZ+SN8FSAzKnt8tysfvu33zai+wEAAAgryupVuP76RTKMkZ0K4LsZOW07df31izRu3IQR2w8AAECYUVavQkVFUjNnzpHbOXJTATKnc6Oqq1bdMyLbBwAAyAeU1au0ePESuekOeanWYd+272bktO7Uddct1IQJE4d9+wAAAPmCsnqVFixYJNM05YzA5Vczp3fIczP67d9mVBUAABQ3yupVKisr0+zZ18rtODisUwF8NyunbYfmzVugiRMnDdt2AQAA8hFldQgWL14iN9MpL3V62LaZad0hz8norW9lVBUAAICyOgTXXXe9LMtWdphWBfDdrJzWHbp27nxNmjRlWLYJAACQzyirQ1BSUqprrpkrt2O/fDc75O1lWnfKc9J6K3NVAQAAJFFWh+zuu98q30kpfeylIW3Hd9NyWnfommvmasqUacOUDgAAIL9RVodo6tRmrVy5Stn23XI6Dl/VNnzfU+rQehl+Vm9/+7uGOSEAAED+oqwOg7e+9e1qGjtO6WMb5DvpK/7+9PFX5HQd1Xvf+35NnDh5BBICAADkJ8rqMIhEIvrgBz4suRmljr14Rd+bbduj7OntWrp0uW6++baRCQgAAJCnKKvDZMKESXrrW98u58z+y14dwO05pfSxjZoxY5be9a73jHBCAACA/ENZHUZ33rlKkyZNUebYi/KyPRd9rOf0KH1onSorK/XhD39Utm2PUkoAAID8QVkdRpZl6QMf+BOZ8pQ+uuGCV7byPVepQ+tkytFHP/IXKi+vGOWkAAAA+YGyOswaG8fqHe/4XTmdh5Vt3y3fc+S7GXlOSl62W16mU+mjG+V2n9Qf//GHNGHCxKAjAwAAhBbvPY+AZctWaNOmjdqxY4PSRzYM+pi77/4dLVp04ygnAwAAyC+U1RFgmqY+/OGPaN26Z+T7vmzblmXZikQisixL5eUVuuaauUHHBAAACD3K6gipqEhq5cpVQccAAADIa8xZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBa9qUeYJrGaOQIpWJ+7oWI41lYOJ6FheNZWDiehWU0jufF9mH4vu+PeAIAAADgKjANAAAAAKFFWQUAAEBoUVYBAAAQWpRVAAAAhBZlFQAAAKFFWQUAAEBoUVYBAAAQWpRVAAAAhBZlFQAAAKFFWR3E6tWrdeedd2r58uX63ve+F3QcXKavfe1ruuuuu3TXXXfp/vvvlyQ999xzWrVqlZYvX66vfOUr/Y/dunWr7rnnHq1YsUKf+tSn5DhOULFxEV/60pf0iU98QtKFj9nhw4f17ne/W3fccYf+5E/+RF1dXUFGxgWsWbNG99xzj1auXKnPfe5zknh95rOf/exn/f+//dKXviSJ12i+6ezs1N13362DBw9KuvLX46geVx/nOHr0qH/77bf7ra2tfldXl79q1Sp/586dQcfCJaxbt85/17ve5afTaT+Tyfjvfe97/dWrV/u33nqrv3//fj+bzfrve9/7/LVr1/q+7/t33XWX/9JLL/m+7/uf/OQn/e9973tBxscgnnvuOX/x4sX+X/3VX/m+f+Fj9sEPftB/5JFHfN/3/a997Wv+/fffH0xgXND+/fv9m266yT9y5IifyWT8++67z1+7di2vzzzV3d3tL1q0yD916pSfzWb9d7zjHf66det4jeaRl19+2b/77rv9OXPm+AcOHPB7enqu+PU4mseVkdXzPPfcc7rxxhtVWVmpkpISrVixQo899ljQsXAJtbW1+sQnPqFoNKpIJKKpU6dq7969mjhxosaPHy/btrVq1So99thjOnTokFKplObPny9JuueeezjGIdPW1qavfOUr+tCHPiRJFzxm2WxWGzZs0IoVK875OsLliSee0J133qmGhgZFIhF95StfUSKR4PWZp1zXled56unpkeM4chxHtm3zGs0jP/zhD/WZz3xGdXV1kqTNmzdf0etxtI+rPWJbzlPHjx9XbW1t/+d1dXXavHlzgIlwOZqbm/s/3rt3rx599FG95z3vecOxPHbs2BuOcW1trY4dOzaqeXFxn/70p/Wxj31MR44ckfTG12XfMWttbVVZWZls2z7n6wiXffv2KRKJ6EMf+pCOHDmi2267Tc3Nzbw+81RZWZk++tGPauXKlUokElq0aJEikQiv0Tzy+c9//pzPB+s+F3s9jvZxZWT1PJ7nyTCM/s993z/nc4Tbzp079b73vU8f//jHNX78+EGPJcc43B588EE1NjZqyZIl/V+70DEb7NhxLMPHdV2tX79eX/jCF/SDH/xAmzdv1oEDB3h95qlt27bpxz/+sZ566in9+te/lmmaWrduHa/RPHah111Y/t/LyOp5GhoatHHjxv7PT5w40T9MjnB78cUX9ZGPfER//dd/rbvuuksvvPCCTpw40f/f+45lQ0PDOV8/efIkxzhEfvGLX+jEiRN661vfqvb2dnV3d8swjEGPWXV1tTo6OuS6rizL4vUaUmPGjNGSJUtUXV0tSVq2bJkee+wxWZbV/xhen/nj2Wef1ZIlS/5ve/caGsX1xnH8O8R4e2HxiraLGEStLjYiNoFsNLiKJiQbs7mhQhFEK2qJCLWsJiHS2mwUEaIv2qbkYmtbxbgmGgQVVEyrxlQFg6CVGIqoiNZgYk2ym93tiyWD8fqPfzUj/D6vsmdmzzxzDoc8nDk7h5EjRwKRR8Dl5eUao++xp8fdq8bju+5Xzaw+JSEhgbNnz/LgwQM6Ojo4duwYc+bM6e+w5BXu3LnD2rVr2b59O6mpqQDExsbS0tLC33//TTAYpK6ujjlz5vDRRx8xaNAgLly4AER+1ao+to7Kykrq6uqora0lLy8Pp9OJ1+t9bp9FR0cza9Ysjhw5AkBNTY360oLmzp3L77//TltbG8FgkPr6epKTkzU+31Mff/wxZ86c4fHjx4TDYU6cOEFcXJzG6Husr/8v33W/GuFwOPzWan9PHT58mB9++IFAIEB2djYrV67s75DkFbZs2cKBAwcYP368WbZ48WImTJiA1+ulq6uLpKQkNm7ciGEYXL16lYKCAh49eoTdbsfr9TJw4MB+vAN5Hp/Px/nz5ykpKXlhn926dQuPx8M/tJNNagAABsxJREFU//zDuHHj2LFjBx988EF/hy5Pqa6upqqqikAggMPhoKCggIaGBo3P91RZWRk+n4/o6GimT59OUVERLS0tGqPvGafTyU8//YTNZuPs2bN9Go/vsl+VrIqIiIiIZWkZgIiIiIhYlpJVEREREbEsJasiIiIiYllKVkVERETEspSsioiIiIhlKVkVEUuZMmUKLpeLRYsWkZGRwcKFC8nKyqKpqam/Q3stwWCQVatWcf/+fXw+H1OmTGHnzp29zgmHw8ybN4+0tDQAfvvtN8rKyoDIq2WamppoaGgwj5eWllJTU/PGY62qqnor9YqI/D+0g5WIWM7u3bvN3Y4AysvL2bJlC/v27evHqF5PRUUFcXFxjBo1CoAPP/yQQ4cOkZeXZ57z559/0tnZyZAhQwBYsmTJS+tct27dW4n1s88+Izs7G4fD0Ws/cBGR/qSZVRGxtO7ubu7cudPrZdPfffcdbrebRYsWsWbNGu7evUtLSwvx8fH4/X4gMqM5e/ZsmpubaW9vx+PxkJmZicvlori4mO7ubgCmT5/Orl27WLx4MU6nk19//RWIbEiwatUq85pPfvb7/RQXF+N2u0lPT8fj8fDo0aNnYu/o6GD37t1kZmaaZZMnT2bo0KFcvHjRLDt48CDp6enm5127dvH111+/sE08Hg/l5eVAJNHNzc3F5XKRmZnJ6dOnzXhXr17N2rVrSUtLIzs7m+bmZgCOHTuG2+0mMzOTnJwcGhsbAYiKiiIlJYUff/zxlf0iIvKuKFkVEctZtmwZLpeLxMREFi5cCIDX6wUi2/r99ddf7N+/n9raWpKSkigoKCAmJoZJkyZx4sQJILJ/uc1mY+LEiRQXF2O32/H5fNTU1NDa2kplZSUQSTyHDx/O3r172blzp7mDy8uUlZURFRWFz+fj0KFDjBkzhu3btz9z3rlz54iJiWH48OG9yjMyMqitrQUiCe2FCxeYPXt2n9uptbWVvLw88vPzOXz4MFu3bmXDhg3cvHkTgMbGRgoLC6mrqyM2NtZcWrBt2zaKiorw+XysW7eOhoYGs06Hw8Hx48f7HIuIyNuiZQAiYjk9ywCuXLnC559/Tnx8PCNHjgTg5MmTNDU1kZWVBUAoFKKjowOA7OxsDh48SHJyMj6fj9zcXABOnTpFU1MT1dXVAHR2dva63rx58wCw2+34/X4eP3780vhOnTpFe3s7Z86cASAQCJjxPenGjRu9tgDu0bMmNz8/n+PHj+N0OomKivqf26fH5cuXGT9+PLGxsQBMmjSJmTNncv78eQzDwG63M3bsWACmTZtmJqGpqal88cUXJCUl4XA4em0pbbPZuH37Nl1dXQwaNKjPMYmIvGlKVkXEsux2Oxs3bsTj8TB16lRsNhuhUIgVK1awdOlSIDIz+vDhQwBSUlIoKSmhubmZxsZGSkpKgEhCW1paysSJEwFoa2vDMAzzOj1JWU9ZOBzGMAye3I06EAiYf4dCITZt2kRSUhIA//7773NnYw3DIBQKPVM+evRopk2bxunTp6mpqcHj8dDa2trn9gkGg73uoyf27u5uoqOjGTx4cK9Yeu5n/fr1ZGVl8ccff+Dz+aioqDAT+ejoaAzDeKZeEZH+omUAImJpaWlpfPLJJ+YygMTERKqrq801oqWlpXz11VdAJOlMTU3F4/GwYMEC8wdLiYmJVFVVEQ6H8fv9rF69mj179rz0uiNGjOD69et0dXURCAQ4evSoeSwxMZFffvkFv99PKBSisLCQHTt2PFNHTEyM+Uj+aRkZGVRWVtLe3s7kyZP73jDAjBkzuHHjBpcvXwbg+vXrNDY2EhcX98LvdHd343Q66ejoYMmSJRQVFXHt2jVzre/Nmzex2WwMHDjwtWISEXnTNLMqIpZXWFhIeno69fX15OTkcPfuXXJzczEMg3HjxpkzqAA5OTns2bOHzZs3m2X5+fl8++23uFwuAoEACQkJrFix4qXXdDgcfPrpp6SkpDB69Gji4+O5du0aAGvWrGHr1q243W6CwSBTp07F4/E8U0dCQgL5+fm0tbUxbNiwXsfmz59PUVER69evf+12GTFiBKWlpXzzzTd0dnZiGAZer5eYmBguXbr03O8MGDCATZs28eWXXzJgwAAMw6C4uNhMTuvr60lOTn7tmERE3jQj/ORzLhEReaO+//57oqKieq0LtapgMIjb7aaiosJ81ZaISH/TMgARkbdo+fLlnDt3jnv37vV3KK/0888/s2zZMiWqImIpmlkVEREREcvSzKqIiIiIWJaSVRERERGxLCWrIiIiImJZSlZFRERExLKUrIqIiIiIZSlZFRERERHL+g8QDA5P2iWi/wAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.violinplot(\"Revenue (Millions)\", data = movies_db)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "'''\n",
+    "Because of the data dispersion, I decided to bin the revenue data based on the\n",
+    "statistics summary. The bins are as follows:\n",
+    "# up to 25% percentile = low revenue\n",
+    "# 25% to 75% percentile = average revenue\n",
+    "# 75% to mean + 3std = high revenue\n",
+    "# outliers = top revenue\n",
+    "'''\n",
+    "\n",
+    "rev_bins = ['low','average','high','top']\n",
+    "\n",
+    "rev_binned = pd.cut(movies_db['Revenue (Millions)'], [0,revenue_stats[4],revenue_stats[6],(revenue_stats[1] + 3 * revenue_stats[2]),revenue_stats[7]],labels = rev_bins)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# add revenue classification column to dataframe\n",
+    "movies_db['Revenue_Classification'] = rev_binned"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "      <th>Revenue_Classification</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Gunn</td>\n",
+       "      <td>male</td>\n",
+       "      <td>757.074</td>\n",
+       "      <td>high</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>Ridley</td>\n",
+       "      <td>Scott</td>\n",
+       "      <td>male</td>\n",
+       "      <td>485.820</td>\n",
+       "      <td>average</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>M.</td>\n",
+       "      <td>Night Shyamalan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>157.606</td>\n",
+       "      <td>high</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Christophe</td>\n",
+       "      <td>Lourdelet</td>\n",
+       "      <td>male</td>\n",
+       "      <td>60.545</td>\n",
+       "      <td>high</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>David</td>\n",
+       "      <td>Ayer</td>\n",
+       "      <td>male</td>\n",
+       "      <td>393.727</td>\n",
+       "      <td>high</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore Director_Fname  \\\n",
+       "0     8.1  757074              333.13       76.0          James   \n",
+       "1     7.0  485820              126.46       65.0         Ridley   \n",
+       "2     7.3  157606              138.12       62.0             M.   \n",
+       "3     7.2   60545              270.32       59.0     Christophe   \n",
+       "4     6.2  393727              325.02       40.0          David   \n",
+       "\n",
+       "    Director_Lname Director_genre  Votes (Thousands) Revenue_Classification  \n",
+       "0             Gunn           male            757.074                   high  \n",
+       "1            Scott           male            485.820                average  \n",
+       "2  Night Shyamalan           male            157.606                   high  \n",
+       "3        Lourdelet           male             60.545                   high  \n",
+       "4             Ayer           male            393.727                   high  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movies_db.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 648x792 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# visualizing the binned revenue data\n",
+    "sns.set(style= 'darkgrid')\n",
+    "f, ax = plt.subplots(figsize=(9,11))\n",
+    "ax = sns.boxplot(x= movies_db['Revenue_Classification'], y= movies_db['Revenue (Millions)'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Top 25 highest-grossing movies"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "      <th>Revenue_Classification</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>51</td>\n",
+       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>Three decades after the defeat of the Galactic...</td>\n",
+       "      <td>J.J. Abrams</td>\n",
+       "      <td>Daisy Ridley, John Boyega, Oscar Isaac, Domhna...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>136</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>661608</td>\n",
+       "      <td>936.63</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>J.J.</td>\n",
+       "      <td>Abrams</td>\n",
+       "      <td>male</td>\n",
+       "      <td>661.608</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>88</td>\n",
+       "      <td>Avatar</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A paraplegic marine dispatched to the moon Pan...</td>\n",
+       "      <td>James Cameron</td>\n",
+       "      <td>Sam Worthington, Zoe Saldana, Sigourney Weaver...</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>162</td>\n",
+       "      <td>7.8</td>\n",
+       "      <td>935408</td>\n",
+       "      <td>760.51</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Cameron</td>\n",
+       "      <td>male</td>\n",
+       "      <td>935.408</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>86</td>\n",
+       "      <td>Jurassic World</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A new theme park, built on the original site o...</td>\n",
+       "      <td>Colin Trevorrow</td>\n",
+       "      <td>Chris Pratt, Bryce Dallas Howard, Ty Simpkins,...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>455169</td>\n",
+       "      <td>652.18</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Colin</td>\n",
+       "      <td>Trevorrow</td>\n",
+       "      <td>male</td>\n",
+       "      <td>455.169</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>77</td>\n",
+       "      <td>The Avengers</td>\n",
+       "      <td>Action,Sci-Fi</td>\n",
+       "      <td>Earth's mightiest heroes must come together an...</td>\n",
+       "      <td>Joss Whedon</td>\n",
+       "      <td>Robert Downey Jr., Chris Evans, Scarlett Johan...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>143</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>1045588</td>\n",
+       "      <td>623.28</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>Joss</td>\n",
+       "      <td>Whedon</td>\n",
+       "      <td>male</td>\n",
+       "      <td>1045.588</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>55</td>\n",
+       "      <td>The Dark Knight</td>\n",
+       "      <td>Action,Crime,Drama</td>\n",
+       "      <td>When the menace known as the Joker wreaks havo...</td>\n",
+       "      <td>Christopher Nolan</td>\n",
+       "      <td>Christian Bale, Heath Ledger, Aaron Eckhart,Mi...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>152</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>1791916</td>\n",
+       "      <td>533.32</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>Christopher</td>\n",
+       "      <td>Nolan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>1791.916</td>\n",
+       "      <td>top</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Rank                                       Title  \\\n",
+       "37    51  Star Wars: Episode VII - The Force Awakens   \n",
+       "68    88                                      Avatar   \n",
+       "67    86                              Jurassic World   \n",
+       "58    77                                The Avengers   \n",
+       "40    55                             The Dark Knight   \n",
+       "\n",
+       "                       Genre  \\\n",
+       "37  Action,Adventure,Fantasy   \n",
+       "68  Action,Adventure,Fantasy   \n",
+       "67   Action,Adventure,Sci-Fi   \n",
+       "58             Action,Sci-Fi   \n",
+       "40        Action,Crime,Drama   \n",
+       "\n",
+       "                                          Description           Director  \\\n",
+       "37  Three decades after the defeat of the Galactic...        J.J. Abrams   \n",
+       "68  A paraplegic marine dispatched to the moon Pan...      James Cameron   \n",
+       "67  A new theme park, built on the original site o...    Colin Trevorrow   \n",
+       "58  Earth's mightiest heroes must come together an...        Joss Whedon   \n",
+       "40  When the menace known as the Joker wreaks havo...  Christopher Nolan   \n",
+       "\n",
+       "                                               Actors  Year  \\\n",
+       "37  Daisy Ridley, John Boyega, Oscar Isaac, Domhna...  2015   \n",
+       "68  Sam Worthington, Zoe Saldana, Sigourney Weaver...  2009   \n",
+       "67  Chris Pratt, Bryce Dallas Howard, Ty Simpkins,...  2015   \n",
+       "58  Robert Downey Jr., Chris Evans, Scarlett Johan...  2012   \n",
+       "40  Christian Bale, Heath Ledger, Aaron Eckhart,Mi...  2008   \n",
+       "\n",
+       "    Runtime (Minutes)  Rating    Votes  Revenue (Millions)  Metascore  \\\n",
+       "37                136     8.1   661608              936.63       81.0   \n",
+       "68                162     7.8   935408              760.51       83.0   \n",
+       "67                124     7.0   455169              652.18       59.0   \n",
+       "58                143     8.1  1045588              623.28       69.0   \n",
+       "40                152     9.0  1791916              533.32       82.0   \n",
+       "\n",
+       "   Director_Fname Director_Lname Director_genre  Votes (Thousands)  \\\n",
+       "37           J.J.         Abrams           male            661.608   \n",
+       "68          James        Cameron           male            935.408   \n",
+       "67          Colin      Trevorrow           male            455.169   \n",
+       "58           Joss         Whedon           male           1045.588   \n",
+       "40    Christopher          Nolan           male           1791.916   \n",
+       "\n",
+       "   Revenue_Classification  \n",
+       "37                    top  \n",
+       "68                    top  \n",
+       "67                    top  \n",
+       "58                    top  \n",
+       "40                    top  "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# creating a df sorted by the revenue\n",
+    "top25_revenue_movie = movies_db.sort_values(by = ['Revenue (Millions)'], ascending = False)\n",
+    "top25_revenue_movie.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# ploting the top 25\n",
+    "sns.set(style=\"darkgrid\")\n",
+    "\n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "\n",
+    "ax = sns.barplot(x= 'Revenue (Millions)', y= 'Title', data= top25_revenue_movie[:25], palette= 'GnBu_d')\n",
+    "plt.title(\"Top 25 highest-grossing movies\",fontsize =16)\n",
+    "plt.xlabel(\"Revenue (Millions)\",fontsize =16)\n",
+    "plt.ylabel(\"Movie\",fontsize =16)\n",
+    "#plt.rcParams[\"axes.labelsize\"] = 10\n",
+    "#plt.xticks(rotation = 90)\n",
+    "sns.set(font_scale=1)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Movies per director genre"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 504x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# visualizing percentage of movies per director genre\n",
+    "labels = movies_db['Director_genre'].value_counts().index\n",
+    "sizes = (movies_db['Director_genre'].value_counts().values/len(movies_db['Director_genre']))*100\n",
+    "\n",
+    "fig1,ax1 = plt.subplots(figsize=(7,7))\n",
+    "ax1.pie(sizes, explode = (0,0.2),labels = labels,autopct='%1.1f%%',textprops={'fontsize': 16})\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Rating"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# histogram for ratings\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "fig = sns.distplot(movies_db['Rating'], bins=10, kde = False, rug= False)\n",
+    "plt.axvline(6.89,0,0.94) # this is to display the mean\n",
+    "plt.title(\"Histogram for Ratings\",fontsize=16)\n",
+    "plt.ylabel('Frequency', fontsize = 16)\n",
+    "plt.xlabel('Rating', fontsize = 16)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'The average rating is 6.893386243386244'"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# average rating\n",
+    "rat_mean = movies_db['Rating'].mean()\n",
+    "f'The average rating is {rat_mean}'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Votes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# histogram for votes\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "fig = sns.distplot(movies_db['Votes (Thousands)'], bins = 10, kde = False, rug= False)\n",
+    "plt.title(\"Histogram for Votes\",fontsize=16)\n",
+    "plt.ylabel('Frequency', fontsize = 16)\n",
+    "plt.xlabel('Votes (Thousands)', fontsize = 16)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Rating and votes over the years"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Year\n",
+       "2006    42\n",
+       "2007    48\n",
+       "2008    51\n",
+       "2009    47\n",
+       "2010    57\n",
+       "Name: Rank, dtype: int64"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# no. of movies over the years\n",
+    "movies_years = movies_db.groupby('Year').agg('count')['Rank']\n",
+    "movies_years.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rating</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2006</th>\n",
+       "      <td>7.130952</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2007</th>\n",
+       "      <td>7.175000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2008</th>\n",
+       "      <td>6.778431</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2009</th>\n",
+       "      <td>6.929787</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010</th>\n",
+       "      <td>6.894737</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Rating\n",
+       "Year          \n",
+       "2006  7.130952\n",
+       "2007  7.175000\n",
+       "2008  6.778431\n",
+       "2009  6.929787\n",
+       "2010  6.894737"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# rating over the years\n",
+    "rating_years = movies_db.groupby('Year').agg({'Rating':'mean'})\n",
+    "rating_years.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2006</th>\n",
+       "      <td>275.016024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2007</th>\n",
+       "      <td>260.963542</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2008</th>\n",
+       "      <td>279.656765</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2009</th>\n",
+       "      <td>265.747277</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010</th>\n",
+       "      <td>261.082930</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Votes (Thousands)\n",
+       "Year                   \n",
+       "2006         275.016024\n",
+       "2007         260.963542\n",
+       "2008         279.656765\n",
+       "2009         265.747277\n",
+       "2010         261.082930"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# votes over the years\n",
+    "votes_years = movies_db.groupby('Year').agg({'Votes (Thousands)':'mean'})\n",
+    "votes_years.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "      <th>Rating</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2006</th>\n",
+       "      <td>275.016024</td>\n",
+       "      <td>7.130952</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2007</th>\n",
+       "      <td>260.963542</td>\n",
+       "      <td>7.175000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2008</th>\n",
+       "      <td>279.656765</td>\n",
+       "      <td>6.778431</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2009</th>\n",
+       "      <td>265.747277</td>\n",
+       "      <td>6.929787</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010</th>\n",
+       "      <td>261.082930</td>\n",
+       "      <td>6.894737</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Votes (Thousands)    Rating\n",
+       "Year                             \n",
+       "2006         275.016024  7.130952\n",
+       "2007         260.963542  7.175000\n",
+       "2008         279.656765  6.778431\n",
+       "2009         265.747277  6.929787\n",
+       "2010         261.082930  6.894737"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# merge rating and year\n",
+    "over_years_merged = pd.merge(votes_years,rating_years, on = 'Year')\n",
+    "over_years_merged.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>no. of movies</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2006</th>\n",
+       "      <td>275.016024</td>\n",
+       "      <td>7.130952</td>\n",
+       "      <td>42</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2007</th>\n",
+       "      <td>260.963542</td>\n",
+       "      <td>7.175000</td>\n",
+       "      <td>48</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2008</th>\n",
+       "      <td>279.656765</td>\n",
+       "      <td>6.778431</td>\n",
+       "      <td>51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2009</th>\n",
+       "      <td>265.747277</td>\n",
+       "      <td>6.929787</td>\n",
+       "      <td>47</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010</th>\n",
+       "      <td>261.082930</td>\n",
+       "      <td>6.894737</td>\n",
+       "      <td>57</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Votes (Thousands)    Rating  no. of movies\n",
+       "Year                                            \n",
+       "2006         275.016024  7.130952             42\n",
+       "2007         260.963542  7.175000             48\n",
+       "2008         279.656765  6.778431             51\n",
+       "2009         265.747277  6.929787             47\n",
+       "2010         261.082930  6.894737             57"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# add with no. of movies\n",
+    "over_years_merged['no. of movies'] = movies_years\n",
+    "over_years_merged.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# ploting the time series\n",
+    "sns.set()\n",
+    "f,ax = plt.subplots(figsize=(15,6))\n",
+    "ax = sns.lineplot(data = over_years_merged['Votes (Thousands)'])\n",
+    "ax2 = ax.twinx()\n",
+    "ax2 = sns.lineplot(data = over_years_merged['Rating'], ax=ax2,color='r')\n",
+    "plt.title(\"Average ratings and Votes over the year\",fontsize =20)\n",
+    "ax.grid(False)\n",
+    "#plt.ylabel(\"Average Rating\",'Average Votes')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Top Genres"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "'''\n",
+    "In my dataset, each movie has 3 movie genre label, so I decided to perform\n",
+    "the analysis based on the first one.\n",
+    "'''"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "20\n",
+      "20\n"
+     ]
+    }
+   ],
+   "source": [
+    "# create movies genre list\n",
+    "movies_genre = movies_db['Genre'].str.split(\",\").tolist()\n",
+    "\n",
+    "# flatten the list\n",
+    "movies_genre_flat = [i for sublist in movies_genre for i in sublist]\n",
+    "\n",
+    "# print(movies_genre_flat)\n",
+    "\n",
+    "# unique genres list\n",
+    "genre_unique = list(set(movies_genre_flat))\n",
+    "\n",
+    "# count how many movies of each gender\n",
+    "count_movies_genre = [movies_genre_flat.count(i) for i in genre_unique]\n",
+    "\n",
+    "print(len(genre_unique))\n",
+    "print(len(count_movies_genre))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>genre</th>\n",
+       "      <th>counts</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Drama</td>\n",
+       "      <td>356</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Action</td>\n",
+       "      <td>267</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>240</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Comedy</td>\n",
+       "      <td>220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Thriller</td>\n",
+       "      <td>132</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Crime</td>\n",
+       "      <td>119</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Romance</td>\n",
+       "      <td>107</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Sci-Fi</td>\n",
+       "      <td>104</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Fantasy</td>\n",
+       "      <td>88</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Mystery</td>\n",
+       "      <td>85</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Horror</td>\n",
+       "      <td>76</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Biography</td>\n",
+       "      <td>58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Animation</td>\n",
+       "      <td>44</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Family</td>\n",
+       "      <td>41</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>History</td>\n",
+       "      <td>22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Music</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Sport</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>War</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Western</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Musical</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        genre  counts\n",
+       "13      Drama     356\n",
+       "19     Action     267\n",
+       "17  Adventure     240\n",
+       "5      Comedy     220\n",
+       "7    Thriller     132\n",
+       "2       Crime     119\n",
+       "8     Romance     107\n",
+       "3      Sci-Fi     104\n",
+       "0     Fantasy      88\n",
+       "18    Mystery      85\n",
+       "9      Horror      76\n",
+       "10  Biography      58\n",
+       "4   Animation      44\n",
+       "14     Family      41\n",
+       "6     History      22\n",
+       "1       Music      14\n",
+       "12      Sport      13\n",
+       "15        War       8\n",
+       "11    Western       5\n",
+       "16    Musical       5"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# create dataframe\n",
+    "\n",
+    "genre_counts = pd.DataFrame()\n",
+    "genre_counts[\"genre\"] = genre_unique\n",
+    "genre_counts[\"counts\"] = count_movies_genre\n",
+    "genre_counts = genre_counts.sort_values(by=['counts'], ascending=False)\n",
+    "\n",
+    "genre_counts.head(20)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot bar char\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.barplot(x ='genre', y = 'counts',data = genre_counts, palette=\"GnBu_d\")\n",
+    "\n",
+    "plt.title(\"Movies per genre\")\n",
+    "plt.ylabel(\"No. of movies\")\n",
+    "plt.xticks(rotation = 90)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 648x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# pie chart\n",
+    "labels = genre_counts['genre']#.value_counts().index\n",
+    "sizes = (genre_counts['counts']/len(genre_counts['counts']))*100 #.value_counts().values\n",
+    "\n",
+    "# colors\n",
+    "#colors = ['#ff9999','#66b3ff','#99ff99','#ffcc99']\n",
+    "colors = sns.mpl_palette(\"GnBu_d\",n_colors = 9)\n",
+    "\n",
+    "# explosion\n",
+    "explode = (0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,0.05,)\n",
+    "\n",
+    "# plot\n",
+    "fig1, ax1 = plt.subplots(figsize=(9,9))\n",
+    "\n",
+    "ax1.pie(sizes, colors = colors, labels = labels, autopct ='%1.1f%%',\n",
+    "        startangle = 90, pctdistance = 0.85, explode = explode)\n",
+    "\n",
+    "# draw circle\n",
+    "centre_circle = plt.Circle((0,0), 0.7,fc='white')\n",
+    "fig = plt.gcf()\n",
+    "fig.gca().add_artist(centre_circle)\n",
+    "\n",
+    "# equal aspect ratio ensures that pie is drawn as a circle\n",
+    "ax1.axis('equal')\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\nI want to bin the genres with less than 5% of the movies but I run out of time.\\n'"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'''\n",
+    "I want to bin the genres with less than 5% of the movies but I run out of time.\n",
+    "'''"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Genre vs Rating"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "      <th>Revenue_Classification</th>\n",
+       "      <th>Genre_1</th>\n",
+       "      <th>Genre_2</th>\n",
+       "      <th>Genre_3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Gunn</td>\n",
+       "      <td>male</td>\n",
+       "      <td>757.074</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>Sci-Fi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>Ridley</td>\n",
+       "      <td>Scott</td>\n",
+       "      <td>male</td>\n",
+       "      <td>485.820</td>\n",
+       "      <td>average</td>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>Mystery</td>\n",
+       "      <td>Sci-Fi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>M.</td>\n",
+       "      <td>Night Shyamalan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>157.606</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>Thriller</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Christophe</td>\n",
+       "      <td>Lourdelet</td>\n",
+       "      <td>male</td>\n",
+       "      <td>60.545</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Animation</td>\n",
+       "      <td>Comedy</td>\n",
+       "      <td>Family</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>David</td>\n",
+       "      <td>Ayer</td>\n",
+       "      <td>male</td>\n",
+       "      <td>393.727</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>Fantasy</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore Director_Fname  \\\n",
+       "0     8.1  757074              333.13       76.0          James   \n",
+       "1     7.0  485820              126.46       65.0         Ridley   \n",
+       "2     7.3  157606              138.12       62.0             M.   \n",
+       "3     7.2   60545              270.32       59.0     Christophe   \n",
+       "4     6.2  393727              325.02       40.0          David   \n",
+       "\n",
+       "    Director_Lname Director_genre  Votes (Thousands) Revenue_Classification  \\\n",
+       "0             Gunn           male            757.074                   high   \n",
+       "1            Scott           male            485.820                average   \n",
+       "2  Night Shyamalan           male            157.606                   high   \n",
+       "3        Lourdelet           male             60.545                   high   \n",
+       "4             Ayer           male            393.727                   high   \n",
+       "\n",
+       "     Genre_1    Genre_2  Genre_3  \n",
+       "0     Action  Adventure   Sci-Fi  \n",
+       "1  Adventure    Mystery   Sci-Fi  \n",
+       "2     Horror   Thriller     None  \n",
+       "3  Animation     Comedy   Family  \n",
+       "4     Action  Adventure  Fantasy  "
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# split the genre labels and create 3 new columns\n",
+    "gender_split = movies_db['Genre'].str.split(\",\", n = 2, expand = True)\n",
+    "movies_db['Genre_1'] = gender_split[0]\n",
+    "movies_db['Genre_2'] = gender_split[1]\n",
+    "movies_db['Genre_3'] = gender_split[2]\n",
+    "movies_db.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "      <th>Revenue_Classification</th>\n",
+       "      <th>Genre_1</th>\n",
+       "      <th>Genre_2</th>\n",
+       "      <th>Genre_3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>55</td>\n",
+       "      <td>The Dark Knight</td>\n",
+       "      <td>Action,Crime,Drama</td>\n",
+       "      <td>When the menace known as the Joker wreaks havo...</td>\n",
+       "      <td>Christopher Nolan</td>\n",
+       "      <td>Christian Bale, Heath Ledger, Aaron Eckhart,Mi...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>152</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>1791916</td>\n",
+       "      <td>533.32</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>Christopher</td>\n",
+       "      <td>Nolan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>1791.916</td>\n",
+       "      <td>top</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>Crime</td>\n",
+       "      <td>Drama</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>118</td>\n",
+       "      <td>Dangal</td>\n",
+       "      <td>Action,Biography,Drama</td>\n",
+       "      <td>Former wrestler Mahavir Singh Phogat and his t...</td>\n",
+       "      <td>Nitesh Tiwari</td>\n",
+       "      <td>Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>161</td>\n",
+       "      <td>8.8</td>\n",
+       "      <td>48969</td>\n",
+       "      <td>11.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Nitesh</td>\n",
+       "      <td>Tiwari</td>\n",
+       "      <td>male</td>\n",
+       "      <td>48.969</td>\n",
+       "      <td>low</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>Biography</td>\n",
+       "      <td>Drama</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>81</td>\n",
+       "      <td>Inception</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A thief, who steals corporate secrets through ...</td>\n",
+       "      <td>Christopher Nolan</td>\n",
+       "      <td>Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen...</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>148</td>\n",
+       "      <td>8.8</td>\n",
+       "      <td>1583625</td>\n",
+       "      <td>292.57</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>Christopher</td>\n",
+       "      <td>Nolan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>1583.625</td>\n",
+       "      <td>high</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>Sci-Fi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>195</th>\n",
+       "      <td>250</td>\n",
+       "      <td>The Intouchables</td>\n",
+       "      <td>Biography,Comedy,Drama</td>\n",
+       "      <td>After he becomes a quadriplegic from a paragli...</td>\n",
+       "      <td>Olivier Nakache</td>\n",
+       "      <td>François Cluzet, Omar Sy, Anne Le Ny, Audrey F...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>112</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>557965</td>\n",
+       "      <td>13.18</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>Olivier</td>\n",
+       "      <td>Nakache</td>\n",
+       "      <td>male</td>\n",
+       "      <td>557.965</td>\n",
+       "      <td>low</td>\n",
+       "      <td>Biography</td>\n",
+       "      <td>Comedy</td>\n",
+       "      <td>Drama</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>97</td>\n",
+       "      <td>Kimi no na wa</td>\n",
+       "      <td>Animation,Drama,Fantasy</td>\n",
+       "      <td>Two strangers find themselves linked in a biza...</td>\n",
+       "      <td>Makoto Shinkai</td>\n",
+       "      <td>Ryûnosuke Kamiki, Mone Kamishiraishi, Ryô Nari...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>106</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>34110</td>\n",
+       "      <td>4.68</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>Makoto</td>\n",
+       "      <td>Shinkai</td>\n",
+       "      <td>male</td>\n",
+       "      <td>34.110</td>\n",
+       "      <td>low</td>\n",
+       "      <td>Animation</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>Fantasy</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank             Title                    Genre  \\\n",
+       "40     55   The Dark Knight       Action,Crime,Drama   \n",
+       "91    118            Dangal   Action,Biography,Drama   \n",
+       "62     81         Inception  Action,Adventure,Sci-Fi   \n",
+       "195   250  The Intouchables   Biography,Comedy,Drama   \n",
+       "77     97     Kimi no na wa  Animation,Drama,Fantasy   \n",
+       "\n",
+       "                                           Description           Director  \\\n",
+       "40   When the menace known as the Joker wreaks havo...  Christopher Nolan   \n",
+       "91   Former wrestler Mahavir Singh Phogat and his t...      Nitesh Tiwari   \n",
+       "62   A thief, who steals corporate secrets through ...  Christopher Nolan   \n",
+       "195  After he becomes a quadriplegic from a paragli...    Olivier Nakache   \n",
+       "77   Two strangers find themselves linked in a biza...     Makoto Shinkai   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "40   Christian Bale, Heath Ledger, Aaron Eckhart,Mi...  2008   \n",
+       "91   Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...  2016   \n",
+       "62   Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen...  2010   \n",
+       "195  François Cluzet, Omar Sy, Anne Le Ny, Audrey F...  2011   \n",
+       "77   Ryûnosuke Kamiki, Mone Kamishiraishi, Ryô Nari...  2016   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating    Votes  Revenue (Millions)  Metascore  \\\n",
+       "40                 152     9.0  1791916              533.32       82.0   \n",
+       "91                 161     8.8    48969               11.15        NaN   \n",
+       "62                 148     8.8  1583625              292.57       74.0   \n",
+       "195                112     8.6   557965               13.18       57.0   \n",
+       "77                 106     8.6    34110                4.68       79.0   \n",
+       "\n",
+       "    Director_Fname Director_Lname Director_genre  Votes (Thousands)  \\\n",
+       "40     Christopher          Nolan           male           1791.916   \n",
+       "91          Nitesh         Tiwari           male             48.969   \n",
+       "62     Christopher          Nolan           male           1583.625   \n",
+       "195        Olivier        Nakache           male            557.965   \n",
+       "77          Makoto        Shinkai           male             34.110   \n",
+       "\n",
+       "    Revenue_Classification    Genre_1    Genre_2  Genre_3  \n",
+       "40                     top     Action      Crime    Drama  \n",
+       "91                     low     Action  Biography    Drama  \n",
+       "62                    high     Action  Adventure   Sci-Fi  \n",
+       "195                    low  Biography     Comedy    Drama  \n",
+       "77                     low  Animation      Drama  Fantasy  "
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# sorting the df\n",
+    "sort_rating = movies_db.sort_values(by=['Rating'],ascending=False)\n",
+    "sort_rating.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# display scatter plot\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.scatterplot(x= 'Genre_1', y= 'Rating', hue = 'Revenue_Classification', size = 'Revenue_Classification', alpha = 0.9, data= sort_rating, palette = 'Blues_d')\n",
+    "plt.xticks(rotation = 90)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# display bar plot\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.barplot(x ='Genre_1', y = 'Rating',data = movies_db, palette=\"GnBu_d\")#, order=list(sort_rating['Rating']))\n",
+    "plt.title(\"Rating per genre\")\n",
+    "plt.xlabel(\"Movie Genre\")\n",
+    "plt.xticks(rotation = 90)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Genre vs Votes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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LC8nISKdXr94AtGt3DnXr1mX37l106nQhX3+9ke++28zVV4/gm2++olu3i2jYMJk6dWpuwwfxj/C5JFVERETkBNSvF4vHW37YBvB4vdSvV7XdVBzn6Iv3HAd8Ph/duvVg48b1bN78DUOGXMXOnTtYt+4zunXrUaUxJTgpcIuIiMgpJblBfZolH38ThubJSVWa3QaIjq5D48ZN+OST0k/609K+IydnPy1btuKCCzrz5Zf/wjRNYmJiaN36DN588w26dbuoSmNKcFLgFhERkVPOpBFXEBUZcczHoiIjmDjiimoZ5957Z/Pmm28wZsxwHnvsIebOfYiIiAjq1ImhYcOGnHtu6c39OnbsRO3atWnWrHm1jCvBxXAcJ/CbVAeQ9uGuunDpJVz6APUSjMKlD1AvwShc+gD/9bJv3y6Sk1Mq9Zqfdu1lwevL2f27fbibJycxsRr24Q4l4dIHBKaXY32vVbQPd43c+EZERESkpp2e0pTH757Ivuwccg7mUb9ebJWXkYgciwK3iIiInNKSG9RX0Ba/0hpuERERERE/UuAWEREREfEjBW4RERERET9S4BYRERER8SNdNCkiIiKnrPScfFZu3sne/fk0TYhhwHktaFJft1aX6qXALSIiIqek1d/uZNGaNHy2g892+Ga3m39u3smE3u1IPbdFTZcnYUSBW0RERE456Tn5LFqTRsnvbpLya/BetCaNds0a0CT+5Ge6vV4vjzzyANu3byMnJ4fWrVvTqFFjEhMbMmLEaACmTZtM374DOOecc3n44fvJzMzENE0mTLiFCy7ozLPPLuL779PIytrHsGHDadHiNJ5+eiHFxUXk5eVz6613cNFFF5OVlcmsWdPJyztEy5at+eabr/j731dSUFDAo48+yPbt27Btm1GjxtCnT78qf+2k8rSGW0RERE45KzfvxFfOnah9tsPKb3ZW6f3T0r7FsiJYtOh5liz5O3l5eSQmNuSDD1YDUFBwmLS07+jWrQePPz6fyy67nOeee4UHHniUhx++n4KCwwCUlBTzyitvMmTIlbz11hLuvns6zz33KnfffQ+LFz8JwOOPz6d37z68+OIbXHzxpbjdWQC8+OKznHlmW5577hX++teneeml50hP31ulvuTkaIZbRERETjl79+cfN3Dv3Z9fpfdv374DdevW4623lrJ790727t1DXFwcJSXF7N27h+++20z37hcRERHBxo3r2bVrF888swgonR3/NRifdVa7svecPn0269Z9xkcffcD3339HYWEhABs2rGfatPsA6NXrEmJiYgHYuHE9xcVFvPvu2wAUFRWxY8d2mjSp+Lb1Ur0UuEVEROSU0zQhhm92u48Zul2mQdOEql04uXbtJzzzzCKuuuoaBgy4nNzcXBzHoW/fAXz44XukpX3L6NHXAeDz2TzxxJPUrVsPgOzsbOLj4/n004+Jiooqe89bbvkjHTp05PzzO9Kx4wXMnHkPAKZpYh+jD9v2MX36bM48sw0AOTn7y8aQwNKSEhERETnlDDivBS7TOOZjLtNgQPsWVXr/jRvX07v3H7jsssuJiYnh6683Yds++vbtx5o177N37x7OPbc9AB07duJvf3sTgB07tjNmzHCKi4uOeL9Dhw6yZ88urr/+Jrp06c5nn32CbZeuP+/U6ULef38VAF988Tn5+XkAdOhwAcuXLwNKQ/zYsSPIzNxXpb7k5GiGW0RERE45TerHMKF3uyN2KXGZBi7TYELvdlW6YBJg0KAhzJw5jQ8+WI1lRXDOOeeSkZFBw4bJ1KsXx9lnn4NhlAb+O+74Hx56aC5jx16D4zhMnz6L6Og6R7xf3br1GDhwMNdeezWWZdGhwwUUFRVRWFjI7bffyezZM3j77b/RuvUZZUtKxo//I4888iDXXns1tm3zpz/dquUkNcRwHOfYC5jCxP79+cf8mMXfEhNjcbvzAj6uP4RLL+HSB6iXYBQufYB6CUbh0gf4r5d9+3aRnJxS6delH8hn5Te/24e7fYsTDtuWZeL93S4nNeXNN9+gU6cLOe20lmzd+gMPPjiH55575YRfHyx9VIdA9HKs7zXTNEg4zjIkzXCLiIjIKatJfAx/vKRdxU8MYk2bNuO++6ZhmgaRkVHcddc9NV2S/BcFbhEREZEQ1rVrd7p27V7TZchx6KJJERERERE/UuAWEREREfEjBe5q5rJMvJaL7PxiTMtV0+WIiIiISA3TGu5q5Fgu1u05yDvfZWI7Dj1bJ9C3TSKGx1vTpYmIiIhIDdEMdzUxDIPsQi9LN2VQUOKjxOfw3hY33+/Lw7L0ZRYRERE5VSkJVhPLMvku49BR57/ecwjHOPadrERERCQ8ffXVRiZOvPGIc9nZbu6889bjvu7ZZxfx7LOL/Fma1AAtKakmPp/NaQnRR51v2SAaI7zvLSQiIhKy/rU7l7+lZZFT4KV+tMXQdkl0aR7nl7EaNEhk/vwn/PLeEtwUuKuJbTukxNfigpQ4NuzKBaB1Yh26nhaPV2u4RUREgs6/dufy0qZfKPGVTozlFHh5adMvANUSunNzc7nzzltJT99L8+Yp3HLLbfz5z5NYtuwfZGVlMmvWdPLyDtGyZWu++eYr/v73lQBs2fI9N900Hrc7iwEDBnH99ROqXIvULAXuamR6fAw/vxFDzmuE4TKwHAeX14fmt0VERILP39KyysL2r0p8Dn9Ly6qWwJ2ZuY+HHnqM5ORGTJhwHRs2rC977PHH59O7dx+GDr2KTz75iPffX1X2WE5ODk899RwFBQVceeVARowYTXR0nSrXIzVHa7irmeH1EWX7aBJXG9Prw9FyEhERkaCUU3DsT6DLO19ZrVufTuPGTTBNk5SU0zh4MLfssQ0b1tOv3wAAevW6hJiY2LLHunTpRmRkJHFxcdSrF8ehQ0dfIyahRYFbRERETkn1o4/9QX955yvL5frtfhyGYZCc3Kjs2DRNbPvYk3L//TpN3oU+BW4RERE5JQ1tl0Sk68idxCJdBkPbJfl97E6dLixbRvLFF5+Tn5/n9zGl5ihwi4iIyCmpS/M4xnRsVDajXT/aYkzHRn7bpeT3br/9Tj7+eA3jxo1kzZr3j1hSIuFHF02KiIjIKatL8zi/BOwOHTrRoUOnsuNp0+4DYMCAQQB89NGH3H77nZx2Wku2bv2Bbdt+BjhqR5Jly/5R7bVJ4Clwi4iIiARY06bNuO++aZimQWRkFHfddU9NlyR+pMAtIiIiEmBdu3ana9fuNV2GBIjWcIuIiIiI+JECt4iIiIiIHylwi4iIiIj4kd8Dd35+PgMHDmTv3r0ATJkyhb59+zJ48GAGDx7M+++/D8C6desYNGgQffv25bHHHit7/ZYtWxg6dCipqalMmzYNr7d67v4kIiIiIhIIfg3cmzdvZsSIEezcubPsXFpaGq+88gorVqxgxYoV9OnTh6KiIqZOncrChQtZuXIlaWlpfPLJJwBMnjyZe++9l9WrV+M4DkuXLvVnySIiIiJVlp+fz5Qpd9Z0GRIk/Bq4ly5dyowZM0hKKr1jU2FhIRkZGUydOpVBgwbxxBNPYNs23377LSkpKTRr1gzLshg0aBCrVq0iPT2doqIi2rdvD8DQoUNZtWqVP0sWERGRU4ztOBwu8WFX4y3U8/IO8dNPW6vt/SS0+XVbwLlz5x5xnJ2dTZcuXZgxYwaxsbFMmDCBZcuWER0dTWJiYtnzkpKSyMzMJCsr64jziYmJZGZmVqqGhISYqjVRBYmJ4XPXqHDpJVz6APUSjMKlD1AvwShc+gD/9JKVZWJZlZ9HzDhUzPJ/u/HaDpZpcMVZiTSuG3XCry9vzMcfn092tptp0yZz0UU9ee21VzAMgzPPbMudd95FdHQ0/ftfysUX9+bbbzcTHV2HmTPn0rhx40r3UB1O5msXrPzdi2malf4eDug+3M2aNeOvf/1r2fG1117L8uXLSU1NxTCMsvOO42AYBrZtH/N8Zezfn49tV99vrCcqMTEWtzsv4OP6Q7j0Ei59gHoJRuHSB6iXYBQufYD/erFtG6/XrtxrHIe//9tNia80J/h8pcd/7NgI8wTyhmWZ5Y5522138vPPExg/fgJTp97J00+/QL16cTzyyIMsXryIW265jQMHDnDWWefwl79MYdmyN3jkkQd58MHHjvl+/nS8PkJNIHqxbfuo72HTNI47yRvQX2e2bt3K6tWry44dx8GyLJKTk3G73WXn3W43SUlJR53Pzs4uW54iIiIiUhWFHhvff03K+WyHQk/1BbZvvtlE9+4XUa9e6e3jL798CJs2rQcgMjKKfv0uA6B//4F89dXGahtXgktAA7fjONx///0cPHgQj8fDkiVL6NOnD+eddx47duxg165d+Hw+3nnnHXr27EmTJk2Iiopi06ZNAKxYsYKePXsGsmQREREJU7UjTFzmkTPZLtOgdkT1xaOjP2V38Pl8QOms6K+f3Nu2g8vlqrZxJbgENHC3adOGG2+8kREjRnDZZZfRtm1bBg4cSFRUFA888ACTJk1iwIABtGzZkn79+gEwf/585s2bR79+/SgoKGDMmDGBLFlERETClGkYXH5mApEuA5cBka7S4xNZTlIRl8uFz+fj/PM7snbtpxw6dBCAt99ezvnndwKgqKiItWs/BWDlyrfp3LlblceV4GQ4TjVekhuEtIa76sKll3DpA9RLMAqXPkC9BKNw6QP818u+fbtITk45qdfaTukyktoRZqXC9vHWC3u9XiZOvJGIiAj69u3Pm2++jtfr5cwz2zJ58hSio+vQo0cnUlMH8PPPP5KQkMg999xH/foJJ9VDVWgNd+Uc63utojXcAb1oUkRERCTYmIZBncjqXc5hWRZPPfVc2fGgQVcc83nTp8+q1nElOIXPHjAiIiIiIkFIgVtERESkBqxdq11JThUK3CIiIiIifqTALSIiImHAwHHC48I/CV4nu9eIAreIiIiEvMjIWuTmZuP1ek46FIkcj+M4HD58CMuKrPRrtUuJiIiIhLz4+ETy8w+Sk5OJbfsCMqZpmth26M+qh0sf4P9eLCuS+PjEyr/OD7WIiIiIBJRhGMTGxhEbGxewMcNlf/Rw6QOCtxctKRERERER8SMFbhERERERP1LgFhERERHxIwVuERERERE/UuAWEREREfEjBW4RERERET9S4BYRERER8SMFbhERERERP1LgFhERERHxIwVuERERERE/UuAWEREREfEjBW4RERERET9S4BYRERER8SMFbhERERERP1LgFhERERHxIwVuERERERE/UuAWEREREfEjBW4RERERET9S4BYRERER8SMFbhERERERP1LgFhERERHxIwVuERERERE/UuAWEREREfEjBW4RERERET9S4BYRERER8SMFbhERERERP1LgFhERERHxIwVuERERERE/UuAWEREREfEjBW4RERERET9S4BYRERER8SMFbhERERERP/J74M7Pz2fgwIHs3bsXgCVLljBw4EAGDRrElClTKCkpAWDBggVccsklDB48mMGDB/Pqq68CsGXLFoYOHUpqairTpk3D6/X6u2QRERERkWrj18C9efNmRowYwc6dOwHYsWMHzz77LG+88QZvv/02tm3z2muvAZCWlsajjz7KihUrWLFiBaNGjQJg8uTJ3HvvvaxevRrHcVi6dKk/SxYRERERqVZ+DdxLly5lxowZJCUlARAZGcmMGTOIiYnBMAzOOOMMMjIygNLAvWjRIgYNGsSsWbMoLi4mPT2doqIi2rdvD8DQoUNZtWqVP0sWEREREalWlj/ffO7cuUccN2nShCZNmgCQk5PDq6++yrx58zh8+DBt27Zl8uTJpKSkcPfdd7Nw4UIuvvhiEhMTy16fmJhIZmZmpWpISIipeiMnKTExtsbGrm7h0ku49AHqJRiFSx+gXoJRuPQB6iUYhUsfEJy9+DVwlyczM5MbbriBYcOG0blzZwAWL15c9vj48eOZOnUqPXv2xDCMsvOO4xxxfCL278/Htp3qKbwSEhNjcbvzAj6uP4RLL+HSB6iXYBQufYB6CUbh0geol2AULn1AzfVimsZxJ3kDvkvJtm3buOaaaxgyZAi33HILABkZGSxbtqzsOY7jYFkWycnJuN3usvPZ2dlly1NEREREREJBQAN3fh+O2B0AACAASURBVH4+119/Pbfddhvjx48vO1+rVi0efvhh9uzZg+M4vPrqq/Tp04cmTZoQFRXFpk2bAFixYgU9e/YMZMmVZlounMgI3HnFuCJr5AMEEREREQkiAU2Ey5YtIzs7m+eff57nn38egN69e3Pbbbcxa9Ysbr75ZjweDx06dGDcuHEAzJ8/n3vuuYf8/HzOPvtsxowZE8iSK8WyTPYVefnHt/swTJMeLeNpk1Abr8dX06WJiIiISA0JSOBes2YNANdddx3XXXfdMZ+TmppKamrqUefbtGlzxHKTYGaaJlszD+IABrA1K5/TG0TXdFkiIiIiUoN0p8lq5PPZnN0oFvM/13W2a1wX0wn8BZsiIiIiEjy0yLga+Xw2CVEuxnZpjss0MXw+fCW6M6aIiIjIqUwz3NXM5/FhFHtIiIlU2BYRERERBW4REREREX9S4BYRERER8SMFbhERERERP1LgFhERERHxIwVuERERERE/UuAWEREREfEjBW4RERERET9S4BYRERER8SMFbhERERERP6rw1u5r1qzh/fffZ8eOHZimScuWLenXrx89evQIRH0iIiIiIiGt3MC9fft2pkyZQt26denevTuXXnoplmWxd+9eXn75ZRYsWMCcOXNo3bp1IOsVEREREQkp5QbuJ598kvnz59OsWbOjHhs9ejS7d+/m8ccf55FHHvFrgSIiIiIioazcwP3www8f94XNmzdX2BYRERERqUCFF01mZ2fz4YcfAqUhfOzYsfzwww9+L0xEREREJBxUGLjvvvtu9uzZwxdffMFnn33G4MGDmTNnTiBqExEREREJeRUG7tzcXK677jo+/fRTBg4cyNChQyksLAxEbSIiIiIiIa/CwO3xePB4PHz22Wd069aNwsJCCgoKAlGbiIiIiEjIqzBwX3rppXTt2pX4+HjatWvHVVddxcCBAwNRm4iIiIhIyKvwxje33norV199NQ0bNgRg/vz5tGnTxu+FiYiIiIiEg3ID9/Lly8t90Q8//MAVV1zhl4JERERERMJJuYF71apVALjdbrZv306XLl2wLIsvv/yStm3bKnCLiIiIiJyAcgP3U089BcCNN97IY489RvPmzQHIyMhg+vTpgalORERERCTEVXjR5C+//FIWtgEaN27Mvn37/FqUiIiIiEi4qPCiycTERJ544gmGDBkCwJIlS2jWrJnfCxMRERERCQcVznA/8MAD/PjjjwwePJgrrriC9PR07r///kDUJiIiIiIS8iqc4U5KSmLBggWBqEVEREREJOxUGLi//vprHn30UQ4ePIjjOGXn//GPf/i1MBERERGRcFBh4L733nsZOnQoZ511FoZhBKImCRKWZVLiQJHHh2EYR/zCJSIiIiInpsLAbVkW48aNC0QtYcPlqnBpfPCLsFi3O5cvd+bSIDaSweckE+MC26fQLSIiIlIZFSbD008/na1btwailrDgioogo9DL5r0HcdWKqOlyToorwsXa7Tks2ZTBzv0FfLX7IA++9xMew1XTpYmIHxmWC4/lIutQMVj6/11EpLpUOMO9Z88ehg0bRuPGjYmKiio7rzXcR4uIcPFv92E++3k/pmnSpmEduqfE4Svx1nRplVJsw+fbc444l1/sIyu/mMa1LS0tEQlDToSLlVvcfLw1G8M06NQ8jivbN8LwhNbPLxGRYFRh4L7jjjsCUUdYMAxw5xeXHeccLiEUs6nLgJgoi6y8kiPOR0e6FLZFwpBpGuzMLebDH7JLjx34144DnJEUQ8dGdfB67RquUEQktFW4pOTCCy/kjDPOoFmzZjRt2pRGjRrh8XgCUVvI8XptOqfEU692BNGRLnqd3gDD9tV0WZVmOQ5XdWiMZf52kew5TeoSG6mPmEXCkWWZbNmXd9T5tF8OYZhhcE2KiEgNq3CG+/HHH+fpp58GwOVy4fF4aN26tZaUHINtO0QaNle2TyYywsJbVILPG3ozwj6fTXK0xexBbdieXUBi3SjqR7kwvKH3y4OIVMzrtWmTHMN7W9xHnG/XqC6OrdltEZGqqnDqYsWKFXz00Uekpqby3nvvMW/ePFq3bh2I2kKSz2fjFHupWzsCXwh/DGt7bSJ9Ps5uUIs2ybEK2yJhzLYdmsfVoveZDXAZpcvjLmwRx7mNY7WcRESkGlQ4w12/fn2SkpJo2bIlP/zwA1dccQWLFy8ORG0SBHzaBlDklGB4fAxsm0jfNom4LBPTZ4MumBQRqRYVznBblsXu3btp2bIlGzduxOv1UlxcXNHLREQkxDheHxE+Hw3r1gJ9qiUiUm0qDNwTJkxg+vTpXHzxxbz33ntcfPHFdOnS5YTePD8/n4EDB7J3714A1q1bx6BBg+jbty+PPfZY2fO2bNnC0KFDSU1NZdq0aXi9pbMqGRkZjBo1in79+nHzzTdz+PDhk+lRRERERKTGVBi4L7nkEl588UWio6NZsWIFzzzzDLNnz67wjTdv3syIESPYuXMnAEVFRUydOpWFCxeycuVK0tLS+OSTTwCYPHky9957L6tXr8ZxHJYuXQrAzJkzGTlyJKtWraJdu3YsXLiwCq2KiIiIiARehYF727ZtvPnmmziOw5QpU5g4cSJffvllhW+8dOlSZsyYQVJSEgDffvstKSkpNGvWDMuyGDRoEKtWrSI9PZ2ioiLat28PwNChQ1m1ahUej4cNGzaQmpp6xHkRERERkVBS4UWTM2bM4Oqrr+bjjz8mMzOTuXPn8uijj7JkyZLjvm7u3LlHHGdlZZGYmFh2nJSURGZm5lHnExMTyczM5MCBA8TExGBZ1hHnKyshIabSr6kuiYmxNTZ2dQuXXsKlD1AvwShc+gD1EozCpQ9QL8EoXPqA4OylwsBdXFzM5ZdfzuzZs+nfvz+dO3c+qRvf2LaNYfx2IxXHcTAMo9zzv/779/77+ETs35+PbQd+p43ExFjc7qNvJBGKwqWXcOkD1EswCpc+QL0Eo3DpA9RLMAqXPqDmejFN47iTvBUuKSkpKSE7O5uPP/6Ybt26kZ2dfVK7lCQnJ+N2/3ZTBbfbTVJS0lHns7OzSUpKon79+uTl5eHz+Y54voiIiIhIKKkwcA8fPpxLLrmEjh070rp1a6688krGjh1b6YHOO+88duzYwa5du/D5fLzzzjv07NmTJk2aEBUVxaZNm4DSG+307NmTiIgIOnXqxMqVKwFYvnw5PXv2rPS4IiIiIiI1qcIlJSNHjuSaa67BNEuz+d///nfi4+MrPVBUVBQPPPAAkyZNori4mF69etGvXz8A5s+fzz333EN+fj5nn302Y8aMAUrXj9999908+eSTNGrUiEcffbTS48rJcbkMim0Hr+OQdfAwlmWG9J0zRURERGpKhYH7+eefP+b5cePGndAAa9asKftz165defvtt496Tps2bVi2bNlR55s0acLLL798QuNI9TFNg4y8Ip5a/Q3b9uVSp1YkAzqcxoAOp+HSnSdFREREKqXCwP3jjz+W/bmkpIQNGzbQtWtXvxYlNeuwz+be19dSWFJ6A6LCEi9vrtuK5TIY2P40zXSLiIiIVEKFgXvevHlHHGdmZjJt2jS/FSQ1y7JMNv6QXha2f++djdu59JzmRFL53WJERERETlUVXjT53xo2bEh6ero/apEgYBgG+/OKjvlYfmEJjlaUiIiIiFRKpdZwO45DWloaCQkJfi1Kao7Xa9P5jGT+9q8fj3qsXYtEIkwTamBfcxGRE2WaBl7TpNh2cOcVY1omtpbCiUgNqtQaboBGjRrxP//zP34rKNSZpgGWi/xiLy6Xic8XWj/kHcchKbY2fzgvhQ827yo7Xy86kj/+4VwsILQ6EpFTiWEYFBomf/14B+m5RURHuriqQ2POTY4Br6+myxORU9QJr+FOT0/H6/WSkpLi96JClWEY2BEWq7dk4bWhb5tEarkIudDtsmFUj7b0P/80vtnppmFcNGc2rk+0aeDTLiUiEsxcJks2ppOeW7o0rshr8/KXe5hzeVuiarg0ETl1VRi4d+3axZ/+9CeysrKwbZv4+HgWLVpEq1atAlFfSLEiTNbuzCU9twjTNFnzo5v+bRIhxAI3gMt2SIqOov85KcTHR+N25ylsi0jQ8ziwI7vgiHO2AwcKSmhUy6XrUESkRlR40eSsWbO44YYb2LBhA5s2beLmm29m5syZgagt9DgQE+UqO4yOtDAJ3Z/ujgNefQQrckowDDBcBsU47Ms9DC4DIwQ3JIow4fSGMUeccxlQPzpSYVtEakyFM9z79+9nyJAhZcfDhg3jhRde8GdNIcvj8XFu41giXCZex+Gc5Fh8xSU1XZaIyHEZBpQY8NJH3/P5lr1gmHRsmcT1fziHaNPEDqULpb0+rjq/EbkFHra5DxMT5WJEpyZE4YTw9IeIhLoKA7fP5yM3N5e4uDgAcnJy/F5UKPMVeTi7QW3i4kqXYYiIBDuvAU+8+zWbd2YBYJoOX/70C/tyDzPjqq4V/0URRBwHomybm7o3x+tAVKQLw+PVLiUiUqMq/Dk6evRohg8fTv/+/TEMg5UrVzJ27NhA1BayPB4twxCR0FHktcvC9u/tch/iYFEJCVGRNVDVybNtB9P2EQk0iInG7dYnjSJSsyoM3MOHD6d58+asXbsW27aZMWMG3bp1C0RtIiISACXHuVYjv7CEBrW0/llEpCpO6JPCli1bUq9ePZz//MT9/vvvOfvss/1amIiIBEadKIvY2pHkFR45ExzhMmkYV0dhW0SkiioM3I899hjPP/88DRo0KDtnGAYffvihXwsTEZHAqGWaTBrQgQf//iW+/1wgaQB/7HsutXR3WRGRKqswcP/jH/9gzZo1RwRuEREJH7bPoU2jOBb88Q9s3LYPB+jYsiExES6FbRGRalBh4I6Pj1fYFhEJdz6HOqbJpW2bEh9fp3SXJW3sISJSLcoN3N9//z0AZ511FnPmzGHQoEFY1m9P1xpuEZFSERGlN7xyuUx8IXhn2d/zavs8EZFqV27gnjRp0hHHa9asKfuz1nCLiIDpMijw2axJ280u9yE6nJbE2c0SiHCMsovMRUREyg3cL774Is2aNQtkLSIiIcMw4GCJl7tf/pS8whJM0+Sj73bTMjmOacM6E6G8LSIi/2GW98Ctt94ayDpEREKKYxi8+umWo7bS274vl693ZGFZ5f54FTlhLsvEa7nYd6gI23JhmkZNlyQiJ6HcGW59HCoiUr4S22bLnuxjPrbh5310bdUowBVJuDFdJrvyPDy/bjeHir00i6vFjT1SiDZL76YpIqGj3MCdl5fH+++/X27w7tu3r9+KEhEJdi7DoEHdaA4cLj7qsSb1YzA0ESlVVGIYPPnJDoq8NqZpsCunkBf/tYcbuzXHsMu/O6iIBJ9yA3dOTg4vvfTSMR8zDEOBW0ROaZGmyYiL2jBr6RdHnK8V4aLveS3wehSIpGoKPDZF/7VrzDb3YXyc4G2iRSRolPv/bEpKCi+//HIgaxERCRk+n02rxHpMHdaF1z77N+5DRbROjuO63mcTE+HC9ukjf6ma2hEmES4Dz+++l5onRJd/8ZWIBC39kiwicpIM26Fd43juvbIrrggXjtfGAoVtqRaRjsMN3VN44YvdFPscGsREcl2X5li2rXsSiYSYcgP3gAEDAlmHiEhI8v4nZCfWi8btzlMQkmrj+GzOiK/FfZediW0YWI5DhOPg0y90IiGn3E+m4uPjK3zxkiVLqrUYERER+Y3ts7G8PprE1cb0+kL+TqYip6pyA7fX62X48OG8+uqrZGRklJ1PT0/n9ddfZ9iwYXg8noAUKSIiIiISqspdUjJixAh69erFokWLWLBgAXl5eQDUrVuXvn378vjjj9O0adOAFSoiIiIiEoqOe9Fk48aNmTlzJjNnzuTAgQMYhkFcXFygahMRERERCXknvEvJiazpFhERERGRI2k7TxERERERP1LgFhERERHxo0oF7szMTDZu3OivWkREREREwk6Fgfu1117jL3/5Czk5OQwdOpRp06bxyCOPBKI2ETmGyEgXAIZRw4WIiIjICakwcC9btowpU6awatUqLr30Ut59910+//zzQNQmIr9jukyKXS7e3bqfl/61mzzHwHBpVZiIiEiwq3CXEsMwaNCgAV988QX9+/fHsixsW3e6Egm0IgxmrdxKkcfGNA0+2prN9P5nUNc0cBzd6llERCRYVTg9FhkZyeLFi1m/fj3du3fntddeo3bt2oGoTUT+IyLCxcbduRR5fvtl12c7vP+DG1eEZrlFRESCWYV/U8+dO5edO3fy4IMPUq9ePTZt2sScOXMCUVtIMgwDV4SLIo8P09QiW6k+x/puMgwDNLktIiIS1CoM3C1btmT69Ok0atQIx3GYM2cOrVq1CkRtIcd0mRy04dWvfmHhJzvIKPSBpdlHqTqPx0fH5nFE/+eCSYAIl0GfNg3weX01WJmIiIhUpMI13N988w0TJ07EsizeeOMNBg8ezJNPPkmHDh1OasA333yTV155pex47969DB48mMLCQjZt2lS2XGXixIn06dOHdevWMW/ePIqLi+nfvz933HHHSY0bCIcduH/Vj3h8DqZpsHnPQe5KPZ2GUSa2rWlIqZpa2NzT/wy+2JGD14Zup8UTY4Lt0/eWiIhIMKtw+vWhhx7ihRdeIC4ujuTkZB566CHmzp170gNeddVVrFixghUrVjB//nwSEhKYOHEiaWlpvPLKK2WP9enTh6KiIqZOncrChQtZuXIlaWlpfPLJJyc9tj9FRLjYtPsgnt+FHwdYs9WNqVluqQa2zyHK56NPq/qMuKApdbCxfbqAWUREJNhVmASLiopo3bp12XGvXr3w+arnI+z77ruPO+64g9q1a5ORkcHUqVMZNGgQTzzxBLZt8+2335KSkkKzZs2wLItBgwaxatWqahm7ujmOQ51IF2c2rMPIC5tybeemtG9at3QJQIhOQBoGWJar4idKQHk8pf//aWMSERGR0FDhkhLLsjh48GDpxVnA9u3bq2XgdevWUVRURP/+/dmzZw9dunRhxowZxMbGMmHCBJYtW0Z0dDSJiYllr0lKSiIzM7NS4yQkxFRLvSfi/AgLj+2wfPMvlPhsep+RSJ+2icTXrRWwGqpLkcdHVl4xm/ccJCm3iDOSYoivE1nTZVVZYmJsTZdQbdRL8AmXPkC9BKNw6QPUSzAKlz4gOHupMHDfdNNNjB49muzsbP785z/z+eefM2vWrCoP/MYbbzBu3DgAmjVrxl//+teyx6699lqWL19OampqWdCH0llko5K319u/Pz8g66cNA3J9sGRjOt7/jPfev7No1SCaCK8PXwh99G9ZJjsOlfD4R9txHDBNg9MSanNTjxRMT+heoJeYGIvbnVfTZVQL9RJ8wqUPUC/BKFz6APUSjMKlD6i5XkzTOO4kb4WBu3fv3rRq1YrPP/8c27a55ZZbqrxLSUlJCRs2bOCBBx4AYOvWrezcuZPU1FSgNFhblkVycjJut7vsdW63m6SkpCqN7S+W5eLrnTkARJgGhmlg2w5f7DjAmQmNIYRyagkGf//mlyOWLGxzF5Bb6CMhQksZapJlmRQ7BgcKPFiWidcbOr/IiYiInKoqXMM9depUUlJSGDlyJKNHj6ZVq1bceuutVRp069attGjRgujoaKA0YN9///0cPHgQj8fDkiVL6NOnD+eddx47duxg165d+Hw+3nnnHXr27Fmlsf3Fth2axpXusPL7PNo0rtYx908OZo4DxccIciUhNEsfllwmPx4o4olPd/Dg6h/Z+Es+aI29iIhI0Ct3hnvGjBlkZmayadMmcnJyys57vV727NlTpUH37NlDcnJy2XGbNm248cYbGTFiBF6vl759+zJw4EAAHnjgASZNmkRxcTG9evWiX79+VRrbX3w+m1YNojmzYR22Zh4GoFG9KHq2TsDr8dZwdZUTZThcemYir27YW3aufp0IEmMicUKsl3BhGJDrsVn4yU4cSj+6evnLvdS/pCWn1Y3Ap60BRUREgla5gfvKK6/kp59+YuvWrWVLPQBcLhft27ev0qADBgxgwIABR5wbNWoUo0aNOuq5Xbt25e23367SeIHi8nr5Y9fm5HttMAyiXQYRPh+hNi/s9dp0aBpLbO0WfP5zDo3ianHJGQlE2r5QWhkTVizLxcYdOUdtePPZtv207NQYqmnnIBEREal+5Qbuc845h3POOYdu3bqRnJxMeno6Xq+XlJSUQNYXUhwHDK+PWCCxQQxud17Ihe0yHh9t4mtxZucmxMXWIifnsMJ2DbJth+S6UUedb1y3VshuOykiInKqqPCiyaKiIi677DKysrKwbZv4+HgWLVqk27ufAnw+G3zgcunGPTXN57Np0zCGFgm12bm/EIAGMZFcFIJLlkRERE41FQbu2bNnc8MNNzBkyBAA3nrrLWbOnMlLL73k9+JE5DeW18ctPU8jt9CLY0BclIsIO/SWLImIiJxqKpy63L9/f1nYBhg2bBgHDhzwa1EicjTHcTA9XhIioE1yLC6vLyB7zIuIiEjVVBi4fT4fubm5Zce/37FERAJP+6CLiIiElgqXlIwePZrhw4fTv39/DMNg5cqVjB07NhC1iYhIALkiXBQ7kJ1fjGm5sL26VFpEpDpUGLiHDx9O8+bNWbt2LbZtM2PGDLp16xaI2iQImGao3bZHRE6GY7n4bOdB3k3bB0Cv0xvQ58wGGLooV0SkysoN3LfccgujR4+ma9euZf/IqcN0mRQbBhkHiznoHCYmwoXh0WyXSDgyTYOMwx7e+jqj7Hj1v7NIqV+bsxJql+5YFII0YSAiwaLcwN2xY0dmzZoFwMiRIxkyZAgxMTEBK0xqjmkaZJfYPPz+z5R4bUzToFPzelzdvhGGPmIWCTuWZbJ579HX52zafZB2SXVCLnA7psFhj5cdvxykQV4hDWJrEYWhi4xFpMaUG7jHjx/P+PHjWb9+PUuXLmXhwoWkpqYyatQoTj/99EDWGFJclontcpFb4MFlufCFYED1mSZLN+2mxPvbX7Lrd+bS/+yG1NWEkUjY8fkcWibWgS3uI863TqwTclfp2qbBO19v5611P+IApmnSKC6ae6/uRrRphFo7IhImKtyl5MILL2T+/Pn885//5LTTTuOuu+5izJgxgagt5LhcJnk2vLR+D8+u28UvBV5cVujdNMbnOBwo8Bx1Pq/Ii2EocYuEG5/PpnVCNB2b1ys716ZhDJ2a18MTQkvJDAOyDxex7D9h+1fpOfm89PH3OGbo/TwWkfBQ4UWTv4qMjCQ6Opo6depoH+5yuFwGX+/IxeNzME2DDbsPMOisJAixW5PUMg06t4jn3bTMsnO1I0waxkbheHUBlUg4MjxeRnRozND2jXG5DCzHwfR6CaUJYctysXZL+jEfW//TL4zr3Y7IANckIgInELg3bdrEsmXL+PDDD+nWrRuTJk3iwgsvDERtIce2oUVCNFsz8wFoFl8bIwQ/v/R6fFxyegIu02D9zgM0iI1iWPtGRDp2iP3qICKVYXh91AISE2Jxu/NCKmz/Kjrq2H+tRUW4AlyJiMhvyg3cixcv5q233qKwsJCrrrqKd955h6SkpEDWFnK8Xh9N60Ux6oJm2DjUtkzskqOXZoQCw+Old6t4epwWR2ydKIryi7BD7MIpETm1eDw+erRpwpK1P+BzwAFsxwHDoG/7FtR2mfi8+jkmIoFXbuD+7LPPuP322+nTpw8ul2YGToQTYfHWN/v4fFsODtCuUSzjuzbDKAnNZRg+jw8XUCfKouBQKM51icipJibSYuqVXZj/9iYyDxYS4TIYcH4LBnVqrbAtIjWm3MD90ksvBbKOkGeaBjsOFvH+Fje+/2w9tX5XLmc1iuWi5nXx6ge9iIjfmYbJvgKYNOhColwGLpfJT+4CbMNAU0ciUlNO+KJJOb6ICBc/7DuA93f7vPpsh3/vy6NXy3hQ4BaRIGYYYLtcFNkOew8UEmG5cPlsnBC7DqXEgY9+zOZgYekni6ZZuv/2eU3r0aiWS9sCikiNUOCuJoYBZzQ8+sZAbZNjceluZyIS5HyWxSsb9rJ57yFM06BlQjQTeqRghtit3S0DGterxcHC/LJzBlCvdgSOrYkPEakZ2pS0mti2Q8PYSK44L5naESaWaXDJGQ04p3FdvLrYUOQIpmngs1wUGCZZecUYIbhffThxuUx+zi5g895DZed+dh9mw65cIkJsdw/Tthl5QVPq14kAwGXAsPMbU1sTHyJSgzTDXU08Hh+m6eK8pvVo17guUHp1vOM42FpOIlLGMAwKMPnrRzvIOFhErQiToe0b0bFxLOiX0xphmgY79h8+6vy27AJ6tIirgYpOnm07xJhwd5/WFHptoqMsTK8PQvCuvyISPjStVE0cB2rhEGUZHCrykF/sxWVA3UgTn0KEyG9cJm9+lU7GwSKA/2fvvuP8qurE/7/Oufd++vSSTMuk995IgBRqaEFAQKSpq4J9Yb+uq6i7X3dV+Km77qrolq9tQVRUEKQEQwuEBEJ6QnoymUmZTK+f+ZRbzu+PTxgTiALLbGZOOM+/4H4SOPfxKfd93/d93m+yvuKX64+QNrW1g8b3A2ZUFbzp+NzaQi3bgQaBwvJ8EiiG5UfMjZxhGIPOZLgHkh9QGbUpjTqEwzZBxsXXaCyyYZwOroL69tRJx5SCtqRLdcxsahsMQaAYHnf43HmjCZRCCEGgFKOKovia1XAbhmEMRSbgHmA+Ah/IeAECgRRoGUAIIQgsiQe0JbNYlsnUGwPDkTC+PMErBzv6j1kCyhIhlG9uUAeLErC/JcnKnc34wKIxJYwqig72sgzDMM4IJuAeQMq2eHxnC6v2tIIQTK/K56a5VQjNMkRCgGdb3PfKIbYf7aEw5vDBeVWMLYygTNA96ITQfPOX53PNzAq6Ui67mnrJj9h8cG4VYZSWo8TPBFIKDnVneWJ7U+49EPD8nlZGlUSZOSxu5ggYhmG8SybgHiBSMZmSDAAAIABJREFUChq6szy7u5VE2MKxJJsOdTFhWIKF1XlaXbCEbfH7rcfYdrQHgK60x3+8cJCvXzmJ0CCv7b3OCtl0uwHdrUkKIw5+2h3sJb1jSoHj+3xsYQ2egnDIRriumQI4iGxbsu1oN2nXJ+PlEgQh22LLkW5mVeaZOQKGYRjvkgm4B4hlSerb+/j4ubX4Cjw/IC9is6OxGyXyB3t570g2gN3Hek465ito6skwIu5oNwjjTOE4Fns7Ujy7uxUpJbOq85ldkdByn4BSCuH5OEBJIkZLS2awl/Se5gWKivwQqezxp3EC0lmfqoIQvvm+G4ZhvGsm4B4gvh8wp7aQ76zc178hrDju8OVLJyA0u17ZAkYURWlL/il7KoDSRMgMjhhMQnC4I93/r0e70rnso2G8S72uh5dJc+7YEtbsbyMAZo0oYHjcpj2ZodAxlwrDMIx3w7QFHCBCCPa3JjnWnUEBCuhJe7xc156LVjUi/IBrZ1cxPD8MgC0F180xgyMGW+D7zBlRQMiSWALOGlmE0PgGSNoWnmXRk3aRGn+2LEviK4/Wji6UCLQ8l3TW47+e2sy5o/L57vXT+dfrp3Pl1DL+48mNdPam0X3bgGEYxmAzaYsBYlmStt4syyaVMrUigRCwtyVFV8pFWgI0KrVVShETAX9z/mgyviIaspG+jzKDIwaV7yviluCW+dXYtkWQyWpb96xCNk/sbGFDQyeliTDXz66kJCS16/kc4LNjXx2/W7mazp5eaiuG8YHLllBeVIxQ+kSp8bDDbZfOYnVdN2uerstluGsKuO3S2QwrjGnZackwDGMoMQH3gFHMG5HPT57Zzq+fPUqgAmbUlnP7shkI3VLcACKXpc96AY6jsNEuUX9GCvwA/IDC/AgtyfRb/4UhyHIsntjZwsqdLQB0pjy+8/Q+vnb5RGz0CbgVAQ89/SKPPLsWyG2cbm7rZMNre/jibTcwZfQoAl+PSDXuWESjUVbvO5I7IGBTQxezagqZFnbwsuZm2zAM490wJSUDJOMH/GjFJp7Z1nB80qTPy3uP8c3fvUwyq1dbQCkF3b7gGyv28k9P7uHLv9/Byj2tKNsa7KUZZ4BMABsaOk86lnYDWnozWpUuJNMpHn3u5TcdD5TiP379OGlXn42gUgga2tPkx0KEHYuwbZEfC3GwPaVnwsAwDGOIMQH3AEl5Pq/ua8ZXuUywAAKgvqWH1t6UVoFEICUPbjxCdzp3o6CAp3a00KdJts4Y2iwBJfE3N5jMi9jalC5YlmT73oN/tmNPW2c3fSl9nkB4XsDUynykEMTCNvGIgxSCmdUFZqO0YRjGADAB9wBx/YBAKZRS/ZsmlVL4gSKZcdGpIMNTimNdb87OdSSz+g9dMQadFQR8YG4VEedPPz9LxpUQt/X6OXqrr4JO35UgUFTmh7h86jAcKbCkYMm4EiYPS2g1Q8AwDGOoMjXcAyQvEqI8P0J9W/Kk4/GwTU1JHirQJHUHhKVg4egilAqoKYzQ5/psPdLLsPyw2ThpvGtBoChyJF+7fCItyQxFsTBhkevLrQvfD5g6fhRSCEZUlnPJ0nMoLSniQP1hnnzuJUKOTSwSHuxlviPC9blwbDGLxhbj2BbC81GaTck1DMMYqkzAPUDywg6fu2IO//Sbl+lNuygg6khuu3g6ibBDNqVPmxIVBMyqivPDFVu490AzxYkwHzx3IrYZvG0MEOUH2ARURixKi6O0tPS89V8aYqKhMJ++6X3klVbwwPpGjmw+xOSqfO74+M3YfoaIE8HXrevK8WFEZUUxLd8TwzCMocoE3AMkk/GoKS3g+x87n/2NnfhBwNjKYizbAo2y2wApP+Cu+16gN+MRC1lksh4/e3Y7EsWFk2vMI+ZBZNuSDIK23iy2Y+FpOGXyRLrUbJ+KYztMmTyJrz+5m7beLNKS7GtJsXJ/kg+dVW0mshqGYRj99CqaHMKUUti2pLHHo6ykkNLiQroyiohtaxVV2LZkY10zvWkXlEIohRQClOKhl/fS5+sd4OlM2RabmpL8fyv387XHd7HqYCfKMZ1jBkvK82nqTtPa6+I4DpFIGGnZbKjvoL0vF4AbhmEYBpgM94AJhy3q29JkfcWTm44CMLumkIwXMKMiAZr0sRVC0NTZR9ixuGB6LZNry+nuy/D0pgMcaOrS6d7hjCKEoD3t8bO1h4Bc68aHNjUyLC/MhCL9ShfOFLaAkCUQQiCFQImAmqIYvaks5EcHe3mGYRjGEGFSMANEKUi5Pse60/1dSo71pPu7lujC9wPmjh3G316zgLQd5z9fOsLT+7p5/+JpXHXWOGwNx1afCWxbsvFQ15uOv3KwA2GZ92QwRG0Lx4KPnTuSIAhIpl1ijuT2xaOoKIhoNzXTMAzD+N9jMtwDJJ12qSgIEw/b7G9N4vmKeSMKiYYsAo3qbINAUVOSx4ObGnlxbxsAhzpS/GjVQf75umk4KAKtbiHODEGgqCmO5rpLqtxwFQSMKI4hzGOHwaEgk/VYs72OO5aOJgCyrseP/7iBv758DoFmezcg9+QEKUi7HpYl8E3vfcMwjAExKAH3LbfcQnt7O7ad+9//4z/+Iw0NDfzoRz/C8zw+9KEPcdNNNwGwZs0a7r77bjKZDJdeeil33nnnYCz5LSkFeRGHjqTL8mnDgdz0vOH5Ydy0Ph1KAFxfsbe5j7xoCNf3kULg2BZtSZdYzNyjDQbfDxhXlmBMWZzNxzPdY0rjnD26GDer1+frTJFVAb94YSe7j7Tz8u6jBAqkyPXnfnprA9fMHaPVptZACuo7enl8wwGUgotn1DK6vABLwxuH11mmjt4wjCHitEdPSikOHjzIc8891x9wNzU1ceedd/LQQw8RCoW44YYbOOuss6iuruauu+7ivvvuo6Kigttvv51Vq1axZMmS073styQE9KQ92lMuI4piKCDtZjnamWFE3NaqxtaRguEFYQ515sY6ewpEoCiKOSilz3mcSaQUNPVkmF9bxBVThxEo6Ml47GvpZUpJVLvOMZYlyQpB2lME3RmkbYFGfbgB/EDR3Jnruy8Ax5IEQQAKDrV2a7XfQViCZ7Y3cN/zOwCQUvLKnqNcMXcM1501DqFZ0B1IQTLrsfdQK+VdcYblRQkLoeVTB8MwzgynPeA+cOAAAH/1V39FZ2cn119/PfF4nAULFlBYWAjAsmXLWLFiBfPnz6e2tpaamhoAli9fzooVK4ZkwB2JODT3ZFm9r51Nh+oAGF0a42Pn1OKEbfy+7CCv8O2TCC6bOpwdjT10pTwEcOHEEsK2BFevwO5MYVmSbUc7ePK1ZoQASwo8XzGrpoApZbHBXt47IqWgN4B/fW4/rb1ZHEtw5fQKzq4t0CroDknJxOoS1u4+igK8IECQu/meM3oYQqPSq5Qf8OvVuwAIOxa2ZZFMZ3liw34unzOauNQnUxxIwSMb9vPwy3uB3M1DeX6U/3vD2cSl1OpGyDCMM8dpD7i7u7tZuHAhX/3qV3Fdl1tvvZVLL72UsrKy/j9TXl7O1q1baW5uftPxpqamd/T/KylJDNja30prYy+bTtjYdqC1jy2HuxhTWkFeWd5pW8e71dqb4Yltx/j4ubUIIQhbkteOdtPYnWH2iMLBXt67UqbR+/BGE4ZneWpnC5Br7S6lYFJFHoX5Ua3GiCczHj99oY72PhcpBb6C329pZO7IQqo0e39uWjKZV/Y2UpwXYVhBnH2NnRTlRZg3roKiovhgL+9t29fYQSwS4pPnTyMejRAohe95/Pdz22hPphk5ethgL/Ft23m4jUfW7UeecJPQ3J3i/lU7uPPKucTCziCu7t3R+ffrjcy5DD1nynnA0DyX0x5wz5o1i1mzZvX/+7XXXsvdd9/NJz/5yf5jSimEEARBcFIg8frxd6Ktrfe0PEaMRkMc7UpjCXh9n5EQ0NiVIev69HSl/tfXMFA8S6JUwLdW7MmdD7l2NvNHFtDWkSTQrHzhdWVleVpPz6vKD7NgZCFrD3QgpGDS8ASzq/Jpbe0d7KW9I55lcag91f+9lFLgB4rW7gxhz9MmA2nZkgONHdx7+8XsPNZLXVsf1y6aSlHUpr03he0rbYbfhGyLT182m99ubmZfS+7zVFkQ5ZOXzqYgFtLmexMKWazafihX2nOclLlSn1f2NNLRkybZnR7EFf7P6f77dSJzLkPPmXIeMHjnIqX4i0ne0x5wr1+/Htd1WbhwIZALoquqqmhpaen/My0tLZSXlzN8+PBTHh+KMhmXGVX5PLG9iVwZp8KSgnm1hSiNAlTbtli9+wjLp5Zz4YQSkhmXaMgmbFus2nqQ5XPHEBrsRb5HSdfj/dOHs3zacKQlsYIA6XkaFS7khCRMqshjzf72/mOWFJTmhVAalZSkPJ9MoPjJmnpea+xFCsHTO5u5akYFCZGlYlK1NpsmIza0p4L+YBvgaFeKnU19XFYcQwR6zO9SChKRU2ewIyGz4dswjMFz2gvzenp6+Na3vkUmk6G3t5eHH36Yb3/726xdu5b29nZSqRR//OMfWbx4MTNmzKCuro76+np83+exxx5j8eLFp3vJb4sQUBC1uXpmBa9vjF8yroRxw+K4GgURQkBBLMSOQy187Vcv8o0H1/Dl+1fx46e3ML22DH0KF85Qnk/I96koiCA8X4sg6I2U53PV9OHMqM5HCCiOO3x6ySjCGp5MRXE+mw9143oBGc/H8xUrXmumdnjRYC/tbbMswcbX9tCR8oiFHWwpsaQkFnLoSHms374bhB7vjev6nDOx6pTzApbNHEnUdC0xDGOQnPZb/vPOO48tW7Zw1VVXEQQBN954I3PmzOHOO+/k1ltvxXVdrr32WqZPnw7APffcw2c/+1kymQxLlizhkksuOd1LfltcYOuhTrYe6uSWs2qwLcH6g+2s2NbI5VOHabPL3/N8asryufuhdSgV4Hk+Qgp2Hmrl+ddi3H7hNAKzcdJ4F5QC2/O4dW4V3twqwiEbkXW167QStS2ip8ia+oGiJKHP4Ju0m+XZlzex/LJleK5L2LERgOu5TCqx+eNT65kxfhQhS49nW3mOzZevW8i9T27iWGcfYQnLZo3kijmj8TX7jBmGceYYlGdsd9xxB3fcccdJx5YvX87y5cvf9GcXLlzIo48+erqW9j/mK8WRzgy7m5Psbk6CymWLp1Tk0dmXoTgU0qKe07YtXtneQF8qjed7J7wiWL3zMB9aOpmQyXMb75JSgOdjA8VFMVr6MoO9pHfM9wKK42GmVuez/XB3//ErZgwnEbIIsno82bKkxPcDtm17jY8smMiTr7XiK8UF04bT1niY7t4+rTbl+ig6elPctHgysbCNJSUHjnWS9QOiQmj5VMgwDP2ZorYBI5g3qohn9rTierlZjCFLMn9UESHHAk0qbYVQ9KbS+IGfu8i+vmwBvcm+3EY3jS6+ZxrLEvhC0pN2sW2pXVb4TOP4Hp9bOoYNhzrZ19LH/NpCxpTEUFnvrf/yEOFYDpctns+3f/IbJtXVc/68WdiWxStrV7Fp534+cvUyoqEQnjf0f8OEgLZkhu89vqn/2OubJg+39fDx86f+aVe7YRjGaWQC7gFiWQLfdbl0UimPb2/G9QMWjiumJCoJSYku82J6Un1Mqy5CiONZyBNi63MnV3O48RiTamtwNdkMdkaxJUeSHo9uPYKvFMsmlTO6KKJV7+oTSSm0nwQYBGAFHufUFHDplOF0dvbhu/oE25CbYjplzEjmT5vAum272bm/ASlzQ2ImjR7B4rnTtAi24fim751HTvna2t1HuXXpFO02fVu2JOX5NHUmCQSEjz+RMAxDLybgHiDprM/f3fc8M2vL+chZo3AsyUs7D/HXz67nJ5++hELH0aKkxPV8NmzdzicumsFPnt1O5ngwN7G6hCtmjWDz9p1MHlkzyKt87xECejzFPz+9r78H972r6vj8hWOoitn6TdCzBV0Zj86uDLHeFPnREGHkSe3cdOK6fq69oaaBkCVsPnnDlVx5fgt/fGkDgQo4f/5MRlVX4EhHqzKMsGOd8njIfv1Joz5P6AIpWLf/GL96cRftyQyjyvP5+EXTqSqIoUym3jC0YgLuAZJ2Pbr7sqzacZhVOw73HxcCGjuSFA0r1OKiFbJt1m7czrTxfdx940K6Uh55UYem5ha+99MHue36y/DND/1pZ9sWr+5r541x9fN727hldgVBoE+WO7AFGw4082+Pb6SrL4MlBOdMquKzl80iJqV+Nw9nCFvYjKqo5FMfqCKRF6GrM9crXYffrde5rs+iydX8Zs1u/ECdFFtfOKOWiLS02cxq25KNDa384IlceYyUkv3HOvnqA6v5t4+eT8I69Y2FYRhDkwm4B0jEsQjZFn6gCDsWAsh6Pn6gKE5EtAkioqEI1y1bzH/+5gleWL+VWCSM63m4nk9pUQETRtVom8XTmVKK4vibH4aXxB2N8nW5zHxHX5Z/fWwDV8wdy7SR5XQm0/xh3V4eeHEXHz1vCm+6qzBOmyBQBIHCtixtfrPeKM+x+dur53Pvk5tp70lhW7BocjVXzR+rTbANkPIDfrt295uOu37AH7fU84GzxpnSPsPQiAm4B0hexObCabWs2nmYtBsAirBtM7WykNL8KGjSSs/3FefMmkrW81i9YRsVZSX0pdN4XsAnbriCqBM2Ge5B4HkBUyvyGJ4f5lh3rqNHQdRm6bhSrS664bDNS1sO8vc3nMuzezv41+frKU2EuGHpdF7YeoC05xPW6hbCGGoCoDuZ5faLp+NYEse2ONjURdbziUmpTcY+UIrO5Km79zR3Jk/zagzDeLdMwD1AbAQfvmAa4bDDM9sacP2AsydU8pHzp5AI2fS52cFe4tsmsVi6YC7VI8fw0q6jjC+MsXTKCPJCtuljO4gc3+f/XDCGo11pAgRVBWFCQYA+4XYuU19Tmseaum7W1XUA0NSd4YerDvLFZeM06eVjDFVCCFp6U/xwxZu7lOxt7OSTF03TpktJxJJMry3nhR2H3vTaOZOqtH0CYRjvVSbgHiBBAOsbupg5rpprz54IAo50pFi5q40bZlYM9vLeEV8Kvv/EJjYeaAJyF6yHX97H1286l8q8qMlwD5IgUDgioDI/jBOyEa6Lp9EjcoBMxmNcZQn3rd950nEvUGR8iDs2vib9q42hx3Hkn+1Ssn5fI9kLpurTpSRQfHDRRLY1tNDRm+4/PLW2lElVxaa0zzA0YwLuAaKUYmZNIav3tfHAq7kNO/NHFnHZ1GGcYsrwkCWloL6jl411TShye/qVCgh8+K+VW/nSVfMxW3UGiW2xrzNNXWsfCBieF2ZSeRyhUVtApSAWshg3LI/2urb+x/u2JRlZmiDQqDzGGHqUgkTEOeVrkVNMBR3KlIJ8x+bbty5hW0MLR9qTTB1RyoiSBI7SZbKDYRiv0+sXaAgLhSy6etLsaOzm/bMqsS3BhvpO9jT1Uj66cLCX97ZZlmTTgWa8QNGXdvGVQiAI2ZLdRzvwUVimxva0EwKSgUIIQUNHCjdQVBdF6Ux7lIYtrbJd0vO5ZUENzb1ZWnszOFLyvpnDiVsC5Q726gypU4bgDVzX55yJVfx69S68N5RcLJs5kqgltSqL8/0AW8Kk6hJGDy8k5tjYQqBMOYlhaMcE3AMk5QX0ZlwWjy/l8W1NZP2A8yaUkR+1SXkBuoz3UEpRURynN5U9IYOiyHg+pfnRk6dPGqeNbVuk0z7f+uNeXD/X7mz9wQ6+fNkEyuM2vkaJ4SBQFDiSLy0bS182IOJYhAUozQbGnGmEJUj7AXuPdiAaOxhdXkDUktp1jclzbL5y3ULufXITLd0pbCk4b8ZILp89WqtgG8C3BD9+Zhsv7TyCkBJHCm5eMpnFE6sQmr0vhvFeZwLuAZJyPUoTYb6zckd/PPqrVw/zfy4cSzrjktCmzZZg7PAiCuNhOt6wQ3753DHYlswVrBunlZSCzYe7csH2cYGC1fvaGDevCjTaOiltycGOXr73+Eb2HeskHnZ43/wxXD1vLNLsDxgU0pIcbO/h679ZS9r1kVIiUfzt1fOZPLxIq4yqChTjygq4++bFZFyfaMTOlWBo9tmybMmTmw/216QLIOP5/PiZbUysLmZ4PKrFMDXDMHJ0SbwOeRHHZsvhbkK2hRACAYQsyYb6Duz+CWdDnxCw61ArX71uIedMqCQWtqkuSfDpS2YSDdm4mmWIzhS+H5AXsbFOeNwvpSA/YmtVTgLQ63p8/ufPs+NwG1nPpzOZ5ufPvcbjm+pwQmaHwGBIBwH//MirpFwfN8g90XIDxXcfXU9awxts3w8IKcizLSqKEtoF2wApz+eZrfWnfG3FpoPYtrl8G4ZOzDd2gCigNBFCCEiELRLHg6OSRIiQJVFKj7pIz/MZX13M9x7byLiKIr549VncuHgyW+qaea2hFUfocR5nGs8LmFVVQGVBmLyITV7YpjThcMGEMnyNNk2GQhYv7TpKb/rkYm0F/HbNHnrNpslB0Zd1ae1Nk8p6vJ4cSGU9ejMeTd19mK/94Aj+TAbbDwKdJtQbhoEpKRkwWddnamUeE4YlONCaG0pQURDhwknldPT2URzWoxmVUlASi3DRzJH8cvUusp5CShhRmsc/XT4baXbHD5qwCrhr2Xhea+zGUzCtIo8ISqsKH8uStPakTvlaV+rUQz6M/31S5nIvUgj60h4KchNzhSDs2NoMizmREBx/uqinqG2xZEoNv1u7502vXTxjpHb16IbxXmcC7gESC1n0uD5Xz6wg6wf4gSLqWKhAUZIXJcjok7mLhGymj6lkcm05+451UpyIUBCPEo1EUBl9BvicaXw/wCZgTkWCoqI4LS096HbJ9TyfhRMq2XW4nffNH0vIkThSsulgC4dbu3MlMxo+/tddxJGMLMtny8GW/hvqVCagPD9KQSyEAL2CbkvS5Sm21nVSVZShtjCM5flanYPvBVw+ezR1TV39MxEsKbju7AlUFsY12RNkGMbrTMA9QCSKhvY03165j7AtsISkz/X54LwqLptUgk5hap+v+NnLh2nuyVCeF6bPTdKRdPm/V0ygJmabH/pB5mmc2XLdgJriBDctnkh7b4aQI3H9gGH5Ud43bwwRKfBMwH1aSSnIui63Lp3C/S/sZFNdE0rBxOoSPnbhVFKZLPFoVJu9ArYt2duR4d5VdShy5ze2LMbHF45AalR+BeAoxWcvmUnS9ejNuBTFwkQsy3QoMQwNmYB7AEgpaGxu41CHYE5tIWePLsaWgg0NXRzuTFF3+Bi1w8rxPD1+JCW5jL3rK450pvtrBSOOLp1WjKHMCwJ60y4/e247R9p6CdmSi2eOYnxVMfGC+GAv7z0nUAEtnb1848E1XLVgPDcumohSirqmTr7z8Mt8atkMCmrLkZqMvMoowUObG08qfdvTlKQn61Og2a4lpcAC8m2bMRVFtLT0aNem0TCMHBNwD4BA+fz+2TXccM0VhGzJ/a8cxvUDzptQytJxpTz8h8e56YoLCVl61HFHhOKD86r5xoo9uTHuCqZV5lMUtSFreiUb/3OOY9HSk+Ibv3uZrJfb+JX1Ax7bsJ942OamRZO02wtmWRJXCFp7M2BbCD/Qql2b63so3yPjefz82W1Ul+QhBBxq7UEIKIqH8HyfkKVHwK3IfabeyPUVWo39NQzjjGIC7gHgBQETR1WTyvo8suUYkKu1e2FvGxPK45w1c5JeF2A3YERRlH+7bhrdaZeoYxFxJFagzIZJ412xLMkrextzwfZxglyQ9OSmOq47ezxhjUJuaUlasgE/f7mBxq40E4fnccv8GkK+r813Pmw7NBw+wt9ftxBbKA40HMUPAsaNnE7Gg/qGw9SWTh3sZb5tEQHnTyjlwQ1H+4+VJkK5hIFmJSWGYZw5TMA9AMKOw9yp43npcA+eHyCFAJGbqPdqfRfXTB5OJBxC6fJbb0uae9Jsb+yhpijGkc40Wddn1ohCnMFem6G1IAjI/JmJkq4fIDQKtgGyUvKD5/YyojhKbVEhjd1p/vuVBj66oAY0aXGoFMybOp7n123hgSeeJ5XJtWyM2BbLz1/AFUsWYEt99m54ns+C2kIKow5rDrRTWRjh/PGlOEGg3SZjwzDOHJpVtA1RCjp7U1QVRrCkRHG89k5KRhRHUEJoc7ECUELgK9h1LMm3/riXX716BMe28IIgN9rdMP6HXDfg3InVxEL2SaG1JSWLJlUR0uiRv21LUq7HjXMryPZ2sXVvPaW2x9KxRXgafU+EEHR093Dfo8/Q05tE+T7K9+lNpXj46TXUH23S63svBTsOt/KHtTuI+UnqDx3lF89t02rjumEYZx6T4R4AWc8lnkhQGoszblicjfWdIGB0aZyzx5SQ6Uvhei4hKzzYS317JDyzq5UNDZ0AtCaz/MeLB/mXa6diunAb74ZSirJEmOvOHs8j6/bjBwopBWX5Uf7q/GmIQJ9PWFYpUukMX7r/BTLHs9kbDzTz/PYGvv2hxRSGHDwNstyB8nl45UtIyyIejf7pheNB9kMrVzNxVA220OP5Vo/rcc9D60i7Pmt2H0EKQSRkkxcLc938cQSadFs5kTx+IyqEZu0ZDcPoZwLuAWBJi7hjs+VIN1Mr8rlsyjAU0J7M8tzuVi4YX4Tw3Lf87wwVvq/Y3dR78rFA0ZbMEo+Zj4zx7sgArpk3lotmjGTX4XbKCmLUlCSICJHbpKuJQCl+9ux2LJHLEqMUQgi6+zKs3nGYq+aM0SLgdn2flvYuJJDyFdnj74FjCWKORWtHF0EQoEOTEsexeHF7Pb1pl8J4mNqyErrTWeqaunhq80GWzx2DHlvX/yRwbA51pVlzpJGJwxIUhiRo3BrUMN6rTPQ0AKSQhEI27ckufrn+yEmvLRpTTDTsoBDa9E+2FYwpi9Ham8X1A6QURB1JadxB6TTW8DgpBb6UtPVmEbYFvl4DME5kWRJPCLpSLrYttflMvZHt2AhPMXVkWS5YFRLdtuQGCg62dAMQD/1wlbnMAAAgAElEQVQpGlUo9jZ24GtSRhayHUZWD2fz3gZCjkUinDsXzw/oSmWYOWkMtqXHpcKyJOmsz20XT6eiKM6uI+2U5EWpKIrzwIs7NfuEgbItfr3xKOvrO5EyV5r44YU1zBwWN5MmDUMzevyKDnFBoBAo5o0s4uHNjaSPTzRzLMnSCaXYQpDWKHOHH3D97ErK4iHK8yP0ZT0SYZuoFOi260hagi4P7l/bwLHuDBOGJ7h+ViWORl0k+tmShh6XR7YeI1CKiyaWMb40htCs84ITtmnr6eGlTTvZvucABXlxlp07j+ryEiyNNk3aQjCiNJ/D7cdydTDH261IKRhXWazPzamC911wNo+sepVUxiV1wktCSK67ZAkh29ZijkAQBFw8s5b/9/R2vv/Epv7jxYkI37jpXCIhC6XR1N90oFhf33nSsYc3NzJ52TgdHjgYhnECs2lygLgBNHal+evzRzO9qoDJFXnctqiWlOuTzHrotOdIKUXUloRsyR93NrPzWA+jS2NI3QJUICsk3312P/takvS5PhvqO7l/3SGUpddHXwjocRXffXY/+1uS1Len+M/V9RztyfbXd+pACEF7dxd3fPNH3PvAozz/6jYeefYVPv1PP2Dlmg0Iqc9nzAZuXjIZ25Icb0yEEFAQC7F0So02Tx+Ugng8wV233Uh5cUH/8aL8BH/z4WsoLi7SItiG3M1Oa0+Kl3ad/KSxqy/Db9fuwdWsfvtU92wZL9AuU28YhslwDxgVBPiB4rdbGjl7dBG2lKza08rUynwmlEW1KmGwHIundrfy5GvNAHT0uXx75T6+dvlEbM1S3GkvoCt1chu67Y09eOj14bdti1f3tqNyc4j6u968sK+NW+ZUEGQ1ydrJgB/98jGa2rtOOKhQCn7468c5e+Yk8iN6TJsMAkVlUYK7b17Eb1/aTWNnkolVxVx79njiIRs/o8+QKNu22dvhc8dHb2J4Ye73qj2Z4ZX9LZwbCmnzZEtKwYs7jqCUIj8aOr4pN3dT8eKOw3xq2QxsjZ6iRG1BdVGEwx3p/mNLxpUQ0u9ho2G85+kUcwxtAsaUxSlLhPjFulx2ZXx5rkuJJXPjk3WRCRSvvuExZtoNaOrJUB2ztSrFCFkSS4qT6mnLEiGNLrk5SilK80KkvaA/mxqo4+eiz9tBKpNh/Y59AIRsC9uSKKXIuD6+H7Bm43aWLzkbV4PNhgC2HzB2WCFXnTMZzw+IhWyG58W0CrYBnAA+cM5EDrX18IdN9XiB4rwpNdy4eDJRIfA1yal6XsCwwhgZzyfj+ggh+vcGlOfHtOvzbgcBn1s6muf2tHKoM83s6gKmV+YR/Jle9oZhDF0m4B4grq841tXHZVOHcdmUYf3Zh45khrB0CFsSX5PHmZYQFMccWntP7lybH9Er2AYIC7h+diW/3pC7CQrbklsXjCCMQqdLllIwYVgeI4tjHO5MgYDSmMPZY0q0ek/8IMCSgrxoCD+gf1NuIhoi6/n09KW0Kr8KAoWtPGZU5CEdG+V6uJoF2wBIweYDTfzgyU0ESoGANbuOcNPiyVw8tUabMDWb9Tl3YhU/e+41elLZ/mBbCsF150wgblva3MxB7vNlBR6XTighHA2T6cvgmmDbMLRkAu4B4vmKXY09FMYcxpXnHokf6Uyz81gvF40vIRTRo4ctgBUE3HJWDTsPt1IQkQRK0OdbJByp3Whk5fnMq8ljds0kUq5PPOwgPV+b+trXSSlQgeKj546gsSuD5wdUF0URIjdeXJc2YWHHobK0iIbm9ly2nlwbSi/wyY/YzJ06Xqv3xrIEWaClq4+U6xEPOxTHwwhPaXUjlPZ9fvz0VtTrIarK1aP/6sWdLJ5URVTos+chYdt859Yl/Gr1rlxnDxUwrqKYi6eP0CrYhtz3PqMU9c1dNHWnGFNeQGEshKXPV8QwjONMwD1AgkBxzpgi/v2PW/nu3mP4SjG5uoS/vmI2SgVaXXz9wONQwxF+98hKDh5tJhp2OG/+DCaXLSFshbU6F6SgPZnhN2v20NTVx8SqIq6YM4a4JbWa/mlZgraeDF97fDel8RBSCFp6s3xq6UgW1OQP9vLetogT5sPXLOOr9z7QP8Tj9ezpqOoKaivKtXlfhIBUoPjVS7t4dP1+sq5PUSLCxy6cztnjh2NpFNslsx7JrEfa9cm4HgoI2xaRkE1TVx+jihLa7EMJ/IBhBTGunD+WV/Y0UlEUZ+GESmylX91zKgj42oNrOdzWg5SSIAhYPLmaj5w3FUuT74lhGDn6pC2GuLAjufeJTWzcf4ysl6tH3XO0nW/8di2JSEibi5VlSXbWNfD1f/8FhxqbsQR4nsdTq9fz9R/9AjfQZ0CylIKWZJrP/+x5Vu88zP5jnfzh1f383X2r6NOlZdsJth/tIRay6Ei5tCazRBzJ1sPd6HXdFUwYM5KvfOJGJowYTiJsUZwX5X3nncVdt9+IsPUZS2I5Fs+9dojfrN3TP2myvTfNtx9ZR1N3CsfR5+c17Fiksh5KKeKREIlICCEEfRmX/FhYm98vAE/CD5/azMrNdRQnwrT3pvmnB9fQ0pfRqqOPtCW/fXkvh9t6Tjr+wo7DHGju0upcDMMwGe4Bk/ECNh5opi/r9s+mdn2f+maf9t40FfGIFhettJvmpw8/dcrX6o4co76xiXHVNVpkIT3g/hd2vqkVWGcyw6rXDnP5jFptyheCQDGiOErvCT2EvaxPTVEUna67liVo6UwzaexIPn/bzYTsXDfhVNYj6YHlB9pMAkxmPR7fcOBNx5WCxzcc4DPLZub6hWrAsSRLp9awua6ZGSPLkVKwrb6F6pIE0ZCtzUhxKQXHuvq4dPZoXtp5hJVbGyhJRLhh0SQ2HWji/Ck12mSZ0p7Puj1HT/nas9samHzxDIJAo8cohvEep8tvz5CXcT1SWbe/bZsid4HKeD49qSxosu0o63oca+34s6+v27ob29bjY+MFAfXNXad8bU9ju1aPl23bojwvzKThif5jNUVRplTmo9MuQ6UgEQlR19TFtx9Zz63fW8Gn/vMZnn/tMKmMh6NRf3QFpLOn3sCWznp6RKjH+X7ATYsn8eVrFxB2cuOH7lg+h89cNhtPk83eALYtsSzBvzy6nobWbqaPKKYkEeafH32VRDSEkPp8voQQxP7M3p/8WEiXS4phGMeZDPcACdsWRYkIbT3p/t9BBdhSUl4Qy7Wn0uACbFmyv1bwVAoSMW3iCFsKRpYX0N6bftNrEyqLkehT06mUoq41yTljSrhmViV+oOjNeGw61MmIvPLBXt7bJkSuM8k/PriWvuPBak/a5YEXd2FbkmsXjtcmjkiEbM6bWsMDq3eddFwguHjmKFxdeqOTm8i6YXcTP3pqC9njG6Of3trAjYsmctnsUdp854WA9p4Ud1wylS07d7Nn1z4K8hP8zbJZtKTSZP2A8GAv8m2KWpIr5o7hP57actJxKQSXzhqFp9kGUMN4rzMB9wCxLclfXz6Hlp4Uc8cOB2D3kXayrqtNsA0QdkLMmTyOV7fvPuXr586Zps1OfxvBzUsmsa2+5aSykqJEhCWTq7UpJ4FcJ4/JFfl8c8UemnsyCCFIhC3+/rIJ/a3PdCCE4NV9x/qD7RM99up+3jd/rDYBkZf1ef/C8Ww/1MZrh9oIAoVjCa6YO4axwwoIfD3el1DYpi+T5cdPbzspY58JPB54cSfLZo0kFBZkszqcj6AwpPja9++noyeZazspBC9t2M41yxZhTa4GTYaie17AwnEVdCYz/GHdPtJeQGl+lNsumkFhNITS5PNlGEaOCbgHiG0JJlQVkdcR5pcv7sLzfBZPHcGsUeWI/iKToU9i8dFrL+Hg0WO0tJ9cjvHRay4hEY0O0sreuSBQlMUi/MtHzuN3L+/haEeSyVXFXDZnNDHL0qYvOkBwfJLpnReMoaE9hesHjC6NY0m0unFQSpFMZ3NVMIrjNwsCIcgF4Xp8TfqFleAfP3A2x7r6aOpMMmpYAYWREEKjYCiZTtGXUfSkc8mBE2W9gKbOPsIFIULW0L8VSmcz/PyhFTR1dJ9UCpNxPR566gWWnT2L/EjiL/wXhhbpK5bPGsmF00agBEgEUUvia/SdNwwjxwTcA0QKwa4jHXh+wNIpVXi+QgjF6l1HuGBqDUqTzVO5kchx7vmbj7F+xz5e3bab4oI8Ll88j6L8PESgTw0kgAoUhSGbjy6dghNx8DMevhdoFWxDLqiOhRzW7Gxm4vB8LAmbDnWyeFwpnkaDMDwvYMH4Sh54cRfZ/icluaD7rPEVhCSgxwMUIPd9sXyozosyc1Q5LS09oFGwDblzCNkSWwq8QGHL3ChTz1cIoCAW0uYpSjqbZdueulPWnaeyHi9tfI0rNZpkChB4ijCCstI8Wlp6TLBtGJoyAfcA8XxFXsTh24+8SmNHEoDCeJj/8765pF2fhNSn73NGKX6+ei8LJ1Rx8/vH4yvF4xsPcOH0ENX5ce2CVaUAX1EQC9OS1Ket4YlsW7LlaDfP7mmloSOFFIL9LUmUUlw+oVSbAML1XTrbWrhkZi3PbT/c/8i/JC/CtfNHkkr1EQvFBnuZ75gmFWOnlIhEyfSlWDZzJC/uPNJffhULSaaOKCViS+KREJ479E8yUIqsH+Qy9f1PUHKlTJ6vSGUyg7xCwzDeqwYl4P7BD37Ak08+CcCSJUv4whe+wJe+9CU2bNhA9HjJwmc+8xkuuugi1qxZw913300mk+HSSy/lzjvvHIwlv6Ws5/O9JzbS3NXH1BGl2JbktYZWvvXQOv79ExchwnpkhqUUHO3o5YKZo7l/3RHqWhuIhiTXzqpia0Mbw6bETGubQSCEwA8CPrt0NJsPd5H1Az4xaRQNbX2a5B5zMm6Wf/nJg9xw5UXcddVsdjd2UhwPU1EQ5qcPPsrC6RO5cuk52txAQG7SZ8r3aWjtxhKCqJRa3ZRmsz6JsMMHF02kND/Gs9sa8IKARZOquGLuGKIhqUWwDRAJhRgxvIw9DY1AbgMrHH8SIQVnTZ+kVQmWYRhnjtMecK9Zs4bVq1fz8MMPI4TgYx/7GCtXrmT79u3cf//9lJf/qeNCOp3mrrvu4r777qOiooLbb7+dVatWsWTJktO97Lfk+gGWFPzzX13AnuY+XD/gIxfO4L5nt9LWk6bQ0WO0u+NY9GY8VtV1U9faB0AqG3D/K4f4ymXj8FDa9Ek+k3iez5SKfP7u4R0ksz4IeHpnC3dfNRml0RAf3w/Ieh7/9eDjFOfHGTG8jGQqzf5Dx7AtybRxI3XqckhgCdbuO4rrBeTFwrR1pxhZns+YsgKEJk+0AHwkX/nlakaWFXDd2eORQrCtoYW/++9V/ODjF2rzKDRsh7j9+sv4wr/8FD8ITiqFOWvaBCpLi7XZwG4YxpnltP+OlpWV8cUvfpFQKBe2jRkzhqNHj3L06FHuuusumpqauOiii/jMZz7D1q1bqa2tpaamBoDly5ezYsWKIRlwC+BzV8zjB6vq6Uy5ADz5WjOfv2g6IamQEnwNknZSCorzo9S1NJ50XAHtfS7VhfpsmjzR673DLUvga1ZjC2BZFhsbuiiMOZwzthhbCnY09vDc7launVaux4cLCIccKkqLONTUiud6+Cr3dEhKECjOmjZRmwykbUsOtPWgEDy6fj/NXX2MrSiiujSPpOuTZ0ttSk16UlmOdfTR0NLDmt25YSuer7AtwbHOJCML41qci+cFTBpVw/e/dDv/9bun2L6vnuKCBFedv4BLF81DYmn1RMgwjDPHaQ+4x40b1//PBw8e5Mknn+QXv/gF69at4x/+4R/Iy8vj9ttv57e//S2xWIyysrL+P19eXk5TU9M7+v+VlJyeHeleey91Dd10pd3+Y1k/4OW6Tq6fU0lxsT474/P6sowfnkfLvrb+Y1LAqNIEji0pK4gP4ureuabOJC8faKbu5S5mjipjfFUxpXn63TiUtaf40MIRPLOrBc8PeP+sSrKeIj8/gqXJQA/P87j5ygvYuLues+fPYWdTHyUxmzyZ5annVlNZXnzavrPvVmcyTUtPih88uQnPV/gKdhxq556H13HPzYsYUV6izfvS29RJxvNRKteZ5HWur4iFHUpL8wZxde9cSVEeNZXlZF0PKaCkIJ9IWI+njH9JWZle78NfYs5l6DlTzgOG5rkM2pPCvXv3cvvtt/OFL3yB0aNHc++99/a/dsstt/D73/+eZcuWndSmSin1prZVb6Wtrfe0bFYMR2wiIQcpBMHxHIoUAsuyCDuSjo6kFpk7KQWdvSlumFtNT8Zj++Fu8qI2H15YS2dPH4Xh3E55HQgBvX7AXb94kY7eNFJK/vDqPsZVFvGlq+djD/234ySVhVE+/7vtuL4CARsbuvjGVZPo6kxpUzOc9TNUlJVx/vBa9jZ1M7GykFTW50i35M6PfZADBw8RtiNanE9WwCPr9pF2A7zj74nrga8UL+w4TG1JgkxKjw4yUghmjy5n44HmP9U9oxg9rICQbdHa2qNFhvt1noT61iSv7G2ksjjBWWMd4nZGm97op1JWps9v71sx5zL0nCnnAYN3LlKKv5gwGpSAe8OGDXzuc5/jrrvu4vLLL2f37t0cPHiQZcuWAbnA2rZthg8fTktLS//fa2lpOanGeyhJZT1GFYcpjIdyARG5MpP5tfmksz4xoUemKwgUwwvj/OipLVw2axQfXlCD5we8sL2BmSPLCAuBp8tDWSl58MWddCQzKHIdDAD2Hu1g08EWFo4epsVNEORq69cf6CDiWEiRW3PIljy3u5WbZlVoEaACZF2PRH4evd0Znt+8n+2HWimMh3nf/HH4CvbVH2XqmJG6VMjQ3pvOBdsnyHoBLV19WgV3tiX46AXTqCis46XdRwgCxbyxFbx/wTgijj6lMZALtn+wYjMb9+eehkop+dULO/nGzYsoi4a16RZlDF3SkqSDgLTr4XX0YltCu3agxul32gPuxsZGPv3pT/Pd736XhQsXArkA+5vf/CYLFiwgFovx61//mquvvpoZM2ZQV1dHfX091dXVPPbYY7z//e8/3Ut+W3rTLg+s2s6nFk1m9f52XF9xzugiVm2t4+wJlUwZXjTYS3zbbEvyofOn8OKOIzy4ehfFiTBXzBtDRVFCm8AOIO37bDuYK79IZT2C450KYiGHV/Y2ctboYYO9xLdNKUUsZCGAiCMRQhAEinjI0moTWMix8YTgqw+8RE8qe3wUd4afPrOdRNjmrJkTtQmIQkIwdUQpDW3Jkwb2CAHzxlWgNDkPIQSWUEghKEpE+MJV8xEiNyk34/lIcpkbHd4XKQUNbT39wfbr+rIe/+/pbfzt8jmmy5Lx7kjBzmMd/HDFZjp60zi2xdIp1dy4aBKWCbqNv+C0B9w//vGPyWQy3HPPPf3HbrjhBm677TY++MEP4nkeF198MVdccQUA99xzD5/97GfJZDIsWbKESy655HQv+W0JOxbr9x9jw/4mFoyvxLEl33zwNfoyLpfNHo1S+gSqyazHJ/79acZVFTOhsojelMvf/+pl3r9gDNfMHq1PVlhK8uNh9jZ1ArknDq6v6E5lKcuPIQXocSa5zWAzqwpY8VozHX0uQkAsZHHBhDJ8T5N0MJCfF+OxjfXMG1POxTNrUSqXqd/b2MmKTQdYNOlcbW7qhFLctGgS6/Y2kcy4JCIOHckME6uKmD2qXJvvCSKgL+vznUfW09rdxyOv7EWhsKTkqc0H+c6HlmBZAVKDkei2LXl13zGK4mGWTK6isihK2g14eW8TOw+14SlMlyXjXelxPe556BX84zegfqBYuaWegniEq+eM1m4wkRC5jH0y42LbUp/fLQ2d9oD7K1/5Cl/5yldO+dpNN930pmMLFy7k0Ucf/d9e1rsiRC64mz6ijLV7Gnl6a33/ayPL8ymIhbTJENm2ZP2uIyiguStFWX6U7mSGvkyWFRvruGTGSG0uWJYUXDZ7FBsOnJztcmzB4snVgEb954Cw8vnSsnHsauolUDBxWJywUmjUFRAQFMYjTKst5Wu/XkMyk6txnjd2GB+/cDoAtm1p0YdbKciPONx72/m0dqdyo93LC4hHHA1C0z/Jeh5eAI3tPfSl03/K1gvIumE6kxlieSGkGPpnFQSKmbUlTKuI8dQLr7A9mcK2JFMnjGb5nFnoUg1nDE2OY/HC1oP9wfaJVm6u45IZtYQ0uq5IKehyPf7w8h6OdSSZXlvG4snVRIQe8YpudGmvOqQJAcm0y9ULxlGaH+OlXUcIVMCsUcO4ct4YjrT3Mr586O2YPRUhBFnP41s3n0005FB3rIOiRJRPLZvGyi0HtbpepT2fjmSav1k+hwfX7KaxPcn4qiJuXjyZzXVNVM0cNdhLfEd8X2H5HtPLYhQXx2lp6dEmQ/+6VDrN6GEFfPj7K3KboI8ff3VfExVFCcZXTBnU9b0Tli1pSWb496e2sKW+FaUUUgqunDuG5XNHU+DYWly0wo5Dr5elL5U++R5UQSqdAaUI2Q7B0L8HQimIiywH29q45JxZ1B0+RkFenLLiAnbt28ukqmJQQ//GwRiahMiVJ51KOuvn/sDQ/8oDuWC7KZnmS/e/QNYLkFKyua6ZlVsO8vUbz0X/nj5Djwm4B4Dre0RCNipQTBtZyjkTKxECupJZhBCU5kXwAl+LR7K+H7BoQgVPbDjAz57b1n8nP7K8kK/dcA4hqcDX4w4+bEnqW3po605xy+LJFCYiHGnr4Zcv7OTK+WOR6FNSciJdSi5OJeyEWLulDseWBEGuz7NSucFRr+xp5ENLJ2OhQWQHeCie3dbAuv3NucBaAAoeemUfs0eXU1JdQjYz9LuUKAWtbW2MLC/A8wMWTKzCEoL1+xpp703jZvrwgxhCg+rnrJdBoXhm7UYOHm2hsryEZCpNV08vd9xyFb19fRTE8rTaBGoMHa4bsGhyNX94df+bXps/voKwFChN6rg9FD9/fsdJbUABGjuSrN/fxKJxFaa8ZICZgHsAhEI2Sgl2N7Zz1rhKoiEbP1CUFcR4dms9V581nv+fvfuOkqrKFj/+vaFydU5004Qm5xyaIIqIooBExQRjGP2NiRlnVHQERwXGcfQ9HcTRp857joro6CCKARQURUAQEMk5NHSGDnRVV7rh90dBS4sBsLHq9NzPWqxF31os97X63rvvOfvsI5tiJBEmBsWVPr45UMbffn0RqUledM1gxZYDzPt8O7+5uBt2SYxfG8kwuWZwB6a98jnPLfkGWZYxDIMWGYn0aS1Oh5LGxGZTiWgaLptCWDeIaAaSJOF12ohoGmBimmK80IU0gxXbC08ZxQ7rBsu3HKJ7s/QYRXZmIrrGB5+u5OFrRrGruJpPtxzCME3GDexIt+Zp/OONhUy9bhx2Of6LyQzTYPEX6+nTowtjL8thR1EFaV4nTRKdvLFoCb+bMk6YkiVL/DFNk0yvi/H57Xj7y111g9m5aQlMPr8TCDCjdULEMNl/fH3Td20+WM6Q9jm/cESNnxiZU5yLaDrIChd2bcEj/1rN7qJKTKBpqpc/TRoQHZFUxLgQDQz8gTB3jx/A0l2VrFmzj3SPnav65NGvbQBfMExWokOIB5ZpQqJd5b+uv4BVO4rYX15Nz5aZdG2Rjt2U6m37bPllVNX4GNihKf/3ydbo7Mnx3Doc0bi8X2u0SJgEt4dwOP5/vxRZwmFT6ka2T5AlcNgVDEFmImyKTLcObVixrZA3v9wTvZ8B2w9XcFHXZvTr3okz3P4gZjTDoE3L5mwsCfL35Svrjqd6nUyfMIrdB4to3qSJEPcvS3ySDZMxvVtxUbfm7CutJjPZTZrHiUOwumdVkshJ9bKzsOKUz9o0SRGmNEYk8T9HKACJaAvOWW9+ya7jyTZAYYWP+19ZgSRLGIIUL0gSpHgUPt1TxXubSymrCbOtxMdjH+/B5XZjVxDm4Qtg6CZOJC7p2pxp4/rRLy8Tm4FQrfROZqoKQUWhqCqAqSpCfRcQ7bZyzB/g1xd1xa7K0Zu6CZ2apXFRtxaUHT2GqopxW3LJMpf2zMN5crwSuO0qIwXq5mMYJv17duXfX+6hyhfEF4zgC0ao8gVZvPEAPbp0RBFkHwHTMElITmXpNwfrHa/wBXlj9R4SExOEu2Ys8UcyTLyKQo/cNLq2yMBmIlSyDWCXZSaf3wn5O9dDssfBoA451kvpOWCNcDcAm2LjWCjCjsIKVEXGrsrHW9AZHPUFKa7y0zErgVAo/i/IUFhDUhysOVBS7wXXH9I5WquDr4IUjxhbb58sEtGRJEmYJOj7GDaVf20o4quDVciyRNsMN78e2AI5Ev91wic47CrLNxdQG9F54voLqA1puB0qB8uqeOi1z3l8yhB0UWogNYMhHZtSVOnjo40HiOgmCU4bN1zYhQyvU5haTlmRqPVH6jaIOsEkur9AeXWA5EwvhgC/Zh63k28OHv3ez9bvLWbqyF5oArXRtMQ30ZLsk+m6QfMUD49eN4T5X+zgyLEAHXNTmZDfDpcsC31u8cpKuBuArhsYhoHXacMwTELH3wxtqkKCS0XXoyuAEWAxmK7raJpGptdBcXWo3mdJLhtfrD9AhxYtYhTdmZMk0CSoqg2ze0cRTZLdeGwqsmA3E0WROFAZoHmqm4Ft0sCEI74Q3xQeo2+OV5gXCVVR6NQsDdVmY39pNTsKK0hw2enfLpuBHXJJ8DgJ/0AXgHik6CbXDmzP+P5t0XQDuyrjksUpJ4HoFu42VUaWOHUxoQmJbjthTUMVoG+Bw2ajSao32iziO5sRpXhduBx2gkFxfr8aE1mRCBomlf4g5YdCJLkcOGVJqB1ZGx0Dmia6ueuyXih2BVMzQDesZPscsRLuBmCa4LHbyEpys6+0uu54KKzhcNtplp5IOCzGL7CiKHy6ci1XXnwR+47WUnP84XRxxwwkI4zDYRNqhX9Ekvivd9ex9dARZFnGNAwu7d2KK/LboQh0U5FlGY9D5evDZfzf6gKQoE26hxsGNrBjR+cAACAASURBVOeUOcE45rQ76N22KXM//JpmaYkM6tCUmmCYt1btZPIFnfE67RiCXCt1dBMXEhlNkqOtGgVKtgHCER1d0xnZpzXvrt1T77PzOuUimQa6ZqKq8Z9wh4I6Q7u25PUvdlDlCxwvHZOwqQpXn9+FBIeNcCj+Bz4aG1mWKPOHmPXmaip8QWRZJsGpcv+EfHKT3FbSHUOGEW3Pmpbgory8JtbhNGrKQw899FCsgziXAoHwL5IgmqpE6ybJbNhXVten0+O08YfL+5LudeI43v4s3qmqzIoNW8lKTWBkz5b0bZnCiM5ZtE938MTz87hm1FBUQbqUKKrMog37+GzrISDaY9w0TXYXV9I9L5N0r1OI7wSOj3BXh3j76+LoAQkq/BFykp20TXML0yrQ4VDZV15NmyYpfLKlgDdW7mRXURUXdGmOIkukJrhFWV98Co/HQW1tONZhnDFVlSkoLqNJehKdmqXjC0ZIS3Axpn8bBrTLRg8FSE30CNHWFKK7/uZ3aMqhCh+BiElagpurhnTi0h4tMSJiXCffR9TfL4Aw8PC/VnGkJgBE78XBsMZXe4oZ1r2lIL9Z30/k7+VkjeU8IHbnIkkSbvcPd3MSI3MSwLFAmBc+3sSdI3siIaEZBm67ylurd5HostMxKwURSkokU+amCZfwfwuXMmKInaSEREwtyIqNW7n8gv4kud1CbIABENB0Vmw9zOi+rTm/SzMUSSIY0VmwehcfbzpI++HdEeZkkDhcEcBtV473RjeRZZlDlQF0Ud4ajnPZVf746nKCEQ2bIlPlD/L8R5u4cVgXuudlItjWmcKTUcjNTKW4sobyKh/5bbOQJIljvlrsUgKpCS7cDgehkBjfi6EZ5CZ6+NMVA9EME4dNRTFMDEHKrhojfzhCWXXtKcera8Mc9QXI9rhiEJXF8suyEu4G4lQVCo7U8KfXV+FxqMiShC8YAQmmjuyFIUgSYZrgdnu4YMhg/vreesqr/SiKxPmdW3Dp4E7i5KdEu8fcOaoXgbDGnPc2UFjho2NuGr8a2pmKmoBQ3QpM06Rr0wTe/aYILRLBNMFuU+ndLAmRtqiXZZnth6NtqBRZJqwbyFJ0Nmjx1/sZ0TNPyNEuRYl28ZBlsVqDnWBzOjH0KrKdEfKaZSJJUFBYQigUxJ2VKsxM0AmmaSJLEooMkgySYPE3NtKP3KNkkW7EFsvPYCXcDUSRJa45rwP/WLaFRLcDVZbxhzRG9GyJIksoiizM6viaYITH3l6LP6Rjt9sxgeXbCklNcHHNwPbRhRUCSHDaOVjh495/fo6qyMiyxJe7ili/t4QXb7tEqFrbQCTE/r0HGN05jfe3lBLRDS5sm0ykugx/koxDgE1JIJoIHTkWwB+K1O1iChDWwshS9DpCoHpOWZEIhIJs23WQ8opqWjfLpnl2Jg7VIUzibco6x2pC7CwL0LdNc7bs2oduGHRr35odJTUkVgWwpRjIAiyahOh3ciQQ5rklG9l4oJy0BBdXDWrPkI5NkTQxvpPvko4npd9dDCoKt10lJ9VLUYWv3vEUr5MUj9Pq+Wz5j2Al3A1EN01aN0nild9exo7Co0Q0g87N06ioCWJioiigCbA43mZTWL3pEL5AJLpdPdFm7aZksnjDfibmtxXksQu+cIR5n2/D67KRl5lEssdJcaWP4ko/H369n8nndSQUiMQ6zJ+kqjLrt+7jqZfeokendlw3qC+KorDiqw28sWEL1426gLEXDBKiU4lpmnRtkXFKMioBrbKSYhPUWZJkOFhSwqxn51EbDNWtEcjOSOWh2yfjdXqESLoDoTBum0xF0QFufumVej3qLx7Umz6thxPRdByKGFd+rW7w2398SlVtEIDCozX817vrAbioUzOh+gsrikQgHKLkSAUbd9fQNDOD5AQPNtku1F4CTlni/vH9eXTBmrqkOzPJzbTx/axOJZb/GFbC3UBsikySx8nUfywjEIpm1oosc9/4fjTPSBCmLFVRJPwhDZsqAyaYJiYSqixRG45gHF/1LwLNNHHaVGZcMYCdRRUUV/oZ2boViS4HX+8vEWahYUiL8NHK9fhDEb7YsJUV67cC325A9OmajVw8oDd2Jf5HuWVZwqbI9GvbhDW7S+p+k9wOlUmDO8Q0tjMVjISY9dw8/MEQhmGiGwaqIlNUXsGcVxdyzw2TUKT4L5BJcDnZtv8QCz5acUrp28er1jOga1sGdO+AJsB6Krtd4ZPNBXXJ9gkmJvNWbGdAuxzi/yqJkmUoraxg5rPzqKiuqStX6tiqOXffeAUOxS7MaLeum6Q6bcy8ahC1YQ1JlnCqCi5ZEqbv/skkCZAlgrpBlT+IosjCPE8ssWMl3A3EMOGpRevBBKc9+r9VAuZ+uIG5v74IQ5AiQl03GdyhKW+u3EEgGELTdCRZwmG3cWGXFtgUGQSZlnXaZK4Z0pEHXl3BUd+3D+COTVOZNr4fNlVGE2ALcdMwCYWjddsnj2qZZnSqORCK/1H6E3TdxBcMc0GX5gzr1oJNB8tJ9Trp0TKTpZsO0DY7JdYhnhZZlth7oAh/IERNIEyi101agpfSo5Xoms7WPQcJhkN4HO5Yh/qTQpEI7yxdiduh4gtG6kblJRk8DhvvLltFj/Z52GRHjCP9aaoqc7jCR6LbzvBuLWmbnYwvEGHZloPsLqrEQJwBg2AkxEPPvEJ1jb/e8e37Cnj+X+9z+1VjkATaLFrXTWxAkk0lIyOB8vIaIZNtWZao0TRe/2wnmw+Wk57o5oqB7WiblSzc/g6WX5aVcDeQYFijrDqALxiuq02VJQmvy0ZxpY/2mcno8Z/bAaCiMa5vHi8v3xo9FwOapXkZ1bMZpqGDADd5SYKwZrB4w34q/aF6j9hdxVXsKa4iK8EZs/jOhMNuJ79HR9Zt3/+9n/ft2g6HzY4pwABLOKzRLieVP85bgWmatMxMYndxFe98tYfpE/Lx2FU0ATYmkWWJo1U1eNxu7vzVFUiqg5KqWvKykjh46DD/ev8TwloET/znqGiaQcmRSvy1ATwu5/FNukxM06Q2EKCw7Ci6YWCL/8ueSMTggk659G+bzTtr97B000FSvU7G9m/DmL5tolvUCzAsLMsS+wtKT0m2T/hq804C40O47VZ3j19a0DS5/9UVVPmjG8NV1YaZ/daX3D22L72apQtR2meJDSvhbgCKIiPrUr1kG8AwTWoCYew2RZiOGCEtzF9ffJ28Zk155uZhHPGFSXDZqKqs5E9zXmL21MnkpKbHff2gLMv4awNs2FdKgstOWNPRTRObLKMqMqt3FtGvdTqKAD0xdM1gaL/uLPh4NYXllXy7wkgiyeviiovPE2bRkabpKBJMn5jPonV72XigjFSvkz+OzycvK0mY1m26btKmRVN+f+Mk5n60hQMnbXh1XudcfnP1GNwuMV7obDaF1s1zOFRSjixJtMqNtgU8UFiKy+mkTYscVDX+rxOASEQnM9nDbc8vrWtDV+UP8eSi9Tx4xQAS7IoQO03KskRx+fdvUQ/RZ0swHLYS7l+Yqsqs2lVUl2yfbP7n2+l41SBh1jhZfnlWwt0AdDQUWaJTszQ2HzxS77PMJDcJTjuBcBBFgEsxFA5TfczP4D7dWL71EPvLanA5VIZ3yWVgz458sX4z1142jHCcl2KYpomuRchKcnPoaA02RUGWJcK6TiCskZPqAd0AAWpsAbxON0/ddwuvvr+cT9duQtMMBvXswI3jhpOUkIAeFiNRlVWJqmMBpr/2BVcN7sD5nXIJhCIs+mo3yQkufj20oxAbrJimSZOMVN5furlesg2wYuthhndvSaLHTSgQ39cJRAd8rxwxhLTkRPp1bU91jR/DNElJ9LJp1z56d2oXHTAQ4KVOVWU27C4ioukkuGxENANZkrCrCm+s2kHPlhlCPPQMw6Rl0yZ1P5umiaZHdwSUpOjOmW6nANMnjYwsSxwsP/a9n5VU+UW4RCwxJMK9J+5FNB3NkLh+aBdeW7GdDftKMU1on5PCzcO74QuGcbtlFDn+E26A31w7hrlLtnCwvJoT9Y6fbSng/nH90P0VsQ3uNBmGSbLXyeV9WpLidTK4Uy5Om0KVP8SnWwoY3K4JotRyAvgjOs8t28lvxlzM5NEXRuu3VZV/LNvCzRd1R5xHr8GmA+XcO64fH39TwL/X7CHF42RUn1YUHT1GIGKQ4rLH/QsdQESHLYcqsdlUwhGtrvez02Fn9e5S+rXJjnWIp8WuKnhcTvK7deBw2VH2Hy7GNEyaZWfSrV0r0lMSsak2DAGWCthsCvtKqqj2+XE57DhsKqZh4g8E2FcYQDcNVAFK4gzDpGlWOllpyew9VExE0+vuVg67jYuGDsBldwhRRtaY6LpJ95aZfLjh1PK+tjkpKIK8mFpiw0q4G4DDbkOLGLyyfCs9W2Vx1eAOYJocLK/hhY+/YebVg7GphggbTeK026gOQcGRY0hI3xYvSBLzVuzksSlDhFmNbZNUOuSmc9QfYc77G6ioCdI8I4E7Lu1JZpIbm2ITom0bQCCi4XSo7K8I8snOo0R0k/PbppKW6KG40kdeSkLcl/kAaLpBj1ZZPPTGKg4f9RHRDQqkGnYWVnDX5b1RZAmbTY77hFuSQNOj3XwURSXR8W3HiLCm43HY0XQdEV7qTAmCoTC7DhSS2ySdYrsdwzDISE1i76FiEjxu3E4HIlz1taEgrTM8mIaJFtFIcqoEIjoRTadL8wz8/gAur1eI616RZe64dgxz573Ljv2HgGip3KBenbl4UC9E+N1qbHTdoF12Mm2yU9hTXFl33K7K3DSsKzak4wtzLZZTWQl3A5BNCcM0ue3SHjzyxmpeXr4V04Rkr53pEwdQEwiRlOxChPavkiRTWhPt/5XodtAsI4naUJh9JVWUHgsA0vEWSPF/MrIss7ukmpeXb8M0TZLcdqr9If6yYC1/u+lCHLI4N0abKjOiVxseW7qH5qluFAn+54sD3Hl+HkluB6IMq0S0CHtKjnH4qA+nXcV9fHFDWNOZv2I7HbPzESGRUBSZoD/EhV2b88yHGwmc1DJPliSGdM4lGA7jEKCzh66bHPMHKCo/wrNvvId6fNfM1z9YztD+3WnTPJuURA+SAI8LfyCIU9K4f0I/kp0Kh4rLSPR6cHs8JLidrN+8jcsG52PE+Za5kiRRWHqEv72ykHHDBzKt9VVox3dlXb1hC4/8/VWevO9WnKoY6wQaE5sp8cfx/dh4oJw1u4vJSU1geLfmJNpUIV7kLLET/3dQAeg6qLLCS59sOT5KF+3J6bCrvP7FdqaO7I2EgghD3IZh0DE3jXvG9CU7yUH1MR8Ou4rD5WbVnjJ0QxdhkT8AIcPg31/uJnoPlI7v0maiGSbvr9/Hr87riCbCWxCQ4LCzI1jLPcNas/VQObpuMqFHa476NdISnBghMc7D5XCwr7Qaj9OGYRjRtpOShF2VKT8WwGazCdGzXlUVIppBisfBfRP64XHYsSky/lAEl11lb1EFuclilJToukbVsRo++PwrdF0nEIwuCLOpKl+s30rXdnk0zcoQoLIebKqCyyazfMUa1m/ZTXQXAUhK9HLHNZeTkZYsxP1LUST2HiqiRU4W2dlNeWP1PkqqaumUm0Lfju1Z+fU2aoMhnF4r4f6lmaaJakJ+qyz6t2pCUpKTiqN+K9m2/CQr4W4ApmmCBJf0zOOB177ArsooskxNIMwdl/YkHNGICNKmxOGw0y4rAVvER1FRMdv2HiTR66Fv13Zc0imLFK9LmJ3adBNqAmF6tcpgcMdcvE47ZdW1fLK5gEp/UJjOMQCKCQ5J596XV3xb0iPB70f1RiZFiOl+iM469GqVyZtfbCMc+bZbhCRJ9GqTg82moAiQ2RmGQaLbTlJQJ6RFN7xRji/Oc9kVWmUlRpvzx3+5MCYSH63aQI0/UK8sKaJpaLrGx6s2kN+9I4oc/48Lt9PJmm+2s27zLoLhcN0+Appu8N//9xZzpt+OpsX//cswTJo1ySAjO4f75q0kfDzmbw6Usnyrl3uuGYvTLsoWPo3TifZ/iizARW6JC/F/BxWAqipUBYJsKyjnhVsvxh+MoBsmyR4HK3cUUn6sluzcVAJCdCwwKKuo5L//+W8Kisrqjr/xwXJuvXo0qYleHIoYoypOu8LNF3Vjf1k1f1+8kaM1QfIyE5lyQWeaJHtQFJmIALMOAL6IxrOLN9ZLiGQk/vnpFvq3ycIpQBkGgGYYuCSNdjkp7C6uQlVkDNPE1A3G922JpEUwzfhPJMJhHZfDRlqCxGdbD7NgzS5qasNkp3q4cVhXujfPQFUNRHgTkjApPVr1vWsATBNKjoixUBqi29R/9tUmqn3+b89Hh0hEQ9M0Nu/az8BuXeK+V7JhmDTPzebRf6+pS7ZPKK70savUT4fcJujx3+HQYrEcZ72aNQBJ0fE4VPLbN+W+lz/n9ueXMvUfn3DnC8vISfXSPD2B2pAA+yITfWC9vPDjesk2gG4Y/P21d6mq8eF0itFtBSCsG7y8fBtdm6czpm8eGYlunnjnKzxOG4oiRpIKUBuKUF0bwmVT8DpVElwqbrtCRNMpqvQhCTJcHwyF+ee/P+CPEwfw21F96NMmm8t6t+HZ20ZQU1XB2s07xZmaVWxsOljOy8u34gtEkCSJkspaHluwlgp/EI8r/neZhOjsQl7TrB/8vEVOljC/X6FwmIrqGqD+SoDojqxhDhSWCnMupilTeix4SryKLHPwaC2yADMOFovlW9YV2wAMoKLqGP9evZsJA9vRIiMJ0zQ4UhNk4ZrdNL24CxmJYmxQEI5orNq47Xs/M0yTlRu20XZsM4LB+O8RFghr7C+p5OEJPflszdeUFlXRtnlTrr6yL2t3F5PTt3WsQzxtdpuCXVW4flhXspK9GCb4AiH+d+k3JLjsQnQoAdB1nQmXXsjd/7cMr9NB25wUjlTVcOuzH/Lbkb2I1BwVosYWorvLLvpqb11JGQAmaLrJko0HyBveJabxnS7TNLn0vL58tHIDLoeN3p3bIcsyX2/fQ9UxH+OHD0aWJSHW5SqKgsNuJ1IbqHfcNKO13M2aZERntgQoi1NliWbpiRwLRFAkcKgKgYiGiUS77BQhdsy0WH4psiIRDIc45vdT4avC63LhtDsx9Pi5TqyEuwGEQmE0AyYMaMf/fLSJHYXRKdhmaV6mjupFhS9IokPBocZ/0q0bRt0IY3Rg5XgmYZqYgK82gClI81dFMknEzz2PvYJx/OG0+psdvL30C2b99npEKuJ22RRmTBrIG+tL2Lm2BICmKS7um5BPmscZLVgXgMvhoOhYiKIKP041SETXqQmECYZ1Xluxg4cnDUBV43/iTVFkArVBghGN/u2yubhHSzxOGyWVft5ftw9/MEIwFEYR4BbrsNsxJYmnH5xKdUDjs+1F6IbBXecNIiPBTo0vunGUIUD5gqrIjDivD28tWXHKZ8mJXvKaZQtz2atI3HRRN/YWlpFgl6j21ZKRkkRBZYDzOjUV4qXBYvlFSCZb9u7n7/MXUV3jR5YlvG4Xv554KT3atUGKk2KO+H8aCECWZFKSEnjy9ZXsOPxtveOhIzU8+u81zL35IiTif0QYwOWw0zIni/2FJccHUL5N5BRZpl/X9kKMbgNokTAvvvl+dJOYk56ytYEQz7+xiL/+/iZkQS4BRZYJ6DIHKmqJvgSZlNeE2VcRJi/dI0SbRgCnw0bZsRCTh3alR6ss9pZUk+p14rDJvLDkaxK9HiESblWVqays4Heje7OnuJpnPtxIhS9IXlYSv7qgM02S3dQGgiQ4vbEO9SfpukGL7Cw+3XqIFz7egiRHr5WVO0uY0L8t4/Lb1L2wxjvDMOnTuS3Z6SmkJifidjqRZYm9BcW0z8vFFKEFznGSJOEwwyx870N2FRRjGCaqInN+786c3yEHJHFK+yyWc0WSJMqrK3nsxX9hnHR9H/PV8uQ/F/DY739N04yMuChVjP8nmwC8bhcRXWd3cRVIEtJJfyp9ISp9AZIS4//BC5Ds9TBl7HBcDnu9GkhVkWmXl0vr5jlEIvH/0FIUiR37DqEAshydUj7xR1VkSsoq8NUGYx3madMMk0MVARRZIdFlJ9HlQFUVDlUGqA0JMPR4XCSiMbxnK2rDOn946TP+/uHXzHrrS55d/A3TJgzEJsvR8oU4p2kGzbMzCYZ1/rF0E5W+IBJwoLSaxxd+hddpw+mI/8WfEL02Qga8sWoPsiwRCkcIhaM16e9/fYCQHh3RF0VGWjI2m41/LvyYmc/O48//M5/9h4vxup1EBOhQckIgHORPc1+msPQIHoeNBJcDl11l7eadvPT2RyDF/33YYjnXTMngrSUr6iXbdZ+ZJq9/+Cm6GR/XvTh30TgWCIWo8QdIcNpRZAnTNDFME0mCRLedY74ANb7aWId5Wqp9tVTV+Jk6eRytm+WQ6HGTkuRl2ICe3Hb1aPYeKhbk4SsRCIaoDQbxOu0kuOy4HTYS3XZcdpVgKEREoCX+um7QOSeBkGbgD+v4wzqhiEH33ER03RBmIZim6xiGycK1e6IHjsddVOnnnbV7kCRTiHp0XTcwJIV/r96Fy2HD47Thsqt4XXYkCRZ/fQCvR4xFk4ZpUhMIU10bIqSbuJwOXE4Hmm5SG9IorqgRJlG1qQpbdh3ghTc/oLD0CLWBIMd8tXy+fgtP/nMBiV43ugDlV7IscaikjCOV1Scd+/bzL77eQiAsxkJ8i+VcimgRCorLfvDzQyXl9VrQxpIY8+lxTtd1HKpMsseOZpxIfsxoNYYJzTIS0Q0DVYD+woFQiJcXfkyblrlcM/pCEjwuJEliw/a9zHzudS7K707P9m0JBOL7Zm8YJu3ycnHYbQSCQXTdiI7eGSY2VSE50YvHKUZ7QwCHXUX3a9w4sDnvbylB000ubJ9BktOGx2XHFGTjG1VV+WzrAcb0acWAthnokQg2m8rhygDvrD9AbVgnNf7zISDaZru02k9NIIwsScgS6GENk+hxWZCXINM0iYRC6JqGw24jfLw22KbKhMMRJFND1wxEaDes6QZvfbSC2kAIu92Gwy5jmibhiMbug4WUHa0iKyU11mH+JFmWfjSJ0HWDQCiEyybOPcxiORdURSUjJYlDJeXf+3lGShK2OEm+rIS7AciKgqoo/OaS7vxlwVqq/NGd2px2lT9c3gd/MExCklOIVf42m4qqKuzaf4gN2/ehH5+mcdpVXHaV7IxURDgRWZZw2Gz06dKOT77cCMCJ/WL0sMHES4YIUSt8gqbreB0yGwsqGdklC1WW2Hiomm45XkIRHTGKF6LJ3YC2mSxbuY4H/uttQuHoeoAOebnccdXldduKxztZllAl6NYik+KK/RimWa/ldu/WTYTYYAWiI9zb9+wnv20Wy7ccQj3+cAoEdbq3zKSoqISmKR5EqBgORSL4/AGcTgfBYOj4/UvCYVdxOZxs3rWf7u3ivzuRYZjkNsmo+9k0qVeDqigyLkFKliyWc0mRFCZcch4btu/53s8nXjIEm6LGxcyWGE+3OKfKMqYk89Inm7l7TB8enDSA+yf0Z+bVA1m6cR/+sI4syMYkTruNC/p1wx+K4LQrJLjsx9vORdud9e/eIdYhnhZJMqmq8TGkT1duHH8JzbMzSfC66diqOdN+fSWRiBY300ynIxjReWLBl1zcMY2jviCFlbVc2C6V5xdvoDakCVNSYpomW3fs5M0ln9cl2wA79h/miRfnY2rxPXNygs2mEAiGGduvDVkpHjjRNU+S6NEqi1ZZSQQFmfKXJIk9+wsY3imL64d1pVlGMjlpiUwa3InJg9vw5ddbUAT5/bKrKpoJYc3A5XKS4PWQ4HUjySo1wTCpyYnf7tQaxwzDpEVOFqlJCYQjGjX+aKlfTW0AXTcY0L0jTrsj1mFaLDFnGCa5mRncMO4S1JO2KVYUmatHDqV1bk5cJNtgjXA3CEmSUOVoZ7a/LvwKlxpd+OUPaTjtKk2SXCiKLERbLVmWGHXhYLbvL2LLnoN1xx12G3f+agI2m1OI5E6WFQ4UlnLkmJ+8tu34das2OGwK/lCEFK+L9ds+Y2AghNsmRp1tMKKzpeAIf/jfZXRplo4iy7zyUTlhzaD8WC0p6UmxDvG0hCIaC5euIsFlxx+M1HW/cNhU/LUBdh04THZ6Soyj/GmGYRAMBjBMldnXDKaowkfBkRq6NE9HItpDWdd1IbZDV1WFMcMG4q+tJcms4Zq+OQDU+GpQSWTc8IHY7TZMAe5fDruNvp3b8clXm4noxsnt0VEUmd6d28UyvDPisNm4+4aJzPqf+RSWHgFA03Q6dMzlqpFDUWUlbhIJiyWWZBSG9uvJgB4d2VNQhCRJtMrNxuVwIJnxM64c/08DAdQGQ2BEuHV4V2a8toIyf/TJpEgSd4zoh02G2lAIpxL/fbgVRWHVnnJGDB/GVaMldh84RKLXQ8tmTVm4bj+9OiHICJFBi5xMNEeQB19bWVcEIwGKLPH4lCG4nOKMELnsCm6HDV8wwsb9x2s7JQm7KpOW4EKEMh+Idinx+WtRZIlEd3TmBCn6vUiY7NhXwJDeXWMd5mmQSHA7cKEyf+VOdhyuINFl59PNBxnTry19W2dgCNKv3mmzkZLkZfZzr3GgqLTeZ1lpycx54DZsqkJYi//fsUAoxA0TLmF3QTGHSo7UXRWKInP3DRM55qslJz2VcDj+y32qanz8/fX3uGnCJTgdDiqqj5GdnsrBojL+/D/zmXnn9dgVq6zEYgGQTAmXzUX3tm1IS/NSXl4Td49FK+FuAG6nnW17D/LeZ2t55MphHK70o2kGeVlJLPtiDVWlGYwc0pc46UzzoyRTom+bJtzy7Mckuu00TU0gcKiKA58VMKhDU+yKTEiANnSaZpCZkcHfPl4RbdFI9NqTiC52+3xnCbcM6yLErIOiSii6xLCuzfn4m4OEjtcG21WFnnkZeBwqpmSCGf8zD3abiiHJBIJhXHalbrYkrOmEIjrZqBW5yAAAIABJREFUmWlCbKykKBKRiMbKPaV8sqkA3fh2t8kXl26iQ9PzSXXFz8jKj4loGsu+3EjlMR+JHje6oWOaoCoKwVCEBUtXMuXyixChAlFCYt+hEu79f9dQWFzG9r0HSU700qtzOzxOOwG/T4guOKoqs2nXPgqKy5n5/L9wORx4nA6qfH4MwyDBZac2GMTusRJui+Vk8dBv+4dYCXcD0A2Tpas2sGrDVr7cuI0WOVmoisKBwyVEdJ0OebkMH9gTmxQfK2V/jIRMotvBded35NXPt1F9OAQm5KR5ue3SHsiK/O3qwzgnyTInBrLM4+m2iYksywQiBqpqJ6zF/yY+oXCE6pBGz1ZZpHidfLbtELpuMqB9Dr1bZ1FQXk3rNA+yABthOB12hvbtxjvL1xIJGHVbbiNJOG0qvTu3Q5LiP7HTdQPV6WbJxvUo8onXuWjCJ0sSi9bt4/ZLuqKF4vfmf4I/GGL52m/QzegCQ1mO3qcMQDJNlq/5hgnDBwtRfmW3qehahG0799K+dR6qOxGXXSEUCvPhshXcMGGEEDs0mibYbDYC4QimGZ1FDQRDdQN2Ec0QpD2rxWI5wUq4G0AoFKa6phabqhDRdPYfLqn7TJFlfIEgmmZgi/98iEhEp7TSz+COTRnevSVbDx0hI9FNs/QEPtl0kEt75AnzS6NIMp2bpXPkWHShkWEYKEp0VLVnXpYQI10Qrau3qQoz/7WKfm2zGdevLYossX5vKQ+8uoKnb74QA1OA8UcIhyJcO3oYB4rL2bhjHxBNVT1OOw/edi2yEv8vpRCdQQHwh3WqakPYVQVZktANnYhmENaiv2sa8T+FosgyqqJQ46vFpqrY7TYkIByJEI5oJHndArU4hFbNmiBLpbz870WEIxqGYdCpTQuuuPR8fLUBktwJsQ7zJ+m6Qde2eZg/MGvVJCMNt0BtTS0Wi5VwNwi3y0WbFtnsPHAYhz3a89U0o6MtsizRPDsTu02M/9WGYdI8PYH/WrSOkko/3Vpk8NXuErYWHOHhqwfhkGUhargBZNPksl6tWLe3lPJjAWRJIhzR6do8nVZNkjDjeOrpZDbFhqoF6dU6i9U7i1i9s6jus5ZZSSS57ThsDnQt/r8XA4OjviB3XT+R8opqduw/TFKChw55uRiyQmW1jyRn/K91ME3wOlSGdW3Gq59tJ1zXAjC6w+yIXi0xBVnQluh2c+l5fdm0cx8RTSOi1X9JuHhQb5K9XoLB+B8Ztqt2duw9RF6zJkwZMzy6WN0wcDrsbN65n/P7dhPm/uV0OLlh/MU8/+aH9Y477DamXjcGt8MpRHmfxWKJUh566KGHYh3EuRQIhDnXA5kSEi2aZvDOJ6sJhiKoqoIiS4QjGpGIxh//31XkZKQLsSU6gAL0b59DdkoC+8qqyUlL4PZLe5DhcQqTpEK0U4Rf0+mZl0nnZmk0TUtgXP+2dGqWRvP0BBQxvg5M08SmQN92OVT4gxQcOQYS9G+bzR/H9yPRoQixPgCi6x3KKqtYtasUZBsdWuXi9nj5dPMhcpOc5KQlgCHCWH203KJtbhr7S6spqvRHuxUpElcO6sDgDjkQEeNaiUQMcpqksmPfIUqOVNb7rHWzbG6/5nIwxJh5ME3IzU5n8YqvWL91F1U1fvYUFLNy/VbGDBtIksd7zp8HDcWmKGRkpNGvW3sMTcPrcTGwZ2f+36RRtMjJxBRgEesP8Xgc1NaK0TbzpzSWc2ks5wGxOxdJknC7f3hdhWQKMK++aNEinn32WTRN41e/+hXXXnvtaf/bo0d9v0gRvaQaHCgs5elX32H7vgIAmmdncuvVo+jSpiWyKcYI98lUVcYEkhJdVFT4Yx3OWTFlOFjhY+k3B9FNcNpkxvRtQ4rTLtTLA4Ah6YQ0Aw0wkVBMA7dNQUYRJokA0CWNPYdLMCQb2wsrSPM6aZriJictgUSXB02gREJRZIKmQaU/RNmxWnJTE0hwqag6Qn0niiIR1EJs2LabxSvWoRsGF/bvwcCenfA43ELUPdcjmQTCQSqP+UjwunDaHDhtduHa6JmyRElNLVsPlmOaBnabjd6tm5BoVzEEO5eTZWQkRLtINAKN5Vway3lA7M5FliXS0rw/+HncJ9ylpaVcffXVLFiwALvdzlVXXcV///d/06ZNm9P6979Uwg2g2iR8wVp8/iC6YZDocZPgcSHIXh4/SPQLUVFkwoaBbFNAN5ANhKnf/i5ZlpAVCa/XQc2xkDDT498lKSaBcIhIOIKiKNhtKk6bS5jdGb9LVWVSUjy/6P3mXHC5bPgCtSBJeF0uArXxv6j4p4h//5KImKDYZNAMMEyhXua+j+jfyckay7k0lvOA+E24437udtWqVeTn55OcnIzb7eaSSy5h8eLFsQ7re2kRE6fiIjstnS5tW+KyiZ9sNwa6bqCYkJnkRtJNYZNtiNbYaxEDm6oKm2wDmLqEU3GS6E6gRdMsVMkubLIN3y6iFDnZBggEIijYaJKe0iiS7cZA101kwyQ90Y2pi59sWyz/qeI+4S4rKyMjI6Pu58zMTEpLS3/kX8SecNOvFkuMWMmDxWKxWP4TxH1hsWEY9bYSN03zjLYW/7Hh/XMtIyP+20+drsZyLo3lPMA6l3jUWM4DrHOJR43lPMA6l3jUWM4D4vNc4j7hbtKkCevWrav7uby8nMzMzNP+97GqqbTqoeJPYzkPsM4lHjWW8wDrXOJRYzkPsM4lHjWW8wCrhvusDRw4kNWrV1NRUUEgEOCjjz5iyJAhsQ7LYrFYLBaLxWI5LXE/wp2VlcVdd93FlClTiEQiTJw4kW7dusU6LIvFYrFYLBaL5bTEfcINMHr0aEaPHh3rMCwWi8VisVgsljMW9yUlFovFYrFYLBaLyKyE22KxWCwWi8ViOYeshNtisVgsFovFYjmHrITbYrFYLBaLxWI5h6yE22KxWCwWi8ViOYeE6FLyc8jy6e9K2Zj+2w2tsZxLYzkPsM4lHjWW8wDrXOJRYzkPsM4lHjWW84DYnMtP/Tcl0zR/+W0YLRaLxWKxWCyW/xBWSYnFYrFYLBaLxXIOWQm3xWKxWCwWi8VyDlkJt8VisVgsFovFcg5ZCbfFYrFYLBaLxXIOWQm3xWKxWCwWi8VyDlkJt8VisVgsFovFcg5ZCbfFYrFYLBaLxXIOWQm3xWKxWCwWi8VyDlkJt8VisVgsFovFcg5ZCbfFYrFYLBaLxXIOqbEOwGKx/LRjx46xaNEiqqqqME2z7vgdd9wRw6gsFovFYoktXddRFCXWYfwka4S7gSxYsID+/fvTsWNHOnbsSIcOHejYsWOswzor1dXVTJ8+nSlTplBVVcX9999PdXV1rMM6K8uXL491CA3it7/9LWvWrMEwjFiH8rONHDmSF198kfLy8liH8rM1lvMAqKio4KWXXuKZZ55h7ty5zJkzh3vvvTfWYZ01Ue9ZJ/vwww8Jh8OxDuOsvfHGGwDMnTv3e/+I6uabbxb+uwEIh8M8++yz3Hvvvfh8PubOnSvkOU2cODHWIZwWK+FuIH//+9955ZVX2L59O9u3b2fHjh1s37491mGdlRkzZtC1a1eqqqpwu91kZmZyzz33xDqss/L444/HOoQGceTIEebMmcOdd97JHXfcUfdHRM8//zyhUIgpU6Zwyy23sHjxYiKRSKzDOivBYJDJkydzyy238OGHHwp7HgC/+93v2L59O++++y6BQIAlS5Ygy+I9IrZv386IESMYM2YMpaWlDB8+nK1bt8Y6rLPy+eefM2LECB5++GE2bdoU63DO2MmzcY3JzTffzIoVK4T+bgAeeeQRAoEA27ZtQ1EUCgoK+OMf/xjrsM5Yeno669ati/uXBclsrFfEL+yaa67htddei3UYDWL8+PEsWLCAsWPHsnDhQgAuv/xy3n333RhHduZ+85vfkJKSQvfu3XE6nXXHx44dG8Oozty9997LjTfeSIcOHWIdSoP6+OOPmTVrFsFgkMsvv5zbbruNlJSUWId1xtatW8d7773H2rVryc/P54orrhBuhmvEiBEsXryYxx57jBEjRtC8eXN+9atfCXfdX3vttTzyyCP84Q9/YOHChaxcuZInn3ySt956K9ahnZVgMMiSJUt47733OHr0KCNHjmTs2LGkpaXFOrSftGnTJrp16xbrMM6ZYDDI4sWLeeqpp/B6vUycOJFrrrkGu90e69BOy7hx43j77bfrnvWmaTJ69Gjee++9WId2RvLz86mqqgJAkiRM00SSpLgb9LRquBtI586dmTp1KoMGDcLhcNQdFy2xA1AUhZqaGiRJAuDAgQNCjnQBdcnbN998U++4aN/L7t27GTduHGlpaTgcjrobyrJly2Id2hnz+/0sWbKEd955h9LSUq6++mpGjhzJ559/zk033cSCBQtiHeIZqa2t5fDhwxw6dAhZlklKSmL27Nn07NmTP/zhD7EO77QlJSUBkJeXx44dO+jevXuMIzo7gUCA1q1b1/08aNAgHnvssRhG9PM4nU6aNm1KdnY2Bw8eZOfOnVx//fVMmjSJ6667Ltbh/ag//elPvP322wD85S9/4b777otxRA1nzZo1vPPOO6xcuZIhQ4Zw2WWXsWrVKm699Vb+8Y9/xDq80yJJEuFwuO5ZX1lZWfd3kXz55ZexDuG0WAl3A/H5fHg8HjZu3FjvuGiJHcDUqVOZPHkyxcXF3HbbbWzcuJE///nPsQ7rrDz66KNEIhH279+Pruu0bdsWVRXv117kesfvGjZsGEOHDuWOO+6gb9++dcevueYaVq1aFcPIztzdd9/N6tWrOf/887n11lvp06cPEK2NHDx4sFAJd35+PlOnTmXatGnceOONbN26td6skCiSk5PZsWNHXeLw7rvv1r1MiObJJ5/kvffeIzc3lwkTJvDAAw/gcDjw+XwMGzYs7hPukyfQ16xZE8NIGtbQoUPrvpMHH3yw7jrp378/EyZMiHF0p2/KlCnccMMNlJeXM3v2bD7++GMhSxXD4TD/+7//y/79+5kxYwYvvfQSt9xyS9zNNFglJQ2oMSR2ADt27CAzM5NNmzah6zrdu3cnPT091mGdlS1btjB16lSSk5MxDIMjR47wzDPPCDd6Z5om8+fP58svv0TTNPLz87nuuuuEnHnw+Xx4vd5Yh9Eg3nrrLS677DLcbvcpn5WXl5ORkRGDqM5eQUEBzZs3Z+vWrXz11VdcdtllZGZmxjqsM1JQUMC0adPYvHkzTqeTFi1a8Pjjj9OqVatYh3bGHn74YW688UaaNWt2ymcilGucXJZ48t9Fd+I6OUHke9qePXtYs2YNuq7Tv39/2rdvH+uQztj06dNJTU3lk08+4c033+TBBx/ENE2eeOKJWIdWj5VwN5DGktgBXHrppXz44YexDqNBXHXVVdx///1138PGjRuZNWuWcPWcjz32GAcPHmTChAmYpsmCBQto2rQpDzzwQKxDO20XXnjhj05XilgeU11dzfvvv09lZaXw7RrD4TBffPEFx44dq3dcxFk6iJb6GIYhbCIE4t+LT9QIf/fvovv0009Zt24dt912GxMnTqSiooJp06Yxfvz4WId2Rnbu3Mlzzz3Hk08+yd69e3nwwQeZOXOmcC+notSiizkEG4dmzZrFk08+WS+xmzlzpnCJHUCbNm2YO3fuKQsNT57+F0VtbW29l54ePXoQCoViGNHZWblyJQsXLqwb0b7gggsYPXp0jKM6M6+88gqmafLMM8/QrFkzxo8fj6IoLFq0iMOHD8c6vLNy++23k5qaStu2bYWsfTzZzTffjGmaNG3atN5x0RLudevW8c9//vOUtoAvv/xyjCI6ex06dGDhwoV069at3r04JycnhlGdvu3bt9ctHjZNk44dO9a9mMbjorbTNXfuXGbPns0HH3xAt27dePDBB5k8ebJwCfeMGTPqBgdat27NbbfdxgMPPMD8+fNjHNmZEaUW3Uq4G0hjSewAqqqqWLNmTb2aO0mShHxgJSUlsXTpUi666CIAli5dSnJycoyjOnO6rqNpWl1NmiiN/k92IpHbuXMnjz76aN3xG2+8UbgH1QnV1dW8+uqrsQ6jQVRWVgrXkeT73Hfffdxxxx3CJKU/5ptvvjllwbdIi6V37NgR6xDOmQ4dOvD0009z+eWX4/F4hGwJGggEGDJkSN3PgwYNErKV7ndr0ZcuXcrtt98e67BOYSXcDaSxJHYQHYlsLGbOnMk999xTV3rRrFkzIW8oo0ePZsqUKYwcORKA999/v+7vIlq9ejUDBgwA4LPPPhPu5eGEdu3asWXLFrp06RLrUH62/Px8Vq1aRX5+vpBrA07IysoSblT+h3zyySexDqHBzZgxg5kzZ8Y6jJ8lPT2dmTNnsmXLFh5//HH+8pe/CPmCl5qayvz587n88ssB+OCDD4RoN/ldY8eOpUuXLnW16M8++2xcttC1argbyP79+7n33nspKCgAoondX//6V+FqoQAmT578vdMxIo5wv/7661x11VWNop7z888/Z/Xq1ZimSX5+PhdccEGsQzor27ZtY9q0aZSVlQHRke+//vWvtGnTJsaRnb4T9ejBYJCKigqysrJQFEXodo0vvfQSf/nLX+qu/XjtZftTFi9ezNKlS8nPz6+3cF3EJLy6uprHH3+cgoIC5syZw2OPPcb9999PYmJirEM7a42hltvn87F06VJ69uxJixYtmDdvHmPHjsXj8cQ6tDNSVFTEww8/zNq1a7HZbPTt25cZM2bQpEmTWId2Wn5qEW68XfNWwt3AGkNit3bt2rq/a5rGsmXLSExM5Le//W0Mozo7o0aNiruFE2di69atdO7cma+++up7Pxexrv6EE3V2Is4EFRYW/ujn362DFsFll13Giy++KORI3cluvvlmQqHQKd/ByWVMojixt8O8efN46623eOaZZ9i+fTvPP/98rEM7a42hW0k4HOazzz7D7/cD0RK/w4cPC/mMFNn999//o5/H2zVvlZT8TCemxxrTqHC/fv3q/Txw4ECuuOIKIW8mTZo0YcqUKXTv3r3ehkSidJGYP38+s2bNYs6cOad8JmpdfWFhIdOnT6ewsJB58+YxZcoU/vznP5Obmxvr0E7biWQuEokwb948vvzyS1RV5fzzz2fixIkxju7sZGRkCPny811HjhwRfgT1hMOHDzNp0iTmz5+P3W7nrrvuqpv+F9WsWbNiHcLP9vvf/57q6moKCgro06cPa9asoVevXrEO64ytWLGCp556iurq6npdlkSZoYu3hPqnWAn3zzRp0iQA7rzzzhhH0nCKiorq/m6aJnv27KnbNlU0PXr0iHUIP8uJh9OMGTNo165dvc++u8mSKB588EFuuukmnnjiCdLT0xk1ahTTpk1j3rx5sQ7tjE2fPp1gMMiVV16JYRi888477Nq1S6h2jSckJyczatQoevXqhc1mqzsu2kOtW7dufPrppwwZMkTYtQEniL7r79NPP82dd975gyORov1unbBz504++ugjZs+ezYQJE/jd737H7373u1iHdcZmzZrFfffdJ2yXJdFazVoJ9890YrHUkiVLmDFjRr3Ppk2bdsposQiuu+46JEmqq+FMTU1l+vTpsQ7rrBQWFgp7UwdYv349hmEwffp0Zs+eXTcKoWkaDz30EEuWLIlxhGeusrKSwYMH88QTTyBJEldeeaWQyTZEu0gsXry47ucLL7yQUaNGxTCis3fBBRcIuy7gZMuWLeONN96od0zEWnSIDuSIvOtv586dgVNnTUWXlpaGJEnk5eWxc+dOxo4dK2SXkpSUFIYOHRrrMM6aaA0erIT7Z3rggQc4dOgQW7ZsYffu3XXHNU2jpqYmhpGdvQULFpwytfxTNavxateuXfj9fuEWs5ywatUq1q5dS1lZGX/729/qjquqWje7Ihqn00lJSUndyMS6devibgve05Wbm8vBgwdp0aIFEC1nyMrKinFUZ2fcuHFUVVURCAQwTbOuLlU0X3zxRaxDaDBDhgyhS5cudbv+PvLII0ItmLzwwgsBGD58OO+88w7XXnstpaWlvP7669xyyy0xju7stW3blpkzZ3L11Vdz9913U1ZWhojL4Xr37s2jjz7KeeedV6/kUpS1Qbt27WLo0KE/uCYg3tbSWIsmf6bDhw9TWFjI7NmzmTFjRt1FpygKrVu3Fqomsri4GNM0ueWWW3jhhRfqzkXXdW6++eZ6I3miuOKKKzh48CB5eXn1biii1T4vXLgw7lZcn63Nmzczffr0uu2Rq6ureeqpp4Qs/7n++uvZuHEjffr0QVEU1q9fT2ZmJunp6YBYv2dPP/00L730EpqmkZKSQmlpKV26dOHNN9+MdWin5Y033mDSpEnMnTv3ez8XZd3GySZNmlRvtN4wDMaMGcOiRYtiGNWZ+81vfkP79u2566678Pl8vPDCC+zbt4+nn3461qGdFV3X+frrr+nTpw/Lli1j9erVTJo0ibZt28Y6tDMyefLkU46JtDZozpw5TJ06VZiSJWuE+2fKzc0lNzeX11577ZQ3+E6dOsU6vDMyZ84c1qxZQ1lZGddee23dcVVVhZ1qvueee2IdQoPo0aMHs2bNora2FtM0MQyDw4cPC1mK0bVrV9566y0OHDiAruu0atVK2BHu2267rd7PN910U4wi+fnefvttPvvsM2bPns2tt97Kvn37eO2112Id1mlrTGNHU6ZMqesW1aFDh7oSP1VV60aNRVJUVMRzzz0HgNfr5a677mLMmDExjurs/fnPf64rIR02bBjDhg1j2rRpPPbYYzGO7MyIVpLxXVOnTgUgMzOTu+66K8bR/DQr4W4gd999N+3btwfA4/FgGAb33nvv/2/vzqOiPM//j79RKCBoXIej1ESbui/RJlGgRKNiDovQASumotSaaLGGRJO41Lr0qPEoBZdCo0iJaWOOAjogWyKYgFh3q6YGBEm0KW7EAA4xoAjM7w9+zBcKWsGYh3u4Xn9xZjz4mXOA53ru576vS6k7+Pq7wR07dij9uK+hMWPGcOjQIY4fP051dTVjx441DydSyZtvvsmLL77IP//5T/z9/cnMzFRuNaXepUuXiI+PbzJ6u62tRjyMMWPGkJeXZ74Rqt+GoWKnEp1Oh6OjIwMGDCA/P5+XXnqJiIgIrWM9tJdffhlQ/9wG/N+TkXXr1il7fqYhKysrCgoKzNfIL7/8slGPdFXcbwtpTU0N5eXlGiZrnXPnzhEdHd1oIefatWvKDVzKyspi4cKFbf7gp3o/8W2UJd3BT58+nQ8//JBbt241WjVS8ZFsTEwMGRkZ+Pr6YjKZ2L59O4WFhcyfP1/raC1y7949Xn/9daqrqxk6dCiBgYFMnTpV61it8tprr+Ht7W2++KpsxYoVnDx5EqPRyE9+8hPy8/P52c9+pmTB7ejoSFJSEsOGDWPXrl3odDru3LmjdawWU/3cRkMLFizg6NGjuLm5ER0dTW5uLosXL6Zv375aR2uRpUuXMmfOHJycnLCysqK0tFTJib/z5883byFteD2s30KqmuXLl/PKK6+QmJjIrFmzyMjIUO7JPNR1WPL09GTYsGGNto62tRtvKbi/J5ZyBw+wcOFCOnfurGyroIaSk5NJSEjAzs4OgMDAQAICApQruO3t7amqqqJfv37k5uby3HPPaR2p1bp06aLkzVtzjh49yoEDB1i7di3BwcFUVlayYcMGrWO1yjvvvENaWhp6vZ6srCxWrVqlZKuzDh06MGHCBOXPbUDdk1M3NzegboLmr3/9a5YvX67UVoCsrCx++tOfkpWVxd///ndycnIYO3YszzzzjNbRWqx+C2lycjK3b9/m22+/NS9KVVRUKHVmC+BHP/oRU6dO5erVq3Tp0oWwsDB8fX21jtVi/v7+Wkd4KGpWhG2QpdzBQ12nhZ07d2od43thMpnMxTaAra2tkjdCfn5+hISEEB4ezvTp0zl8+LDS3TA2b97cZPS2KifjG9LpdNjY2PD0009TUFCAj4+Pst2JtmzZYl4RWrZsmcZpWsdoNDJnzhx69OgB1P3+l5SUmA+xqsZoNPLKK6+wdu1a/P390ev1St04xMbGkp6ezsaNG7l06RJRUVH84Q9/4MKFC4SFhSnZrx4gOjqa6OjoRgW2lZVVm+v7/L/Y2tpy69Yt+vfvz2effYarqys1NTVax2oxf39/KioqmgzwaWvUqzzaKDc3N7KyssjPzycnJ4fDhw8zd+5czp49q3W0FhsyZAj5+fkMHjxY6yiPzMXFhdDQUPMdcGJiImPHjtU4VcvNnDkTvV6Po6MjH3zwAefPn8fd3V3rWK1y9uxZzpw5w5kzZ8yvqXQyviEnJyeio6NxdXU132BXVVVpnKp1VN+KkZeXx7x581i/fr257/PmzZsxGAzExMRonK51amtr+fzzzzl48CC7du3iwoULShVE+/fvJy4uDnt7e8LDw5k4cSLTpk3DZDLh7e2tdbxWS0hI4ODBg3Tv3l3rKI9k9uzZLFq0iMjISKZNm0ZKSop5tohKoqKiiI2NpVu3bo1miLS1GyApuL8nRUVFxMfHs2/fPsrLywkJCWHbtm1ax2qVwsJC/P396dGjB7a2tm32h/dhrFixwtxBxmQy4eLiYj5cpZLS0lLS0tIaHTQsKChQcmtGbm4uGRkZWsf4XrzzzjscOnSIkSNH8tJLL5Gamsof//hHrWO1yn9vxaj/vVflRmjjxo1EREQ0uqFetGgRzz33HBs2bOD999/XLlwrLV68mLCwMH7zm9/Qt29fAgMD79sCrS2ysrLC3t4egBMnTjBjxgzz6yrr3bs3TzzxhNYxHpmXlxeenp5YWVmxb98+/v3vfzNkyBCtY7WYwWDg008/pVu3blpHeSApuB9RZmYme/bsITc3l8mTJ/OnP/2JlStXKlkI1btfH1uV1LfSqlf/mCkjI4N169YpN3Vu7ty5DBw4sM018m+N+i4YlvAE5Y033iA2Nhao62nbXF9bVfj5+dGzZ0/s7OynGxN3AAAPVUlEQVQoLS1V7mBeeXl5s0+vXnjhBcLDwzVI9Ohyc3OJiIigV69eAMTHx2ucqGU6duxIeXk5FRUVXLhwgZ///OdAXScZFbf21evXrx8zZsxg7NixjVqaqnbdt5SOUTqdjs6dO2sd439S9ye+jQgNDcXLy4u4uDjztDnV796dnZ1JSUnhiy++ICQkhAMHDig3dCU/P9/8tV6vv+8kKpWo9kfwfi5duoS/vz+9evXCxsZG6ScolZWVXL9+nd69e2sdpdVKSkp4/fXXKSwspF+/fgBcvnyZUaNGsWnTJm3DtUB1dTW1tbV06NCh0eu1tbVKjt0GuHPnDrNmzeLJJ5/E398fDw8PbGxstI710ObNm4der6e6uppf/vKX6HQ60tPT2bx5MwsWLNA6Xqs5OTkpe4amIdU7RtUvDnbp0oXp06czbtw4OnbsaH6/rd0AyaTJR3Tx4kUMBgMpKSk4Ozvj4+PDzp07yc7O1jpaq4WHh3Pjxg1yc3NJSEhg/vz5DBs2TNmDVP7+/iQmJmod45Fs27aNnj174uLi0ugPSp8+fTRM1TpXr15t9nUVV+89PT356quvlN5+tXz5cnr27EloaKi5mKuqqiIyMpKbN28q03VlzZo1dO3a1TwMo15UVBT/+c9/CAsL0yjZozt9+jSpqamcPHkSFxcXpk2bpsyj/+LiYsrKysxPtA4dOoSdnZ2SZ2nux2QyceXKFeWeCr388svs2bNH6xitNnHiRAICAu77vhTcFqq6uprs7GwMBgM5OTm4ubkRFBTE+PHjtY7WYnq9nsTERPz9/UlKSqK6uho/Pz/S09O1jtYqlrDCHRERwa5duxrtUVOtsKtnMpnYvXu3eRiRi4sLM2fObLIyqQJLuHnw8vLio48+avK6yWTiF7/4BcnJyRqkarnbt28zb948bty4weDBg7G1tSUvL4/u3buzbds25Vq21auoqCAjI4OUlBSKi4uZPHkyp06dYvTo0bz11ltax2uX4uLi2LhxI5WVlebXfvzjH5OZmalhqpaLi4vj2rVrynaMUu3aLltKvifW1tZ4eHjg4eFBaWkpSUlJREREKFlw1xc+9VtjqqqqlCyG6qm+xQfqetkeO3asUYtDVYWFhfHVV18xdepUTCYTBoOBoqIiJVuEnTp1qslrdnZ2fPfddwwcOFCDRC3XsFd1Q1ZWVkr93js6OvLhhx9y/PhxLly4QIcOHQgKClK6Z/3bb7/N8ePHGTduHL/73e949tlngbq/ye7u7lJwayQ6Opr9+/ezZcsWFi1axKFDhxp1XVKF6h2jVLu2S8H9GHTv3p05c+YwZ84craO0iqenJwsXLsRoNPL++++TnJzMlClTtI7VIhMnTjT/MhYXFzNp0iQAJR/5Q92KqdFotIiC+8iRIyQlJZmLuRdffFHJYQsAn3zyCXl5eXh4eACQnZ2NTqejoqICX19fZs+erW3Ah/Cgi5ZqFzQrKytcXV1xdXXVOsojqV+1c3FxYfTo0Tg4OFBUVERRURFQt7KXlpamZcR2rUePHvTt25dBgwZx8eJFgoKC2L17t9axWkz1jlGFhYXma3tDbfU6LwW3aGLevHkcPnyYPn36cP36dUJDQ5kwYYLWsVpEpUlsD+PevXv4+PgwYMCARoemVFmJaKimpobq6mrz6f6amppG+9JVcvPmTRITE+nSpQtQd4g6JCSEuLg4AgIClCi4H3TRunnzpgaJxLJly+jRoweurq7NHpLU6/XmziXih2dvb8/x48cZNGgQBw8eZMSIEdy5c0frWC2meseop556ih07dmgd46FJwS2aWLBgAX5+fixatKhRyyOVqLSH9mGEhIRoHeF74+vrS3BwMD4+PgCkpaUp9wSlXllZWaNBMba2thiNRqytrZVZHT5w4IDWEcR/SUxMJD09nSNHjjB48GC8vb1xc3NTaouPJSouLsbJyYmVK1eyd+9eli5dyt69e/Hy8mpzB/Qehuodo2xsbJS61suhSdFEVlYWaWlpnD59Gnd3d/z8/MyT28QPKzc3l2HDhjW7VxjUOdxSz2g0UlNTw+eff86xY8c4ceIEwcHByrWdrBcREcHZs2fx8vKitraWjIwMnn32Wfr160dqaip//etftY4oFHf+/HnS09M5ceIEw4cPx8fHx6I6fKikYcer9957T9lto/VUP/S9Zs0aVq1apXWMhyYFt7ivu3fvkpWVxY4dOygrKyMrK0vrSO3OypUrWbt2bbMDVVQ63AKNR2+PGzcOgE2bNpGYmEhMTIyyjzWzsrI4cuQI1tbWuLq6Mn78eM6dO0f//v0tYhqdaBtOnz5NeHg4BQUFnD17Vus47VLDrhiW0G7WkjpGqUC2lIhmffHFF6SlpfHxxx/Tu3dvgoODtY7ULq1duxawjD3pzY3efvPNN3n++eeVHb0NdV19rK2tqampMQ9YGTVqlMaphOpMJhOnTp3i448/JicnhyFDhjBr1izlztNYkuamF6vMkjpGqUAKbtGEr68vHTt2xNfXl7/97W/odDqtI7V7eXl5bN++HaPR2OgPvUor3JY4ejsmJoaMjAx8fX0xmUxs376dwsJC5s+fr3U0obDVq1dz+PBhhg4dipeXF4sXL8be3l7rWKIBVc5oPIgldYxSgRTcoonw8HBlR71aqqVLlzJ9+nQGDBig7B96Sxy9nZycTEJCgrldY2BgIAEBAVJwi0cSFxdH165dycvLIy8vj02bNjV6X5VDbZamYUcfS2g3a0kdo1QgBbcwmzVr1gOLOZVWUy2NnZ0dM2fO1DrGI3n++eeJiopqMnr73XffZfjw4RqlejQmk6lRb3RbW9tGE9uEaA3VCrf2wtI6+lhSxygVyKFJYXby5EkA4uPjsbOzQ6/XY21tTWpqKnfv3jXvJxY/vK1bt9K9e3fc3d0bTQbs06ePhqlaxhJHb69bt47i4mL8/f2BuoElOp2OFStWaJxMCCHu79KlSzg4OFBQUMCxY8cAGDJkCKdPn2bNmjUap7NMUnCLJqZOncq+ffsavRYQEIDBYNAokZg4caL56/qnEFVVVRw+fFirSK1iMpkajd4ePny40qO3G57yN5lMuLi4MH36dFnlFkK0WZGRkbz33nsAREVF4ebmRmxsLO+++y6jR48mNjZW44SWSQpu0cSUKVOIjIykf//+AOTn57NkyRKSk5M1Tibu3btHZmYmu3fv5vz585w7d07rSO3SzZs36dWrF9euXWv2fZWePAgh2pdJkyaxe/duvv76a/785z9TW1tLcXExS5Ys4YUXXtA6nsWSZRjRxLJly5g1axZOTk6YTCZKSkqIiIjQOla7VlRURHx8PAaDAaPRSEhICFu3btU6Vru1YsUKoqOjmTlzZrPnHmQPrhCirXJwcECn06HT6fjXv/6FXq8nOjpaDkw+ZrLCLZpVVVVFfn4+R48e5dChQ+Tn58uwBQ1kZmayZ88ecnNzmTx5Mp6enqxcuZJPP/1U62jt3pdffknnzp3R6XTs2LGDM2fOMGzYMF599VVp4SaEaLMaDvDx8vLio48+0jhR+yAr3KKJ+tXUffv2UV5eTkhICH/5y1+0jtUuhYaG4uXlRVxcHE899RRgGf1fVffBBx8QGxtLx44dGTNmDJcvX8bb25uTJ0+yevVqwsLCtI4ohBDNangNadhlSTxessItzGQ1te25ePEiBoOBlJQUnJ2d8fHxYefOnWRnZ2sdrV3z8fEhISGByspKPDw8+Mc//oGDgwM1NTXo9XpSUlK0jiiEEM0aPnw4Tk5OQF0/8fqvVe0nrgpZ4RZmspra9gwcOJBly5bx9ttvk52djcFg4JtvvmHevHkEBQUxfvx4rSO2S9bW1nTq1IlOnTrRt29fHBwcAOjYsaN0KBFCtGmW1k9cFXJlEGbJyckYDAZmzJhhXk2tqanROpagrsDz8PDAw8OD0tJSkpKSiIiIkIJbIw2nZcpBIyGESpydnbWO0C7JlhLRRHV1tXk1NScnBzc3N1lNFaKB0aNHM2LECADOnz9v/tpkMpGbm8uZM2e0jCeEEKKNkYJbPFD9ampSUpL04Rbi/6ufyno/Y8aM+YGSCCGEUIEU3EIIIYQQQjxGHf73PxFCCCGEEEK0lhTcQgghhBBCPEZScAshhBBCCPEYScEthBBCCCHEYyR9uIUQQmF79+4lLi6O7777jqqqKvr27cvChQt55plntI4GwNatWzEajaxatUrrKEIIoRkpuIUQQlGbNm3i1KlTbNmyxTzM4tixY/z2t7/FYDDQp08fzbLduHGD9evXk5OTQ0BAgGY5hBCiLZC2gEIIoaBvvvmGSZMmkZmZiU6na/ReUlISI0aMwNHRkTVr1nD9+nXu3buHj48PISEhXLlyhdmzZzN+/Hg+++wzysvLWbx4MZMnTyYyMpJz587x9ddfM2jQIMLDw9m2bRsZGRnU1tbi7OzM6tWrcXJyemC+qKgounbtSklJiaxwCyHaPVnhFkIIBZ07d46nn366SbENoNfrAQgODmb27NlMnDiRu3fvMnfuXJ588klGjhxJUVER7u7urFy5kgMHDrB+/XomT54MwNWrV0lNTcXa2pqkpCQuXrxIQkIC1tbWxMXFsWLFCmJiYh6Y77XXXgMgMjLye/7kQgihHim4hRBCQf/9cPL27dsEBQUBUFFRwYQJEzh16hRGo5GtW7eaX8/Pz2fkyJHY2Ngwfvx4AIYOHcqtW7fM32vUqFFYW9ddHrKysjh//jxTp04FoLa2lsrKysf++YQQwpJIwS2EEAoaOXIkly9fpqysjG7duuHo6Mj+/fuBulXla9euYTKZ2LNnD/b29gCUlpZia2tLWVkZNjY2dOhQ16jKysqq0ffu1KmT+eva2lpeffVVZsyYAUBVVRVGo/GH+IhCCGExpC2gEEIoyMnJieDgYN544w2uXbtmfv3q1aucOXMGBwcHRo0axc6dOwEoLy/nV7/6FZ988kmL/h93d3f27t3L7du3gbquI0uWLPn+PogQQrQDssIthBCKWrRoEcnJybz11ltUVlby7bff8sQTT+Dt7U1QUBAlJSWsXbsWX19fqqqqmDJlCn5+fly5cuWh/49p06ZRXFxMYGAgVlZW9O7dmw0bNjzGTyWEEJZHupQIIYQQQgjxGMkKtxBCiBZbv349J06caPa93//+97i4uPzAiYQQou2SFW4hhBBCCCEeIzk0KYQQQgghxGMkBbcQQgghhBCPkRTcQgghhBBCPEZScAshhBBCCPEY/T9eXWai7D6lbAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# display scatter plot\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.scatterplot(x= 'Genre_1', y= 'Votes (Thousands)', hue = 'Revenue_Classification', size = 'Revenue_Classification', alpha = 0.9, data= movies_db, palette = 'Blues_d')\n",
+    "plt.xticks(rotation = 90)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# display the bar plot\n",
+    "f, ax = plt.subplots(figsize=(12,7))\n",
+    "sns.barplot(x ='Genre_1', y = 'Votes (Thousands)',data = movies_db, palette=\"GnBu_d\")#, order=movies_db['Votes'])\n",
+    "\n",
+    "plt.title(\"Votes per genre\")\n",
+    "plt.xlabel(\"Movie Genre\")\n",
+    "plt.xticks(rotation = 90)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Answering the Main Questions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Rating and Revenue"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Rating and Revenue scatter plot \n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "ax = sns.scatterplot(x= 'Rating', y= 'Revenue (Millions)', hue = 'Revenue_Classification', alpha = 0.9, data= movies_db, palette = 'Blues_d')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# as we can see, higher rating doesn't mean higher revenue"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22858a486d8>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# reg plot\n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "sns.regplot(x= 'Rating', y= 'Revenue (Millions)',  data= movies_db)#, palette = 'Blues_m')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# no correlation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Rating vs Votes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes (Thousands)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>9.0</td>\n",
+       "      <td>1791.916</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>8.8</td>\n",
+       "      <td>48.969</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>8.8</td>\n",
+       "      <td>1583.625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>8.6</td>\n",
+       "      <td>34.110</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>8.6</td>\n",
+       "      <td>557.965</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rating  Votes (Thousands)\n",
+       "0     9.0           1791.916\n",
+       "1     8.8             48.969\n",
+       "2     8.8           1583.625\n",
+       "3     8.6             34.110\n",
+       "4     8.6            557.965"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# creating a df with rating and votes\n",
+    "rating_sorted = movies_db[['Rating','Votes (Thousands)']].sort_values(by=['Rating'])\n",
+    "rating_sorted = rating_sorted.loc[::-1]\n",
+    "rating_sorted = rating_sorted.reset_index()\n",
+    "rating_sorted = rating_sorted.drop('index',axis=1)\n",
+    "rating_sorted.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# scatter plot \n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "sns.scatterplot(x= 'Rating', y = 'Votes (Thousands)', data = rating_sorted)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "sns.regplot(x= 'Rating', y= 'Votes (Thousands)', data= movies_db)#, palette = 'Blues_m')\n",
+    "plt.title(\"Rating vs Votes\",fontsize=16)\n",
+    "plt.ylabel('Votes (Thousands)', fontsize = 16)\n",
+    "plt.xlabel('Rating', fontsize = 16)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\nAfter serveral attempts to fit the exponential distribution in this plot, in the\\nend I gave up because I was running out of time and just kept the linear regression.\\n'"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'''\n",
+    "After serveral attempts to fit the exponential distribution in this plot, in the\n",
+    "end I gave up because I was running out of time and just kept the linear regression.\n",
+    "'''"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Revenue vs Votes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x228582b3048>"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# displaying scatter plot\n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "sns.scatterplot(x= 'Revenue (Millions)', y= 'Votes (Thousands)', hue = 'Revenue_Classification', alpha = 0.9, data= movies_db, palette = 'Blues_d')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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zZszw6ucgIiIiIs/x+uX+bdu24cknn0RiYuIVj61cuRJ33303evXqBcAZUl955RVMmTIFS5cuhcViwaVLl2A2m5GVlQUAmDZtGvLz8735EYiIiIjIw7weUp999llkZ2dfMX727Fl8+eWXmDVrFgDAYDBgwIAByMvLw3vvvYeGhgasW7cOlZWVSEhIcL0uISEBFRUVXqufiIiIiDzPb27k3Lp1K2bMmAGVSgUAiIiIwKuvvup6/P7778fChQuRm5sLQRBc45IkNfvaHXFxkR1TtJsSEqK8+n7kPTy3wYvnNrjx/AYvntvg4Tch9dNPP8Vrr73m+rq0tBR79+7FXXfdBcAZRhUKBZKSklBVVeV6nk6nu+qtA62prtZDFKWOKfwaEhKiUFXV6JX3Iu/iuQ1ePLfBjec3ePHcBhaZTGh14tAvlqCqqamB2WxG9+7dXWMajQbPP/88Lly4AEmSsGXLFkyYMAFdu3aFWq3GoUOHAAA7duxAbm6ur0onIiIiIg/wi5nUixcvIikpqdlYbGwsli5diocffhg2mw1DhgzB7NmzAQCrVq3C4sWLodfrkZaW5rqPlYiIiIiCgyBJkneue/sRXu6njsBzG7x4boMbz2/w4rkNLAFxuZ+IiIiI6IcYUomIiIjI7zCkEhEREZHfYUglIiIiIr/DkEpEREREfochlYiIiIj8DkMqEREREfkdhlQiIiIi8jsMqURERETkdxhSiYiIiMjvMKQSERERkd9hSCUiIiIiv8OQSkRERER+hyGViIiIiPwOQyoRERER+R2GVCIiIiLyOwypREREROR3GFKJiIiIyO8wpBIRERGR32FIJSIiIiK/w5BKRERERH6HIZWIiIiI/A5DKhERERH5HYZUIiIiIvI7DKlERERE5HcYUomIiIjI7zCkEhEREZHfYUglIiIiIr/DkEpEREREfochlYiIiIj8DkMqEREREfkdhlQiIiIi8jsMqURERETkdxhSiYiIiMjvKHxdABH5j+ISHfILz0NXb0Z8tAaTcnogIyXe12UREVEIYkglIgDOgLpl9ynI5TKEaxSoM1ixZfcpAGBQJSIir+PlfiICAOQXnodcLoNaKYcgCFAr5ZDLZcgvPO/r0oiIKAQxpBIRAEBXb4ZK0fz/ElQKGXT1Zh9VREREoYwhlYgAAPHRGljtYrMxq11EfLTGRxUREVEoY0glIgDApJwecDhEWGwOSJIEi80Bh0PEpJwevi6NiIhCEBuniAjA981R7O4nIiJ/wJBKRC4ZKfEMpURE5Bd4uZ+IiIiI/A5DKhERERH5HYZUIiIiIvI7DKlERERE5HcYUomIiIjI7zCkEhEREZHfYUglIiIiIr/DkEpEREREfochlYiIiIj8DkMqEREREfkdhlQiIiIi8jsMqURERETkd3wSUvV6PSZPnoyLFy8CABYsWIBbb70Vd955J+68807s3r0bALB3715MmTIFt956K1588UXX60+cOIFp06Zh4sSJWLRoEex2uy8+BhERERF5iNdDalFREaZPn46zZ8+6xo4dO4a///3v2LFjB3bs2IEJEybAbDZj4cKFWLduHXbu3Iljx45hz549AIC8vDw88cQT2LVrFyRJwrZt27z9MYiIiIjIg7weUrdt24Ynn3wSiYmJAACTyYTS0lIsXLgQU6ZMwV/+8heIooji4mL07NkT3bt3h0KhwJQpU5Cfn49Lly7BbDYjKysLADBt2jTk5+d7+2MQERERkQcpvP2Gzz77bLOvdTodRowYgSeffBJRUVGYN28etm/fjvDwcCQkJLiel5iYiIqKClRWVjYbT0hIQEVFhdfqJyIiIiLP83pI/bHu3btj7dq1rq9nzpyJf/7zn5g4cSIEQXCNS5IEQRAgiuJVx69HXFxk+wu/DgkJUV59P/IentvgxXMb3Hh+gxfPbfDweUj95ptvcPbsWUycOBGAM3QqFAokJSWhqqrK9byqqiokJiZeMa7T6Vy3DriruloPUZQ65gNcQ0JCFKqqGr3yXuRdPLfBi+c2uPH8Bi+e28AikwmtThz6fAkqSZLw3HPPob6+HjabDVu3bsWECROQmZmJ7777DufOnYPD4cCHH36I3NxcdO3aFWq1GocOHQIA7NixA7m5uT7+FERERETUkXw+k9q/f3/MnTsX06dPh91ux6233orJkycDAJYvX45HHnkEFosFY8eOxaRJkwAAq1atwuLFi6HX65GWloZZs2b58iMQERERUQcTJEnyznVvP8LL/dQReG6DF89tcOP5DV48t4HF7y/3ExERERH9GEMqEREREfkdhlQiIiIi8jsMqURERETkdxhSiYiIiMjvMKQSERERkd9hSCUiIiIiv8OQSkRERER+hyGViIiIiPwOQyoRERER+R2GVCIiIiLyOwypREREROR3GFKJiIiIyO8wpBIRERGR32FIJSIiIiK/w5BKRERERH6HIZWIiIiI/A5DKhERERH5HYZUIiIiIvI7DKlERERE5HcYUomIiIjI7zCkEhEREZHfYUglIiIiIr/DkEpEREREXiUIgM0utvochZdqISIiIiKC3SFBb7JClCQktfI8hlQiIiIi8jiHKMFgtsFksUOSAKWi9Qv6DKlERERE5DESJBgtDhhMNoii5PbrGFKJiIiIyCPMNgf0RivsDvfDaROGVCIiIiLqMIIAWGwi9CYbrDZHm4/DkEpEREREHcIuOpuiLFYHpOufPG2GIZWIiIiI2kWUJBjMdpjMdojtTaeXMaQSERERUZsZLPbrbopyB0MqEREREV03s80BvckKu71jw2kThlQiIiIicktHNUW5gyGViIiIiK7JLjrDaUc0RbmDIZWIiIiIWuSJpih3MKQSERER0VUZLzdFOTq4KcodDKlERERE9AMSzDbRo01R7mBIJSIiIiJXU5TBZIPFw01R7mBIJSIiIgpxDlGE3mSH2Wr3SlOUOxhSiYiIiEKUr5qi3MGQSkRERBRiJAkwWX3XFOUOhlQiIiKikCHBYhPR6OOmKHcwpBIREREFuR82RVltDvh3PHViSCUiIiIKYqIootHPmqLcwZBKREREFIRESYLRYofR5H9NUe5gSCUiIiIKIhKcTVFGow12P22KcgdDKhEREVFQkGC93BRl8/OmKHcwpBIREREFMEEArHYRBqNzp6jAj6dODKlEREREAUoURejNdpgsgdUU5Q6GVCIiIqIA42qKMtshBvB9p61hSCUiIiIKEBIAs9UOQ4A3RbmDIZWIiIjI7zU1Rdlgs4u+LsYrGFKJiIiI/JjNEXxNUe6Q+eJN9Xo9Jk+ejIsXLwIAtm7dismTJ2PKlClYsGABrFYrAGDNmjUYN24c7rzzTtx5553YsmULAODEiROYNm0aJk6ciEWLFsFut/viYxARERF5jEOU0GC0oqbBDHOIBVTAByG1qKgI06dPx9mzZwEA3333HV577TX84x//wPvvvw9RFPHmm28CAI4dO4bVq1djx44d2LFjB+655x4AQF5eHp544gns2rULkiRh27Zt3v4YRERERB4hQYLBbEN1gxlGc/B17bvL6yF127ZtePLJJ5GYmAgAUKlUePLJJxEZGQlBENCvXz+UlpYCcIbUV155BVOmTMHSpUthsVhw6dIlmM1mZGVlAQCmTZuG/Px8b38MIiIiog7VtFNUdZ0ZjUZb0Hbtu8vrIfXZZ59Fdna26+uuXbti1KhRAICamhps2bIFN998MwwGAwYMGIC8vDy89957aGhowLp161BZWYmEhATX6xMSElBRUeHtj0FERETUIQQBsNpE1DSYUa+3Bn3Xvrv8pnGqoqICDzzwAH72s58hJycHAPDqq6+6Hr///vuxcOFC5ObmQhAE17gkSc2+dkdcXGTHFO2mhIQor74feQ/PbfDiuQ1uPL/BK9DOrcViR4PRBigdiFKG+bocr5LLWs9vfhFSS0pK8MADD2DmzJm4//77AQClpaXYu3cv7rrrLgDOMKpQKJCUlISqqirXa3U6nevWAXdVV+u9NoWekBCFqqpGr7wXeRfPbfDiuQ1uPL/BK5DOrUN03ncajDtFuUupkCEpLqLFx33S3f9Der0ec+bMwfz5810BFQA0Gg2ef/55XLhwAZIkYcuWLZgwYQK6du0KtVqNQ4cOAQB27NiB3NxcX5VPRERE5DY2RbnP5zOp27dvh06nw8aNG7Fx40YAwPjx4zF//nwsXboUDz/8MGw2G4YMGYLZs2cDAFatWoXFixdDr9cjLS0Ns2bN8uVHICIiImqVBMBic0BvtMLuYDJ1hyBJoZfhebmfOgLPbfDy5rktLtEhv/A8dPVmxEdrMCmnBzJS4r3y3qGK/3aDlz+eW0EALFYRerMNVpvD1+X4FaVChv4pCS0+7vOZVCKiUFVcosOW3acgl8sQrlGgzmDFlt2nAIBBlSgI2EUJeqPVuVNUyE0Jtp/P70klIgpV+YXnIZfLoFbKIQgC1Eo55HIZ8gvP+7o0ImoHUZLQaLKhut4Es5UBta04k0pE5CO6ejPCNc3/b1ilkEFXb/ZRRUTUXgaLHQYTF+LvCAypREQ+Eh+tQZ3BCrVS7hqz2kXER2t8WBURtYWZTVEdjpf7iYh8ZFJODzgc4uX71SRYbA44HCIm5fTwdWlE5AZBcP5iWdNoQV2jhQG1g3EmlYjIR5qao9jdTxR47KIIvckGC+859RiGVCIiH8pIiWcoJQogoiTBYLbDZLZDZDr1KIZUIiIiIjcYLzdFOdgU5RUMqUREREStMNsc0JussNsZTr2JjVNEREREP3JFUxQDaodxiBKOfKvD3/91qtXncSaViIiI6Accogi9yQ6z1c6mqA5ktTlw8JsqfF5cijq9FYkxYa0+nyGViIiICGyK8hSD2YZ9x8qx/3gFjBY7AEAA0K9751Zfx5BKREREIU2SAJOVTVEdrabBjM+PluHQySrYHCIAQCEXMKRfAsZkaJEUF97q6xlSiYiIKERJsNhENLIpqkOV6gwoKCrFsTPVaMr8GpUcIwZ2wchBSYgKV7l1HLdCqiiKOHz4MAoLC3Hp0iU0Njaic+fO0Gq1GDVqFNLT09v8QYiIiIi8SRAAi02EwWSDxebwdTlBQZIknCltQEFRKU5frHeNR0eoMCo9GcP6J0KtkrdyhCu1GlKtViveeustbN68GZcuXXIFU41GgzNnziA/Px8vvfQSkpOTcf/99+OXv/wlVCr30jERERGRt7EpqmOJooTjZ2tQUFSKS1UG13hiTBhyM7XISImDQt62xaRaDKkHDhzA4sWLER0djZkzZ+LWW2+FVqu94nklJSX4/PPPsX37dmzatAnPPfcccnJy2lQMERERkSewKapj2ewivjpVhc+KS1HTYHGN90yKwthMLfr16AyZILTrPVoMqc8//zyeeeYZDBs2rNUDpKSkICUlBffddx/27t2L559/Htu3b29XUUREREQdQZIAk80Oo9EGO5ui2s1ksWP/8QrsPV4Og8nmGh/YKwa5mVr06BLVYe/VYkjdtm3bdR/sxhtvxI033tiugoiIiIjaz9kUpTdZYWNTVLvV6S3Ye7QcX56sgNXm7NSXywQMviEeozO1SOzc+pqnbdHm7v7i4mKUlZUhJycHnTu3vs4VERERkTf8sCnKanOA8bR9KmqM+Ky4FEdOV7tuk1Ar5Rg+IBGj0pPRKcJzvUhuhdTS0lI8/vjjGD16NP73f/8Xb731FpYuXQpJkhAdHY2NGzdi4MCBHiuSiIiI6FqsNgfqDVaYLGyKag9JknC2vBGfFZXi5Pk613hUmBI3pichZ2AXaFSeX8XUrXarFStWoLq6GiNGjIDVasWLL76IcePG4d///jcyMjKwcuVKT9dJREREdFWiJEFvtkFXb4LRzIDaVqIk4euzNXjl/eN49YOvXQE1PlqDn+b2Qd6MwRib1dUrARVwcyZ1//79eOaZZ5CdnY2CggI0NDRg1qxZ0Gq1uO+++/DII494uk4iIiKiZiQ4d4pqaopSabgMZlvYHSKOnNahoKgUunqza7x7YiRyM7UY0Cum3Z36beFWSLXZbIiOjgYA7NmzBxEREcjOzgYA2O12ro1KREREXiTBahPRaLLBZhd9XUzAMlvt+PJEJb44WoZG4/ed+qk9OiM3U5YlAz0AACAASURBVIteSVEQfBBOm7gVUgcOHIht27ZBrVbjo48+wtixY6FQKFBbW4tXX30VgwYN8nSdREREFOIEAbDaRRiMzp2ieFW/bRqMVuw9Wo7CrytcO27JBAGZfeMwJlOLpNhwH1fo5FZIzcvLw9y5c/Hhhx8iOjoav/71rwEAt99+OwDgb3/7m+cqJCIiopDnEEXnYvxsimqzqjoTPisuw+FTVXBcXjNWpZBhWP9EjMpIRudItY8rbM6tkJqZmYk9e/bg9OnT6NOnDyIiIgA4G6oyMjJctwIQERERdSQJEoxmOwxmO0Quxt8m5ysaUVBUihNna12zzxEaBUYOSsKIgUkI13inEep6uV2VRqNBenp6s7ExY8Z0eEFEREREEpz3TBq4U1SbiJKEUxfqUHCkFGfLG13jsVFqjM5MxtB+iVAq3FrkyWdaDKlTpky5rgN98MEH7S6GiIiIQpsgABarg01RbWR3iCguqUZBUSkqa02ucW18BHIzkzGodxxkMt81Q12PFkNqWlqaq6PL4XBg586diI6ORm5uLhISElBXV4cvvvgCOp0Ov/zlL71WMBEREQUnu0OC3mR1NkVx8vS6WKwOHDjp7NSvN1hd4327RiM3S4sUbSefduq3RYshdfny5c3+nJ2djQ0bNjRbbsrhcOCRRx5BQ0ODZ6skIiKioOUQJRjMNjZFtUGj0Yp9xyuw/3g5zFZnp74gAOl94pCbqYU2PsLHFbadW/ekbt++HS+88MIV66HK5XJMnz4djz76aLNQS0RERHQtbIpqu+p6Mz4rLsVXp6pgdzi/d0q5DENTEzA6IxmxnTQ+rrD93AqpGo0G58+fv+pjX3/9Nbv7iYiIyG0SAIvNAb3Byqao63SxSo+ColIc/67GNescplZgZFoXjEhLQmSY0rcFdiC3QurUqVOxevVqWK1WjBkzBjExMaiursbu3buxYcMGbotKRERE1+RsihKhN9tgvbyIPF2bJEk4fbEeBUWlOFP6/S2WnSNVGJ2RjOzURKiUch9W6BluhdTHHnsMRqMRq1evxqpVq1zjSqUSDzzwAObOneuxAomIiCjwsSnq+jlECcfOODv1y6qNrvGk2HDkZmqRnhILucy/l5FqD7dCqlwuxxNPPIH58+fjyJEjaGxsROfOnZGVlYXIyEhP10hEREQBik1R189qd+DQySp8frQMtY0W13gfbSfkZmpxQ7fogOvUb4vr2mIgOjoaY8eO9VQtREREFCQkSDBaHDCYbGyKcpPBbMP+4xXYd6wcRosdACAAGNg7FrmZWnRPDK2JQbdCalVVFZYtW4Y9e/bAZDJBusqvQidOnOjw4oiIiCiwuJqijFZX1zm1rrbRjM+Ly3Hwm0rXBgYKuYDBNyRgTGYy4qPDfFyhb7gVUp966ikUFhbi5z//OZKSkkJiipmIiIjcx6ao61dWbUBBUSmOllSjabJZo5IjZ2AX3DgoCVHhqtYPEOTcCqlffPEFnnrqKUydOtXT9RAREVGAsYsS9EY2RblDkiScKWtAwZFSnL5Y7xrvFKHCqPQkDO/fBWpV8HXqt4VbITUyMhKxsbGeroWIiIgCCJui3CeKEo6frcFnRaW4WGVwjSd0DkNuZjIy+8ZDIQ/eTv22cCuk/uxnP8OmTZswcuRIKJXBs0gsERERXT82RbnPZhfx1akqfF5chuoGs2u8Z5co5GYmI7VnDGS8jfKq3AqpFosFR48exZgxY9C/f39oNM232hIEAevXr/dIgUREROQf2BTlPpPFjsKvK7D3WDn0JptrfEDPGORmatEzKcqH1QUGt0Lq8ePH0b9/fwCAw+GAwWC4xiuIAltxiQ75heehqzcjPlqDSTk9kJES7+uyiIh8gk1R7qvXW/DF0XJ8ebICVpuzU18uE5DVNx6jM5PRJSbcxxUGDrdC6htvvOHpOoj8RnGJDlt2n4JcLkO4RoE6gxVbdp8CAAZVohDDX1i5U5S7KmqN+KyoFEdOV0O8/I1SK+UYPiARNw5KQnSk2scVBp7rWszfZDLBarW61kmVJAlmsxmHDx/Gbbfd5pECidqqrT9c8gvPQy6XQX15H2S1Ug7L5fFQ++FEFMpC/RdWNkW552y5s1P/5Pk611hkmBI3DkpCzsAuCFNfV9SiH3DrO3fq1CksWLAAX3/9dYvPYUglf9KeHy66ejPCNc3/aagUMujqzS28goiCUaj+wipBgtFsh8FsZ1NUC0RJwslztSgoKsX5Cr1rPC5ag9yMZGTdkAClgp367eVWSF2+fDmqqqrwhz/8Af/5z3+gVCoxfvx4FBQUYM+ePdi0aZOHyyS6Pu354RIfrUGdwep6LQBY7SLiozWtvIqIgk2o/cIqATBb7TAYbbAznF6V3SHiyGkdPisuRVXd938PuiVEIDdTi4G9YiGTsVO/o7gVUo8cOYInnngCU6dORUREBN59913MmDEDM2bMwG9/+1u88cYbyMnJ8XStRG5rzw+XSTk9sGX3KVguv8ZqF+FwiJiU08ND1RKRPwqVX1idTVEONJpsri05qTmz1Y4vT1Ri79EyNBi/79Tv170zcjO16J0cxd04r4NMEKBSyBAZ0fqOWm6FVLvdjm7dugEAevfujZMnT7oemzp1KhYuXNiOUok6Xnt+uDTNtIZ6swRRqAuFX1jtjss7RdnZFHU1DUYr9h4tR+HXFbBcXtVAJjh/TozJTEZyXISPKwwcAgC5XECYRgmNUgaFXHbNYO9WSO3ZsydOnjyJ7Oxs9OnTByaTCSUlJUhJSYEoitDr9dc+CJEXtfeHS0ZKPEMpUYgL5l9Y2RTVOl2dCZ8Vl+GrU1VwXL71QamQYVj/RIxKT0ZMFDv13SWTCVAr5QhTKaBUytAUSyXJOYvfGrdC6l133YWVK1fCaDRi7ty5GDJkCBYtWoRf/OIXeP31111rqBL5i2D+4UJE3hNsv7CyKap1FyobUXCkDF+frUHTdydco8DItCSMTOuCcA133XSHIAAKuYAwtRJqpRzyNt6n61ZIve+++2C321FeXg4AePrpp/Hwww9j4cKF0Gq1WLZsWZvenMiTgu2HCxFRW7EpqmWSJOHUhToUFJXiu7JG13hMlBqjM5IxNDUBKoW8lSNQE5lMgEYlh0algKoDVjdwe/GuOXPmuP6ckpKCXbt2oaamBnFxce0ugoiIiDxBgtUmsinqKhyiiOJvq1FQVIqKWpNrXBsXjjGZWgzqE9fmGcBQIgiAUiFHmFoOtVIOWQc2kLkdUhsaGmAymdClSxfY7XZs2rQJZWVlmDBhAkaMGOH2G+r1etx99914+eWX0a1bN+zduxfLli2DxWLBT37yEzz22GMAgBMnTmDRokUwGAzIzs7GkiVLoFAoUFpairy8PFRXV6N3795YtWoVIiJ44zIREVETQXA2ixqMNudOUb4uyI9YbA4cPFmJz4vLUG+wusb7do1GbqYWKV07sVPfDTKZgDC1AhqVHEq5AKDjv2duzcUeOHAAN910EzZv3gzAebn/hRdewH//+1/Mnj0bO3fudOvNioqKMH36dJw9exYAYDabsXDhQqxbtw47d+7EsWPHsGfPHgBAXl4ennjiCezatQuSJGHbtm0AgCVLlmDGjBnIz8/HoEGDsG7duuv9zEREREFLFEXUG6yoaTDDzIDqojfZsPvgBax88yt8tO8c6g1WCAKQ3icOv56WjvtvH4C+3aIZUFshCM51xztHqZHQWYOoMCWUchk8EVABN0PqSy+9hMGDB2P27Nmor6/HO++8g/vvvx+ffvop/ud//gevvPKKW2+2bds2PPnkk0hMTAQAFBcXo2fPnujevTsUCgWmTJmC/Px8XLp0CWazGVlZWQCAadOmIT8/HzabDQcOHMDEiRObjRMREYU6UZKgN9uga7DAaGbXfpOaBjN2fP4dVr75Ff7z1SWYLA4o5AJyBnbB47/MwvRbbkDXeF6RbY1CJiAyXIm4aA1iO6mhUcoheCiYNntfd550/PhxrF+/HvHx8Xj//ffhcDgwZcoUAMC4ceOwZcsWt97s2WefbfZ1ZWUlEhISXF8nJiaioqLiivGEhARUVFSgtrYWkZGRUCgUzcaJiIhClQTAZLXDyKaoZi7pDCg4Uopj31W7AnuYWo4RaUkYmZaEyDB26remacH9MI0CKoXctVyUN3/5cSukajQaWK3O+zb27NmDhIQE17JTZWVliI6ObtObi6LYbFpdkiQIgtDieNP//lBbpuXj4iLbVG9bJSREefX9yHt4boMXz21wC4bzK0kSjGYb9EYbFColOqkYuiRJQnm9Gf8qPI+TZ2tc4zGd1LhlWA+MytRCo3K7HSckyWVAmEoJjUbRbEMcX3DrTOXk5ODPf/4zvvnmG+zatQv33HMPAOCTTz7BSy+9hNGjR7fpzZOSklBVVeX6uqqqComJiVeM63Q6JCYmIjY2Fo2NjXA4HJDL5a7nX6/qar3X1odLSIhCVVXjtZ9IAYfnNnjx3Aa3QD+/ggBYbCIMJhusvOcUgHNzgmNnqrH3eAUuVHx/bpNiwzEmMxkZKXGQy2Qw6i0wwuLDSv2TTLi84L5aAZlSBqvZCqvZeu0Xtvd9ZUKrE4du3ZP6pz/9CbGxsVi/fj2GDx+OX//61wCcl+979uyJvLy8NhWXmZmJ7777DufOnYPD4cCHH36I3NxcdO3aFWq1GocOHQIA7NixA7m5uVAqlcjOznY1av3zn/9Ebm5um96biIgo0DQ1RdU2mtm1D8Bqd2Df8XKs3noEW//9rSug9k6Own2TUvHIz9Ix+IYEyGXtX7Mz2AgAFAoBnSJUiIvWoHOUCqof7AjlDwRJavvdBbW1tYiJibnu140fPx6bN29Gt27dsG/fPtcSVGPHjsWCBQsgCAJOnjyJxYsXQ6/XIy0tDcuWLYNKpcKlS5fwxz/+EdXV1UhOTsbq1auv+3YDzqRSR+C5DV48t8EtEM+vKEkwWuwwmuwQ2REFo9mGfccrsO94OYxmOwBn6Mrql4ARAxPRPTHwb+fwFJlMgEYph0bdMQvut7eW1mZS3QqppaWl13wjrVZ7fZX5EEMqdQSe2+DFcxvcAun8ShJgsjl3inKwKQq1jRZ8frQMB09WujYnkMsEDOmXgNEZyUjtE4+aGoOPq/Q/rm1KNUpoOnjB/fa4Vkh1657U8ePHX7NB6cSJE9dXGREREbVAgsUmQm+ywmZnOC2rNuCzojIUl+jQlNXVSjlGpHXByEFJ6BSu8m2Bfqqjtyn1NrdC6po1a64YMxqNOHjwID799FOsWLGiwwsjIiIKNWyK+p4kSfiurAEFRaU4daHeNd4pXIlR6ckYNiCRnfpX4Zw1dS4d5U+zpm3h1tm95ZZbrjp+xx13ID4+Hlu2bGlzhz8RERE595LXm+wwW0N7IX5RlPD12RoUFJXiYtX3l+4TOmswJkOLrBvioZAH3qygpwX6rOnVtPtXkBEjRmDjxo0dUQuFkOISHfILz0NXb0Z8tAaTcnogIyXe12UREXmdKEkwmO0wmUO7KcpmF3H4dBU+Ky5Ddb3ZNd6jSyTGZmqR2jMmoGcFPUEQAKVCjjC1HOoAnzW9mnaH1J07dyIqil105L7iEh227D4FuVyGcI0CdQYrtuw+BQAMqkQUUowWOwym0G6KMlns+PJEBfYeLUejyeYa798jBmOztOiZxIzxYzKZgDC1AmEqBZQKIWhn3t0KqU1boP6QJEnQ6XSor6/HY4891uGFUfDKLzwPuVzm2slCrZTDcnmcIZWIgp8E8+WmKHsIN0XVG6zYe7QMX56ohMXmAODs1M/sG48xmcnoEhPu4wr9iyAAKoUcYRoF1EoZhMsrmgZrQAXcDKlpaWlX7e6PjIxEbm4uxowZ0+GFUfDS1ZsRrmn+V0+lkEH3g8s7RETB5odNUU2hLBRV1prwWVEpjnyrc80gq5QyDB/QBaMGJSE6Uu3jCv2LQiZAo1FAo5JDKZcFdSj9MbdC6vLlyz1dB4WQ+GgN6gzWZnsCW+0i4qM1PqyKiMhz2BQFnCtvREFRKU6cq3WNRYYpceOgJOQM7IIwNTv1m8gEASqF7PKs6fc/K0Pt747bfyPMZjPeeecdfPnll9Dr9ejcuTOGDh2KqVOnIjycU/Lkvkk5PbBl9ylY4JxBtdpFOBwiJuX0AMCmKiIKHqHeFCVKEr45X4eCI6U4V/H9BgpxnTQYnZGMIf0SoAySTvT2EgDIXQvuy6AIsVnTq3ErpFZXV2PmzJk4e/YsUlNTERcXh5KSEnz88cd4/fXX8eabbyIuLs7TtVKQaAqcVwuibKoiomARyk1RdoeIom91+Ky4DJW1Jte4XCYgrpMaE3N6YEDPWB9W6D9kMgFqpdzZBKWUoenmylAPqICbIXXFihUwm8344IMPkJKS4hovKSnB3LlzsWrVKixbtsxjRVLwyUiJv2roZFMVEQU6s80Rsk1RZqsdB05W4ouj5WgwWF3jCrmAcI0C4WoF7KKED/eehUwQkNojxofV+o5rm1K1EmqlHHJZcC0d1VHcCql79uzBokWLmgVUAEhJScH8+fMZUKnDsKmKiAJRU1OU/vJOUaGm0WjF3mPlKPy6Amar8/PLBCA9JQ66OhMsdhEqhXPyQSUDrAA+KyoNuZAajAvue5Lb96R26tSpxXGTyXTVx4iuF5uqiCjQ2EVnOLVYHSF3iVZXb8JnRWU4fLoKdofzwysVMmT3T8To9GTERKnx/JtfQfOjpiilXIbaRosvSva6YF9w35PcCqnp6enYvHkzxowZA7n8+/Bgt9uxadMmpKene6xACi3XaqoiIvIXodwUdaFSj4KiUnz9XQ2aPnm4RoGRaUkYmdYF4Rql67kxUWo0mGyumVQAsDlExEQF91JTTQvuO5eOEgAwnF4vt0Lq7373O9x9992YMGECbr75ZsTHx0On0+HTTz+FTqfD66+/7uk66ToFaod8a01VRET+wnC5KUoMoaYoSZJw6kIdCorK8F1Zg2s8JkqN0enJGNo/oVkQbTImU4v3v/gOVjhnUG0O5+TDmEytF6v3jpYW3Ke2cSuk9u/fH2+99RbWrVuHDz/8EA0NDYiOjsbQoUPx0EMPIS0tzdN10nUI9A75lpqqiIh8zWxzQG+0ui5thwKHKOJoSQ0KikpRXmN0jSfHhSM3U4tBfeJabfxJ7RGDO+C8B7W20YKYKDXGZGqD6n7UUF5w35Pcvid1wIAB+Otf/+rJWqiDsEOeiKjjhGpTlNXmwMFvKvF5cRnq9N936qd07YTcTC36do2+6m6UV5PaIyaoQinQfMF9lUKOpm8FA2rHcTuk1tTUoKioCA0NDZCucgamTp3aoYVR27FDnoioY9hFCXqjFRZb6DRF6U027D9ejn3HK2Cy2AE4g/qg3rHIzdSia0Kkjyv0HS64711uhdR///vfePzxx2E2Xz3kCILAkOpH2CFPRNQ+DlGC0RJaTVE1DWZ8XlyGQ99UweYQATjX8hyamojRGcmI6xS6P0NkMgFqhRxhai64701uhdTVq1djwIAB+NOf/oSuXbtCJuPaXv6MHfJERG0jQYLR4gippqhSnQEFRaU4eqbaFbrC1HKMGJiEkYOSEBmmbP0AQerHC+4r5AJDqZe5FVLPnz+P9evXY+DAgZ6uhzoAO+SJiK6PBMASQk1RkiSh5FIDCopK8e2letd4dIQKozOSkd0/sdnVuFDS0oL7DKje51ZI7dOnDyorKz1dC3UgdsgTEV2bIAAWqwi9OTSaohyihOPfVaOgqAylOoNrvEtMGHIztcjoGwd5CF4tFQRAoZAhXK3ggvt+pMWQWldX5/rzvHnz8Oyzz0Kj0WDw4MHQaK68L6Vz586eqZCIiMgD7A4JelNoNEXZ7CIOXe7Ur/nBTk+9kqMwNlOLft07u92pH0y44L5/azGkjhgxotlfWEmS8Pjjj7d4oBMnTnRsZURERB5gszvQYLTCZLEHfTg1mu3Y/3U59h0rh8F8uVMfwIBeMcjN1KJHlyjfFugDXHA/cLQYUpctW+bNOoiIiDyqqSnKVmeC8XJgC1Z1egs+Ly7DwZOVsNqdnfpymYDB/RIwJiMZCZ3DfFyh93HB/cDTYkjt1q0bBg4ciIiICG/WQ0RE1KF+3BQVqw7ebvXyGiMKjpSiuESHpsUJ1Eo5cgYm4sZByegUofJtgV72wwX3f9gIxoAaGFoMqbNmzcLWrVuRkZHhzXooyBWX6LjqABF5Rag0RUmShO/KGlFQVIpTF77vJ4kKV2JUejKGD0iERuX23j1Bwbl0lAIapRwKBWdNA1WLf2uvtqsUUXsUl+iwZfcpyOUyhGsUqDNYsWX3KQBgUCWiDhUKTVGiKOHrc7UoOHIJF6u+79SPj9YgN1OLrBvioZCHTqe+TBCgVsoRG6XhgvtBIrR+tSKfyi88D7lc5rrkolbKYbk8zpBKRB3BIUowmG1B3RRls4s4croKnxWXNdvuuntiJMZmadG/Z0zILKEkCM5tSsMvL7gf3zkMVbbgvt84lLQaUvfs2YMzZ864dSBui0rXoqs3I1zT/K+cSiGDrt7M2wCIqF1CYacok8WOL09UYO/RcjSabK7x/j06IzdLi55dokJmGamWFtyn4NJqSF27dq1bBxEEgSGVrik+WoM6g7XZzetWuwiNUsbbAIioTUJhp6h6gxV7j5bhyxOVsFy+t1YmCMi6IQ5jMrToEhvu4wq9w7lNqfPnBBfcDw2thtSNGzdi0KBB3qqFgtyknB7YsvsULHDOoFrtIhwOEQqlnLcBENF1CYWmqMpaEz4rKsWRb3VwXJ4dVillGNY/EaPSk9E5Uu3jCr2DC+6HrlZDakREBKKiQm+hX/KMpsD548v6f//XqRZvAyAi+rFgb4o6V+7s1D9xrtY1FhGmxKhBScgZ2AVh6uBvJ+GC+wSwcYq8LCMl/orZ0fjo81e9DSA++srtd4kodAVzU5QoSfjmfB0KikpxrrzRNR7bSY0xGVoM6ZcAZQjce8kF9+mHWgypWq0WKlVoLfpLvtHSbQCTcnr4ujQi8gMSJBjNdhjM9qBrirI7RBR9q8NnxWWorDW5xrvGRyA3S4u0XrGQyYJ7FpEL7lNLWgypu3fvhlwub+nhFjkcjja9jkJXS7cB8H5UotAmATBb7TAYbbAHWTi1WB04cLISXxwtQ73B6hq/oVs0cjO16KPtFPSd+lxwn66lxZA6depUzJ8/H7fccovbB9u5cyfWrl2Ljz76qEOKo9BxtdsAiCg0NTVFNZqssF3edz5YNBqt2HesHPu/roDZ2tSpD6SnODv1tfHBvRV504L7YWoFF9yna2oxpK5cuRKLFi3CqlWrcPvtt2PChAm44YYbms2S2mw2HD16FF988QXee+89REREYMWKFV4pnIiIgo/dIUFvtMJiD66mKF29CZ8Xl+GrU1WupbKUchmG9k/A6PRkxHYK3nvwf7zgvkIuBNW5Jc9pMaQOGDAAb7/9Nj744ANs2rQJa9euhVKpREJCAjQaDRobG1FbWwu73Y6+ffvikUcewR133MFL/UREdN0cogiD2R50TVEXK/UoKCrF8e9q0PSxwtUKjEjrgpGDkhChUfq0Pk9qacH9YDq/5FmtdvfL5XJMnToVU6dOxbfffovCwkJcunQJer0enTt3RlJSEkaOHInevXt7q14iIgoioiTBZAmupihJknD6Yj0KikpxprTBNd45UoXRGVpkpyZApQzOCR0uuE8dye0lqPr27Yu+fft6shYiIgoRwdgU5RAlHC2pRkFRKcprjK7x5LhwjMnUIr1PLOSy4FxGigvukydwnVQiIvIiCVabiEaTLWiaoqw2Bw5+U4nPi8tQp/++U7+PthNyM7W4oVt0UHbqCwKgVMgvz5pywX3qeAypRETkcYLg3KTDYLQ5d4rydUEdwGC2Yd+xcuw7XgGTxQ7AOX+Y1icWuRladEuM9G2BHqKQCVCrFQhTyaHk0lHkQQypRETkUaIoQh9ETVE1DWZ8frQMh05WweZwzgYr5AKG9EvAmAwt4oJwt7wfblOq4YL75CUMqURE5BGiJMFoscNoskMMgjRTqjOgoKgUx85Uo+k2Wo1KjhEDnZ36UeHBt0sjtyklX2pzSK2qqkJFRQUGDBjAZaeIiMhFkgCTzQ5jEDRFSZKEM6UNKCgqxemL9a7xThEqjE5PxrD+iVCrgutnoCAA6suzptymlHzJrZBaX1+PpUuXIjMzE7NmzcInn3yC3/zmN3A4HOjevTtee+01dO/e3dO1EhGRX5NgsTl3irLbAzvRiKKE42drUHCkFJd0Btd4YkwYcjO1yEiJg0IeXJ36TbOmYSo5FJw1JT/g1r+wFStWYO/evdBqtRBFEU899RSysrKwefNmxMTEcJcpIqIQ1tQUVdtoRV2jJaADqs0uovDrCqzedgRvfXLaFVB7JkVh1sRUPHpXBob0SwiagCoTBGiUcsREqREXHYZIjRJyGQMq+Qe3ZlL/+9//YsGCBbjlllvw5ZdfQqfT4ZlnnsGwYcPw0EMPIS8vz9N1EhGRH3KIIvQmO8zWwG6KMlns2H+8AnuPl8NgsrnGB/SMQW6mFj2TonxYXcdTyARnExRnTcmPuRVSjUYjkpOTATgDq1qtxsiRIwEAKlXw3ShO5CnFJTrkF56Hrt6M+GgNJuX0QEZKvK/LIrpuoiQ5tzE1B3ZTVJ3egi+OluHAiUpYL6/bKpcJyLohHmMytUjsHObjCjuOTBCgUsoQrlZAqZS7VjUN4NNHQc6tkJqSkoJPPvkEvXv3xs6dOzFy5Eio1Wo4HA68+eabuOGGGzxdJ1HAKy7RYcvuU5Bf3jKwzmDFlt2nAIBBlQKK0WKHwWSDI4CbosprjPisqBRF31a7QrZaKcfwAYkYlZ6MThHBMwGjkH+/GxRnTSmQuBVSH330UTzyyCPYvHkzlEol5s2bBwCYOHEidDod1q9f79EiiYJBfuF5yOUyV7esWimH5fI4QyoFArPN9qpUOwAAIABJREFUAX0AN0VJkoSz5Y1469PTOFpS7RqPClPixvQk5AzsAo0qOFZm5KwpBQO3/jWOHTsW+fn5KC4uRlpamquTf968eRg2bBh69erlyRqJgoKu3oxwTfN/ciqFDLp6s48qIro2QQAsNhF6kw1Wm8PX5bSJKEk4ea4WBUWlOF+hd43HR2swJlOLrL7xUCqCoxFKIRcQplFCo5Rx1pQCntu/Mmq1Wmi1Wly6dAlHjhxBv379cNtttyEiIsKT9REFjfhoDeoM1mbrDlrtIuKDcHcaCg520RlOLVZHQIYdu0PEkdM6FBSVNvtlsLe2E25MS8KAnjGQyQJ/v/nvZ02VUCplnDWloOF2SN21axdeeOEFnD9/HjKZDG+//TbWrFmDiIgILFu2DEqlss1F/D97bx4kV3me8T7f2Xqb6dlXiZFAoAUhDasWQJI3gcAxNgT7OijGiXMrjh2cGxJfKlDlOOU/YoJddes6DmS5ZScxJnaZwjYGLOPYGAkJZNYZhJCE1pHUM6PZez/rd/843We6e7pnunt6nXl/VamYMz3d3zndo/P0873P+/7kJz/Bk08+6fz3hQsX8MlPfhKxWAxvvvkmPB67cP2BBx7A7t27cejQIXzzm9+Eqqq444478OCDDxb92gRRKfZs7cMPf30CKmwHVTMsmKaFPVv7qr20ikLhsdqn3kNRcc3A749ewsEjwwhFZ5P66y5rxo7+XtywsRtTU9EqrnDxMACixOBxyXDLIiSRkSgllhx5idQXXngBf/u3f4t77rkHf/M3f4O//uu/BgDs3r0b3/jGN7By5UrnWDF8+tOfxqc//WkAwAcffIC//Mu/xAMPPIDPf/7zePLJJ9HZ2ek8Nh6P45FHHsEPfvAD9PT04Itf/CJefvll7Nq1q+jXJ4hKkBRiy1mgUXistuHgiKomIjEdVh2GooIRDYeODOPw0UtQE6UJAmPov7INO/p70d3qBQAwVr/uqcAYXIoIjyKRa0osefISqY8//jjuv/9+PPzwwzDN2Zqke+65B8FgED/4wQ8WJVJT+Yd/+Ac8+OCD8Hg8CAQCeOSRRzA6Oordu3fjgQcewODgIFatWuXUxX7iE5/Avn37SKQSdcHmNe3LWoxReKx2iesmwlENhll/amdsOoYDAwG8/cG403FAkQTctL4Tt2zuQXODq8orXBxJ19TrkuEi15RYRuQlUs+dO4dHHnkk6882bNiAsbGxkizm0KFDiMfjuOOOO3D+/Hls27YNX//619HY2IgvfvGLePrpp+H1etHR0eH8TmdnJ0ZHR0vy+gRBlBcKj9UWjAGqZiEcr89Q1NBoCPsHAnj/7BSSms3nlrD9mm5su7p7zmet3hAEBpcswuOSoKQEu0igEsuFvP6Ce3t78eabb+Lmm2+e87PBwUGn0f9i+dGPfoQ//dM/BQBcdtll+Jd/+RfnZ5/73Ofws5/9DLfffnvaVg3nvOCtm7a2hpKsN186OpbWpBJiFnpv03nj/VE887uTGJ2MoqvVi3s+dCVu3NDl/LynowFTwRjcKeGxuGagp6Oh5q5lra2n1KiagVBEB2QTDSnvR61jcY73Tk3gV6+dw8kL087x9mYPdm/pw/ZNPVDyOJ/W1toN/YoCg9clweOWIEv1897UCkv9b3c5kZdI3bt3Lx577DFwzrFr1y4wxjA6OoqjR4/iX//1X/HlL3950QvRNA2vv/46Hn30UQDA8ePHcfbsWdx+++0AbDEqSRK6u7vTnNuxsbG0mtV8mJgIV6zeqqOjEWNjoYq8FlFZ6L1NJ7Xe1C0LGJuK4vGn38He3WudrfyPXteLH/76BAyTp4XHPnpdb01dy9T3dqkFvUyLI6oaiMb1unLkDNPC4KkJ7B8I4NJUzDne2+7Dzv5eXHN5KwSBIRxa2JVvbfVhcjJSzuUWjCAwuBURbkWCKAlQYxrUmFbtZdUd9O9yfSEIbF7jMC+Rev/99yMYDOI//uM/8MQTT4Bzji9/+cuQJAmf+9zn8IUvfGHRCz1+/DhWr14Nr9cubOec4x//8R+xbds2eL1e/PjHP8bdd9+N/v5+nDlzBufOncPKlSvx3HPP4Q//8A8X/foEQSyOfOpN6y08tpSCXvUailJ1E6+/fwkH3x3GTGRWtF21sgk7NvdizQp/3QahGEvtaypCqNPzIIhykXfBTjJt/84772B6ehqNjY3YvHkzWltbS7KQ8+fPo7u72/nv9evX48///M/xR3/0RzAMA7fddhv+4A/+AADw6KOP4itf+QpUVcWuXbuwZ8+ekqyBIIjiybfetJ7CY0sh6MVhC716C0WFYzoOHRnB4aMjiKl2vSxjwKYr2rCzvxe97bW7Xb8Qqa6pskSGCBBEOchLpD788MP48pe/jMsuuww7duxI+9np06fxrW99a9GjUe+8807ceeedacf27t2LvXv3znns9u3b8eyzzy7q9QiCyE6x29tLcVhBPQe96jUUNRGM48BAAG+dGHNEtSwKuGF9B27d1INWf31+nmzXVIDHLZFrShB5klOkHj16FDxRsPSzn/0MW7duRTAYnPO4l156CYcOHSrfCgmCqBiL2d5eisMK6lV4GyZHOKZB1etnUtTFsTBeHgjgvTOTzpo9LgnbN3Zh28ZuNHiKHxhTTdJdUwaAxClB5EtOkfq9730Pzz33nFPr8/DDD895TFLEfupTnyrT8giCqCSL2d6ut3rTfKg34W1aHJG4jphq1IU45Zzj5MUZvPxOAKcDsyZIc4OCWzf34sZ1HXkl9WuNpGvqdUtwkWtKEEWTU6R+/etfx2c+8xlwzvH5z38ef//3f48rr7wy7TGCIMDv9+Oqq64q+0IJgig/i93erqd603yoF+HNwRGNG4jEjboIRZkWx5HTdlJ/eGJ2PGl3qxc7+3uxaU0rRKH+ajXJNSWI0pJTpDY2NmLLli0AgP/+7//Gxo0b4fPVb6E6QRALU6/b2+WkloU3h91nNhLVYdSBONUME28eG8Mr7w5jKqQ6x6/o9WNnfy+uWtlUd0l9xgBJEuB1kWtKEKUmr+DUli1bMDY2hu9+97t4/fXXEQ6H0dzcjBtuuAH3338/urq6Fn4SgiBqnnrb3l6+cGi6hVBMh25Y1V7MgkTjOl59bxSvHhlBVDUA2B7jxstbsbO/Fys7KztgpRQIAoPHJcGtiJBFck0JohzkPRb1vvvuQzwex/bt29HW1obx8XH8z//8D5555hn86Ec/wqpVq8q9VoIgyky9bG8vZwyTIxzVoBq1H4qaCsXxyuAI3jh+yRHTkshw3VUd2NHfg/YmT5VXWBiMAbIkwuMSyTUliAqQl0j9p3/6J7S1teG//uu/0NLS4hyfnJzEn/3Zn+Hb3/42/vmf/7lsiyQIonLU8vb2csa0LETiRl2EooYnItg/EMC7pyaQrEJwKyK2Xd2F7dd0o9GrVHeBBZLqmiqSUPPXnyCWCnmJ1Ndeew2PPvpomkAFgNbWVvzFX/wFvva1r5VlcQRBEMsdi3PE1NoPRXHOcXo4iP3vBPDBhRnnuN+n4NZNPbhpfSdcSv0k9ZOuqZ3QF8AS2/kkUAmicuQlUj0eD4QcSUtBEGAYRkkXRRAEsdypl1CUZXG8d3YSBwYCuDAWcY53tniws78Xm9e0QRLrJ6mfdE09igRZYiRKCaKK5CVSb7zxRjz++OO46aab0NTU5Byfnp7G448/7nQBIAiCIBZLMhSlQTdqVyHphoW3TozhlcFhTARnW5St6m7Erv5erO1rrpuaTcYARRLhIdeUIGqKvETqQw89hHvvvRcf+chHsHXrVrS3t2N8fByHDx+GJEn49re/Xe51EgRBLGkYA1TdQiRmjzGtVX0UUw0cPjqKQ0dGEI7pzvENq1qws78Xq7obq7i6wpAEBpdLgkcRIVOtKUHUHHmJ1BUrVuBnP/sZvv/97+ONN97AyZMn0dTUhE9/+tP4kz/5E3R3d5d7ncQyp9h58gRRD5iWhXDMQFyr3VDUTFjFwXdH8Ptjo9B0O6kvCgzXXtmOHf296Gypj6Q+Y4AsCmhudJFrShA1Tk6R+txzz2H37t1wuVwAgK6uLvzd3/1dxRZGEEkWM0+eIGoZi3M7sR83YNWoShqdiuLAwDAGTo7DTNTGumQRWzZ04uZNPWjy1UdSXxIY3G47od/Z6sXYmFntJREEsQA5RepXv/pVNDQ04M4778Tdd9+N6667rpLrIgiHxcyTJ0oHudmlJaoaiMR0R/jVEpxznBsNYf87ARwbmnaON3hk3LKpG1s2dMHjymsjrqqk1pq65frpLEAQhE3Of2V+/vOf4xe/+AVeeOEF/OQnP0FfXx/uvvtufPKTn0RPT08l10gscxY7T55YPORml464biIc02DUYCjK4hzHzk1h/0AAQ6Nh53hbkxs7N/fg2qs6IEu1n9RPdU1lkWpNCaJeySlS161bh3Xr1uGrX/0qXn/9dfziF7/A97//fXznO9/Bli1bcM899+C2226D2718Z3ovJWrZJaN58tWH3OzFkQxFhROhqFrDMC2888E4DgwGMDY9++VvZYcPO69dgatXtUAQajupLzAGRRISCf3ZfytIoBJEftSiDmCc5/8nrOs6Xn75ZTz//PN46aWXIIoibr/9dtxzzz248cYby7nOkjIxEa5YU+yOjkaMjYUq8lrFkuqSpc5r37t7bdU/oLW8vnp4b0vFQ08cgtctgaW0FOKcIxo38NiXbq7iyspDKd9bw+IIxzSoWu2NMY1rBn7//iUcencYwehsUn/dZc3Y0d+Ly3sa097zWkQSZ6dBSXm6psvpb3e5Qe9tcVTrPisIDG1tDTl/XlBRkSzL+NjHPoaPfexjiEQi+N3vfofvfOc7+OlPf4r3339/0YslqkOtu2Q0T776kJtdOKbFEVUNRON6zYnTYFTDoXdHcPjoKNSEsysw+29tR38Petp8VV7h/AiMQZEFeF0SZFlEUkbX2nUmiHqhVnVAwZXvnHO89tpreOGFF/Db3/4WoVAIt912WznWRlSIeqj5pHny1WXP1j788NcnoAJp37L3bO2r9tJqDg6OqGoiEtNrbozp2HQMBwaH8faJMSewJUsCblrfiVs29aCl0VXlFeaGARAlBo9LhlsW8nZNCYJYmFrVAXmL1DfeeAMvvPACfvWrX2FiYgL9/f144IEH8PGPfxx+v7+cayTKDLlkxEKQm70wHICqmwhHNRhmbamnodEQ9g8E8P7ZKWdIgNct4eZrurHt6i543XJV1zcfgsDgkkV7TKkskGtKEGWgVnXAvCL1nXfewQsvvIB9+/ZhbGwMPT09uPfee3H33Xdj9erVFVoiUW7IJSPygdzs7DAGqJqFcLy2QlGccxw/P439AwGcHZ6t0WtpdGHH5h5cv64DilSbbZkYS9SaumW4JBFijYe2CKLeqVUdkFOkfuQjH8Hw8DDcbjduv/12fOpTn8K2bdsquTaiQiwHl6xSqcVaTEcS5cMwE6EovXZCUaZlYeDkBA4MBDA6FXOO97Z5sfPaXmy8vK1mRZ8gMLgVEW5FglIHra4IYqlQqzogp0jt6+vDX/3VX+H222+Hx1Mf4+6I4ql3l2w+cVipHp/US3T5YFockbiOmFo7Y0xV3cTr71/CwXeHMRPRnONXrmjCzv5erFnhr8mkPmOALInwuES4ZBFCDa6RIJYDtagDcorU//zP/6zgMgiieBYSh5VKLdZqOnIpUi3HmsNuuxWJGzUTigrHdLx6ZASvHR1BTLXLDRgDNl3Rhh39vVjRXptJfUGYbR0liwwAiVOCINKp/bl2BLEAC4nDSqUWazUdudSohmPNYfcUjUR1GDUiTieCcbwyOIw3j19yglqSyHDjuk7curkHrf7aCz6mjil1yQIYCVOCIOaBRCpR9ywkDiuVWqzVdORSq5OtrGPNoekWQjEdumGV+LmL4+JYGPsHAjhyZtIpNfC4RGzb2I3tG7vR4Km9pD6NKSUIohhIpBJ1z0LisFKpxVpMRy7FOtlKOda6aSES1e1QVEmfuXA45zh5cQb7BwI4dTHoHG9uUHDLph7cuL4z7fNfCzAGuBzXlMaUEgRROCRSibpnIXFYqdRiLaYjU13HmGogGNGgGyb+/dmj+PO7rq5LoVpux9qyLEzMxDEZjFddUJkWx5HTdlI/MBF1jne3erGjvweb17RBFGorBV/MmFKCIIhskEgl6p58xGGlUou1lo5Muo4x1cBkMA6AQWAMcd2sW0e1XI61xZNjTA00C2JVxZVmmHjz+BheGRzGVEh1jl/e04id/b1Ye1lzTSX1aUwpQRDlgEQqsSSoNXFYKyRdx2BEgy1QAYvbozBFUajLzgOldqw5B2K6gWgNhKKicR2vvjeKV98bQTRuALAz71evbsXOa3twWWdjVdeXiURjSgmCKCMkUgliCZN0HXXDhMAYLG4n1f1eua47D5TmSwmHqlsIxzToRnXV1VRIxSvvDuONY5ecgJYoMFy/tgM7Nvegvbl2elXPuqYyjSklCKKskEgl6pKlllgvF8lr8u/PHkVcNyFLAvxeGV63DFU3q955oBowBqi6hUjMHmNaTW01PBHBgYFhDJ4aR9LEdSsitmzows2buuH3KlVcXTpUa0oQRKUhkUrUHUsxsV5ONq9px5/fdbVzzRRJgKqbVe88UA1My0I4ZiCuFTYp6vjQFA4MBDAVUtHS6MKO/l6s62spag2cc5wZDmL/QAAnzs84x/1eGbds6sFNGzrhVmrjn2aBMSiS/XdGtaYEQVSa2viXkCAKgCY7FU4tdh6oFO+eHscrg8OYjuiQGLDl6q6CBObxoSk8e/AMRFGA2yUhGNPx7MEzuAso6Hksi+Po2UnsHwjgwljEOd7R7MbO/l70X9kOSayNpL4kMHjc5JoSBFFdSKQSdQdNdiqO5RguO3puEr88PISoakDXLeimVbDAPDAQSDjQ9pci07QQjur44YvH0dfVuKCrqhsW3v5gDAcGhzGR8hnt62rAzv5erF/VUhPz6p2+ph4JLon6mhIEUX1IpBJloZw1o7U62YmoLeK6iV8dHsJEMA5ZFMEYgyKJ0GALz3xF6lRIhdtl/1MZU3XMRDQw2OJtPlc1pho4fHQUh46MIBzTnePr+1qw69perOqujaQ+TYMiCKJWIZFKlJxy14zW4mSnpUK9B9KSoahwIhR14VLYEZhJZFFI6z26EC2NLgRjOhRJRDhuJOoyGSQpu+idCas4eGQEv39/FJo+m9Tvv7IdO/p70NXiLc3JLgLGACUxDcpN06AIgqhRSKQSJafcNaPLub6ynNR7IM2wbHGqaqYjtlIFZhLdtNDS6Mr7eXf09+LZg2egATAT7aEY42jw2Mn7pOgdnYriwMAwBk6Ow0xE9RVZwJYNXbjlmm40NeT/muVCEOyEvkcRIUvkmhIEUduQSCVKTiVqRktdX1nvDmIpqNdAmsU5InEDsbgBK0N1pQpMWRSgm7brvqO/N+/nX9fXgrtgu6XTQRWMAY0+xUng2/WuJv7fnww6v9PgkXHzNd3YenUXPK7q/jPLGCBLIrxuCS5ZAEt4wSRQCYKodUikEiVnsTWjlRaM9eoglvo61WMgLaIaiMR0WDkmRaUKzMW0j1rX14J1fS1O0p8xuz41FNVhmLOv3eZ3Y0d/D667qgOyVN2kftI1dSsiFHJNCYKoQ0ikEiVnMTWj1RCM9eggluM61VMgLa6bCEe1NIGYi6TALAVrVjRhw6pWvJ4yGQoAVnb4sKO/FxtXt0IQqpfUJ9eUIIilBInUKrGUt5dz1YwCwGNPvTXvOVdDMFbDQVzs+1+O61TMl4tKfo4ZA1TNQjhuh6IqSVwz8Pr7l3Dw3WEEo7NJ/bWXNWFnfy8u7/GDVbGNFLmmBEEsRUikVoF63V4uhMya0XzPuRqCsdIOYrZr8b3n34ffpyCumXmJvXJcp0IDaZX8HBsmRzimQdXNigqwUFTDoSMjOHx0FHHNFsYCs89vR38Petp8AEo7kSpfyDUlCGKpQyK1CtTj9vJiyfec8xGMpXLvks8TGI8gppnwuSX4fUrZW1plXgvTtBCJG4hrJrrbvHmJvXIJ64UCaanXPho34FJEeN3l+xybFkckriOmFjbGdLGMTkbx3P7TePuDMaekQJYE3Li+E7du6kZL4+x1LtVEqnyZTehLkCVGopQgiCULidQqUI8BlcWS7zkvtOVcKvcu9XmaG10QozrCUR2mxbGi3VfWbevMaxGM6mDMTqkzxvISe9XoFZt57SdDKlTdgCwJToK9VJ9jDo5o3EAkbuQMRZWD85fC2P9OAEfPTiL5ql63hO0bu7F9Yxe8bnnO72ROpCpmYMBCkGtKEMRyhERqFaingEqpyPecF9pyLpULnfk8fp8ClyKi2afgofuuX8ypLkjmtTASAZzUNPhCYi/1egTGIzBMDlFk2Hd4KO3npSTzmsmSAMOwEIxojkhd7OeYw67/jER1GBUSp5xznDg/jf0DwzgzHHSOtzS6cOvmHtywriOtz2omqROpkhQ6MCAXosDgJteUIIhlConUKrAcJyYVcs7zbTmXyoWuppudeS1EgcG0LPh9ivOYfMRe8hr98Ncn4BUFKJJQ1rrQzGvm98qYDKnQDROc80V9jpOhqFBMS0vNlxPTsjB4agIHBoYxMhl1jve0eXHnLZdjdWcDxDyS+qUYGJBK6jQock0JgljOkEitAvU8ManYetDFnHNmHaRhWmnTe4px76rpZmdei85mN4IxA4LAChZ7laxvzrxmXrcM3bCg6RaicaPoz3GlQ1GabuL1Y3ZSfzqsOcfXrPBjZ38vrlzRhLa2BkxORvJ6vlIMDAAASWBw0TQogiAIBxKpVaLUE5Pmo5RBo8XUgxZzzpmvaVocMxF7G3UxIadqu9nZuh8U8x5V0hHOds1kScCf3LHeWevgqfEF24wlqXQoKhzT8ep7I3jtvVHEVAOA7VpuvLwVO/t7sbKjoajnXczAgFTX1J3yhYkEKkEQBInUJU8p2wRVoytBttpRAFA1c1HuXaXc7FziM9vxYmph3YqIkYkoLM4hiQL8PgWCwMriCC90zfL9rFU6FDUZjOPA4DDePH7JSepLIsMN6zpx66YetJXgWiUFaVKoHhgIpB3PRBIY3G67r6kskmtKEASRDRKpS5xSCstq1HFme81GrwxRYHjsSzcv6rnL7WbnEm1nh4M4eGSkJB0KghENpsXBGKAbFiZmYvB5FHz2I1eW5Zzmu2YLfdYqHYoKjEfw8jsBHDkz4YhAj0vEtqu7sf2abjR45ib1iyWfNlSMAS5JhMcjwSWRa0oQBLEQJFKXOKUUltWo46znTgi5RNuLr1+Av0EpSYcCr0eGSxERjOowDAuiIMDvkapS35zrsxZJTIgKxfSyh6I45zh1MYj9AwGcvDjjHG/yKbh1cw9uXN+Z9lkqFbnaUB0cHMbG1a1Fu6ZLeTIdQRDEQpBIXeKUUuRVo46z2rWjiyGXaItrBtol95zjxXQoADhCMQOGYUGSBDR6JMT1yqTjM8n8rLlkEZIkwCUzTIVUlNMwNC2O985MYP/AMALjs4GnrhYPdvb3YvOVbRAFYZ5nWByZbagUWUBzgwKLc7Q3e5zjhQrUpT6ZjiAIYj5IpC5xSinystUkru9rxr7DQ3jyxRNlcXrquRNCri8IbkWCZliL/uLglgUMT8bAmD2q0zQtTIU09LR6Fv7lMpD8rFmSgJYGO9Q2MRPFni2ryiZQdcPCm8cv4ZXBYUym9CVd3dOInf29WHdZMxhbuI3UYmlpdCEcN9DUoMDnkmCBIxTV4ZaKF8bLcTIdQRBEKiRSlzilFnmpNYmVcnoq2QmhGHJtyeb6gnDbTStx8MjI4r84MAa7/b0AxpIunZU4Xnk2r2mHJAo4MBjA0GgYHkXEni2ryjIaNBo38NrREbx6ZASReCKpD2DD6hbs7O9FX1djyV8zFwJjuH3bKrz01gUYJkcwqiKqmjBNC5/cvbbo512Ok+kIgiBSqRmR+rnPfQ6Tk5OQJHtJ3/jGNzA0NIQnnngChmHg85//PPbu3QsAOHToEL75zW9CVVXccccdePDBB6u59JqnXCKvWk5PLdXppQp1xoDTgSC+8/Qgetu8uPfDV2Lv7rVZ17q6x7/oc4hrJlr9boSiOgzTgiQKaPS6EdfMMp1tbjgHYrqBzmYPPnnrFWV7nemwioODw3j92CVoifpWUWC4bm0HdmzuQUdz5VxkSWTwuOzWUV2tHrgkwX5PQ3pJPpf1XI9NEARRCmpCpHLOcfbsWbz00kuOSB0dHcWDDz6IZ555Boqi4LOf/Sy2bt2KlStX4pFHHsEPfvAD9PT04Itf/CJefvll7Nq1q8pnUTlqRaRVw+kpt3tb6LVNCnXL4okxmAyCwHBpOo4f/voE9u5em7W1VCm+OCRFTFer1zmm6iaaUyZXlZPBU+P43dsXEddNKJKA667qKItrCgAjk1EcGAhg4OQErERhp0sWsfXqLty8qRt+b2XOWWAMiizA65IgyyKSnjXnpf8yWM/12ARBEKWgJkTq6dOnAQBf+MIXMD09jc985jPw+XzYtm0bmpubAQC333479u3bhy1btmDVqlW47LLLAACf+MQnsG/fvmUjUmspTFGM07NYgV2se5vP6xZ6bd94fxSnLs7A4hycA4wxiIItWEyLQxQFPP3SybJ9oaimiHnv7AT2/X4IhskRVw3EdRPnL6W3XFosnHOcGQ7hwEAAx89PO8f9Xhk3b+rBlg2dcCuV+SdMEhk8bhluWYBUob6m9VyPTRAEUQpqQqQGg0Fs374dX/va16DrOu6//37ccccd6OjocB7T2dmJwcFBXLp0ac7x0dHRgl6vra24yTLF0tFRuvq43zw9CJciOjdnRRYR1wz85u0APrrt8pK9Tj78H7etx789MwjTskNAqm4C3D6e7ZzfeH8UP/rNSUgSQ1ODgnBcx49+cxJNTV7cuKErr9ecDGtnoFhyAAAgAElEQVRo9EhpYRhJZJgKazmvc76vW8i1feP9UfzbM4MQBAZYgG5xgHMIjAFgUGS7SHR4Ko4eofjznY+PdjSiqcmLZ353Epcmo+hs9eKeD11ZkueeD1U38cq7RxGO6RCY7Rx7XRJU3cSrRy9h+7UrF/X8FucYODGGFw+fw5lA0Dne3ebF7i2rsGVjN+RFBJLypa3NB0UU4fVIcCuS/V5XmI92NFb873q5UMp/l4nagt7bpUNNiNTrrrsO1113nfPf9957L775zW/iS1/6knOMcw7GGCzLShMoyeOFMDERrsikG8D+YxkbC5Xs+YbHwvC6pbR+kwJjGB4LZ32dcpYGrGr34rMfvXLO869q92Zdy49fPAYwQBQEGCa3/z8z8eMXj2Hg2AhefP0C4poBtyLhtptW4q4stY2tDcoc91bVTbQ0KDmv83yvu6p9dqu8kGv74xePQZIY/D4lLVWumxZEkaHBo2AyqEIU2IKvuxhWtXvx4L2b046V8vOWisU5InEDsbiBE+cm4XZJsFL+9ATGMDYZyXvmfSaGaeHtD8ZxYCCQVjLS19WAnf29WL+qBQJjCAVjiz2VnDAAosTQ29WEWMRu8RUJGSjujIhapdT/LhO1A7239YUgsHmNw5oQqW+88QZ0Xcf27dsB2MJzxYoVGBsbcx4zNjaGzs5OdHd3Zz2+XChki70SpQGF1OHlqmE9NxLEiQvTYGAQBQZVN/HsobMYnYxiKqylCeBitrjzrZ0t5NqOz8TR1KA4vTenw5ojblsaFIiiAMO05ozcrNd0dlQ1EInpMBNf7loaXQjGdKd5PWAL9JZGV8HPHdcMHD46ikPvjiAU053j6/tasPPaHqzu9i/+BBZAEBjcCRddkQQ0NbigxTSaBkUQBFFFyr9nlgehUAiPPfYYVFVFOBzGT3/6U3zrW9/Cq6++isnJScRiMbz44ovYuXMn+vv7cebMGZw7dw6maeK5557Dzp07q30KBTN4ahyPPfUWHnriEB576i0MnhrP6/f2bO2DaVpQdROcc6i6mVOkpdZvMsbgkkWIop1ArgbtTW4nkZ1EMyyoOncEql3XycAt4LWjlzAd0eYI7L2716LZpyAaN9DsU7B399p5hXKu180Un4Vc2/Ymt13eAMDrltHb7kNLowtelwSAodmnoLfdB1FM/xOrr3S2fQ3GgzFn/GqSHf29ME0LmmFfK82wr9WO/t68n30mouGXr53DP/3wbfzq9+cRSpQPXL+2A//XvZtx/551ZRWojAGyJMDfoKC9yQ2/V4FSgTICgiAIIj9qwkn98Ic/jIGBAXzqU5+CZVm47777cMMNN+DBBx/E/fffD13Xce+992LzZntb89FHH8VXvvIVqKqKXbt2Yc+ePVU+g8JYjMNZSJii1vos5nJBOTjELCUbHMgakHrovusLcoLzdV8LubZ7tvbhR785CYOZznNKIsPn77p6Th/ZSgSbSlnWwRig6hYiMXucaTYzcV1fC+6CPQ50KqSipdGFHf2984amjg9NOVv5nAORuI6k7lVkAVvWd+GWTd1oaijcjS0EQUi0jlJEyKJdQ0wQBEHUHozz5behVe2a1MeeeitrXWWzT8narqhYKvU6QP4iKdvjHv/pEcfpdKYnWbZ06OueLYDnnCMaN/DYl24u2/oK4dx4FD9+8diCHQPKnc5O/dKTKoYXcpizYVqWXXeqGiXd6j4+NIVn9p+CqllprrZbEbGzvxdbr+6Cx1W+78yMAYokwuOW4JIFsAWEKdW1LW3o/V260HtbX9RFTepyo1IOZ6VaFBXiDGfWsA6eGockCo5w4RwwE+LI50m/RovZKi/HQIMbN3QtGICqxLSsUgxV4LC/AETiRkm/wFmc4/jQNH7y25OI67NDBkSBwe0S0dHkxoeuW1Gy18tEEhjc7qRrWpnWUQRBEERpIJFaBYqdJFOoK1epPouLEUn7Dg/B36BAkQUEIxosbjuojV4ZLsVua0WNzOdnMV96OGx3PRzRYJRQnBqmhYGT4zgwOIxLU7NpfFkS0OCR4Vbsz8pMWCvZayYRGIMiCQnXdPZvjAQqQRBEfUEitQpkOpzBiIZI3EA0puOxp94qutF8LhFbbidvMSIp+bsu2eXUIia39XONFCXSKeZLD2OAqlkIx+2601KhaiZeP3YJB98dxkxkVoB6XCJkSYDPLTst4zTDLKobQDYYALEKDfcJgiCI8kEitQqkOpwXxyOIqyYavDIavXLOrfKF3MpCw1ilrJVczIzx+X63EgJ7KVBoWYdhWQjHdKiaWTIhF4pqePXICF47Ooq4ZotegQGb1rRhZ38vghENzx48A920IIsCdNMquBtANgTB7lrhUSTIspA2ppQgaolaGWdNEPUEidQqkRRgmeGmXFvlC7mVhWy5l7p/6mJqX2k++eLJt6wjtRm/VSIVNz4TwyuDw3jrxBiMRDGxLAq4cX0nbt3cjZZG+4tKT5uv4G4AuWBsdkypSxIhlngS1OCpcfzm6UEMj4VJTBAloZbGWRNEPUEitcqUqtF8IVvu+biylap9pfnkpWEh1zmSaMZfqlDUhbEw9r8TwHtnJp0WVV6XhO3XdGPbxi743PKc31nX11KUKE2S2XC/HCTFhEsRSUwQJaMU4UaCWI6QSK0y+W6VZ3McozEdksDw0BOHEI0bMEwrrcfkfNOScgnaYr/xF7M1nymGb93UjWND03jyxRNobxqqG7Fay9t4cd1EOKo5Ludi4Jzjgwsz2D8QwOlA0Dne0ujCrZt6cMP6jrQJVKXAbrgvwuMS4ZJFCAWOQC6UpJhwK/Z4XBITRCmotZ7VBFEvkEitMsU2mnfLAsAYDIvD65ZgWhwzEXuGvN+nzLttPp8wrtQ3/kwxPDoVw4kL0/B7Ffh9St04WLW4jZdsxh+OlSYUZVoW3j01if0DAYxMRp3jPW1e7OzvxTVXtJV8y10SGFwuya41lVjFakxJTBDlYDF1+wSxnCGRWmUK2e5OdSsfe+otGHx2IpPfpwCw09XRuLHgtKRcwvjJF09U5CadKYZjqgEGhphmoqmB5RTHteZa1to2nmFxhGNaSUJRmm7ijeOX8MrgMKZTWkVd0evHrmt7ceWKJiepXwoYA1ySaPc1rVLrqKSYUEhMECWEau8JojhIpNYAxWyVZ3N8Gr0yRIHlnMiUKvCSTmymoG1vGqrIN/7M9RumBYEBRso0otQShEI6IVSSWnHeTIsjqpYmFBWO6XjtvRG8+t4oYqoBwBaQGy9vxc7+XqzsyD0dpBgkcXZMabVbRyXFRFwzIDBGYoIoCVR7TxDFQSK1Til0+yhzW1ozLJiGiT++LX10ZqW+8WeuXxIF6IYFKSUQoxkW3LLgrFvTLVicIxTVIEsCPC6p6vWC1d7G4+CIqmZJQlGTwTheGRzGm8fHoJv2lwVJZLh+bQd2bO5FWwnPSWAMiizA65Igy2LNtI5Kfo5+83aA0v1ESaGWegRROCRS65R8xWTShTx1cQaMMTQ1KGCymHNbulLf+DPX73FJ0AwVHkUE59w5H0kWne30pNvKwRCMaPC4pEW5lqUoHajmNl6pQlGB8Qj2DwTw7ukJRyS6FRHbNnZj+8YuNHqVEqw20XBfYvC4arvh/uY17fjotstp/jdBEESVIZFap+QjJlPdU4tzMACTITtc5XXLOQVeJb7xZ66/q8WDXf09ODY0nXY+qTWykiTATJYFJJy+Yl3LUgWeihX1xQrkUk2K4pzjVCCI/e8EcPLijHO8yafglk09uGl9J1xKaZL6Aks03HdJUORZp7xQgVpr9cgEQRBEeSGRWscsJCZTQz2yJMIwORg4glEdXrdc9UBItvXflfGY1BpZv1fGZEiFaXFIIoOqm0W7lqUMPBUq6osVyIbFEY5qUPXiQ1GmxfHemUkcGAjg4njEOd7Z4sHO/l5sXtMGSSxND1KphGNKa7GLAkEQBFFeSKQuYVJDPX6fgslgHJzb4aRsAm8hp6oQJ6tUrlfqdrrHJaHRsBCJG3DJIpp9StHPW83AU6ECOTkpKhrXcezcVFFTm3TDwpsnLuGVgWHHTQeA1d2N2HltL9Ze1lySHqTJhL7HLUEpYa1pNbsokINLEARRHUikLmHcioiRiSgsziGJAho8MqJxA5xjjsBbyKkqxMkqpeuVuZ3e3eotiUioZuApm0A2DBOnLgbx0BOH0N7kxh1b+7BpTXvapKjjQ1N49uAZu9m8S0IwpuPZg2dwF5BTqEbjBl47OoJXj4wgEk8k9QFsWN2Cnf296OtqLMk5SQKzW0cpIuQ8XdNCxF+1vlSQg0sQBFE9SKTWKfm4nsGIBtPiYMx20nTDhM+j4At3rp9zg13IqSrEySq161WOGtlqBp4yBXI0rmMqpEEUGHxuCZpp4Ze/H0JENbC62+/83oGBAERRcKY6KZIILXE8U6ROh1UcHBzG68cuQUu09RIFhuuuaset/b3obPYs+jyS06C8bgkuWQBL+Kb5CtRCxF+1vlTUWh9cgiCI5QSJ1DogU5Cu72vGwSMj897g9x0egtcjw6WICEZ1GIYFURDg90hZb665nKrAeASPPfUWTpyfhiwJaGpwweOSnJ+nOlnJddqPFeH3yfAmZrjX2tSeavYtzBTIM2ENAEdPewNaGl2IayamQnH87+vn8X9+YqPze1MhFW5X+nskiwKmUrbvRyajODAQwMDJCadfqksWsfXqTtx8TY8z9GExCMJsX1NFKq7WtFDxV60vFbXSB5cgCGI5QiK1xsnmOD3/6hB8HskRgNlu8MmbK5NF53Gcc0QTW76ZZHOqQlEdMc3EdERLBK8sTAbjaPW7Ey2jZp2s1HXKkmA/NqWTQLVDWtmoVt/CTIGsSAJWdDZClkRMBlUYpgVNNzExHcO3nnrLqT1taXQhGNMdJxUAdNNCc4OCM8N2Uv/4+WnnZ41eGbdc04MtV3fCrSzuT71Y1zSX41+o+KvWl4pq98ElCIJYzpBIrUFSb+zRuAGXIsLrnnWcLG4hpppoShn8k3mDL/Tmms2pCkd1+DySnaz32cl6zoGZsApBYGlOVqoz1tTgckJawYgOURRoak8GSYFscY5/+/l7CExEwLn9BSKuGZgJ29v/qbWnN6ztwJsnxqDBdlA1w0RcNQEO/McvjjrP3d7kxo7+Xlx3Vfuik/qSwOBySfAoIuQCXdP5tvSLEX/V+FJB4ywJgiCqB4nUGiPzxj4ZUqHqhjNhCUhMZzKttN/LvMEXenPN5lRFYrqzPZx0Y4MRHbphzglepTpjHpeEVr8bM2E162MXe31K7aZVI72dOinq6tUtOHlx2nahRQGhiAYAaPDKYIw5taenA0Hcdcvl2P/ORVwcj0I3LHDACURd1tmAXdf2Yv2qlqKT+seHpvDaeyPQTAvdLV7csqkHV69utddc4Lb+fFv69SL+aJwlQRBE9SCRWmNk3thlSYBhWAgmhEswotlBGG7/70avnPUGX8zNNdOpeuypt9LcLq9bhigKaPYpeOi+69N+N9MZ87gkCALL+thiKUfSupTPmY/Y5QDUjElR6/pacBfgtJbiHGjyyfC4ZOf3ZFHAZDCOkckoRqZiThgKsD8jLlnAh6/rxfpVrUVdBwA4HZjBq0dH7XAWYzg7EsLJizPYu3ttUdd3vi39ehJ/NM6SIAiiOpBIrQFSxc1MWENTg+yIvWQDe1U3MTETA8AgCAwuSUA4psM0LfS2+7Le4Bd7cy3E7aqEM5bNmZtRDfz7s0fhdUtFCZ1SpbcXErsLTYpa19fiJPT/v1+8h2BMd35mmhaCUQ1xzcSvfn/eOe5xSWjwyJAle+v/lcHhgkWq09fUI+Htl8cQjRsQBduFVWQRvIhrkWShLX0SfwRBEMR8kEitMpniZiqsYnxGxWRQhSKL8PsUNHpkBCM6OGzXzO+1U/OqbubtVBazpV2I21UJZyzTmYvGdYRiOsA52pvdRbmgpUpv5xK7v33rAq5e3WZPijLymxS1o78Xzx48g6hpQdVMxNRZUatIAhizx5dKKQGqzJT/QmTra3puJFzSJHu9bOkTBEEQtQmJ1CqTKm5iquGIGM7t3qYTMzH4PAoaPBKaG11gKbWG+QqIxWxpF+J2ldsZy3TmglEd4HbqnCXmwxfqgiaf07I4ghENhmlBYAydLYX1Ec0Uu5IooMknI6qamAjGCqrntB1SBecvhZ1jbkXEjs292Hp1F5769fE0pxWwU/4tja55n5cxu7eqxy3BneJuJtdW6iR7PW3pEwRBELUHidQqkypughENAmNgAkcyF5XsbdrgVYoWELXUkHwxIaVMZ043LDDwtN6fhTp/e7b24XsvHEMkpgFgYMyebx+MaBg8NV6w2PW4JPjcEkRBwEQwBiXH9KXjQ+njTW/d3AOAYf9AAGdHQs7jWv0u7Njci+vXdkCW7KR+0mlNpvx103Yod/T3Zl1bsq+pR5EgSyynYC6H80lb+gRBEESxkEitMqnuVdLFs8DgUgR0t3qd3qb3LkJA1EpD8sWGlDKdObcsQhBscT8ZjEMS7Q4IXQkXNB9BvHlNO/weCXHVgGlxiKJdTiGKAvYdHkp7vflE9Z6tffj5K6fhdUuIqQZmIhpM08JHb7l8zmNTx5u6FBGXZuJ48tcfwLJm1WNvuw87+3txzeWtEIT0pH5m0CrZRzV16hRjtpvrTWzp59PXlJxPgiAIopYgkVplUt0rUWB24pvZgSlg1i1djIColYbkpXB0U525Z185jWcPnQUDg5AY/aoZKnb19xQkiOO6he42r1NKEY3rmAqqGJ2M4lQgCJ9bgt+nzPMcHOv7WhC7qQ//+8Z5TAazC8ckBwYCYAKDpluYjOlp4vTKFU3YeW0v1vT600o7MkkNWqUiCAxuRYRbkaBIDEBhraiS1zcp8J988QTam4ZIrBIEQRAVh0RqlUh1+dyyACRqKi1uwueW4HFJUHUzzS0tduu0VgIs+Tq6+ZYEHBuaht+rIKaZMAwLkiTAo4g4NjSNY0PTeQviVBEfjev2pCwOgAOWxRGK6ZAlwQ6rZTyHblqIRHWouolV3X782R9sxHyEohoC4xGohpXmatoBJoYvfHxDfhczBQZAlBi8btl2l4vskZqkHK2+il0HuboEQRDLFxKpVSBVBAAcl6bjMBKtpD5yfQeODU3j4ngEpskhiczZdi72Bl0r27jzObpJQRIYjyCmmXm4l7bo9fsUNDXMijLOuSN68y1xSBXxwYgdxmIMYAKDKDBYnCMY1eF1y1AkATMRDZZlYWI67kzWWoiJmTgODAbw1okxpz8qS6zR55FhcQ6/R57/STIQBPuLjcclQZEWN1kqlWJbfZVSVNaKUCYIgiCqB4nUKpAUAaZpYSqsgQFgjOHSVAwHj4zglmu6MRGM203VJaEkN+hKBFiyucNxzXQESy5Hd31fsyNIVN2EZXHMRDRE4gYsi0MUGJ5+6eS8DmiS1DKG1J9F4zpmwho453jsqbfSBFSqiL80GYUsCWhqcCXS/hwMgGFYEAUGSRLR06ZgPKiiuVlcUKBeGAtj/zsBvHdmEsmHumS7jZTXbffDXSj4lEqy1jSZ0F+sa5qNYlp9lVpU1lLYjyAIgqgOJFKrQFIEjIZUMMAWGgywuB3cefH1C/A3KIu6QVd6qzTTHR6ejAHgaPXPipq9u9di7+61c9aVKkhMy95nT7bgAuy0/cWJ6Jy0/UJlDMmfGYaJqZBmX1+B4YML0zh1MYiPb+/DXbdeAWBWxGdO2ZoM2s5rS6MLHreEmbCK7Vd3wbI4jpwaxwuvnJ4TXuKc44MLM9g/EMDpQNBZb3ODgls39+LGdR04MxycN/iUSTKhnywLKLTWtBCKafVValFZK2E/giAIonqQSK0CSRFgGBaSwW2L2w6ZIgmIaQa0KQOmPf3UdvZ8ct436GpslT79u1OYCdtC0LK4vV3OBISiOrpavY5geei+6+es4ckXTziChDHmbIenwrn9Gqm/m08Zw77DQzh1MQgwJBLu9ha+aXE8/9oQVvf4cwpftyKiq9ULBlsox+M6Pnr9Sqzra8HxoSk8/+o5gAFul4TxYBxP/uo4JMluOZU6tlSRBMgiQ0uDgja/C4os5gw+pZLa19QlC05Cv9wU0+qr1KIy+TdiT9vSHSe7s7myYT+CIAiiepBIrQJJEZCsd7S3jDn8PhdCUR2cA0aKTtMNC5NBFb1t3ryev9JbpYOnxhEYj9jnwRJtjjggCNwRnPMJltSG+qaVff9cYMDoZLSgdSXd0YeeOIRQVINpwflSICT6oWZek+T/funti4hrJjwuEdde2Y61l6ULygMDAYgigygIiKm6876Z+qw4bWlQoJsWXIoIRRIRiht49uAZ3AXMK1CzTYOqJNlafbkUu/Y1SWZ3iFJ3kNiztQ/fe/59ROIGkhUNpmUhGDMK6l9bLG+8P4ofv3iMQlsEQRBVhERqFUje7J5+6SQCE1FIIkNTgwuCwBCO6hCY7awC9qYuh/3fF8aj+OK3XkJXqxf3fmhNzptmqV2thUoH9h0eAkuuOUVQWRaHmAj0zCdYkqJ9JlGfmw2LA9zkaQIlX8e4vcmNqVAcojAbLuKwG+FnuyYbL2/Fqm4/4pqRUyBOhVR43BJCUQ2haPr0J7dii7pwYipUNG5AlAQ0uCWIooADA4E5IpUxwCWJ8LqlxLZ6Yp0VFqhJUmuYk9dZ1c2c3SGK6SAx3+dq85p2+H0K4poJi3N7HLBPgSCwstelDp4ax49+cxJgoNAWQRBEFSGRWiUy+1GOz8TR7FMQiemIxjlExm1hliFSLA4MT0TwvReO4Qt3rs960yylq5WPEByfiUNgDCaybdPzOa20sl0LAPiXZ47MuxZBQNpr5+sY79nah1MXgzAtDoE53aXgcYlp18TiHJG4gVjcgDWPOpwKxWFaHIHxdGc32Qqq1e9GLK5BNzlEwXZtLdPCTERDk1fGVGjWba22a5oP+ZRVFNpBIp/PVVwz0/rXAundG8rFvsNDkCTmfKmh0BZBEER1IJFaQXI5R6k3vseeegunA0FYHJAFBt2c7afJGBIlAgxx1cg5EamUfVHzEYLtTW5MBLMLB9PkCIY1iAu00tq8ph1rVvidbf/x6RhSd/4ZA1r9bmcS1OY17Xk7xpvXtOPj2/vw/GtDMC0OWRTgcYmQJQF7tvaBcyCmGYjE9JzlBoD95WD/QADvnppIc7pZosSBCUBjoo1UOGYkV45ELg4W5wjHDFzR64ci265paq1pLQrUJPl0h8i3g8TgqXH8+7NHoeoGZEmE36fYfYEx93NVjSEU4zNxNDUoabXRFNpaGOprSxBEqSGRWiHy3ZpOrcWzwNOEi+BsAVvQTOD4+emsE5FSU/SL7beajxDcs7UPx89PA5gtT0j+bzDA36Dk1UrLqdUVBbQ1uTE2bb+GJDK0NLrgdctpTlohIuauW6/A6h5/2k304zevwpUrmjERisEwsitEzjlODwex/50APrgw4xz3uiRIkoBIVLPPlwE+twy3IkEzTBgmR4PHHpFqcQZJANwuGV6XhD+4ZTVaGxVkS+gv9Rt98u8grpsQEyG5yWAcrX433Io453NVjSEU7U1uhON6WnlINSa01RPU15YgiHJAIrVC5Ls1vXlNO77w8Q14+qWTGJ2KgyUkn+2iCjAtC2Zyt3ieiUgP3Xc9ADg3jkL7rSbF0kxYRTCioalBgdedPqo1dc1uWUBMsxyBKgqw18mRd4Arc8vY65KgyHbP0iSpr12oiEk6fYwBqm4hEtMxFVKzPtayON47O4n9AwFcHIs4xzuaPVi7sglvnxxHTDXAYbvboiDA6xIRVw20NLogMgaTczR4ZFiw6181zYTXLWHj6rac13yp3+iTfweyZPcJtuuvGYIRDYLgmvO5Sv5OJUX7nq19+NFvTsJguWtwiXSory1BEOWARGqFKCTMlBlacZxVzmcFKmzH0rTsZvNTIdWZiJR8zmJvHKliqbnRhclgHJNBFZxzSJKY9Ya9qtuPkclo2ohSSzOhpLic851z5rkPnhrH0787hcB4BNG4Ab9PnvPaxYgY07IQjhk5Q1G6YeGtE2N4ZXA4rYRhVVcjdvb3YN2qFvzz04OIqwYEZyIVYBomAAX/d+LLwenADPYPDts/tziCUQ1gwCdvvTzn2pbDjT75d+D3ypgMqbC4/fnVcwjBSgyhyGTzmnY0NXkp3V8A1NeWIIhyQCK1QhRbX5fprAJ2+AcMsBKClQMwTI5oXIcoCs5zFnvjSBNLst3AfTqkYiasY80KT9YbdtLVdCdGdGqGPTbU40oXqfmcc6pIbmtyYyasOS24Prt7bZqAz1egLhSKiqkGDh8dxaEjI04qHwA2rGrBzv5erOpudI6NJeplrUTNopjYFQ5FNafWdPs13fB7Fbzw2jlMJNa3vq8Z+w4P4ckXT2Rd73K40Sf/DpKufDCqQzcsuGUJe1Pe22pz44YurGrPr+UbUb36YYIgljYkUivEYurrUt2k2WAVhyAiLdwxE7a35ZPPWeyNI1MsJScdReOGU0aQbY1Auqu5bUMnDh4Zmbd1ETBXbIZjeppI9rplqLqJBq9S1BjOqJo7FDUTVnHw3RH8/tgotESPU1FguPbKduzo70Vniyft8ceHptICXQKza00bPRIYY2jzuxyH9por2nDNFW15r3c53OhT/w48LskZD7wYgbrU63jrgWrVDxMEsbQhkVohimnRk+2x6/uacWwoEVJitkiabaLP0272xd44FuP6Zp5PZlgp85yT4k03LMRU094Ctjj8Xjnt9TMdxXy2xuO6iXBMw3unJ+eMIG1ucOHAYADvfDDhOKsuWcSWDZ24eVMPmlKmK6VyYCAAgdnTwbweGR5FQkwzMBlU0eiV8U8/fCvrueaz3uVwoy/k7yAf8bkc6njrgWrVDxMEsbQhkVpBctXXZd6M1/c14+CRkTk33rPDQRw8MgJJtFPRnNtb/YzZwZzOFs+crXBVM6HqGlF3n08AACAASURBVPTEWMmu1txbmMnfCYxHENNMp2tAplgqxLlaqKZw3+EhuzesagKYzbsHozpcipgzrJVrazwSN6AZFsIxHZpu4vjQFJ49eMYWiIqIiZCKp359AnqKA93gkXHLpm5s2dCVNlUpG6puYs3KJsyENUTjBkbDEed90A0rsZU9VyzNt5Wfej25ZSEYsd8vtyLhtptWLrkbfeZnYvDUOB57Kl3cA8hLfC6HOt56oRr1wwRBLG1IpFaZbE7Q868OweeRHIFmWRwzYQ0/f+UsZEmAzy0hFNNna1K5HaAKRjQMnhoHMHuDdykiInEdjDG796PFs97sM8NSYlRHOGpvka9o9zlCNJvzeSpwBB/f1oe7br2i4PO/OB5xBCqQNrAKM2ENHpeU1VHMdHsVWbDdTZeEqVDc2XI/MBCAIDCYpn0NdWM2edbW5MbOzT249qoOyJKATI4PTeHAQADhmI7eDh8+fN1K9LT5MDodA+ccpmWBMQZJtKW11yPnFEu53Gm3IjrXHeCYjugAONqa7J6wB4+MYHWPf8ne/HM5oS5ZzEt8Loc6XoIgiOXK3DszUVFSnSDGGFyyCMOypxNduBRGYDyC8ekYTIs7af5I3G4Un9pls9XvgtcjY9/hIec5TdPCxEwcpmUL3emw5tz8kz1Tc63D71PQ1uzGinYfHrrv+rTtPN2wEIrpMC0LIrOf+/lXhxyBXAhmwtFkKf+X/G/OOaJxA80+ZU7N4p6tfTBNC6bF4ffJEAWGqVAc11ze6ghUw7QwMhnFdEjDVEh1BGpS6D/46X7ctKErp0D93zfPQ1FEdLf7EIzq+OGvj2Nlhw9x1YAoCuht96GjxYOmBgVuRYSS8TypYim5XlU306ZwgXPnuodi9px6xgSEonrO92opke3zL4oCRiej817PJO1NbmgpXzyApVfHSxAEsVwhJ7XKZDpBMXW2NZIgwBFWAnhCwAAAA7fseeZWQuRkNroHOKbCmhPySe0A4HFJc272+ThSg6fGcepiELppgSXWJwgCRGa3dso1AWs+FzDpQibKamcHATBgzYqmeYNakijgwGAA50fDcCsibr+pD+v6WhDXDPz+/Us49O5wmkvrkkU0eGUAHE1eew58JowBsiTixPlpeN0yDJMjpmqJ90PAsaFpZ1DCVFhDSyKotu/w0Lx1vLlq9p588YRz3Q3D7hvKmC2wAcA0LZy6OIOHnji0JOv8cn3uAAbNsBasi14OdbwEQRDLFRKpVSC1BjEaNxJuoB3UCUY0JwzFU2SbxQGPYjfMTx7TDQuCyOD3zq3bPB0Ipo3sTBKMprepSpJzO1oW8NhTbzl1qha3xZPt6gKABcbsrfbAeKTgEEtvuw/WWBiRmOHU1zIAoijkFBocHDHVREezB59MKTEIRjXsOzyEw0dHoeqJGtdEva7XI8GjSNBNC6bJsaO/1/m940NTeOPYJWgmR2ujCzs29+DkxRl4XBLimolgRINh2jW90Zju1N51dDRibCzkPM9CYilbzV5706y4lRIN7jm3g1kx1cBkMG4PCliioaBcn7uuFjdUw1pQfFJghyAIYulCIrUCpIpStyIiGNHg9cjwuiUYpoWZiD31qNErQzdMMIGh0S1B1S2Y5qy7qJl8dpIT7OMuSbDnnie2j5M38e88PQjG7GbzRko/z1xN07M5UtGYDjAGg9uBIStRcpCKaQEMFlyyBMPk8BYYYkm+riyJiMZ1GKYFgQn4+La5QoMDiGt2O6nU1lvj0zHsHxzGW8fHnKQ+Y8D6vhZ84pbVGJ2MpqX7r+j148BAAL987RyaG10wLQ4h0XT/3GgIp/fN2NvvUR2hqAaAQUiM8LS4icFT43PWVqxYSr3ujR4JUyENgIVGrxvTIRWAXUuc3ApfaqGgXE7oZ3evBZDf9aTADkEQxNKERGqZeeP90TR3cWQiCtPicCkimCw6Iz9VzXTGa1qcIxwzIEkC/D4Z4ZgOiyfqNZkASeRo9buhGxZUzUQ0bsy5ife2+3BpKgaLc6fm0rIsuGUxa0/KbCJLEhgMi8MlizAt7kxXAuNpvUIZA2KaAUUS8qojzHzds8NBvPj6hbRE++oev5P4Xtnhw0duWImeNi90Y/aFz18K4eV3Anj/7FRamYDPLUORBYxMRjA6GcW6vhas62sBMFtr2uhV0O1TcH40jHBUQ3OjC1637AhBcI5wVAfngJA8Xwb43NK8Y10LFUuZ172n1QMwhrhmgnOgpXF2HG0+17PeWEjck/gkCIJYvpBILTPP/O5kWkrZ4nZtaTCqO+LD71MQjRv449vW4nsvHEMkZrt3pmkhbFhQZBGaboEnBKff50o02LeF4x/fthZPv3QS//LMEQAcXa1e3Liuw2ljlepQzdc0PVNkPfTEIadekDEG3bAcMSiklBEosmi7uZq5YB1hrnZb/gYF7ZIdgvntWxcBFkBbkxsrOxoQimv4718dw8e3rcbay5px4vw0Xh4I4Ozw7Fa7JDK4FBF+r+062q9t4sBAAOv6WsCY/Zjj56fh8yhOrantlKa/H4okIBo34HbZ190w7TGvfq+ctZ53sWQTt4OnxvHvzx7FZEhDKGbA75XhdcsLXs963OomJ5QgCILIBonUMjM6GYVbnnUXJVGAblgwUhLJSeGx7/AQvG7JKQlI1kG2+d1o8Mg5Wxh97/n3EYkbTv3p8EQEv31bx0eu68WxoemiBUyyXjCuGmmtmwC7RlYQGNqb3PC4JLslk2kL4Vx1hPm023LJIqIxHQ0eCT63hMmQCiNRp/nCq+ew7/AQRqdizjp6233Y2d+Lfa+dhcctOwIVsGtRY6oBj0uCJzGu9fTFINwu0XncfO8HgDnXXNXNsifHk9fJpYhQdQOGYWEy0Z1AloR5r+dSq1klCIIgli8kUstMV6sXY1NRmKblzCm3LLu2lHOeJuSSSW/GmNNUPtmG6d4PrclauycxAXHNTEyfslNHFmeIqwaODU3nTMdnks2R27O1D9974RiCES3r74jC7Do1w0Jvop9qLmcvW+N1i9v9VpsaZltDxTUDU4l6TCtx/uGYDiulxuDKFU3YeW0vDMPEK4PDCMcMROIGGn0KvC4ZHrcEWRLQ4JbQ3KA4rm+r35UmPP0+BRMzMYiCMOf9ABYOQ5WD5HXyukXIkpBo7m9C0y38yR3rC5piRRAEQRD1ConUMnPPh67E//PUm47TmUzcAwxTITWtUX5q0jtJ0tWbr4WRYVqJGlG7lEAUGEyL570tncuR27t7LfweaY5ITfYcsCxrjrCbb+s22W4ophqOU2xZABe5PYY0UQYxORMH5/ZwgkhcT+tOsOmKNuy8thcr2n347Zvn8bt3Ana9LAMEQYTAGBq8dohrciaG2268Ku331/c14/nXhmBaHLIowOMS4fMo8HukrLW9yWseGI/AMDlEkTmttj7a0ZjX9S2UbG2ZAEA3zAUft9RqVgmCIIjlS82I1O9+97v45S9/CQDYtWsXHnroITz88MN488038f+3d+dhUpV3/vff91lq74WmGxqMaMQFF0CNC6g/XDICijozxnnGRI1jYtQYQmKun0ZNMmo2iVcSfBKNE2bUuD5DJJq4Ep1xiYBi3CBcSkQUUJamm95rPdvzx6k6VPXeQDfdxfd1XSZ21amqU3Vo+dT3vu/vHY1GAZg/fz5nn302K1eu5PbbbyebzXLOOedw3XXX7ctT79MJR46nMh4ik3OCRUyVcb9HZ3U8VFLp3J2ejxFTCxYx+Q3wCcJUYVi6v3mLPVXk2nMOi598j1TW7vaahcwXNnsPdj2prYrQ0JIOVsyHDI1o3MQwNLY3p9A1RSbnt6KyXehMW8Fjw6bGvJkHccKU8YC/AOrld7YCXn6+poHjQTpj8dGWNg6ZWMXFnz+s265aK9ZuJxE1850EHJJpj3kze98tq/D4R174gFh+fm8hxFdVxTiotvdtZndXYZqF63o0t2cAhVL+P8XD+b21b6qtipTFXFUhhBD7txERUleuXMny5ct54oknUEpx5ZVX8sILL7B27Voefvhhxo0bFxybyWS4+eabeeihh5gwYQJXX301r7zyCqeffvo+fAd9y+Qc6sfGSuZLljbe9/W10rm3aqfr7uqmWtweynE8OlM5nlz+ES++vYVMzgm2Tr3vmff5yrwjg+fdsKUtH6D1on6tWTxUtz6rxWoqw1x0xuTgvPsLRnNPnsTdj69FU4rKuEk4pNOeskhlrGBHreK5r5ryw/r4MVHOOP4zwQp9gNfyi63iEZNM1qYjaZGxHHTNX1jW0zSH4mH0wvvMWg7rNrdyQR/Xr2uIdxyXts4cP/3dG0yeWLnXA2Dhy0pbZw7PA6X8z6YqEQp2oJo2ubbXLzVTJlXLXFUhhBCj3ogIqXV1ddx4442EQn5wmDx5Mlu3bmXr1q3cfPPNNDQ0cPbZZzN//nzWrFnDQQcdxIEHHgjA+eefz7Jly0Z0SO2r4tVVb8Plvc0/bO3IUFsdYWd7Brd0bRO2B0+u3Aj5RU6a8rsLJDM2S1/6EID7nnkf2/XwPHBzDk12Bl3zNyg1DQ3Lcrr1RoX8rkiuF4QfoM9gtGZDE39+YzPRiEEsYpBKW7SlcoQNHSc/ZaCgOhHi1KkTOGHKuJLPDPz3EQnpKE3heR4Nzald5wRYTvfPtRCeP/ikFdPQqEqEg7m0AxkeLx5WT2UsmjuyQdV6KAJg4Xn8bg3+xgaF1f3FX256+1Ijc1WFEEKUgxERUg877LDg3zdu3Mhzzz3HI488whtvvMEtt9xCRUUFV199NUuXLiUWi1FXVxccP27cOBoaGvbFaQ9YYQFSc1vG3+9e04iEDS4+69ABP0fv20d62I6HphQeu5rtK8B1vSC4GvkqrgJcPBpaMix96UN/riy7KrGe6/kLu/I7WbWnwLYdXM8PZYXtUA1D94ejO7L8v4+tAUDXFWMqwihTLwlGAE+8+hGJWIiQoWhsTuHiL/TqtHZNJ6iviTFr+kSmTq5B13Z1RCi0j4pGTCKmP++08G785v1+ALcd/wS3NiW549G3mTKpmuV/2x6EOoVfqW1uz1BT6XclGMg+78VfMtpTVvDaIVMbsgA4bXItkw+o7PfLTU9faoq3Wi2QuapCCCFGmxERUgvWr1/P1VdfzQ033MAhhxzC3XffHdx32WWX8cc//pE5c+Z0GzYv/nkgxo5N7LVzHoiqqliwJ7s/t9Afyq6qilE3wMU3E+oStLSniRQFlkzO5oBxFWxp7Ow23K806EjtmtNZ8hnl02ZDawZNgabrfvsozwuG9qsTIaoSYQxdo7E1jab8KQSGrvCAWNhgZ1sGp2jFve14NLdnMXQ/YLZ2ZOlMW/xpxUZQ0JHKkcm5FDaLcvIvZuoac085iHNP+WzJeSoFIUMnHjWIhIyS+/519hR++/garLBflS30+I+GNOrGRGlsS/PBitaSTQe8/FsnvygrZGpksjaZkMGNi19nfE2MC884lBOOHF/y2Rdey3H94fSC6oowpqFh6IqWztyAr+VAFb9u2NT9rV49//a6ugrefL+Bx1/+kIbmVMm59/ZnZUJdYq+fYzmTz6q8yfUtX3Jty8eICalvvfUWCxYs4Oabb2bevHn8/e9/Z+PGjcyZMwfww6hhGNTX19PY2Bg8rrGxsWTO6kDs3NlZ0s5oKNXVVbDk+XVEwkawuxT4cyGXPL+ux4U3Pc3t/PxxE3nkhQ+wHa9k/uFFZ0/m3mfeJ2e5OI4TVDp1TcOyHQzd387Tcb38cL//WdbXxGhoTvk7WXn+tqAaflcAz/Mrs51pi5ChkYiaJDM2aLuCsN8iylfIjp5H0FUgGtYZUxHGcV0+aWjHcYAe5rfWVIQ4/9TPcsSkMbS0+EP3xVVTz/PotGw6u3xGB9XGmHHUOJ55bbMf/j3/PHK2H0A703bJgjLYde6eBznLAdffSSqTs4mYGo0tKX6z9N1uGx4cVBvj4s8fyrJVm1H5ebrVFWHiEcPf9ctyGJMI0djYwe7qbT5v4XWLbz+oNsb/vv5xML2i67n39mfl88dN3KNz3J/U1VXIZ1XG5PqWL7m2o4umqT4LhyMipG7bto1vfOMbLFq0iJkzZwJ+kPrpT3/KjBkziMViLFmyhH/+539m+vTpfPzxx2zatInPfOYzPP3003zhC1/Yx++gb4NpFdRXO6hLzj68xyBzQG2c1mQOx3GD+ZKFbUwjIR3b8bAdF8d1QSk8zx8S77q1qeP40wXCpsapx9QHGwHU18SYe/IkNm5r58mVG1GUVq4L0wAAYhGDilgIx3HZ2ZZGaRpB56QuobFQlS28ftjQiUUMTFNnILXxdZtbGVsdIWzqbGnsRFP+8H97yippzu8VvWbhfKNhA5QiFjEGNHezMKxeuD5afk5s1nL2uHdqf035BzNHedmqzcGiMVndL4QQYjQbESH13nvvJZvNsnDhwuC2iy++mKuuuoovfvGL2LbN7NmzOe+88wBYuHAh3/zmN8lms5x++unMnTt3X536gPS2cCoS0oP96Qey6OWGLx3fY9AorPLWdY0xiRDtSQvbdRk3JsZFZ0wGYOlLH7KtOY2TH2tXEFRWi4fsNc0PcCvWbu9WUVy2ajNV8TDprI2TK+3ZGQkbVMZD2PlwWgi8UHqcpgpTDzwqEyES0RDvb2rhtGkTMHSt104CPSkO/4auYTt+pwPb9rcxLT7Hrk8bDulsbUoytioCRdelv7mbxYuVWjpzjEmE9jgA7s5Cp/6++MhWo0IIIUY75XmDiQXlYbiH+4uHZgvDr6mMjWXZOG5p1RP8oWSlFKmMFVQFNaX4xoXHBNW8rlUyKK2cTZlUHVRCI6ZGe9ommbGCkAq7Nhbo6aPQFERCBlddcFQQdm64Z2WwI9bWpiSW7RIO+e2cPNejrTOH5bjdnisa1tE1RWfaRlMQi5qMq45SlQiTs2y270xRVx0ddNXvjkffDsJ/OmvT3J7B8/zAGg3rtOU3IVCUvsequEl1RYRtTUkAJtTGg/uyltOtf21v9tawUvHnWlDYaeyOr5/S42OK3/vunLvomwwZlje5vuVLru3o0t9wv37rrbfeOnynMzKk07lBVez2RDwepiJsMH5MlE93dNKWzFFTESaTtUhm/UqfpvxKX872d3AKmTo5y2Fnewbb9hczeZ7He5tayFk2z7y+KajEJrM2qz9sYtrksVx4+mTOPvFAKmJmyTENLWnSObtbiyroXmEsvt1yXDZsbWP8mCjja2K8s76RZNbG0P2tWGsqw35z+86cv21pDx9qYeqBaeocUBtnfE2Mump/Hm5nKkdTW4aOtBW0liq8n8Jr9qUiZrL6wyZcz68+WrZLznKxXX9O7QmH1+IBqYw/P9XQFGOrIlTEw8HnnszYRMIGuqaCuZsXzjqk39cuXNtUquctYwej+HMtyNkuNRVhTp06od/3vjvnLvq2t66tGJnk+pYvubaji1KKWCzU6/0jYrh/f9B1+PXKn73oh08IVvsrpbDyYaOlI1sSKjVNkUzneG7VZsZURvocGu46fFzog7o7Wjqy3P3435h8QBVTJlWz6v0d/qKoRIjG1kxJf9OehEyNyliICbUxZp84iUf/5wNcLxdUlDtTFvHowOaFdlX8frc2JclaLlWJEJXxEDnb5cOt7cGUhZ4qj4ahM3FsjEQstE/nbu7OTmN9bfwghBBClAMJqfvAmg1Npa2RPPJtmfwb/X3tdx1g6ApN+av0s5ZLY0saw9jV4L3rPMri+YrprI23B1MbCuexsz3D2o+bOfnIOlaubaCxNdNrFRb8ea01FWHqxkRJZSy27Uxx1ME1/D9nlq5WT6atYPengsH09CyE/64htGvY7S0IXlw077YwjeLh5z8Y1tC3u4FT5p0KIYQoZxJSh0nxPNJUxkbXoIfpmwAlAbXA9bwg2Dquh5NzaMw5VMUdNE0jm3O44Z6VQaP37TtT2PnG/HvC0BUVsRC6Blt3ptiwpb3XcKopiEf94Gw7Lpbj0NKRJWs5jK30z6trsOqpwjmQBvtdDWQhEfQeBPtbYT/UJHAKIYQQpSSkDrH/7/l1PPY/63tcUNQbp0uw7Cm0FrQlLZSCqniIWMRge3OK1s5csIvU7tI1RUU8hKEp2pJZWjpKF1zFIgahkE5HMoehK2IRk7BpkM7a7GzLYDt+A3pN07oNXRcH9khIJ5X2Nx0Y6FB3Tway9WxfQXB/20q0t76sQgghxEghIXUIPbn8I55csbHH1fN7lUewUUA656BrflP+3Qmqhq5RETNRCtqSuZJuAOBXS8eNiQULnarjIVJZh1TGIpVOY7t+1dfQFZbtrzbvq2KZs/3erYbyFzjtbmDanXmdxQbTy3a029dV471FgrYQQpQ3CalD6LlVm4c+oOIH0e3NKSpjZr5dld+d1ND95vYDKeKGTX/7Udf1aEvmep0moClIZy0qE2H8xegaTa2doMDNB1ojv0vV+DHRknZIazY0sfjJ98hYDmbRnFqARCzED/egddKeLiQaSCW2XPRVNS7c31d7s5EQBsslaAshhOidhNQh8uTyj8haAx/i31PZ/BxV8AOqUgOrokZCOomoSdZyaOvMdZtqUGDoGomYSTRkkLNsGltSWI5HRdSkOhGipTPrb62qyAfdLKdPnxBUu7Y0JclkHWzXxdBUsDsW+Ius9kbFsutw/poNTd02S+gtwOxpJXY08T9rj5aObLDxQUXUYGtTslvwu++Z94OduUZSGNzfpmcIIcT+SELqEFizoYlnXts84OPzGzDt0RzSrjwvv9iqh5ysFMTCBrGoSSptsbOt95X64XyINXSNZNqioTOJpmlo+XNOZmzGV0dwYiHSOScIPdGQzpvrdrBi7XZ0XSNnuX4fVY+gt2dhC1Nd13arYtnXcO9gK237U0uniKmxrTkdtD7zW57l0DVFLGqWBL/m/JeHMRXh4LaREAb3p+kZQgixv5KQOgSWrdqM67nBtqP90TV/p6G+FkgBA36+gkJALcxN1ZQ/rB7OL3hqbEl3e4yhge36C6MSUdPfZCDnsDP/l79paOiawnZcDF0RNnUylktlPERVYtcuWR0pi7bOHFWJULDaX8vvxeq6HkopFAR9YQdbsSyEUMt2SWcdmjuybNi6lnkzJnHBaYfsVqVtX66wH9b5lSr4E+FX3D0AF8f1g14xv7Je+oduJITB/Wl6hhBC7K8kpA6BprYMhq75c0Fdt1uwNHRVtLe9Pzyuaarr05RQwNiqCI2tgw8Huq5IREMYhqKtM0d7sufdOPwQaxIJm+Qsl7bOHFnLKQkuYyrCRMP+H5vCNpwArclcMIRfeCcefs/XzrTlt83Kv3elqfzCKpeIaQQN9wdj2arNWLZLR9pCAXp+msEzr23m4AmVe63SNhzhcbjnV/q7hUXoSFn5LxsaFbEIrR1ZcrZbEvz8L1ClfzZHQhjcn6ZnCCHE/kpC6hCorYrguB4dqRy6rmHgV6Rcz6M6EQ6a16cyFi0dWRzHQ6HQtXyRC39uJxDs6BQK6SV7uw+EvxjKBLxuGwQUM/IhNhr2W0g1taaDhVP+tqYuuqbQNUVrR5adbWl0TSMSNrj4rEMBeOSFD2jLt74ChVJe0GXAc7ygCmw7/sr/6oowjuN2C6j9hcLC/R980urv1gXo+e1EdeWf67JVm/dKpW24wuNwz68sfDbF26dmLYfxNTGyllMS/CIhHZQKvqyMlDC4P03PEEKI/ZWE1CFQqPJUxEKkszaW7aApjZChqIiZwXGxiEk0bJDK2Nzx9VO449G3aWhJ05HK4Xp+UC2Eu2hIp7mt+/B8T6Jhg3jUwLJdWjsyvU4RMA2NiliIkJmfb9qcDI5V+FuxJqIGE2vjTJlUzYtvbyGTcwgqa/m9VgvB4O7H/4bnef7K/XjYD+CuXzE2dQ3b8avKnke31lTQfygsvt80NLKWi0chRGu4nr/Aq6ktw6WzD9/jSttwhcfhnl/Z6+5bZx0OlAa/wpeQkRgGZQMEIYQobxJSh0BxlaelM8eYhB/Ilq3a3Gd1rzjcpjL+UKyuaZx8RC0tnTnWdfrD9D31P9U0RTxiBKF3Z1umkCG7CYd0DhyXoCNl0ZnK0dJhdzvWNDTGVUf44ZUzAH9nqFjUZEzlrkpk1nJKAptp6GQsBw/wPA/P89C1XYu4QqZORczE8yhpTVXQXygsvr8qEaaxJY2HH+JVflvZWCREJKSzbNVmMjkHx7ExdMXE2vigw9Vwhcfhnl/ZXxWyr4VlQgghxHCRkDpEClWeuroKGhs7gtv7qu5Nm1zLxm3tPLdqM1nLRQHVlSYnH10PwN83+0PcxXnSNDTi+RXZ7Z1ZdqR6r7ZGwwaJfCV3e3OKzpTV67FKKZraM/z7f71OQ0sm2DFL0xQhQ6My7ofBprZMUOEMh3Sylo1t59tLef6A/NiqcNAPtXgea1f9hcLi+6Nhg6pEiNbOHJ4HuuaH5PZkjpaObP4cTYyoHnzGgw1awxUe98X8yn1dhZRG/EIIIfojIXUYlGwDavoTT7vurrRmQxNLX/qQT5tSweM8YGd7lt88sZZI2EDXVTCvNBr2V98DtHZmac33HO1JLGJQEQvhuC7tyRyW5fTbJSBr+T1Xi88H/MVJlu3S3J6hIhZi/Jgoy1ZtxnY80lkbD3+5uOf5gSts6ui6hud5/YavnkJhR8oim3O44Z6VpDI2jusFc3qrEmGUUmRzDoauSOccwAvaW7V05qipCKPr2m4N0Q9XeNzf5ldKI/7hI18GhBCjmYTUIfbm+w0lfyG3J3MkMzbR0K4gVvhLu62z51X3OdslZ+fQNH9OayxikrVsmtszvTbfB4hHDBKxEJbt0tKeCRZh7SnH9YNgZ8ri8rlHcN8z75PMWCilYWgK11N4nr9K/Cvzjuyzl2nxfVMmVbNi7fYgFHakLNqSWSpjIWIRA9txae3M0p7KgecFi7euuuCoYCpFU2saLb/ArNCHdfyY6G4N0Q9neNzXlc3hJI34h4d8ozdCQgAAIABJREFUGRBCjHYSUofY4y9/GPyFnMpYdKQt8PxKZeEvjbChoesaVi8h0sxvMxoJGXSkcuxoSfU631Qpf0FWImoGFc/enndPuJ6HaSimTa7NV3d3dSTQFDieX/XtLXx1/Qu0oSXN+k/bdnUVUOS3Tg1RlQgHnwNevmWXKl28VZgKYOgadr6bgOd5ZHMOWxo7CZsGazY0Dfov5/0pPA4XacQ/POTLgBBitJOQOsQamlO4jkNLR5ZsfttS8KuRDc35oXQPwiGt22KowpC+UgRzLXujFMQjJomY3+N0Z1sG2xm6bVk9DzI5l2/96lUyORvyXQiCRV3K78/am+K/QNNZm7ZkLgiohq7wPMhaLhWxXc/h707l/3xAXQLYtXirMFWgMh7KV5ghePtKETI1qSKNENKIf3jIlwEhxGin9X+I2BPRsE5Lh9/ovisv347Jww984DdPr4yHqB8bIxLSaenIsKMlnW/91J1SUBEzGV8TwzQ0mlrTNLcPbUAtls7YGLqG5/qLrVzP71taETU5oDbe6+Oa2jLBJgHtyRxe0bQFTSmUIh/Ody3usm0XL99mqqDwl+7ckyfhOC6apoiFjZJpEIW2WIW5qXtizYYm7nj0bW64ZyU337OCNRua9uj59keFa5W1HL/abTkjovdquamtinSb4iNfBoQQo4mE1CGWzi/26W/L07CpU1MZoW5MFM/z2NGcoqUj2+vjNAWV8RDja2Louh9Oi48v1B9DhoY+hFfZdj2qEiG0/GIlQ1fYtkMybTNlUnWvjyv+CzRnuyVVZNfzKOxzZBeFGX/3I3/hVCpjsb05xaeNSVIZG4BLzj4cQ+FPqSh+PtcPxbbt7FEVqTBFoTWZIxYxaGlP88gLH0hQHaRpk2u55OzDqY6HSGVsquOh3dp1TPRNvgwIIUY7Ge4fQk8u/4gdLb23hFIKYmGDeNTEAzpTOZrbe66YFvhbl/oLiTJZh8aWdI+Lpwq3DHSxlFL5CqXn74zVXyG2uFdrLGKSydl0pPx+q6auEw3rrFi7nYMnVPYYPgor59tzTjDMX2A7fn9VQ9cYNyZKImrS1JZhXHWE9rRNznKCub0Kj3BI55EXPuCSsw8nEQthtvrzcAs7UuVbqNKetDhkYuWAPo+edJ3jFzF1bMeTOX67Qeb6Dr39rWuEEKL8SEgdIms2NPHM6z0PLRu6vxAqGjbI5Gxa2jNYvVRMCyFLKUhETeJRs89wujs0BSFTD7bJ9DyPTxo6g5AH3TcPKPxs5ofsszmXkKFRXRGmPZmjM22hKcXSlzf02Rx+8ZPvoRTdFoI5LsQjOhedMbnbrlSLn3wPPA/T0KmM+9u5FuamNrVl/B2o8u26Ck/r4Vdli6tIg23PI3P8xGgjXwaEEKOZhNQhsmzVZhzXw9AUtrurt2k8aqBrWn64OtnrKv0CXYdExCQeM0lnHUK6Ium6Aw6oPQXAkvvxG/QXz2HN2f7czsKWpr3RFFTFTbKWg+24REJasAuUUuB4Hlubkr2uqp82uZZYxKC2OkI6a9PamQs6EWgKvjLvyG6PK36MUrsWVRXCYm1VhPZkLr9Fqr9AzfP885lYGy9pfzXY9jyy4EcIIYQYPhJSh0hTWwYz38S+MmoSixhYtktHMkfWGtgQfGXcpDIWIptzaGnPkrNdOpIWkw+oZN3m1gE9R38hWCm/pZPnwac7OoLeoxNqojS2ZXo9V0P30+/O9iwKf8FUKrvr2MLraqrvljeF4BeLmN12pdqdsDj35Enc9+w6kukcoNA1v1NAPGJw0RmTg+N3pz1P1+b+mZwtc/xGCGlaL4QQ5UdC6hCpivnzTE1DI5WxaWxJ9TvPsyARNYhH/Sb825tTOK6/kMjNT670h9Lpd9eogVDKr5gW2j4B4HmcMGUcT67c2P14wDA0XNcNjlfFE1S70JTqczi8EPzasjbprIPluOiaYsaR4/p9TE87QU2bXMtXzp3C0pc35Ft8KeprIlx05qEloWV3hu6L5/htbUrieLtCePH9Q0FCWO+kab0QQpQnCalDYO3GnVgepDI26aw94MdFwwaV8RC2070Jf3EG3NKU7DUUDpSm/KdwXY/qxK6G+eBXMt9ctwO3h1CtFFi2i6FrOK6Lwu+H2nX6gVKFpv5+5bOw7WtDSwbwGF8TC+abbtzWzjOvbcb1XExdIxYxefHtLbz590YyOadbKOtvQchA5uHt7tB94XkfeeEDwiEdTakhD0USwvomTeuFEKI8SUjdS1zPI2M5pDMWT736MS3t6QEH1HDIXwCEB60dWbJW3yv8+xvCB/qstGqaYmxlmLbOHDnbJZ11MA0rGG4PGRqf7ujs8bGFhv2F3aUKL9F17qupa8H2qVMmVee3TrWD47btTHLfs+v4yrlTWLe5lXjUIJ1zsG2XjpTf2D+Tc6gfG+sxlO3pgpCeqrGpjI2h4IZ7VgbBF7qH4UIoioT8KRxDHYokhPVNFrQJIUR5kpC6RzxytkcmZ5PJt1JqS+bYvKNzQPNOQ4ZGZSKEphTtyVy3hv2moWE77oBCaVd9TQVwXY/m9iyQ72vquDTnd7OKRUy/b6nXe9BVRbcXli4VRvy1fAh1XBdNaZxweC3P//VTUvnAbuh+o37H8Zv4L37yPVzPxXK8IPwWVuXbrodSakhCWddqbCSkg+dhewTVyvueeR+UIhYxSiqYmZzDmIpwyfMNZSiSENY3WdAmhBDlSULqbvDwyFp+5c2yHTwPdrSkeXX1Vt79sKnflfeGrlEZD2EaGu3JXK8VV7tLk/u9yc034Q+ZOs3tGTwPWjtzQXUVeq/YeuDv7pSfMuC4nr8ta9ggZ7tEQzoTa+NMmVTNirXbyRRVhrtuTlAIr4pd7ayCngJFJ9BXKNvd+ZrF1dg7Hn0b2/VKqpXN+dcrBNJCWHYcm5ztEhqmUCQhrG99zVEWQggxeklIHSClwHJcMjkn2EUKYNP2Dv6yeivvb2oJjo2E9B63MS1seRoO6XQkczS39z0dYKgCauG5WztzmIbfs7UzbWHZLrrW91QB8LOjrimq4yY5x8Nx/IrsxNp4SUC849G30XUN09DI5Zwe30+hAutB0IB/1527Wkz1Fsr21nzNnqqV/jUuPeuQoWHoCsdxyeRsNKWGPBRJCOubNK0XQojyJCG1Hx5gWQ6pjE02XzV1PY+/b27lL+9uZVNDR3Ds2MoIp02bwPGH13HLfW8Et2uaoiLmN+9Ppi1am7O7NYQ/FCzbpbUzB/hD8bqu4Tguqpddp1T+fzwgnXO56oKjujXbv+PRt2lqy9DWmaMqYVIZM2mynH5Td9e7/fmrXp+hbDDzNfuquPZUrfS3YVUlz5Gz3SCM/+87W9nW2DnkoUhCWP+kab0QQpQfCak9UMrfnShjuaQzVjBEbTsuqz9s4tU120q2Oz2gLs6s6RM5+uAaNE3x4lufBM9Tkd/CNJWx2dGc2itto4aK43o4joOhKzQt32aqyzEeoAG6gqxll1Qtu1Y125M5Wjpy1FSGqa2KsLMt0+39F/9o6FpQxXUcF0NTpDJ2SSjrGjS3NiWpHsD80P4qrj1VKyMhHZQiazk9trr6/IzP0tjYwXCQECaEEGJ/IyG1iF81dUlnbbKWg5svd2ZzDm+sa2DF37bTnswFxx/2mSpmTZ/IIRMrS3Y/Wr5mO4moSSLmb2G6oyXdbX/6kSQYcs+fYqFvam+7VSkFHgrT0NB1Lahadq1qxiIGrZ05GlszhE0dTVO4RXNSi9urahrBIi5D1xhTEcHz4I6vnxIc31PQTOcc9JTld0fI62lqQH8V156qlRefdWi326SCKYQQQgwPCank20flHFJZC8fetRVoRyrHyrXbWfVeQzDHVFMwdfJY/s+0iUysjXd7Lk1TVFWEsWyXptZ0t4VCI1HXM3S9XfND/RFvP4AXgrbrgq57VMbDJVXL4nmd6axdsumA7Tg4LsTCOhnLxeuy5WplrHuv1uqi4Ak9B814xKAzZREO6X3O1xzICvneqpUSSoUQQojhtx+H1O7towqa2tK8unob76xvDEKmqWucMGUcp02rZ0xF9wU8SvnN+OMRk5b2TLBCfrTw51/626N6gMrXOU1DC8JjU2saN39/TWWEaNggazlB1bJ4XqdfcVZomv/Z1dfE2NaUxHY8aqsitCdz2I6LpvzFZErR47B6sZ6CZmU8hON6VMdDfVY7e1shHzG1YA6tVEqFEEKIkWO/DKkZy6EjH5KKh7M/3dHJK6u38t7HzUGVLxY2mHH0eGYeU0883+y+mFJ+M/5ENISR73A/2gIq+EP8uu43+Y+GjWAuaHGwq62OsrMtja5pREI6WcspCZPF8zot20EphQdUxkxSGQvX9bBdj9aOLFWJULBI65KzDwf6H1bvLWgeUBvnhi8d3+f767F5f9oCpUp6o8pOTkIIIcTIsF+G1M5ULthy1PM81n/axivvbuXjbe3BMWMqwpw2dQKfO6KupB9msbCpE4+ahE1txKzW3xM1FWFiETOojnYNdpqmiEdDVEb9EBsxNQxT5+HnP6C2ajNzT57EJWcfzrJVm9nZmkYpRVXCH7IvbBaQb4XKzrYME2vjXHzW4d22O+3NQHeJ6m3IfuO2dp7/66dkcjaRkN+g3zBkJychhBBiJNovQyr4OyL9bUMzf1m9le3NqeD2CWNjzJo+kWMOGZsfAu/ONBSJaIiwqQGqLAIqQM5ygupmcdjrupiop5X8hSrkJWcfzg1fOr7k/pb2rD8H1QOlKQxNURUNk4iagwqDA9klqrdK6JoNTaxYu53KRIhaI0LOdtnRnGJsVQSKvoTITk5CCCHEyLBfhtQ3/97Istc3Bf1BAQ6ZWMnpx07k0AOqSlbqFzM0RSxmEjUNejlkVGtLWlRETS4+u7S62VOQXLZqM5bt0p6ysG0Xw9CIhvQeV8s3NKeCDQB0TWE7Hu3JLE5PjVj70d8uUb1VQntadGXoGm2dOWJF0zjKaSen3d2JSwghhBgJ9suQ+uJbn9LamUMpOPqzNcyaPpHP1CV6PV7T8vu3hw20ckynRdrTNktf+pB7n3m/152kALY0JUllbRR+BwDHcelIuzhNyeCYQqCcv+gvZC0nqExrChxP7XHng8Hsad/zoiuT5vZsvwu2RqO9tROXEEIIsa/slyFV1xUnHTmO/zNtoj/c24tdK/YNdE0bxjMcOsW9SXu6L5nO0ZnKlTTddxs7uwUcx/GX+Wv54KkobAbgP7C4ipfJ+du/ul7R6yv/OuyJwexp39OxhqEzcWyMRKzvzgCj0WB24hJCCCFGov0ypF7zj0dj6j0vhoL8in1DJxELYexhkBpp+qpd6rrCdb0goBYCZTJt43mw+Mn3iEWMfAj097V3PRX0QgW/8tp95ykNy3ZRyn/+wtSA+prYHr2Xwexp39uxxVMbyslgqsxCCCHESLRfhtR4xCRn9Twf0jQ0KqImofyiqHJU6M9fXC2NR4z8Llvdj/WAZMZG16C22q9IWo5HNGxgO16wS1Q0HGb8mGi3Kl51RZidbWkU/haye2tYfTB72g/m2HIwmCqzEEIIMRLtlyG1J4amiMdMIiGjTKOpTyk/eLoe6BqFPU79Ifke5tsWZ1bT0FFKETb93Z2SaTu/nalGNGxg6Iq5J0/i4ec/KKniRcMGNZURWjuyQf/VvRUQB7On/WCOHe0GU2UWQgghRqL9PqRqmiIe8XtmqjKOp4WKaHG7LKUUYyrCtKcsLNvF1BSus2u70q5TAyrz25SmszaZnI0HGLqO5bh0pi3mzfCDZ23V5m5VPF3XmHxAVb9N93eXrGQvtb9VjoUQQpSf/TakFm9j2ls/1NGiImaSyTpYfbR08nr4d9vxaGrLYOgaWn6b2N4kogbRsP/HpbDlaTikBfNKs5bDus2tXMDwV/FkJXvP9qfKsRBCiPKzX4bUsKlTGQuXzaKozx9/AAdPqGTpSx/yaZO/MYGuKZyuE0x74HkEu28VHud5Hrqu4boeuqaoiBpouha0arJsB5SiMrarv2jxopzhruLJSnYhhBCi/OyXIbUiZuIOvo/8iLVucysXnHYI0ybX8u1fvUrWcrB2sweppsBTGrrm90f1PI9Uxg62O21qyxA2DUKm1mcT/OGs4slKdiGEEKL87Jchte9uoaNPcRibWBunNZmjtSOL7Xj59lB+ZTSbc3p9Dl0Dx/U/FU2BnZ86UAifxaGzMLw+Uprgy0p2IYQQovyUR4f6MjPYaQjFYWzuyZNwHBfLdlB4uJ6/EKoyZgaL94P/L3oOpRSmoeHhN+XXNUXWcnoMn9Mm13LJ2YdTHQ+RythUx0Ncsg/7jRbec9Zy8Dyv1/MWQgghxOixn1ZSh1bY1Mj20oe1Lz3Vd3VdkYgYtCWtXh9THMYKQXHxk++RsRxMQ6MyZhKLmETTFqmsE7yIV/QcngfVCRPb8UhmbMKmTnU81Gff0ZEy31NWsgshhBDlR0LqEDjn5En8acXGknZP/VGApvkbDWRyDkp5aEpRETWpjIewbNcPmJSG2RlHjesWxqZNruWqC44KVryHDH/RUzxqMn3yWFZvaCaVtdGUIhLSqKmMgOeRsVzqa6KjMuCNpNAshBBCiD0nIXUIXHDaIQA8/9dPS8LgpPEVTJlUzZt/b6ShOZVvqK8Ih3SqYiYoRSbnMLE2HlRHC9XBSeMrGJMIsXpDM5mcTTRkMPvEzwSv1ZVUF4UQQggxminPG0y9b+R46qmnuOeee7Btm8svv5xLLrlkwI/dubMTdwDtmfaGuroKGhs7huW1xPCSa1u+5NqWN7m+5Uuu7eiiaYqxYxO93j8qK6kNDQ0sWrSIxx9/nFAoxMUXX8zJJ5/MoYceuq9PTQghhBBC7AWjcnX/ypUrmTFjBtXV1cRiMebMmcOyZcv29WkJIYQQQoi9ZFSG1B07dlBXVxf8PG7cOBoaGvbhGQkhhBBCiL1pVA73u66LUru6fHqeV/Jzf/qa/zAU6uoqhvX1xPCRa1u+5NqWN7m+5UuubfkYlSG1vr6eN998M/i5sbGRcePGDfjxsnBK7A1ybcuXXNvyJte3fMm1HV36Wzg1Kof7TznlFF577TWam5tJp9M8//zzzJo1a1+flhBCCCGE2EtGZSV1/PjxXHfddXz5y1/Gsiwuuugipk2btq9PSwghhBBC7CWjMqQCnH/++Zx//vn7+jSEEEIIIcQQGJXD/UIIIYQQorxJSBVCCCGEECOOhFQhhBBCCDHiSEgVQgghhBAjjoRUIYQQQggx4khIFUIIIYQQI46EVCGEEEIIMeJISBVCCCGEECPOqG3mvyc0TZX164nhI9e2fMm1LW9yfcuXXNvRo79rpTzP84bpXIQQQgghhBgQGe4XQgghhBAjjoRUIYQQQggx4khIFUIIIYQQI46EVCGEEEIIMeJISBVCCCGEECOOhFQhhBBCCDHiSEgVQgghhBAjjoRUIYQQQggx4khIFUIIIYQQI46E1CH01FNPce655zJ79mweeeSRfX06YpDuuusu5s2bx7x587jjjjsAWLlyJeeffz6zZ89m0aJFwbHvv/8+F154IXPmzOF73/setm3vq9MWg/Czn/2MG2+8Eej9Gm7dupVLLrmEuXPn8vWvf51kMrkvT1kMwIsvvsiFF17IOeecw49//GNAfnfLxZ/+9Kfgv8s/+9nPAPndLWueGBLbt2/3zjzzTK+lpcVLJpPe+eef761fv35fn5YYoBUrVnj/+q//6mWzWS+Xy3lf/vKXvaeeeso7/fTTvc2bN3uWZXlf+cpXvJdfftnzPM+bN2+e984773ie53k33XST98gjj+zL0xcDsHLlSu/kk0/2vvvd73qe1/s1vOqqq7ynn37a8zzPu+uuu7w77rhj35ywGJDNmzd7p512mrdt2zYvl8t5X/ziF72XX35ZfnfLQCqV8k488URv586dnmVZ3kUXXeStWLFCfnfLmFRSh8jKlSuZMWMG1dXVxGIx5syZw7Jly/b1aYkBqqur48YbbyQUCmGaJpMnT2bjxo0cdNBBHHjggRiGwfnnn8+yZcvYsmULmUyGY489FoALL7xQrvUI19rayqJFi7jmmmsAer2GlmXx17/+lTlz5pTcLkauF154gXPPPZf6+npM02TRokVEo1H53S0DjuPgui7pdBrbtrFtG8Mw5He3jBn7+gTK1Y4dO6irqwt+HjduHGvWrNmHZyQG47DDDgv+fePGjTz33HNceuml3a5pQ0NDt2tdV1dHQ0PDsJ6vGJx///d/57rrrmPbtm1A99/XwjVsaWkhkUhgGEbJ7WLk2rRpE6Zpcs0117Bt2zbOOOMMDjvsMPndLQOJRIJvfetbnHPOOUSjUU488URM05Tf3TImldQh4rouSqngZ8/zSn4Wo8P69ev5yle+wg033MCBBx7Y4zWVaz26PPbYY0yYMIGZM2cGt/V2DXu6lnJtRzbHcXjttdf46U9/ypIlS1izZg2ffPKJ/O6WgXXr1vGHP/yBl156iVdffRVN01ixYoX87pYxqaQOkfr6et58883g58bGRsaNG7cPz0gM1ltvvcWCBQu4+eabmTdvHm+88QaNjY3B/YVrWl9fX3J7U1OTXOsR7Nlnn6WxsZF//Md/pK2tjVQqhVKqx2tYU1NDR0cHjuOg67r8Ho8CtbW1zJw5k5qaGgD+4R/+gWXLlqHrenCM/O6OTsuXL2fmzJmMHTsW8Ifw7733XvndLWNSSR0ip5xyCq+99hrNzc2k02mef/55Zs2ata9PSwzQtm3b+MY3vsHPf/5z5s2bB8D06dP5+OOP2bRpE47j8PTTTzNr1iwOOOAAwuEwb731FuCvPpVrPXLdf//9PP300/zpT39iwYIFnHXWWdx+++09XkPTNDnhhBN49tlnAfjjH/8o13aEO/PMM1m+fDnt7e04jsOrr77K3Llz5Xe3DEyZMoWVK1eSSqXwPI8XX3yRk046SX53y5jyPM/b1ydRrp566il++9vfYlkWF110EV/72tf29SmJAfrxj3/MH/7wByZNmhTcdvHFF3PwwQdz++23k81mOf3007nppptQSrFu3Tq+//3v09nZydFHH83tt99OKBTah+9ADMTjjz/OG2+8wcKFC3u9hlu2bOHGG29k586dTJgwgV/+8pdUVVXt61MXfVi6dCm/+93vsCyLU089le9///usWrVKfnfLwOLFi3n88ccxTZOpU6dyyy238PHHH8vvbpmSkCqEEEIIIUYcGe4XQgghhBAjjoRUIYQQQggx4khIFUIIIYQQI46EVCGEEEIIMeJISBVCCCGEECOOhFQhxKhz2WWXccQRR5T8c9RRRzFjxgy+/vWvs2HDhn19ivvE+++/z7x587Asi08//TT4bF566aUej3/iiSc44ogjOO+884LbjjjiCO69914Afv3rX3PccccF95111ln88Ic/BGDVqlUcccQR/O1vfxvCd1TK8zz+5V/+hVWrVg3bawoh9h3ZcUoIMSodf/zxfPe73w1+zuVyrFu3jrvvvpuvfvWr/PnPfyYcDu/DMxxetm3zve99jwULFmCaZnC7Uornn3+eM888s9tj/vznP3e7bcmSJUycOLHf1zv66KNZsmQJkydP3rMTHwSlFNdffz3f//73efLJJ4lEIsP22kKI4SchVQgxKlVWVnLssceW3HbSSScRiUT4wQ9+wOuvv87pp5++j85u+D399NMkk0lmz55dcvtxxx3Hiy++iG3bGMau/+R3dHSwfPlyjjjiCFzXDW7v+pn2JpFIDPjYvemkk06iqqqK//7v/+bf/u3fhv31hRDDR4b7hRBlJZFIdLtt06ZNXHvttRx33HGccMIJXH/99TQ3NwO7hq3feeedksc8/PDDTJ8+nWQyCcDatWu5/PLLmT59OjNmzOBHP/oR6XQ6OP6yyy7j9ttvZ9GiRZx66qlMnz6da6+9loaGhuCY4uHygp/85CecddZZJbc9+OCDzJ49m2OOOYZ58+YFWzv25f777+ecc85BKVVy++zZs2ltbeWNN94ouf1///d/mThxIkcddVTJ7cXD/X3pabj/hRde4Atf+ALHHnssp59+OnfeeSeWZQX3n3XWWfznf/4nt9xyCyeddFJQDe/s7AyOWb16NZdccgnHHXccJ510EgsWLGDLli0lr33uuefy4IMPYtt2v+cphBi9JKQKIUYlz/OwbTv4J5lMsmrVKhYtWsTEiRM54YQTAGhqauJLX/oSW7du5Y477uC2227j3Xff5atf/Sq5XI6TTjqJ+vp6li1bVvL8zz33HGeeeSbxeJwPP/yQSy+9FKUUd955J//3//5fnn32Wb797W+XPOYPf/gDq1ev5qc//Sm33nprsBXnYNx111387Gc/49xzz+U//uM/OOWUU/jOd77Dc8891+tjPvzwQ9atW9etigowYcIEpk6dyvPPP19y+7Jly5g7d+6gzq0vS5YsYf78+UydOpW77rqLSy+9lPvuu4+bbrqp5Ljf/va3tLe388tf/pJvf/vbPPPMM9xzzz0ApNNprrrqKsaPH89vfvMbfvSjH/Hee+/xne98p+Q5Zs+ezZYtW3j33Xf32vkLIUYeGe4XQoxKr7zyCkcffXTJbZFIhJkzZ3LTTTcRj8cBeOCBB8hms9x3333U1NQAMG3aNObMmcOzzz7LP/3TP3Huuefy3HPPceONN6KUYseOHbz99tv8+te/BuA3v/kNY8eOZfHixcG+7gcffDCXXHIJf/3rXznxxBMB0HWd3/72t8Fc2HXr1vH73/9+wO+pvb2dxYsXc+WVVwYB+LTTTiOZTPKLX/yCc845p8fHrVq1CtM0Oeyww3q8f86cOTzwwAPccsstKKXo7OxkxYoVLFiwgAcffHDA59cb13W58847mTdvHrfeemtw3hUVFdxyyy1ceeWVTJkyBYD6+np++ctfopTitNNO44033uAvf/kL119/PevXr6e1tZXLLrssWLA1ZswYXn/9dVzXRdNc26CNAAAGTklEQVT8usoBBxxAdXU1r7/+evBlRAhRfqSSKoQYlT73uc+xdOlSli5dyu233051dTVnnnkmv/rVrzjooIOC41atWsWxxx5LZWVlUHWdMGECkydP5rXXXgPgvPPOY9u2baxevRrwq4yJRIJZs2YFz3HqqaeiaVrwHMceeyyJRCJ4DvCHyosXa9XX15dMCejPu+++Szab5YwzziipEs+aNYtPPvmETz75pMfHffrpp9TW1pYsmCo2Z84cGhsbefvttwF/qL++vr7bUP/u2rBhA83Nzd0qs4WuAW+++WZw29SpU0umJNTX15NKpQA45JBDqK6u5pprruGHP/whr7zyCsceeywLFiwIAmrBxIkTu00DEEKUF6mkCiFGpYqKCqZOnQr4wWfChAlcccUVhEIh7rjjjuC41tZWVq9e3a3qClBXVwf4K9U/+9nPsmzZMo499liee+45zj777KBq2traypIlS1iyZEm352hsbAz+PRqNltynlMLzvAG/p9bWVgAuvvjiHu9vbGzkwAMP7HZ7Z2dnnyvdJ02axJFHHskLL7zA5z73Of785z/v1aH+trY2AMaOHVtyeyKRIBwOl8w57eszSiQSPPzww9x999088cQTPPLII1RWVnLdddfxpS99qeRxkUik5HmFEOVHQqoQoizMnDmTiy66iMcee4y5c+cGi5EKFdEFCxZ0e0xhSgD4Vb/HH3+cK664gnfeeYdvfvObwX2JRILPf/7zfPGLX+z2HGPGjBnUeRavpAeCKiL4wRvg7rvvZvz48d0e+9nPfrbH56yuru43sM2ePZulS5cyf/58li9fzvz58wd13n2prq4GYOfOnSW3t7e3k81mg/sH4rDDDuPOO+8kl8vx1ltv8cADD3Dbbbdx9NFHM3369JLnPvTQQ/fOGxBCjEgy3C+EKBvf+c53qKioYOHCheRyOcCfFvDRRx9xxBFHMHXqVKZOncrhhx/OXXfdxVtvvRU89rzzzmPLli3cc8891NbWcvLJJwf3FZ7jmGOOCZ5jwoQJ/OIXv2D9+vUDPr9EIsGOHTuCn13XLekqMH36dEzTZOfOncHrTJ06lfXr13P33Xf3+rz19fW0tLQE77knc+bMYcuWLSxevJjx48fvtaF+8MPzmDFjui0+K3QlOP744wf0PH/5y1+YOXMmzc3NhEIhZs6cyQ9+8AMAtm7dGhzneR47duxgwoQJe+kdCCFGIgmpQoiyUVNTw9VXX82mTZt46KGHALjiiivo6Ojgyiuv5H/+53945ZVXuOqqq3j99dc55phjgscefPDBHHPMMfz+979n7ty56Loe3Hfttdeydu1avvWtb/HKK6/wwgsv8LWvfY1169YNKuzNmjWLV155hYceeojXXnuN6667rqT6WFNTw2WXXcbChQtZvHgxr7/+Or/73e+47bbbiMViPbbXAr+KbNs2a9as6fW1J0+ezKGHHsp99923V4f6wV8wNn/+fJ555hluu+02li9fzr333svChQuZO3cuhx9++ICeZ9q0aXiex/z583nppZdYvnw5t956K5WVlSVfGj766CPa29s59dRT9+r7EEKMLBJShRBl5fLLL+eAAw7gnnvuobm5mYkTJ/Loo48SjUa5/vrrue6663Bdl/vvv58jjzyy5LHnn38+juOUbBMKcMwxx/DAAw/Q0tLCggUL+N73vsf48eN56KGHehyW780111zDeeedx6JFi/jWt75FXV0dV199dckx119/Pddeey2PPfYYV155JQ8++CCXX345Cxcu7PV5DznkEA499FBWrFjR5+vPnj0by7L2ekgFuPTSS/nJT37CqlWruOaaa3jkkUe44oor+PnPfz7g56iurua//uu/CIfD3HDDDcyfP59sNsv9998fdGYAWL58OfX19UybNm2vvw8hxMihvMHM6hdCCDEiPf744/zqV7/ixRdf7LYSvtxccMEFXHjhhbLjlBBlrrz/SyaEEPuJCy64gHg83m1eaLlZuXIlnZ2dvXZAEEKUDwmpQghRBgzDYOHChfz6178u2Yq0nHiex89//nN+8pOf9NlySwhRHmS4XwghhBBCjDhSSRVCCCGEECOOhFQhhBBCCDHiSEgVQgghhBAjjoRUIYQQQggx4khIFUIIIYQQI46EVCGEEEIIMeL8/6z9iA9KJxJnAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 792x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# regplot\n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "sns.regplot(x= 'Revenue (Millions)', y= 'Votes (Thousands)', data= movies_db)#, palette = 'Blues_m')\n",
+    "plt.title(\"Revenue vs Votes\",fontsize=16)\n",
+    "plt.ylabel('Votes (Thousands)', fontsize = 16)\n",
+    "plt.xlabel('Revenue (Millions)', fontsize = 16)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/your-project/DataCleaning_Deliverable.ipynb b/your-project/DataCleaning_Deliverable.ipynb
new file mode 100644
index 0000000..e0b7719
--- /dev/null
+++ b/your-project/DataCleaning_Deliverable.ipynb
@@ -0,0 +1,2778 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import libraries\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import IMDB dataset\n",
+    "data_IMDB = pd.read_csv(r'C:\\Users\\Ana André\\Ironhack\\projectos\\projecto4\\IMDB-Movie-Data.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore  \n",
+       "0     8.1  757074              333.13       76.0  \n",
+       "1     7.0  485820              126.46       65.0  \n",
+       "2     7.3  157606              138.12       62.0  \n",
+       "3     7.2   60545              270.32       59.0  \n",
+       "4     6.2  393727              325.02       40.0  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_IMDB.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Rank', 'Title', 'Genre', 'Description', 'Director', 'Actors', 'Year',\n",
+       "       'Runtime (Minutes)', 'Rating', 'Votes', 'Revenue (Millions)',\n",
+       "       'Metascore'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# getting an overview of our data\n",
+    "data_IMDB.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Rank                    0\n",
+       "Title                   0\n",
+       "Genre                   0\n",
+       "Description             0\n",
+       "Director                0\n",
+       "Actors                  0\n",
+       "Year                    0\n",
+       "Runtime (Minutes)       0\n",
+       "Rating                  0\n",
+       "Votes                   0\n",
+       "Revenue (Millions)    128\n",
+       "Metascore              64\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# checking for missing values\n",
+    "data_IMDB.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore  \n",
+       "0     8.1  757074              333.13       76.0  \n",
+       "1     7.0  485820              126.46       65.0  \n",
+       "2     7.3  157606              138.12       62.0  \n",
+       "3     7.2   60545              270.32       59.0  \n",
+       "4     6.2  393727              325.02       40.0  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# since I want to correlate things with revenue, it doesn't make sense to have records with no revenue info, so I just dropped\n",
+    "# those rows\n",
+    "\n",
+    "# drop rows with no info on revenue\n",
+    "IMDB_drop_nan = data_IMDB.dropna(subset=['Revenue (Millions)'])\n",
+    "IMDB_drop_nan.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Rank                   0\n",
+       "Title                  0\n",
+       "Genre                  0\n",
+       "Description            0\n",
+       "Director               0\n",
+       "Actors                 0\n",
+       "Year                   0\n",
+       "Runtime (Minutes)      0\n",
+       "Rating                 0\n",
+       "Votes                  0\n",
+       "Revenue (Millions)     0\n",
+       "Metascore             34\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# check for missing values\n",
+    "IMDB_drop_nan.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>27</td>\n",
+       "      <td>Bahubali: The Beginning</td>\n",
+       "      <td>Action,Adventure,Drama</td>\n",
+       "      <td>In ancient India, an adventurous and daring ma...</td>\n",
+       "      <td>S.S. Rajamouli</td>\n",
+       "      <td>Prabhas, Rana Daggubati, Anushka Shetty,Tamann...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>159</td>\n",
+       "      <td>8.3</td>\n",
+       "      <td>76193</td>\n",
+       "      <td>6.50</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>28</td>\n",
+       "      <td>Dead Awake</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>A young woman must save herself and her friend...</td>\n",
+       "      <td>Phillip Guzman</td>\n",
+       "      <td>Jocelin Donahue, Jesse Bradford, Jesse Borrego...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>99</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>523</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>117</th>\n",
+       "      <td>118</td>\n",
+       "      <td>Dangal</td>\n",
+       "      <td>Action,Biography,Drama</td>\n",
+       "      <td>Former wrestler Mahavir Singh Phogat and his t...</td>\n",
+       "      <td>Nitesh Tiwari</td>\n",
+       "      <td>Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>161</td>\n",
+       "      <td>8.8</td>\n",
+       "      <td>48969</td>\n",
+       "      <td>11.15</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>402</th>\n",
+       "      <td>403</td>\n",
+       "      <td>Bronson</td>\n",
+       "      <td>Action,Biography,Crime</td>\n",
+       "      <td>A young man who was sentenced to seven years i...</td>\n",
+       "      <td>Nicolas Winding Refn</td>\n",
+       "      <td>Tom Hardy, Kelly Adams, Luing Andrews,Katy Barker</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>92</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>93972</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>417</th>\n",
+       "      <td>418</td>\n",
+       "      <td>Atonement</td>\n",
+       "      <td>Drama,Mystery,Romance</td>\n",
+       "      <td>Fledgling writer Briony Tallis, as a thirteen-...</td>\n",
+       "      <td>Joe Wright</td>\n",
+       "      <td>Keira Knightley, James McAvoy, Brenda Blethyn,...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>123</td>\n",
+       "      <td>7.8</td>\n",
+       "      <td>202890</td>\n",
+       "      <td>50.92</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank                    Title                   Genre  \\\n",
+       "26     27  Bahubali: The Beginning  Action,Adventure,Drama   \n",
+       "27     28               Dead Awake         Horror,Thriller   \n",
+       "117   118                   Dangal  Action,Biography,Drama   \n",
+       "402   403                  Bronson  Action,Biography,Crime   \n",
+       "417   418                Atonement   Drama,Mystery,Romance   \n",
+       "\n",
+       "                                           Description              Director  \\\n",
+       "26   In ancient India, an adventurous and daring ma...        S.S. Rajamouli   \n",
+       "27   A young woman must save herself and her friend...        Phillip Guzman   \n",
+       "117  Former wrestler Mahavir Singh Phogat and his t...         Nitesh Tiwari   \n",
+       "402  A young man who was sentenced to seven years i...  Nicolas Winding Refn   \n",
+       "417  Fledgling writer Briony Tallis, as a thirteen-...            Joe Wright   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "26   Prabhas, Rana Daggubati, Anushka Shetty,Tamann...  2015   \n",
+       "27   Jocelin Donahue, Jesse Bradford, Jesse Borrego...  2016   \n",
+       "117  Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...  2016   \n",
+       "402  Tom Hardy, Kelly Adams, Luing Andrews,Katy Barker  2008   \n",
+       "417  Keira Knightley, James McAvoy, Brenda Blethyn,...  2007   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating   Votes  Revenue (Millions)  Metascore  \n",
+       "26                 159     8.3   76193                6.50        NaN  \n",
+       "27                  99     4.7     523                0.01        NaN  \n",
+       "117                161     8.8   48969               11.15        NaN  \n",
+       "402                 92     7.1   93972                0.10        NaN  \n",
+       "417                123     7.8  202890               50.92        NaN  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# now I only have NaN values in Metascore, let's check\n",
+    "\n",
+    "NaN_metascore = IMDB_drop_nan[IMDB_drop_nan.Metascore.isnull()]\n",
+    "NaN_metascore.head()\n",
+    "\n",
+    "# I'll keep these rows to perform the analysis and only not consider them when relating things with metascore"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>28</td>\n",
+       "      <td>Dead Awake</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>A young woman must save herself and her friend...</td>\n",
+       "      <td>Phillip Guzman</td>\n",
+       "      <td>Jocelin Donahue, Jesse Bradford, Jesse Borrego...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>99</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>523</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>747</th>\n",
+       "      <td>748</td>\n",
+       "      <td>Rules Don't Apply</td>\n",
+       "      <td>Comedy,Drama,Romance</td>\n",
+       "      <td>The unconventional love story of an aspiring a...</td>\n",
+       "      <td>Warren Beatty</td>\n",
+       "      <td>Lily Collins, Haley Bennett, Taissa Farmiga, S...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>127</td>\n",
+       "      <td>5.7</td>\n",
+       "      <td>3731</td>\n",
+       "      <td>3.65</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>826</th>\n",
+       "      <td>827</td>\n",
+       "      <td>Shut In</td>\n",
+       "      <td>Drama,Horror,Thriller</td>\n",
+       "      <td>A heart-pounding thriller about a widowed chil...</td>\n",
+       "      <td>Farren Blackburn</td>\n",
+       "      <td>Naomi Watts, Charlie Heaton, Jacob Tremblay,Ol...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>91</td>\n",
+       "      <td>4.6</td>\n",
+       "      <td>5715</td>\n",
+       "      <td>6.88</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>692</th>\n",
+       "      <td>693</td>\n",
+       "      <td>Genius</td>\n",
+       "      <td>Biography,Drama</td>\n",
+       "      <td>A chronicle of Max Perkins's time as the book ...</td>\n",
+       "      <td>Michael Grandage</td>\n",
+       "      <td>Colin Firth, Jude Law, Nicole Kidman, Laura Li...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>104</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>10708</td>\n",
+       "      <td>1.36</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>696</th>\n",
+       "      <td>697</td>\n",
+       "      <td>10 Years</td>\n",
+       "      <td>Comedy,Drama,Romance</td>\n",
+       "      <td>The night before their high school reunion, a ...</td>\n",
+       "      <td>Jamie Linden</td>\n",
+       "      <td>Channing Tatum, Rosario Dawson, Chris Pratt, J...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>100</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>19636</td>\n",
+       "      <td>0.20</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>648</th>\n",
+       "      <td>649</td>\n",
+       "      <td>Sleeping Beauty</td>\n",
+       "      <td>Drama,Romance</td>\n",
+       "      <td>A haunting portrait of Lucy, a young universit...</td>\n",
+       "      <td>Julia Leigh</td>\n",
+       "      <td>Emily Browning, Rachael Blake, Ewen Leslie, Br...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>101</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>27006</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>779</th>\n",
+       "      <td>780</td>\n",
+       "      <td>The Man Who Knew Infinity</td>\n",
+       "      <td>Biography,Drama</td>\n",
+       "      <td>The story of the life and academic career of t...</td>\n",
+       "      <td>Matt Brown</td>\n",
+       "      <td>Dev Patel, Jeremy Irons, Malcolm Sinclair, Rag...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>29912</td>\n",
+       "      <td>3.86</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>992</th>\n",
+       "      <td>993</td>\n",
+       "      <td>Take Me Home Tonight</td>\n",
+       "      <td>Comedy,Drama,Romance</td>\n",
+       "      <td>Four years after graduation, an awkward high s...</td>\n",
+       "      <td>Michael Dowse</td>\n",
+       "      <td>Topher Grace, Anna Faris, Dan Fogler, Teresa P...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>97</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>45419</td>\n",
+       "      <td>6.92</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>117</th>\n",
+       "      <td>118</td>\n",
+       "      <td>Dangal</td>\n",
+       "      <td>Action,Biography,Drama</td>\n",
+       "      <td>Former wrestler Mahavir Singh Phogat and his t...</td>\n",
+       "      <td>Nitesh Tiwari</td>\n",
+       "      <td>Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>161</td>\n",
+       "      <td>8.8</td>\n",
+       "      <td>48969</td>\n",
+       "      <td>11.15</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>429</th>\n",
+       "      <td>430</td>\n",
+       "      <td>The Purge: Election Year</td>\n",
+       "      <td>Action,Horror,Sci-Fi</td>\n",
+       "      <td>Former Police Sergeant Barnes becomes head of ...</td>\n",
+       "      <td>James DeMonaco</td>\n",
+       "      <td>Frank Grillo, Elizabeth Mitchell, Mykelti Will...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>109</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>54216</td>\n",
+       "      <td>79.00</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>484</th>\n",
+       "      <td>485</td>\n",
+       "      <td>Angry Birds</td>\n",
+       "      <td>Animation,Action,Adventure</td>\n",
+       "      <td>Find out why the birds are so angry. When an i...</td>\n",
+       "      <td>Clay Kaytis</td>\n",
+       "      <td>Jason Sudeikis, Josh Gad, Danny McBride, Maya ...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>97</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>55781</td>\n",
+       "      <td>107.51</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>896</th>\n",
+       "      <td>897</td>\n",
+       "      <td>Concussion</td>\n",
+       "      <td>Biography,Drama,Sport</td>\n",
+       "      <td>In Pittsburgh, accomplished pathologist Dr. Be...</td>\n",
+       "      <td>Peter Landesman</td>\n",
+       "      <td>Will Smith, Alec Baldwin, Albert Brooks, David...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>123</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>61274</td>\n",
+       "      <td>34.53</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>989</th>\n",
+       "      <td>990</td>\n",
+       "      <td>Selma</td>\n",
+       "      <td>Biography,Drama,History</td>\n",
+       "      <td>A chronicle of Martin Luther King's campaign t...</td>\n",
+       "      <td>Ava DuVernay</td>\n",
+       "      <td>David Oyelowo, Carmen Ejogo, Tim Roth, Lorrain...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>128</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>67637</td>\n",
+       "      <td>52.07</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>700</th>\n",
+       "      <td>701</td>\n",
+       "      <td>Funny Games</td>\n",
+       "      <td>Crime,Drama,Horror</td>\n",
+       "      <td>Two psychopathic young men take a family hosta...</td>\n",
+       "      <td>Michael Haneke</td>\n",
+       "      <td>Naomi Watts, Tim Roth, Michael Pitt, Brady Corbet</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>111</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>73835</td>\n",
+       "      <td>1.29</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>27</td>\n",
+       "      <td>Bahubali: The Beginning</td>\n",
+       "      <td>Action,Adventure,Drama</td>\n",
+       "      <td>In ancient India, an adventurous and daring ma...</td>\n",
+       "      <td>S.S. Rajamouli</td>\n",
+       "      <td>Prabhas, Rana Daggubati, Anushka Shetty,Tamann...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>159</td>\n",
+       "      <td>8.3</td>\n",
+       "      <td>76193</td>\n",
+       "      <td>6.50</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>435</th>\n",
+       "      <td>436</td>\n",
+       "      <td>Filth</td>\n",
+       "      <td>Comedy,Crime,Drama</td>\n",
+       "      <td>A corrupt, junkie cop with bipolar disorder at...</td>\n",
+       "      <td>Jon S. Baird</td>\n",
+       "      <td>James McAvoy, Jamie Bell, Eddie Marsan, Imogen...</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>97</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>81301</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>758</th>\n",
+       "      <td>759</td>\n",
+       "      <td>Conan the Barbarian</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A vengeful barbarian warrior sets off to get h...</td>\n",
+       "      <td>Marcus Nispel</td>\n",
+       "      <td>Jason Momoa, Ron Perlman, Rose McGowan,Stephen...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>113</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>84893</td>\n",
+       "      <td>21.27</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>967</th>\n",
+       "      <td>968</td>\n",
+       "      <td>The Walk</td>\n",
+       "      <td>Adventure,Biography,Crime</td>\n",
+       "      <td>In 1974, high-wire artist Philippe Petit recru...</td>\n",
+       "      <td>Robert Zemeckis</td>\n",
+       "      <td>Joseph Gordon-Levitt, Charlotte Le Bon,Guillau...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>123</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>92378</td>\n",
+       "      <td>10.14</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>946</th>\n",
+       "      <td>947</td>\n",
+       "      <td>The Butler</td>\n",
+       "      <td>Biography,Drama</td>\n",
+       "      <td>As Cecil Gaines serves eight presidents during...</td>\n",
+       "      <td>Lee Daniels</td>\n",
+       "      <td>Forest Whitaker, Oprah Winfrey, John Cusack, J...</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>132</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>93322</td>\n",
+       "      <td>116.63</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>402</th>\n",
+       "      <td>403</td>\n",
+       "      <td>Bronson</td>\n",
+       "      <td>Action,Biography,Crime</td>\n",
+       "      <td>A young man who was sentenced to seven years i...</td>\n",
+       "      <td>Nicolas Winding Refn</td>\n",
+       "      <td>Tom Hardy, Kelly Adams, Luing Andrews,Katy Barker</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>92</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>93972</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>891</th>\n",
+       "      <td>892</td>\n",
+       "      <td>This Is 40</td>\n",
+       "      <td>Comedy,Romance</td>\n",
+       "      <td>Pete and Debbie are both about to turn 40, the...</td>\n",
+       "      <td>Judd Apatow</td>\n",
+       "      <td>Paul Rudd, Leslie Mann, Maude Apatow, Iris Apatow</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>134</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>108156</td>\n",
+       "      <td>67.52</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>929</th>\n",
+       "      <td>930</td>\n",
+       "      <td>The Master</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>A Naval veteran arrives home from war unsettle...</td>\n",
+       "      <td>Paul Thomas Anderson</td>\n",
+       "      <td>Philip Seymour Hoffman, Joaquin Phoenix,Amy Ad...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>144</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>112902</td>\n",
+       "      <td>16.38</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>828</th>\n",
+       "      <td>829</td>\n",
+       "      <td>Grindhouse</td>\n",
+       "      <td>Action,Horror,Thriller</td>\n",
+       "      <td>Quentin Tarantino and Robert Rodriguez's homag...</td>\n",
+       "      <td>Robert Rodriguez</td>\n",
+       "      <td>Kurt Russell, Rose McGowan, Danny Trejo, Zoë Bell</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>191</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>160350</td>\n",
+       "      <td>25.03</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>543</th>\n",
+       "      <td>544</td>\n",
+       "      <td>P.S. I Love You</td>\n",
+       "      <td>Drama,Romance</td>\n",
+       "      <td>A young widow discovers that her late husband ...</td>\n",
+       "      <td>Richard LaGravenese</td>\n",
+       "      <td>Hilary Swank, Gerard Butler, Harry Connick Jr....</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>126</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>177247</td>\n",
+       "      <td>53.68</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>445</th>\n",
+       "      <td>446</td>\n",
+       "      <td>Silent Hill</td>\n",
+       "      <td>Adventure,Horror,Mystery</td>\n",
+       "      <td>A woman, Rose, goes in search for her adopted ...</td>\n",
+       "      <td>Christophe Gans</td>\n",
+       "      <td>Radha Mitchell, Laurie Holden, Sean Bean,Debor...</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>125</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>184152</td>\n",
+       "      <td>46.98</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>755</th>\n",
+       "      <td>756</td>\n",
+       "      <td>The Road</td>\n",
+       "      <td>Adventure,Drama</td>\n",
+       "      <td>In a dangerous post-apocalyptic world, an aili...</td>\n",
+       "      <td>John Hillcoat</td>\n",
+       "      <td>Viggo Mortensen, Charlize Theron, Kodi Smit-Mc...</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>111</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>187302</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>969</th>\n",
+       "      <td>970</td>\n",
+       "      <td>The Lone Ranger</td>\n",
+       "      <td>Action,Adventure,Western</td>\n",
+       "      <td>Native American warrior Tonto recounts the unt...</td>\n",
+       "      <td>Gore Verbinski</td>\n",
+       "      <td>Johnny Depp, Armie Hammer, William Fichtner,To...</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>150</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>190855</td>\n",
+       "      <td>89.29</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>971</th>\n",
+       "      <td>972</td>\n",
+       "      <td>Disturbia</td>\n",
+       "      <td>Drama,Mystery,Thriller</td>\n",
+       "      <td>A teen living under house arrest becomes convi...</td>\n",
+       "      <td>D.J. Caruso</td>\n",
+       "      <td>Shia LaBeouf, David Morse, Carrie-Anne Moss, S...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>105</td>\n",
+       "      <td>6.9</td>\n",
+       "      <td>193491</td>\n",
+       "      <td>80.05</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>766</th>\n",
+       "      <td>767</td>\n",
+       "      <td>Ender's Game</td>\n",
+       "      <td>Action,Sci-Fi</td>\n",
+       "      <td>Young Ender Wiggin is recruited by the Interna...</td>\n",
+       "      <td>Gavin Hood</td>\n",
+       "      <td>Harrison Ford, Asa Butterfield, Hailee Steinfe...</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>114</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>194236</td>\n",
+       "      <td>61.66</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>417</th>\n",
+       "      <td>418</td>\n",
+       "      <td>Atonement</td>\n",
+       "      <td>Drama,Mystery,Romance</td>\n",
+       "      <td>Fledgling writer Briony Tallis, as a thirteen-...</td>\n",
+       "      <td>Joe Wright</td>\n",
+       "      <td>Keira Knightley, James McAvoy, Brenda Blethyn,...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>123</td>\n",
+       "      <td>7.8</td>\n",
+       "      <td>202890</td>\n",
+       "      <td>50.92</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>706</th>\n",
+       "      <td>707</td>\n",
+       "      <td>The Adjustment Bureau</td>\n",
+       "      <td>Romance,Sci-Fi,Thriller</td>\n",
+       "      <td>The affair between a politician and a contempo...</td>\n",
+       "      <td>George Nolfi</td>\n",
+       "      <td>Matt Damon, Emily Blunt, Lisa Thoreson, Floren...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>106</td>\n",
+       "      <td>7.1</td>\n",
+       "      <td>208632</td>\n",
+       "      <td>62.45</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>939</th>\n",
+       "      <td>940</td>\n",
+       "      <td>Up in the Air</td>\n",
+       "      <td>Drama,Romance</td>\n",
+       "      <td>Ryan Bingham enjoys living out of a suitcase f...</td>\n",
+       "      <td>Jason Reitman</td>\n",
+       "      <td>George Clooney, Vera Farmiga, Anna Kendrick,Ja...</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>109</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>279694</td>\n",
+       "      <td>83.81</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>645</th>\n",
+       "      <td>646</td>\n",
+       "      <td>Gran Torino</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>Disgruntled Korean War veteran Walt Kowalski s...</td>\n",
+       "      <td>Clint Eastwood</td>\n",
+       "      <td>Clint Eastwood, Bee Vang, Christopher Carley,A...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>116</td>\n",
+       "      <td>8.2</td>\n",
+       "      <td>595779</td>\n",
+       "      <td>148.09</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>634</th>\n",
+       "      <td>635</td>\n",
+       "      <td>WALL·E</td>\n",
+       "      <td>Animation,Adventure,Family</td>\n",
+       "      <td>In the distant future, a small waste-collectin...</td>\n",
+       "      <td>Andrew Stanton</td>\n",
+       "      <td>Ben Burtt, Elissa Knight, Jeff Garlin, Fred Wi...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>98</td>\n",
+       "      <td>8.4</td>\n",
+       "      <td>776897</td>\n",
+       "      <td>223.81</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank                      Title                       Genre  \\\n",
+       "27     28                 Dead Awake             Horror,Thriller   \n",
+       "747   748          Rules Don't Apply        Comedy,Drama,Romance   \n",
+       "826   827                    Shut In       Drama,Horror,Thriller   \n",
+       "692   693                     Genius             Biography,Drama   \n",
+       "696   697                   10 Years        Comedy,Drama,Romance   \n",
+       "648   649            Sleeping Beauty               Drama,Romance   \n",
+       "779   780  The Man Who Knew Infinity             Biography,Drama   \n",
+       "992   993       Take Me Home Tonight        Comedy,Drama,Romance   \n",
+       "117   118                     Dangal      Action,Biography,Drama   \n",
+       "429   430   The Purge: Election Year        Action,Horror,Sci-Fi   \n",
+       "484   485                Angry Birds  Animation,Action,Adventure   \n",
+       "896   897                 Concussion       Biography,Drama,Sport   \n",
+       "989   990                      Selma     Biography,Drama,History   \n",
+       "700   701                Funny Games          Crime,Drama,Horror   \n",
+       "26     27    Bahubali: The Beginning      Action,Adventure,Drama   \n",
+       "435   436                      Filth          Comedy,Crime,Drama   \n",
+       "758   759        Conan the Barbarian    Action,Adventure,Fantasy   \n",
+       "967   968                   The Walk   Adventure,Biography,Crime   \n",
+       "946   947                 The Butler             Biography,Drama   \n",
+       "402   403                    Bronson      Action,Biography,Crime   \n",
+       "891   892                 This Is 40              Comedy,Romance   \n",
+       "929   930                 The Master                       Drama   \n",
+       "828   829                 Grindhouse      Action,Horror,Thriller   \n",
+       "543   544            P.S. I Love You               Drama,Romance   \n",
+       "445   446                Silent Hill    Adventure,Horror,Mystery   \n",
+       "755   756                   The Road             Adventure,Drama   \n",
+       "969   970            The Lone Ranger    Action,Adventure,Western   \n",
+       "971   972                  Disturbia      Drama,Mystery,Thriller   \n",
+       "766   767               Ender's Game               Action,Sci-Fi   \n",
+       "417   418                  Atonement       Drama,Mystery,Romance   \n",
+       "706   707      The Adjustment Bureau     Romance,Sci-Fi,Thriller   \n",
+       "939   940              Up in the Air               Drama,Romance   \n",
+       "645   646                Gran Torino                       Drama   \n",
+       "634   635                     WALL·E  Animation,Adventure,Family   \n",
+       "\n",
+       "                                           Description              Director  \\\n",
+       "27   A young woman must save herself and her friend...        Phillip Guzman   \n",
+       "747  The unconventional love story of an aspiring a...         Warren Beatty   \n",
+       "826  A heart-pounding thriller about a widowed chil...      Farren Blackburn   \n",
+       "692  A chronicle of Max Perkins's time as the book ...      Michael Grandage   \n",
+       "696  The night before their high school reunion, a ...          Jamie Linden   \n",
+       "648  A haunting portrait of Lucy, a young universit...           Julia Leigh   \n",
+       "779  The story of the life and academic career of t...            Matt Brown   \n",
+       "992  Four years after graduation, an awkward high s...         Michael Dowse   \n",
+       "117  Former wrestler Mahavir Singh Phogat and his t...         Nitesh Tiwari   \n",
+       "429  Former Police Sergeant Barnes becomes head of ...        James DeMonaco   \n",
+       "484  Find out why the birds are so angry. When an i...           Clay Kaytis   \n",
+       "896  In Pittsburgh, accomplished pathologist Dr. Be...       Peter Landesman   \n",
+       "989  A chronicle of Martin Luther King's campaign t...          Ava DuVernay   \n",
+       "700  Two psychopathic young men take a family hosta...        Michael Haneke   \n",
+       "26   In ancient India, an adventurous and daring ma...        S.S. Rajamouli   \n",
+       "435  A corrupt, junkie cop with bipolar disorder at...          Jon S. Baird   \n",
+       "758  A vengeful barbarian warrior sets off to get h...         Marcus Nispel   \n",
+       "967  In 1974, high-wire artist Philippe Petit recru...       Robert Zemeckis   \n",
+       "946  As Cecil Gaines serves eight presidents during...           Lee Daniels   \n",
+       "402  A young man who was sentenced to seven years i...  Nicolas Winding Refn   \n",
+       "891  Pete and Debbie are both about to turn 40, the...           Judd Apatow   \n",
+       "929  A Naval veteran arrives home from war unsettle...  Paul Thomas Anderson   \n",
+       "828  Quentin Tarantino and Robert Rodriguez's homag...      Robert Rodriguez   \n",
+       "543  A young widow discovers that her late husband ...   Richard LaGravenese   \n",
+       "445  A woman, Rose, goes in search for her adopted ...       Christophe Gans   \n",
+       "755  In a dangerous post-apocalyptic world, an aili...         John Hillcoat   \n",
+       "969  Native American warrior Tonto recounts the unt...        Gore Verbinski   \n",
+       "971  A teen living under house arrest becomes convi...           D.J. Caruso   \n",
+       "766  Young Ender Wiggin is recruited by the Interna...            Gavin Hood   \n",
+       "417  Fledgling writer Briony Tallis, as a thirteen-...            Joe Wright   \n",
+       "706  The affair between a politician and a contempo...          George Nolfi   \n",
+       "939  Ryan Bingham enjoys living out of a suitcase f...         Jason Reitman   \n",
+       "645  Disgruntled Korean War veteran Walt Kowalski s...        Clint Eastwood   \n",
+       "634  In the distant future, a small waste-collectin...        Andrew Stanton   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "27   Jocelin Donahue, Jesse Bradford, Jesse Borrego...  2016   \n",
+       "747  Lily Collins, Haley Bennett, Taissa Farmiga, S...  2016   \n",
+       "826  Naomi Watts, Charlie Heaton, Jacob Tremblay,Ol...  2016   \n",
+       "692  Colin Firth, Jude Law, Nicole Kidman, Laura Li...  2016   \n",
+       "696  Channing Tatum, Rosario Dawson, Chris Pratt, J...  2011   \n",
+       "648  Emily Browning, Rachael Blake, Ewen Leslie, Br...  2011   \n",
+       "779  Dev Patel, Jeremy Irons, Malcolm Sinclair, Rag...  2015   \n",
+       "992  Topher Grace, Anna Faris, Dan Fogler, Teresa P...  2011   \n",
+       "117  Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,...  2016   \n",
+       "429  Frank Grillo, Elizabeth Mitchell, Mykelti Will...  2016   \n",
+       "484  Jason Sudeikis, Josh Gad, Danny McBride, Maya ...  2016   \n",
+       "896  Will Smith, Alec Baldwin, Albert Brooks, David...  2015   \n",
+       "989  David Oyelowo, Carmen Ejogo, Tim Roth, Lorrain...  2014   \n",
+       "700  Naomi Watts, Tim Roth, Michael Pitt, Brady Corbet  2007   \n",
+       "26   Prabhas, Rana Daggubati, Anushka Shetty,Tamann...  2015   \n",
+       "435  James McAvoy, Jamie Bell, Eddie Marsan, Imogen...  2013   \n",
+       "758  Jason Momoa, Ron Perlman, Rose McGowan,Stephen...  2011   \n",
+       "967  Joseph Gordon-Levitt, Charlotte Le Bon,Guillau...  2015   \n",
+       "946  Forest Whitaker, Oprah Winfrey, John Cusack, J...  2013   \n",
+       "402  Tom Hardy, Kelly Adams, Luing Andrews,Katy Barker  2008   \n",
+       "891  Paul Rudd, Leslie Mann, Maude Apatow, Iris Apatow  2012   \n",
+       "929  Philip Seymour Hoffman, Joaquin Phoenix,Amy Ad...  2012   \n",
+       "828  Kurt Russell, Rose McGowan, Danny Trejo, Zoë Bell  2007   \n",
+       "543  Hilary Swank, Gerard Butler, Harry Connick Jr....  2007   \n",
+       "445  Radha Mitchell, Laurie Holden, Sean Bean,Debor...  2006   \n",
+       "755  Viggo Mortensen, Charlize Theron, Kodi Smit-Mc...  2009   \n",
+       "969  Johnny Depp, Armie Hammer, William Fichtner,To...  2013   \n",
+       "971  Shia LaBeouf, David Morse, Carrie-Anne Moss, S...  2007   \n",
+       "766  Harrison Ford, Asa Butterfield, Hailee Steinfe...  2013   \n",
+       "417  Keira Knightley, James McAvoy, Brenda Blethyn,...  2007   \n",
+       "706  Matt Damon, Emily Blunt, Lisa Thoreson, Floren...  2011   \n",
+       "939  George Clooney, Vera Farmiga, Anna Kendrick,Ja...  2009   \n",
+       "645  Clint Eastwood, Bee Vang, Christopher Carley,A...  2008   \n",
+       "634  Ben Burtt, Elissa Knight, Jeff Garlin, Fred Wi...  2008   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating   Votes  Revenue (Millions)  Metascore  \n",
+       "27                  99     4.7     523                0.01        NaN  \n",
+       "747                127     5.7    3731                3.65        NaN  \n",
+       "826                 91     4.6    5715                6.88        NaN  \n",
+       "692                104     6.5   10708                1.36        NaN  \n",
+       "696                100     6.1   19636                0.20        NaN  \n",
+       "648                101     5.3   27006                0.03        NaN  \n",
+       "779                108     7.2   29912                3.86        NaN  \n",
+       "992                 97     6.3   45419                6.92        NaN  \n",
+       "117                161     8.8   48969               11.15        NaN  \n",
+       "429                109     6.0   54216               79.00        NaN  \n",
+       "484                 97     6.3   55781              107.51        NaN  \n",
+       "896                123     7.1   61274               34.53        NaN  \n",
+       "989                128     7.5   67637               52.07        NaN  \n",
+       "700                111     6.5   73835                1.29        NaN  \n",
+       "26                 159     8.3   76193                6.50        NaN  \n",
+       "435                 97     7.1   81301                0.03        NaN  \n",
+       "758                113     5.2   84893               21.27        NaN  \n",
+       "967                123     7.3   92378               10.14        NaN  \n",
+       "946                132     7.2   93322              116.63        NaN  \n",
+       "402                 92     7.1   93972                0.10        NaN  \n",
+       "891                134     6.2  108156               67.52        NaN  \n",
+       "929                144     7.1  112902               16.38        NaN  \n",
+       "828                191     7.6  160350               25.03        NaN  \n",
+       "543                126     7.1  177247               53.68        NaN  \n",
+       "445                125     6.6  184152               46.98        NaN  \n",
+       "755                111     7.3  187302                0.06        NaN  \n",
+       "969                150     6.5  190855               89.29        NaN  \n",
+       "971                105     6.9  193491               80.05        NaN  \n",
+       "766                114     6.7  194236               61.66        NaN  \n",
+       "417                123     7.8  202890               50.92        NaN  \n",
+       "706                106     7.1  208632               62.45        NaN  \n",
+       "939                109     7.4  279694               83.81        NaN  \n",
+       "645                116     8.2  595779              148.09        NaN  \n",
+       "634                 98     8.4  776897              223.81        NaN  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# check if the NaN values match low votting\n",
+    "NaN_metascore.sort_values(by=['Votes'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>872.000000</td>\n",
+       "      <td>872.000000</td>\n",
+       "      <td>872.000000</td>\n",
+       "      <td>872.000000</td>\n",
+       "      <td>8.720000e+02</td>\n",
+       "      <td>872.000000</td>\n",
+       "      <td>838.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>492.735092</td>\n",
+       "      <td>2012.478211</td>\n",
+       "      <td>114.783257</td>\n",
+       "      <td>6.814335</td>\n",
+       "      <td>1.909701e+05</td>\n",
+       "      <td>82.956376</td>\n",
+       "      <td>59.575179</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>288.134843</td>\n",
+       "      <td>3.183552</td>\n",
+       "      <td>18.633144</td>\n",
+       "      <td>0.881674</td>\n",
+       "      <td>1.921325e+05</td>\n",
+       "      <td>103.253540</td>\n",
+       "      <td>16.952416</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2006.000000</td>\n",
+       "      <td>66.000000</td>\n",
+       "      <td>1.900000</td>\n",
+       "      <td>1.780000e+02</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>243.750000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>6.300000</td>\n",
+       "      <td>6.062750e+04</td>\n",
+       "      <td>13.270000</td>\n",
+       "      <td>47.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>488.500000</td>\n",
+       "      <td>2013.000000</td>\n",
+       "      <td>112.000000</td>\n",
+       "      <td>6.900000</td>\n",
+       "      <td>1.346540e+05</td>\n",
+       "      <td>47.985000</td>\n",
+       "      <td>60.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>739.250000</td>\n",
+       "      <td>2015.000000</td>\n",
+       "      <td>125.000000</td>\n",
+       "      <td>7.500000</td>\n",
+       "      <td>2.678330e+05</td>\n",
+       "      <td>113.715000</td>\n",
+       "      <td>72.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>1000.000000</td>\n",
+       "      <td>2016.000000</td>\n",
+       "      <td>191.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>1.791916e+06</td>\n",
+       "      <td>936.630000</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Rank         Year  Runtime (Minutes)      Rating         Votes  \\\n",
+       "count   872.000000   872.000000         872.000000  872.000000  8.720000e+02   \n",
+       "mean    492.735092  2012.478211         114.783257    6.814335  1.909701e+05   \n",
+       "std     288.134843     3.183552          18.633144    0.881674  1.921325e+05   \n",
+       "min       1.000000  2006.000000          66.000000    1.900000  1.780000e+02   \n",
+       "25%     243.750000  2010.000000         101.000000    6.300000  6.062750e+04   \n",
+       "50%     488.500000  2013.000000         112.000000    6.900000  1.346540e+05   \n",
+       "75%     739.250000  2015.000000         125.000000    7.500000  2.678330e+05   \n",
+       "max    1000.000000  2016.000000         191.000000    9.000000  1.791916e+06   \n",
+       "\n",
+       "       Revenue (Millions)   Metascore  \n",
+       "count          872.000000  838.000000  \n",
+       "mean            82.956376   59.575179  \n",
+       "std            103.253540   16.952416  \n",
+       "min              0.000000   11.000000  \n",
+       "25%             13.270000   47.000000  \n",
+       "50%             47.985000   60.000000  \n",
+       "75%            113.715000   72.000000  \n",
+       "max            936.630000  100.000000  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "IMDB_drop_nan.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>756.000000</td>\n",
+       "      <td>756.000000</td>\n",
+       "      <td>756.000000</td>\n",
+       "      <td>756.000000</td>\n",
+       "      <td>7.560000e+02</td>\n",
+       "      <td>756.000000</td>\n",
+       "      <td>729.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>483.989418</td>\n",
+       "      <td>2012.023810</td>\n",
+       "      <td>115.861111</td>\n",
+       "      <td>6.893386</td>\n",
+       "      <td>2.183116e+05</td>\n",
+       "      <td>94.058519</td>\n",
+       "      <td>59.76406</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>285.624604</td>\n",
+       "      <td>3.141597</td>\n",
+       "      <td>18.587200</td>\n",
+       "      <td>0.853778</td>\n",
+       "      <td>1.922164e+05</td>\n",
+       "      <td>106.309789</td>\n",
+       "      <td>16.76680</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2006.000000</td>\n",
+       "      <td>81.000000</td>\n",
+       "      <td>1.900000</td>\n",
+       "      <td>3.003500e+04</td>\n",
+       "      <td>0.010000</td>\n",
+       "      <td>15.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>241.750000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>102.000000</td>\n",
+       "      <td>6.300000</td>\n",
+       "      <td>8.797600e+04</td>\n",
+       "      <td>25.022500</td>\n",
+       "      <td>48.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>468.500000</td>\n",
+       "      <td>2013.000000</td>\n",
+       "      <td>113.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>1.592970e+05</td>\n",
+       "      <td>58.315000</td>\n",
+       "      <td>60.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>726.250000</td>\n",
+       "      <td>2015.000000</td>\n",
+       "      <td>126.000000</td>\n",
+       "      <td>7.500000</td>\n",
+       "      <td>2.951010e+05</td>\n",
+       "      <td>127.407500</td>\n",
+       "      <td>72.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>998.000000</td>\n",
+       "      <td>2016.000000</td>\n",
+       "      <td>191.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>1.791916e+06</td>\n",
+       "      <td>936.630000</td>\n",
+       "      <td>100.00000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             Rank         Year  Runtime (Minutes)      Rating         Votes  \\\n",
+       "count  756.000000   756.000000         756.000000  756.000000  7.560000e+02   \n",
+       "mean   483.989418  2012.023810         115.861111    6.893386  2.183116e+05   \n",
+       "std    285.624604     3.141597          18.587200    0.853778  1.922164e+05   \n",
+       "min      1.000000  2006.000000          81.000000    1.900000  3.003500e+04   \n",
+       "25%    241.750000  2010.000000         102.000000    6.300000  8.797600e+04   \n",
+       "50%    468.500000  2013.000000         113.000000    7.000000  1.592970e+05   \n",
+       "75%    726.250000  2015.000000         126.000000    7.500000  2.951010e+05   \n",
+       "max    998.000000  2016.000000         191.000000    9.000000  1.791916e+06   \n",
+       "\n",
+       "       Revenue (Millions)  Metascore  \n",
+       "count          756.000000  729.00000  \n",
+       "mean            94.058519   59.76406  \n",
+       "std            106.309789   16.76680  \n",
+       "min              0.010000   15.00000  \n",
+       "25%             25.022500   48.00000  \n",
+       "50%             58.315000   60.00000  \n",
+       "75%            127.407500   72.00000  \n",
+       "max            936.630000  100.00000  "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# votes range from 178 to 1 791 916 and the average is 134 654. As a criterion, I decided to consider only movies with\n",
+    "# 30 000 or more votes. This is IMDB's minimum votes value for a movie to be in top250\n",
+    "min_votes = 30000\n",
+    "IMDB_min_votes = IMDB_drop_nan[IMDB_drop_nan.Votes >= min_votes]\n",
+    "IMDB_min_votes.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(756, 12)"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# getting an overview of the new df\n",
+    "IMDB_min_votes.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# reset index\n",
+    "IMDB_index = IMDB_min_votes.reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RangeIndex(start=0, stop=756, step=1)"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# confirm the reindexing\n",
+    "IMDB_index.index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "272"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# In the beginning, I wanted to relate revenue and director genre\n",
+    "# I started by creating a list of the director's unique first names\n",
+    "\n",
+    "# insert director genre\n",
+    "dir_lst_uniques = sorted(list(IMDB_index.Director.unique()))\n",
+    "len(dir_lst_uniques)\n",
+    "\n",
+    "dir_first_name = sorted(set([dir_lst_uniques[i].split()[0] for i in range(len(dir_lst_uniques))]))\n",
+    "        \n",
+    "#print(dir_first_name)\n",
+    "len(dir_first_name)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\nWith the unique names list, I used  the Gender Api (https://gender-api.com/en/)\\nto get the genre name.\\n'"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'''\n",
+    "With the unique names list, I used  the Gender Api (https://gender-api.com/en/)\n",
+    "to get the genre name.\n",
+    "'''"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Aamir</th>\n",
+       "      <th>ga_first_name</th>\n",
+       "      <th>ga_gender</th>\n",
+       "      <th>ga_accuracy</th>\n",
+       "      <th>ga_samples</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Abdellatif</td>\n",
+       "      <td>Abdellatif</td>\n",
+       "      <td>male</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>2811.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Adam</td>\n",
+       "      <td>Adam</td>\n",
+       "      <td>male</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>101742.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Akiva</td>\n",
+       "      <td>Akiva</td>\n",
+       "      <td>male</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>82.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Alan</td>\n",
+       "      <td>Alan</td>\n",
+       "      <td>male</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>44635.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Albert</td>\n",
+       "      <td>Albert</td>\n",
+       "      <td>male</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>31368.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Aamir ga_first_name ga_gender  ga_accuracy  ga_samples\n",
+       "0   Abdellatif    Abdellatif      male         98.0      2811.0\n",
+       "1         Adam          Adam      male         99.0    101742.0\n",
+       "2        Akiva         Akiva      male         96.0        82.0\n",
+       "3         Alan          Alan      male         99.0     44635.0\n",
+       "4       Albert        Albert      male         98.0     31368.0"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# getting the names gender data\n",
+    "dir_names_genre = pd.read_csv(r'C:\\Users\\Ana André\\Ironhack\\projectos\\projecto4\\first_name_gender.csv',sep=';')\n",
+    "dir_names_genre.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ga_accuracy</th>\n",
+       "      <th>ga_samples</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>269.000000</td>\n",
+       "      <td>269.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>94.907063</td>\n",
+       "      <td>34596.427509</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>8.705522</td>\n",
+       "      <td>48960.740264</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>53.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>96.000000</td>\n",
+       "      <td>2786.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>99.000000</td>\n",
+       "      <td>16621.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>99.000000</td>\n",
+       "      <td>48262.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>381770.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       ga_accuracy     ga_samples\n",
+       "count   269.000000     269.000000\n",
+       "mean     94.907063   34596.427509\n",
+       "std       8.705522   48960.740264\n",
+       "min      53.000000       3.000000\n",
+       "25%      96.000000    2786.000000\n",
+       "50%      99.000000   16621.000000\n",
+       "75%      99.000000   48262.000000\n",
+       "max     100.000000  381770.000000"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dir_names_genre.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Aamir</th>\n",
+       "      <th>ga_first_name</th>\n",
+       "      <th>ga_gender</th>\n",
+       "      <th>ga_accuracy</th>\n",
+       "      <th>ga_samples</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Ang</td>\n",
+       "      <td>Ang</td>\n",
+       "      <td>female</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>1491.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>120</th>\n",
+       "      <td>Jemaine</td>\n",
+       "      <td>Jemaine</td>\n",
+       "      <td>male</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>20.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>Eli</td>\n",
+       "      <td>Eli</td>\n",
+       "      <td>female</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>13642.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>202</th>\n",
+       "      <td>Peyton</td>\n",
+       "      <td>Peyton</td>\n",
+       "      <td>female</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>893.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>225</th>\n",
+       "      <td>S.</td>\n",
+       "      <td>S.</td>\n",
+       "      <td>male</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>1577.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>Cary</td>\n",
+       "      <td>Cary</td>\n",
+       "      <td>male</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>1377.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>158</th>\n",
+       "      <td>Lone</td>\n",
+       "      <td>Lone</td>\n",
+       "      <td>female</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>1034.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>268</th>\n",
+       "      <td>Yimou</td>\n",
+       "      <td>Yimou</td>\n",
+       "      <td>male</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>156</th>\n",
+       "      <td>Lenny</td>\n",
+       "      <td>Lenny</td>\n",
+       "      <td>male</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>3316.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>Fede</td>\n",
+       "      <td>Fede</td>\n",
+       "      <td>male</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>6402.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Aamir ga_first_name ga_gender  ga_accuracy  ga_samples\n",
+       "15        Ang           Ang    female         53.0      1491.0\n",
+       "120   Jemaine       Jemaine      male         60.0        20.0\n",
+       "77        Eli           Eli    female         61.0     13642.0\n",
+       "202    Peyton        Peyton    female         62.0       893.0\n",
+       "225        S.            S.      male         64.0      1577.0\n",
+       "43       Cary          Cary      male         64.0      1377.0\n",
+       "158      Lone          Lone    female         66.0      1034.0\n",
+       "268     Yimou         Yimou      male         67.0         3.0\n",
+       "156     Lenny         Lenny      male         67.0      3316.0\n",
+       "85       Fede          Fede      male         68.0      6402.0"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "''' The data from the Gender Api has info about the accuracy and samples used to\n",
+    "decide the genre of a name.\n",
+    "To check the accuracy of the genre api results, I decide to double check the name\n",
+    "records where accuracy and number of samples were less than 50% and 1000, respectively\n",
+    "'''\n",
+    "# sort genre names df by the accuracy percentage\n",
+    "dir_names_genre.sort_values(by=['ga_accuracy'])[:10]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "43"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# list the names to check by hand\n",
+    "dir_names_to_check = dir_names_genre[(dir_names_genre['ga_samples'] < 1000) | (dir_names_genre['ga_accuracy'] < 50)]\n",
+    "dir_names_to_check.head()\n",
+    "len(dir_names_to_check)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create a dictionary of the names and genre\n",
+    "names_gender_dict = dict(zip(dir_names_genre['Aamir'].to_list(),dir_names_genre['ga_gender'].to_list()))\n",
+    "#print(names_gender_dict)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# strip the names/genre dictionary\n",
+    "names_gender_dict_strip = [name.strip() for name in names_gender_dict.keys()]\n",
+    "#print(names_gender_dict_strip)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>751</th>\n",
+       "      <td>993</td>\n",
+       "      <td>Take Me Home Tonight</td>\n",
+       "      <td>Comedy,Drama,Romance</td>\n",
+       "      <td>Four years after graduation, an awkward high s...</td>\n",
+       "      <td>Michael Dowse</td>\n",
+       "      <td>Topher Grace, Anna Faris, Dan Fogler, Teresa P...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>97</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>45419</td>\n",
+       "      <td>6.92</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Michael</td>\n",
+       "      <td>Dowse</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>752</th>\n",
+       "      <td>994</td>\n",
+       "      <td>Resident Evil: Afterlife</td>\n",
+       "      <td>Action,Adventure,Horror</td>\n",
+       "      <td>While still out to destroy the evil Umbrella C...</td>\n",
+       "      <td>Paul W.S. Anderson</td>\n",
+       "      <td>Milla Jovovich, Ali Larter, Wentworth Miller,K...</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>97</td>\n",
+       "      <td>5.9</td>\n",
+       "      <td>140900</td>\n",
+       "      <td>60.13</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>Paul</td>\n",
+       "      <td>W.S. Anderson</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>753</th>\n",
+       "      <td>995</td>\n",
+       "      <td>Project X</td>\n",
+       "      <td>Comedy</td>\n",
+       "      <td>3 high school seniors throw a birthday party t...</td>\n",
+       "      <td>Nima Nourizadeh</td>\n",
+       "      <td>Thomas Mann, Oliver Cooper, Jonathan Daniel Br...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>88</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>164088</td>\n",
+       "      <td>54.72</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>Nima</td>\n",
+       "      <td>Nourizadeh</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>754</th>\n",
+       "      <td>997</td>\n",
+       "      <td>Hostel: Part II</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>Three American college students studying abroa...</td>\n",
+       "      <td>Eli Roth</td>\n",
+       "      <td>Lauren German, Heather Matarazzo, Bijou Philli...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>94</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>73152</td>\n",
+       "      <td>17.54</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>Eli</td>\n",
+       "      <td>Roth</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>755</th>\n",
+       "      <td>998</td>\n",
+       "      <td>Step Up 2: The Streets</td>\n",
+       "      <td>Drama,Music,Romance</td>\n",
+       "      <td>Romantic sparks occur between two dance studen...</td>\n",
+       "      <td>Jon M. Chu</td>\n",
+       "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>98</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>70699</td>\n",
+       "      <td>58.01</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>Jon</td>\n",
+       "      <td>M. Chu</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank                     Title                    Genre  \\\n",
+       "751   993      Take Me Home Tonight     Comedy,Drama,Romance   \n",
+       "752   994  Resident Evil: Afterlife  Action,Adventure,Horror   \n",
+       "753   995                 Project X                   Comedy   \n",
+       "754   997           Hostel: Part II                   Horror   \n",
+       "755   998    Step Up 2: The Streets      Drama,Music,Romance   \n",
+       "\n",
+       "                                           Description            Director  \\\n",
+       "751  Four years after graduation, an awkward high s...       Michael Dowse   \n",
+       "752  While still out to destroy the evil Umbrella C...  Paul W.S. Anderson   \n",
+       "753  3 high school seniors throw a birthday party t...     Nima Nourizadeh   \n",
+       "754  Three American college students studying abroa...            Eli Roth   \n",
+       "755  Romantic sparks occur between two dance studen...          Jon M. Chu   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "751  Topher Grace, Anna Faris, Dan Fogler, Teresa P...  2011   \n",
+       "752  Milla Jovovich, Ali Larter, Wentworth Miller,K...  2010   \n",
+       "753  Thomas Mann, Oliver Cooper, Jonathan Daniel Br...  2012   \n",
+       "754  Lauren German, Heather Matarazzo, Bijou Philli...  2007   \n",
+       "755  Robert Hoffman, Briana Evigan, Cassie Ventura,...  2008   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating   Votes  Revenue (Millions)  Metascore  \\\n",
+       "751                 97     6.3   45419                6.92        NaN   \n",
+       "752                 97     5.9  140900               60.13       37.0   \n",
+       "753                 88     6.7  164088               54.72       48.0   \n",
+       "754                 94     5.5   73152               17.54       46.0   \n",
+       "755                 98     6.2   70699               58.01       50.0   \n",
+       "\n",
+       "    Director_Fname Director_Lname  \n",
+       "751        Michael          Dowse  \n",
+       "752           Paul  W.S. Anderson  \n",
+       "753           Nima     Nourizadeh  \n",
+       "754            Eli           Roth  \n",
+       "755            Jon         M. Chu  "
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# add new columns to the df: director's first and last name\n",
+    "split_dir_name = IMDB_index['Director'].str.split(\" \", n = 1, expand = True)\n",
+    "IMDB_index['Director_Fname'] = split_dir_name[0]\n",
+    "IMDB_index['Director_Lname'] = split_dir_name[1]\n",
+    "IMDB_index.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "755\n"
+     ]
+    }
+   ],
+   "source": [
+    "# create a list with the director's genre based on the first name\n",
+    "dir_genre = []\n",
+    "\n",
+    "#print(len(IMDB_index['Director_Fname']))\n",
+    "\n",
+    "for name in IMDB_index['Director_Fname']:\n",
+    "    #print(name)\n",
+    "    if name in names_gender_dict_strip:\n",
+    "        #print(name)\n",
+    "        x = names_gender_dict.get(\" \"+ name)\n",
+    "        #print(x)\n",
+    "        dir_genre.append(x)\n",
+    "        \n",
+    "print(len(dir_genre))\n",
+    "\n",
+    "# By printing the length, I noticed that I've a missing values, I was expecting\n",
+    "# 756 items."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "750"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'''\n",
+    "The missing value is the name 'Aamir' which is wrongly set as a column\n",
+    "label in the director_name_genre df.\n",
+    "I decided to add this director's genre by hand because it was only one\n",
+    "value.\n",
+    "'''\n",
+    "\n",
+    "# check for director's \"Aamir Khan\" index in the dataframe\n",
+    "IMDB_index[IMDB_index.Director == 'Aamir Khan'].index[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "756\n"
+     ]
+    }
+   ],
+   "source": [
+    "# add the director's \"Aamir Khan\" genre to the director's genre list\n",
+    "dir_genre.insert(IMDB_index[IMDB_index.Director == 'Aamir Khan'].index[0],'male')\n",
+    "\n",
+    "print(len(dir_genre))\n",
+    "\n",
+    "# now I have all the values."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>Director_Fname</th>\n",
+       "      <th>Director_Lname</th>\n",
+       "      <th>Director_genre</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>James</td>\n",
+       "      <td>Gunn</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>Ridley</td>\n",
+       "      <td>Scott</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>M.</td>\n",
+       "      <td>Night Shyamalan</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>Christophe</td>\n",
+       "      <td>Lourdelet</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>David</td>\n",
+       "      <td>Ayer</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Rank                    Title                     Genre  \\\n",
+       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2     3                    Split           Horror,Thriller   \n",
+       "3     4                     Sing   Animation,Comedy,Family   \n",
+       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "                                         Description              Director  \\\n",
+       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4  A secret government agency recruits some of th...            David Ayer   \n",
+       "\n",
+       "                                              Actors  Year  Runtime (Minutes)  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
+       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
+       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
+       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
+       "\n",
+       "   Rating   Votes  Revenue (Millions)  Metascore Director_Fname  \\\n",
+       "0     8.1  757074              333.13       76.0          James   \n",
+       "1     7.0  485820              126.46       65.0         Ridley   \n",
+       "2     7.3  157606              138.12       62.0             M.   \n",
+       "3     7.2   60545              270.32       59.0     Christophe   \n",
+       "4     6.2  393727              325.02       40.0          David   \n",
+       "\n",
+       "    Director_Lname Director_genre  \n",
+       "0             Gunn           male  \n",
+       "1            Scott           male  \n",
+       "2  Night Shyamalan           male  \n",
+       "3        Lourdelet           male  \n",
+       "4             Ayer           male  "
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# create the director gender column\n",
+    "IMDB_index['Director_genre'] = dir_genre\n",
+    "IMDB_index.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Having the dataset ready for the analysis, I saved it as a csv file so I\n",
+    "# could work on another file.\n",
+    "IMDB_index.to_csv('Movies_DB_clean.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Rank</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Rank</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.384864</td>\n",
+       "      <td>-0.263368</td>\n",
+       "      <td>-0.313589</td>\n",
+       "      <td>-0.288063</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <td>-0.384864</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.090160</td>\n",
+       "      <td>-0.269849</td>\n",
+       "      <td>-0.029980</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rating</th>\n",
+       "      <td>-0.263368</td>\n",
+       "      <td>-0.090160</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.514056</td>\n",
+       "      <td>0.189275</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Votes</th>\n",
+       "      <td>-0.313589</td>\n",
+       "      <td>-0.269849</td>\n",
+       "      <td>0.514056</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.604439</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <td>-0.288063</td>\n",
+       "      <td>-0.029980</td>\n",
+       "      <td>0.189275</td>\n",
+       "      <td>0.604439</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        Rank      Year    Rating     Votes  Revenue (Millions)\n",
+       "Rank                1.000000 -0.384864 -0.263368 -0.313589           -0.288063\n",
+       "Year               -0.384864  1.000000 -0.090160 -0.269849           -0.029980\n",
+       "Rating             -0.263368 -0.090160  1.000000  0.514056            0.189275\n",
+       "Votes              -0.313589 -0.269849  0.514056  1.000000            0.604439\n",
+       "Revenue (Millions) -0.288063 -0.029980  0.189275  0.604439            1.000000"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# creating the correlation matrix\n",
+    "corr_matrix = IMDB_index[['Rank','Year','Rating','Votes','Revenue (Millions)']].corr()\n",
+    "corr_matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x648 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# ploting the correlation matrix\n",
+    "sns.set(style=\"white\")\n",
+    "\n",
+    "# generate a mask for the upper triangle\n",
+    "mask = np.zeros_like(corr_matrix, dtype = np.bool)\n",
+    "mask[np.triu_indices_from(mask)] = True\n",
+    "\n",
+    "# set up the matplotlib figure\n",
+    "f, ax = plt.subplots(figsize=(11,9))\n",
+    "\n",
+    "# generate a custom diverging colormap\n",
+    "cmap = sns.diverging_palette(220,10,as_cmap = True)\n",
+    "\n",
+    "# draw the heatmap with the mask and correct aspect ration\n",
+    "sns.heatmap(corr_matrix, mask=mask, cmap = cmap, vmax=0.61 , center = 0,\n",
+    "           square = True, linewidths=.5, cbar_kws={'shrink':.5})\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# highest correlation levels: votes and rating, votes and revenue"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Nane\\Anaconda3\\lib\\site-packages\\numpy\\lib\\histograms.py:824: RuntimeWarning: invalid value encountered in greater_equal\n",
+      "  keep = (tmp_a >= first_edge)\n",
+      "C:\\Nane\\Anaconda3\\lib\\site-packages\\numpy\\lib\\histograms.py:825: RuntimeWarning: invalid value encountered in less_equal\n",
+      "  keep &= (tmp_a <= last_edge)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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GjDoOshEmDAj3LfngoJ4XT1j86sF3+OJPX2DBwlUsWro5q1i3elMt37ljOb/469ts3d2ErjFsBQhh8PHsyp2ggUvvnTyUg31uHCAUSXbZ8HNoHyeicYuEabfZMKg1lINDY2scy3bSXpY+j4ukZXPHY++lv18PPb8xndWlaVrWTe6hzpAU9LxeL7/+9a/57ne/yyWXXMKRRx7JRRddBMAdd9zB7bffzkUXXUQkEuHLX/4yAD/96U958sknueSSS1i9ejXf//73B/IjCMKwZmd1M63hZKcou9Zwkp3VLQBMHJ3Z12ni6AKSVuYhItXeFIxmjJBrCkZzcu56lpVGtva+YtsO8aSVPg4mUkE4PMyeXsH182fhMowBef+m1jha2yitkdqxVIvZ+XOnpHceU7uWCdPCsh0Spo1p2cQTFnVNUZKWjceld1oYpD5bSaGfUNSkpNDP9eJDMrg55xz45z/hpptU9F59vfLVu/pq2LSp++emUnDr6g463DQVHV3XFMW0bAxd9cnuokwDfjcl+R4GwuQkGldCvPT1wcfIIv9BPc9BjaGyESYcbmobD36OaTsO8YTF3roQT7y8lb11wS7RQqnxvKY+jKGp59Q3x7BshqUAIQw+onETo22wPhiBKNfj/IFTFQcHy3JImlbaBgnUd2VffZhd+1ppao11itjbUxvEPGBdORwtN4aUh97y5cvT/z799NP5xz/+0eUx06ZN46mnnurSPnbsWB555JF+PT/h4EkkLTzu7Ivmnu4XBhfRWOaIpmhMeTIcMbqQ3fu6RoscMbqQPTVBHKfzDn7H2y2hzIUJsrX3lWwDUm8HKl3XMop0uq6R5zNoCXWOUrEdKPBJ3x7MtIQO3j/vYEl563ldBn6PQSxpqSItho7XYzB7egULFq7C5dLwuHUSpt1pgqOiSx1o86EsKfB28d9LHcIQwuOBb3wDLr0UfvMbeOEFWLMG5s+HK6+E738fioszPzeVghuLQUVFn6vgVpTmsXV3U4coYzoVusj0dgA+nxstnMhJ2npfMPT2q7b09cFFPHnwUc+W7WDoWq5sIQWh39Fo8wxri2Ruak3gcbsI+NrHZKAtAtppy97QsHFoDsYZMzJv2AkQwuAh5THnOA4JEwzdxulonNdLdEPrNA/NNZ2KamUgJdy5dNLReG5Do6k1Tr7fnX7ccLTcGFKCnjB88bgNLr3p2az3P3fnZw7j2QiHSraLbar9rQ9rMt7/1oc1jCz2UdcU67L4G1nsy+EZZsfKsurM1n4gOg6ZEst0HGLxLMVAsrQLA899Sz44pIIYB4vtKBE44HfjcRvEkjag4Tjg8xgsWLiKDTsbMPSUP1nn56fnYg6UlfgJtE1mhuPO5JDE7VbFKlpblb9dX9Wu0aPhf/9XiXi33Qbbt8OiRUrgu+kmuPxyyBZZmkrB7WMV3Plzp/CLv76NobVbEui6ht3NBD4UTVLTMDD9LWnaLFq6WapMDkL6UjE8E5btMK4iP0dnIwj9y4ERQrajIp0p8ZPnVWOyAxT4XbhdOqbptG2cqOvYcBQghMFBx8qxRQE3zaEk1kFmDvWnmNcXTMshHDMJ+FyUFHipa47RFIwTjibbCnlozDlh3ECfZk4Zkim3wsePRLJ7waOn+4XBRXdVbmccMSLjfdnaD8TjynxZy9belUOL0bOzPM5GI5HFQypbuzBwpLxsDiXN5lBxuzSaWmPUNoRJmhYaKtVgf2OUvXVBXLpG0uwq5gEUF3jxeQw0TUuLeTA8dyaHJLoOJSUwYYIS5wKBgzMWO/105aP34x9Dfj40N6squFdcAR+0ez6t31HPnY+/x4KFq7jz8fdYv7VWpeDW1/daTJw9vYLxFflKxHMcXC6NsmJ/1omk26VTO4DisWFoaR89YXCRi2jNM2eNOfQXEYQBIuVzmxqTU8V7ivO9ODjYtpOORhXPT6G/SHnj+jwuRhbn0dE+Tx/CUdD76sM0tsZwuXRGFPkIhhMqy8WlUxhws/zdymHlSykResKQQCL4DpJwGGwbemlwerjIFsmtAe9u2p/xOdnaD0TPMgJlaz+Q7qrUQvYUs9RavLvn67qG4zgZ0omH8Kg5jEilHeypaSUUTXYbeXQ4SCTahN627uFy6dBWLTQYSXYrBMcSFgG/i9ZwklhCVcaNJy1ZGAw2NE0Jcfn5KhW2pUUVr7D7IPK73fDVr8K8eXDHHUrg+/BDJepdfjkbL/8aT7yzH8PQCPgMWkNxnli6BYCZkx31vuXlvUrB/eq8Gend/FSfKirwEo4mSFpO2h7B7zG4bO4UHn9py0H+Yg4NTQNDa/fREwYXXrdOPHloG1lvrNsn0ZfCYSMXfbYjGg6JA8bk1LV1ZJGPpmCcpAXjRgb4yrxjxDJA6BdqGyMU+NvlIF3TcbnURnFZSR419eGcFL8YCBpb4zS1xvG4dQoCnk5FumKJdvuZ4cDgWuULQ5aeIuTiEkE3MNTXw65d6mcsc/XYgSCbfqVpEIllTsXJ1n4g2fparvpgT35R2XRDXQOfW08/NnVAe7swcHQsbR+NmViWM+CTGIf21Ea3y6C4wKd27S2HRA8Li0TSwm0YfP78qVIMYKjg8ylvu4kTYcQIcPVxz7WsTPnqPf44TJ+u2p5+miO/dgVnfLAMnwEaSogzDI2lb+9Wj4lEoKoKQj0XGchUYOKGK0/gx189lWMnj6SiNI9jJ4/k5i+dzPodDX38BeQOxwHTdtLVz4XBxekzRx/ya+za18qipZtzcDaC0DO56LMdSbbNMaKJdg+91LXVQeOoiaX897Wncs8PzpUxW+g3UpGhKdwuHctRP5uD7YXZ4OCrkw8kDioFtzkYJ9zB33242c/ITEfICb2JoJMIuwHCNKGxUZmh+3zKMyk/v++LxVzSXYheNp2il+pKT4Jbf9Odf2B5aYBd+1q73FdeGujnsxJ6omPawWBMgY4nLfbVh3t8XCqC1Od1pcW7LxyG8xNyiNutBL2SEhWt19zcN5+9k06Cp5+GxYvhrrvwtbRwySuPMfvDlbz0yS9ROWEaHrdOY0uHTR7ThH37oLRUHd3M3LMVmDiwbeGSdd2epq73LRCxr9g2fGbOkf33BsJB09CaG1/Sp5ZtY+r4EhE8hH5nV4ZCboeC40DA71LReG3Vbq+fP4tffevMnL6PIHTH/LlTuPuJtdQ1xTAtW80hbQfD0AlF2gMpXG3lb1M+eQO94d0XDEMVm2kOxgn41Np3uNnPiKAnCMOZFStUGlZenpo9RKPqqK9Xnk0FBQfv3XQIGLqOY9udBgStrT2ZZYWXemxPKa89vzdYGd7CyFGQXHdVbh2UH4qqYKY+h+04DHwsmJBKOwhnqdA80GRL5T4QXdMozPdww5UnHNZFbipdubYxQkVpHvPnTpFF9qGi61BUBIWFyj6hpUVF0x1wAVy/o56lb++moSXGiCIfF5w6kZmTR8I118DFF7PuPxdw7JoVlNdV8qXHf8WHx5zOi2d/Ht+oUZ3fz3GgoUGNERUVSlg8BCpK82hqjZCtoGl/inkpJCVzcFJZkxtxxLKdYZU2JQxequt6jmDuC5qmxJFUNc6OFegFIZf0ND9zHJUPommqOryha8Ta7Cq0tv9ZlrINoq1YS6Z11GAlldESt00cxxmW9jOS5yUMC6RoRhb+53/gjDPghhvgX/9Si0FQK6lgUEVkfPRRzlNye/KxKynwdpGwnLb2njiUlFcAVxblLlt7X+nOQy8atygr9uFydTSV90mV20FAKu2geQAq2h4KHbu7psH4ioIBEfNS6coFflc62mA4GQ4PKCmfvbFjYfx4JfK1+aKu31HPE0u30BqKd/LHW7+jXj23tBTtttu47wu3UjlaRasdu/FNvvvXH3N11SoV+XcgkYiqghvuOSK0O2ZOHpFVzOtvDF3D3etCSMLhJpmj1aCha8MqbUr4eGDoGm5DI9khG2C4pQAKg4Oe5mdLVmwnP8/N+IoCJo0uZHxFAaBEvdEj8tq8v9UazbKVT65lD830W9uBmsbosLSfkQg9YVggRTOy4HaraIuXXlKHzwfnnAMXXaR+BgL9kpLr0jUSGYQt12EomWToWsZiBkbbeyctp0vGr9bWDiqs3Mzw/FS4+aFQUZrH3rpQ2zuqI2k5jCmTlNteUV+v+qbPl/OXnj93CvcvWUciaWWN4hwMqEhWDbPt+2UYGoauU1LgHbAJSsd0ZUCiDfoTn08dpaXQ2srKZzbgduu42zYkvG6DOBZL396tovRA/fzSRTw59WiOeHMZF616mrxIK6P/ci+88gLceiuceUCal2nC3r29SsHNxvodDend/cNleZDCsh1GFOX+OiHkhlyMp6AqxIeiSVZvqpVrjdCvjCkLsDsHabe6rq6HlqMyQ6rrwiRNWwkoI7PPBSUKXjgYepqfHVgUA0in3gb8bvSWmMokctT80+XS1f0MXNqtq8McuK/EE+aw/O7I9qUgDGeWLIHbb1findutovBeegluvFFF7n33u/D88yoSI5WSu3+/KqRRU6NM0g9iJdZThF5Da+ZowGztfcHKcr6pdo9Lzxgd6GmL5rCzPD9be1+YOXkEjS0xonET07KJxk0aW2LMnDzikF/7Y0EqcqimBuK5jaRLmf37vC5Aw+0anNuPDuC0pTxomtpxHD0yMKC7jbWNEbxuo1ObRBv0M20+e9uNIgITx+AvCmC0iXpd/PFQot5N15zM/D/cQt6Kf8OXvqRWljt3wrXXqrGgurrze6RScPftUwJfH6ltjOD1GLh0fUB28/0+2bMerEwYVZiz19I0JCJY6He+Om9GTl7HttV80rYcTNMmaVpoOJiWTXMwlrEfSxS8cLD0ND87sCgGqIylVBBEp6wjDZKmnS7ql6uNmb5yKKsx03LSRWiGEzLbEYThTEEBzJ+vjpYWWL4cXnwRVq1S4t7SperwepXod+GFMHeuioJqbVVpuW53u9deLyOjEmbmFNJUu5UhAq679r7QnT8fgNetE0t0PT9vW6XZbL5OufB7Wvbunoxi4rJ394jXU29xHNU3QyHlLVZcDB5PTl569vQKfnDNSdy/ZB1Jy6ahZWArQxu6lt4ZTaGnvEw0mDiqkK/MOyarkHe4dvSVV1o0vQMMw89weLDiz/OyMxilpLCMoqIk/lCQcFOQ0qJu/O+KilRU3uc+B7/4BaxercaBlSvhG9+Ar39djQkpQiGVmltervxYe0lFaR6WZdESSgzIbn5lbYj5P3oOUNE1X503Y9jtyg9VZk4ewfrt9Tl5rUjUxOs20hEnEskkDDby/S7CUbPTNTBVwd62HHRNoyjfQ8DvytiPw9EkPo9Bfp66LksUvNBbepqfpbJTYqjraDxpkedz4TgOTcE4VgdBr+NcNFU9diCwHQe3SyfPZ9ASSvb8hAPIlYfrYEIi9ATh40JREXz2s3D//fDGG/Cb38C55yrBLh5XC7qbblKRe//5n/DPfypBL5FQURqVlepoaQGrJ8+3bLs2h76bk80WKdXekz9fKEvRg2ztuaS2MdqndqEbbFtV/6yshLo6SPZ9UM/E7OkVnHfyeILhDN5ihxFdgyPGFOLzuHC7dPS2qDxd1/C6dcaPKuCeH5zbrZh3uHb058+dgmk6xBLKcDiWMIed4fBgZf7cKSSTDo3BOHujGntchcRHjuLii45L++xlZdo0ePRRuOMOKCtTmzx3360KKb3ySufHJhIqBbepqVfntXpTLa3hOE3BBLbtZK3+3Z/YtqPMvh2HqtoQdy1eIxEtg4T1Oxpy9lq249AcjLG/MSKRTEK/cShRPaEDxLwD0XQIRpKYlpOxH8fiJs3BeKeiXRIFL/SGnuZnqeyUkkI/oahJSaGfG648ge9ddSKxhDUovfIcBz5//lTmnXnkQZ1frjxcBxMSoScIH0cKC+Gyy9QRDMKyZSpy7/XXlbj373+rw+OBOXOU596557an5XaskpuX18VfqbvCEIfKWcePZcWa6oztvaGn6EC3oaX99DriPkyh5RJdkIGPPlIi85gxcPnlMHly+32WpUSG1lYlWhcXH5L/I6jFZnmpH8ty2NcwMBNm24HtVS3p24auUV7iJ+B34zgOoWj3AvTh9LWbPb0C5s9iyYrt7G+MUC799rCR6Xf/mblTOGZ6hRLhWiJ2DwgAACAASURBVFu734TRNLj0UnV9v/deePhhJZJ/85sqavsnP4GJE9Vjbbu9gFJ5ORhGxpdcvamWu59YSyRm4tgDW8M7ZeINalEtES39gG2rPlZS0uun1OZYiLBsKC/NEz9Pod/or6geDTU3dhkaTa1xjppY0qUfe9w6CdOmORgn0GYlIFHwQm/ozfxs9vSKjNdHt6EPqFdedzz+0pas9k7dYegDlyrcn4igJwjDmVGjlKF5NKoO2+7qiVdQkF3cSyQ6i3tnn63EvfPOUwvEjim5+fmd07T6iV1ZTIlT7Yfqz1dc6KWuqetjiwv7/7OldmVdLq1TdAHDrBpTn3ntNXjhBfXvv/wFTjkFrroKPvnJ9nRby1LFXVpalLBXVKT65kGQMgnWPMpLzzQHVpSANjG8TTiPJy38XhcLFq7qIvymBOENOxvwuHRKCn3pBUB/7uhnmxAK/U/W373HAyNHKqElJexlqmoL6vr9ox+pNNzbblNR3K++qn5edx1cf73avHGc9sjtioqMNgwPPb+R1nACXdfwuHXiSbUbPhAFMpy2r43jKKPv4ZhqMyhobFTzixG984PN8+Z++TF/7hQWLlnXxeBdIpmEXNBfUT1O2/9s28HGydiPi/O91DVHSSQtHMchnrQkCl7oNQc7PwvHkgMSXd9bbNvB41Jid2/x+9w59XAdLIigJwjDGa9XLeZKStRkOxZTwl4koiLxDjSGO1DcW75cFdF47TW1gFu2TB0eD5x1lhL3zj9f3dfYCH4/FBRQXuihOWJ2uci6s+XL9oHqulC6SlhqsaZpqh0O3Z8vmcz8uGztuUSiC7JwzTWqWMs998CePfDOO+ooLVURe1deCePHq8d2FPaKi5Ww18eIvZTniJq/a6TkPF0HXVMVvg43DlDfHCER8NIcimNZDl63QUmhNy38bjt5PMvfrVQLD8chlrCoqQ9TUuiltNAnO/ofVwxDjQFFRcoPr7lZXf8zKWuTJ8Nf/6osGH79a5Vme9998OyzcMstymdV09Tzq6qUYFhc3OklqutCaBrobQJ0SlBLLVwPNx0/5nBMtRlQEgkl+paVqeuu46g+0QO53iLRNbVoFT9Pob9w+lnZsGyH8hJ/xn4c8LtJmBaxhE0oauL3ujAMh4VL1kkmh9AvrN5US7IPQtlAka0QYiYMQyMaM4dlIULx0BOEjwu6riIsRoxQ4sfEiTB6dHsk04FGBAUF8JnPwB//CG++Cb/9rRLvPB41iV++HH74QzjtNJWe9fe/Q20t1NZS1LCPSXqUCQU6hXnudLUkq20x5fNkTtXK1t4Rx3GUDpkKWHJSgYe5mWwlLRtdb/91aJr61eViIVhe4u+2XaqFZsEw4Ac/UBFDDzwAn/iEamtshD//Wd2+7joVSZqqxmlZyvtx9271sw9VOufPnUI4arK/MYLjqAIUoNaqI4q8eAaoAm7SdGgJxdEcB0PXSJgWNQ0R9jdFSVo2z67cSdKyaQkl0naVDtDYGqcpGO+yo796Uy0LFq7iul++zIKFq8Rnarij68puYcIElb4eCHS97oNqu/BC+Ne/4NvfVtf8ffvge9+Dr30NduxQj7Nt5V9ZU9MlpbfjqxqDyISnvxflHzsWLFDp2lddpVK1GxvV5ksP43E03pMPb98YUexL+zburY9QWRsiFE2Kn6eQM7SDSO/rC7rWXpk7k++Z2zD4wTUn8c35s4jFTSzLFp9Iod8YKpVg+1JM0ePSKS7w5NTDdbAgEXqC8HHF7W5Pl4XO0XvRaHsIHKh0rE9/Wh2hkDJMf/FFVRUxkVC3X3lFvd5ZZ3GsOZ4PJsyCvAAVfh8UFtKqeWlt01R0LfMFOFt7Rwxdw7ScLtEeRo4mW47tdApcTP0acrEQ9Ptc6YWuQ/uiNzWJk+iCHtB1lfZ99tlKPP7b3+DJJ9W/X39dHRUV8PnPq2PUqHZhr7m516m4s6dXUJjvIRJLtlXx0tA1B7fLoCWUoLw0j7114cOeiqBpqlqzadlYtoOG6kPJNm8d23GwLBtNA7duYGFjtVXJjSUsvnPN8eldfEnv/pgTCKgjGlXfjXC4a8S2369EvM9+Fn71K3WNf/NNNQ58+cvK1zJVET0eT6fgjikLUFUbAtvBwcEcRCKafTjzfT8OnHkm/P738OGHKlr6zjtV9L5tq/6QRcytKM3L6UZVMJzkVw++0+bT65BIqs0Ot0unpMArkUzCIdPfvluOAy1BZYnQne/ZgoWrcLk0LBv21kdImjaGrvHQ8xulbwuKWExlqaR8zg+C2sZIVk/xXDAQ3nyW7dAcTNAcauA7dywnGrfwew00NCJxc0iPERKhJwiCwudTaVljx8IRR6jovdJS1d6xWmJ+vjJRv/detbi7807lZeb1qkqjr7zCta89zB2LbuH6F+9l5prl2Dt3kle/lwlmC7S24nPpuIyul59ooucoOJ/Xha61i2EaamfTlyNPnmyReKn2bJO63kz2onGLPJ+RHsQcIM9nEGuLVpBqoX2gogK+8x0VKXrvvUrk0zQl7v3hDypq5FvfUqKzbben4u7Zo4z9e4jYi8YtSgp9aJqGYWi4XTqWbRNLWDQF4wPiK+I4SuC1Ory509aeMv9PJK10RKFh6Lh0HZ/HIN/v7jRJ6ZjerWnqp8ulDZldWSFH+P3qWj9+vLr+Zyp0MWGCSru97z71b9NUabkXXaRScR1HCXrV1dDSwrWfOpaCPDcOtAnig4dYwpJIllzy2c8qf9OSEiUMf/3rKqq/uVlFdR4oEreR6zEtlrDS6WG2ra6LuqY2OxpaYugaEskkHBIlBV39QnNBauaoG1qn+efs6RX86ltn8s35swBYuGQdCxauorImiGk51DVFMS0bQwfLttlTG5S+LSgcR220VVerLJXGRrU+6wMVpXkU5nvoj8BUTSPjGrC/SSRtHMfBslTl+0QiSVVtiMraIMmkydbdTfzir2/znTuWD7nvkgh6giB0xTCUcDdypFrATZyoop1SfmSpXff8fPjUp5SA8sYb8LvfwQUXkDTcuG2TWZUf8rXXH+GOxbfwH8/dxez3XoatWyltquUIV4yx+ToBv7tTSmNPTBhVSJ7fjZb2Z9LI8+fO5DSbZ0SqPdvY1psxT8MhHOucaqRuqw+eqXz89RIx1T0ul0q5feABePllZd4/YoRa1S1fDv/xH0pw/tOflJCXEvZ6SMVV0ZLxDl5gmvpPg3APFWYPF5m+LrajxGeVmq4ipAJ+V5coz9rGCKblUF0XZte+INV1YUzLkfTujyter/JBmzRJ/UwVm+nIuefCP/8J3/++2uipq1O2C9dcA5s3q+/W/v2cWOJw0xdOxNsLC4XDia6B162LaJ1rPvEJeOYZmDVLDeJ33aVStaurlaiXocJyf41pqc0ODdKbLrqu0RJKyKaFcEhEYn0TRHpLahzX6LoxnIqkb2qNpiPpI7Ek9c3RLnMTtyF9WziA1GZbfb2a8+7bp7KserHYmj93Cm7DIM9/cMXlejotM8tmT39jOyk/bI3WcFJ9hzRoDiawHQdDg5r6cHrzZ6hY04igJwhCz7jdynupokJF740bp8S+vLz26L38fJg3D+65hzu+ew9/Puda1kw8noThxmVbzKzawFXLH4QzzuDaZ37HrNf+QcHubYwJ1zM54FAWMHq1AJw5eQTRmImmg8eloekcVpPTbOHnvQlLb2zJXGk3U/vgimsZIowfD//1X7BihUoDO+001V5VpSJJ585VYsRbbykhr6PH3gGLzvlzp5C0bGxbVZSLJy2Slj1g/nm9wePWyc9zpSP2DEOjKN+D2zC6RMTkeV2ddvhNy6auKYq/H6pPCkOIVAGN1CaO3985bdLrVZGvL7ygfPYA3ntPRWr94hcqMqulhePz4kwa4cXjHjzTTE3TKCnwimjdH4wZA489prz0QKVnX3656ht79/bJwzSXaKhrWzRuyqaF0DOhkLIhyEBDa+b5Wy7wuHSK8j1dNqYzRdIXBNwq8tlxOm3cybVNAFTU/Ne/Dk88oTbdUti2Kna4b5/KVGlq6jZqb/b0CqZNKiEc7SchewAXOW5DR9OUuKdptH2HlMinaRqW7eByqTT2AwX1wRrlLTN3QRD6hqapRZ7fr1JyLUv57sVi6mciQUjzsn/aKaw+8iS8yRgzKzdwyp61TK/cgCeZYGbVBmZWbcB8YxGbRh/NmiNOZNNRsykpKyeeH6DJNojErYzpWut3NFBc4CESM0maNh6XTp7PxfodDXwBFYWRKR2yn/2Me0VPYqD4mvVAebnqY+Fw5irNKTweuOQSdezcqSY2f/+78hR54QV1HHGEWnxedpnqwx2q4r63tZ4lK7aryXLbnyxVTTl+GKodd4eutafZHojjQEVJHvV6jAmjCrt473R6bEoyPqD6aK6rTwpDFE1TmziFher71tysvnupjjdmDNx9t4rM/sUv1Pfs0Ufh+efhppvg8ssZn2jBDLjZFTGIJ3JbBOFgsGyH+pYY48oLBvpUhhe6rkTgpib42c/guOPgf/5HFcm44grVdtVVSiD2egFYtHRzv55SR1uLVAGt1KbF+Ir2v//qTbUsWbGd2sbIkPZPEnLAhg1K6Jg6Vc01CjuLa3Y/+mxomoZtd01Fr22MUODvvFQvzvfSFIyj60p4cLt0ivN9GIZGSWHmwmvCx4jf/EbZIaU47jg47zx1TJ2q2uJxJfY1NCgv3YKCLkWyVm+q5Y11+9B1TQleg3RqqGl9FwfjSRtda5tPt/mkpz6644DbpeN1G+ypDVFR6k/7mvs8LmKYLFmxfdCNEyLoCYJwaBiGGgxSxTXicbzjdhDd30wgEiURN1h95EmsPvIkRudp/M+UOO/d9TAzKz/EYyWZWb2RmdUbsVY9zqYx01h75ElsmXYKkfJRRAwfzZZONJZMCyu1jREVNZWwsR0H27bxedp33Qvy3LSEu+4oFeSpsPFsJq/ufjY87g0dd2NhcA8eA4LPp47SUrWzmBKRw2ElymUa1Y88En78Y7jxRlXIZfFiWLsWPvoIbr9dRe5dcolacB5/PBvX7ODFtftxPHn43Hra17FjjZiBxOsxSJoOODap7HBNA0Nr99ibMKqQX33rzG5fJxq3KCv20RJOkDRt3C6dooA37ecoCGlSBTRSRtvBYLuYfsYZKiLg0UfhnnuUqHPrrfDkk1x47Q38pUZjYl4BtXl5tEQGPlXdtByagzFWb6qVa2ouGTFC9ZG6Opg/H6ZPVx6nVVVwyy3wwQfw3/+tNlJ8Pp5dufOwnp6haV02LWQDTUjjOMqHt6kJLrgAfv5zmDxZ9eu0vUv/zQFUBoDFtsqmTn0vW6G08RUFxOMWLpeG120QT1ritywo7r9f9d8XX1QRpx98oI7f/15lsZx3Hpx/Ppx0krKsCQbV49xuNjYkeG5dA7v2R2gKxjEtG1dbNJs5GCbAGch0Wrqefb8/he2A162lA0faI/UcivN9xJNqLux1d84c87qNQRkJK4KeIAi5xevl/ZoEmhbAV1RIgW4RcEy0cJhgIg6XnM+f1nnwJOMcW7WBk3atYWbVBrxmgmOrN3Js9Uas1x9j85ijWTvlZDZPP5VI+Rha2i5XOg5NbZXAQFUtbAomqChVF91IFkEi1V5c6KWuqWvqRHGht1cfrz8FwdrGCMmkyd66CLbjoGsaRfluJeAInelYpdlx2sW9UEhVXj5wlPf5VDTeZZcpv6/Fi+Ef/1Bi4DPPqOPoo9k7+Qz0ySczsmwEptvFfreXlmjnQhQDSSxudYmh09vCTw1d63FSn4pIaWqNoWsapUU+Am1VlmMJU3b4hex0FNRbW1XUnmWpiNhrr1V+qr/9rfperVvHlBv/g5sv+BS/Kj2LUWPGkFdQzP6wPaDfJV2D/Dy3bJL0Bz6fsuNoblYbfUuWKI/FFStg0SIVAfWHP8CJJ5JI9p+4a+ga4yryqawNYWht0U+OSqHquGkhG2hCGk2Dz30O/vxnWLoU1qyB225TFb3Ly8EwGFnkZ39T5nTcQ31rj0vHtB2eWraNqeNL0v1v/twp3L9kHTHMTsLddZ+eAZCxCq7wMWfmTHj4YRU1/847ykt6+XJlfVBZCQ89pI6iIpgzR4l7Z5/N+toYT768hbw8L1NLCvnI7dCAi7hpYxg6NlaPItlgobfnmTAdJowqIBY3qWuOqWDzAhXtapoOY8oCxJNWF0H9QE/qwYAIeoIg5BwleDkkTJtWQNd0vN4SAgFg9GjyR5XhhMOsD5zCmiNOVOJe9QZO+mgtM6s+xGsmmFG9iRnVm7BWPsrmMUezfurJsH4ihVaMeJ6LcMIm0aGARUcfugPTbjum2yazpExmaz8QtyuLoJcDbzWtB7FSyELHNPARI1Q6QTSqBL5UmmBHgW/aNJUSdvPNyuR/8WLYuBG2bOETW7ZwtvtxVk8+hRVHnYE54ShKi4tp1AaHsOd26el+r6E+umU56BqMKw/wlXnHMHt6RcZUMiAdkTKi0Etdc4z9jRHKSvy4jJ7FQEEAlJA+YoRKUQ8GVdRePK4Wvr/9LVx5pYoQ2LKF0pee42eef/OPEy/l3RPOx19Wwb6ki2h8YKL1vB5j0O6wDws0TaXf5uUpgW/hQnXccw+sWwef+Qz87/8yzl9EVVTPWoTqYNE1tcHxhx+cx4KFq7pEN3XctMiUzih942PM/ffDiSeqeUF9PXzzm/Dvf6u5wpQp5Pld0JT7t1WR9W2ZAJrTSVCePb0C5s/KKtyJgCdkxeOBM89Ux623qo3sZcuUuLdhgxq3n3tOHW43BROmceqk4/no6JMIWhae1jijPS6c/EIiLj8NMVVNHGD0iDyaQ4kBG8f7QqbIWk1TQRimDX/4wXlA+2b3/sYIJYX+TnPmAwX1wThPFkFPEISco9G5qIPtQDRuEosDBQVU4ccoyKOw2CGACZEwm4sK2XjUyWixGNP2fMhJu9Yys3I9vg7iHic+znUVU1l31ClsnHU29UXlNFk6kbiVFtnyfAYtoc6LBNuBAp8SxZKW3eUCr2mqvTdE4pkfl629L/SlaIbQDV6vOoqL1VZdJNIu8HWM3gsElPhwxRWwfj0sXkzy2efwJuOcufk1ztz8Gh+NnMhr087mwxlnUFpWQQNeWmMDJ+x1FLFpW7y6dY2ifC8FAQ8Ll6zD7zVoDSUI+F2dUsl8Xld7RIpHRa40tsZoaIkxbVKp7PALfcMw0r6ThEIqXS0eZ33JJJ659IccXbqUT733DwKJKF9460nO2rqKv515Fe4ZJ1OfX0BjOHnY09iL872Ddod9WOH1wtixatF4ww0qauTmm1Uf+drX+MTJn2HZJ79EteZOpzblAkPXcByHBQtXsaemlUjMpDDgoTjf02Uxli2dUfrGxxRNg6uvVht+t9wCb78NTz2l/MjuuIMSfQRVho7Zy7lir9+27X+Oo+aqlTXBTvfPnl6RdVwWD0ihV2iaskFIWSHU1Chhb9ky1c+TSSbtWM+kHeth2SPsq5jExiOO451Rx7C7eCyFhX4CXj9mfh4Jj4/maHJIiHmQ3W86YTroupa238j6PetGUB9MiKAnCELOMXTItPFutBU8jCYsHAeCqKpCXk8xPh8UGjY+K87WkhI2TjsFJxxmRuVGTty1hllt4t4x1Zs4pnoT1opH2DrmKNZPO411s+ZQm18GQCiSuSJTsM1XzzStLhd4x1Ht/U3KXDZTOxxaBV0hC7quKjDn56vbsZg6wmEl8tm2muzMmgWzZvG7sedxxDsrOHvz64xu3scR9bs54vXdRN55mremnMq7J5xPzRHHHDZhL+B3EY5mnjg5DpSV5OE4DvubonjcOgV+F1X7Q5iWg8/rIhK3aA7GSSQtbMehosNiNeB3k+dzEYqaPXruCUJWNC3to/rhut089WYVzSGLmmPO4b0jTuTSd5/ljG1vMr6xmv967k7e3HgKL577BQJjJ1MTPUCk7mcMiUQ9vBQVqWi9efOUJ9l3vwsbNvDpt//OxJqdPPH5m9juLc3Z4jDZFq3c1BplZJGPZiNOMJzAshzGjyrotBjLls4ofeNjjNer+umDD6q0xd/9Dqqr4eqruezMeUTO/iJ7XPk5FTM6FqXKtrncU8S9eEAKnfB4VBR9LNY+z+248Bk1SonXV1+tNuNee42Nf32KSVvXkhcLM7p2F6Nrd3E+z9KUX8KWySfw/riZ7Bw/DZfLTV5+AbECP42mCqjoz4Ix/Umez+jxO9OdoD6YEEFPEISc43G7MDNMeDxudcnpOK6koveiqGwGv9eHK+Anr9Ahv8xkW0U52445lSdiUe48QeOdO/8vLe5Nr97M9OrNXL78YbaNPRryPmSGM5q9gZEEk06nyoqp8SZbik+uU38yoeOQ6V10qSx6+Ej5gBUXt1dojkbVpMayaNH9rDvtIlYeey4Tq7cxZ8vrnLhrLXmJKOdtXMF5G1ewrWIybx93Pu+feB77Xfn9KuyFo2Y64vXAyFdNg+ZgHNt2cBvtXlCW7aBp0NASTeuVhg6WCXVNUTRNS/vmSUSK0Bc6Liz9XgMNjUjcTC8yl6yqokoroGh0gIJ4GLPVy2NnX8NrR5/JVW89yRH1uzl9xzscv2cdL8z+FG+e83mq/QGCWUTrXOBqqxij6Xo6lWYoTNCHDW43jB6tIqKffFKlMP7tbxy3+wNG/+kmHrriR7xXPo1wLDd9wHHAslUEckmBD7/XRUmhv8umRU/pjMLHEK9X+UAGg/CNb6hCGTffDBs2cOLr/2TUhvdYfNn3eW/sDFpzWORH09T4ruuaul51IFvxlk4R94gHpNABw1Bet9CW0x1v38yOxVRRudRCLD8fLr4Y66iT+fWLGxlbuYWjtq9lxq51lAfrKAk1cdoHyzntg+VE3T42jD2G9yfMYvOkmYwuHQEFhbRobloT7Sm5gxGPSxXAsB1lzVAU8DCi2E8sMTy+MyLoCYKQc7Klr/YmrbW8NI+q2hAxTaNZN/B4ivH6i5lS5oMrZrLko0KeaGlh6s51nLhrLbP2rMdnxplWtQl+/GN+rulsH3s06445g7Wz5lDlG9HJby+b7nI4NpiyaYaHMUBF6EjHCs1lZRCLMW76ROqr6/EmHT4aM5Xto6bwxKmf44xtb3H2ltepCNYxtXYHU5fu4DMrH2f19LN44/RPsXXEJFpjVrpiVi5xDviZQtcgkVRFMsqLfel2t0vHNG2SSRuXS0fXNGwb3C61UdvYEiPPG5CIFKFPdFxY6jhU1YYAKCvxpxeZsYRFKJokrGn4vQUUVxRQnAhT4/Pwm5E/4Ixtb/HZ1c9SEA8x/82nOH3T6zz7ya+yevpZ1EdyL4z7PAYji32YpsP1ErkysBQWwpQp8Lvf8eg+D1e++QTlrXXc8OACnrr4G7xw3EU5qYSs6WqjI7Vp0Z0v3lCJvhAOI5qm+mp+voowfeopVczlvvsY07SP7z34Y14683KWzP0idVHnkOeOuqah62rczvO5GFNWkL5v9aZa7njsPWJxE4/boLjAS8CnhLvquhATKvI7vZZ4QApd0LT2jewU8Xi7yNf275lTyth9/FhejJh8UHIkT59yOWUN1RxfuZ4T9m5g3L6d+JMxZu9aw+xda7Be09lWMYV1E2exacqJtI6ZRLIgQKNlEI73z1z4YFF+0xqGoXFERT6a1i6aD5fvjAh6giDknEOJgvvqvBnctXgN0biJZTskTAvDcHHh+TOgrIzZl5zKSyu2snnMOLbNPpcnW1uZuuN9PtW6mbHr38GIRDi6ahNHV23i8pf/qsS9GWfx7sw54DgYupZx0djbkhbZyqHrei9foLvX1jILi3pvT044eNoKa5xy9gx+v2gN/pEBig0bwmGssI9X8i/k38eex7S9Wzh7y+scv2cdBbEQ5659kXPXvsiW8cfwxqnzeP3os2hMaDn32cly0vi8LkYW+7A6vF9xvpf9TdG2qD5HZVvgUFbkx3EcGlrjhKKmRKQIfaJjVdDqlhB6W1hJSyjB2LIAMUySURtDVwJyJG7SGrFxG16KR46i2EqwJv883p90Ape+9w/O2fIao5tr+Obffs3aybN5Zt71bM4fTSRHkVqgolYkKm8Q4fHA2LGsOf9z7Bt1BF978Y+MDDVyzXN/YEL1Vh68+NvsP4RCopqmxudEB18+iUIWDgpdVwVe8vNVUYFzz6Xmuv9kVEstl7z+N47ZvoYHP3cz6/LGHGKGh8PEUYVdNthSGyixuKlsbCybuqYolPjJ8ypP6KFSgVMYZKR8pgsL1W3bhkSCj+y9jJs6Bm8ywb79rTQYE1g6chzLT5rHkZ44ZR+8zbG7PmDa3i14rCTTarYyrWYrvP0U1cVjWDdpFlumzqZy6kxa/Xm0mhrRuHnYvXIPRNdTmSvasP3OiKAnCMKgYvb0Co4/qoyV7+/FttXu5+lHlaUXY5877yiSps2zK3diG25KxpUy7rNnMPb4Cmhq4k/fu4vjtq1mVuV6/MkYR1Vt5qiqzcxf+hdYtZAvlcxk1fSzqfaWdBpojF4KciOL/Oxv6rriGFnkP+TP7nbp6WpnB7YLh4fZ0yvQNGiJOzRYDj5vIUZJIYWaRZ4VZ09RPv836Vj8LY2ctfUNztq6ihHhJo6u3MjRlRuZn/cn3j7hE7w8+xI+8pd3SvvOJboGhQEPN1x5AtC5ElfCtHHa4vkSpoPHrTGy0E/A7yaWMBlblk9BwENtY4QlK7anP7cgdEdtYwRdg+q6MNG46tcuo71SqWk5ROPJLhseCdOmLgyNuovCkgpGlJbyXNm1vDH9bK54YzFTa3dwwo7VHPPHdSw7/TKePfsqahLGIfvyuA2NR3520SG9htAPaBrVCRetx5zG3aPHc+Xf72JG1UbOXrOU8ft2cu9Vt7JVL+5z5JOmtVc0tGyHqv0hAn43tu1gGHGu++XLUjhA6DtuN4waxYdHncyjX/klF/77Uc7duIJJNTv48X038NwnvsJTJ3yacPzgxnoHqGmMYlk2CdPiVw++UtbwowAAIABJREFUw5iyABoaLpeGx61jthn42zg0B+MYupcxZQHicUs8IIU+kbWQis/H+zUJSvKL8OQbNCbzKDBs8swEdjiCmV/IuhPO5dUpZ+BJxpm+dzOzKtczq3I9hbEQY5v3Mvb9vVz8/os0+4vYMGkWG48+hS3HnEKdESCccHJaAKm3uHQNrS0KdtTInr8zQ7XQzJAW9L70pS/R2NiIy6U+xs9//nP27NnDwoULMU2Tr3zlK1xzzTUAvPHGG9x+++3E43EuvvhibrzxxoE8dUH4WONx6RmN0D0unUVLN/Pa+3vRNOV5YDnw2vt7GVO2mS9cMA2AvXUhonET21YDxOa6OPPKy6G8nNWnXMymUy9gSbCZKZtXM2vbu8zavQ5/MgZvvsnlvMlnX/gzO8dOY+2sObx+9Fns9Rbj9Ri9OvdQJNGn9r7g87pImgkcp90zTdNUu3D4mDCqMF39sLouTNyyaTFtXIYHX34ZRUU2dlkZr44ey7LZ8zjqow+Ys/l1jq3aQFGkhQtWPc0n3ljCpiNP4NVT5rFy4mzCidxuUbpdOoX5nvaJRpsXVGVNkEgsSUmBF7ehU9ccw7KUvBdLmISjJo6TxLQsMdIW+kSe10VlbRBd19LCiWnZeNw64ZhJXVMUt6FTUuylprF908Pj0hlR5KO2IUJj2KRZ1wkERmLNLOa+SUcx8/0VfPatpymKtnLJa09y8roVLLn4Gyw/8rRDitZzHIdFSzezfkfDkJucD3c0Xac2lCSUP5a/fOVnXPDSw1y0+jkm7dvO/7vvBh644hZWls/oU9qW43T2500krbSnUyRmUlLoTV/vtp08XvqF0Ccef72SXfmjeOby77H5qJO58uUHKA038bkX/8zMzW9z32U3scMo6nU0kvK2VVH2kZiZ3sCwbZvd+1SlW7dLI9/vIWgm2vxwHRJtIsR1n54BIB6QQq/J5seYmv+lKn9btkNrwqbRdHC5PPgLAmhFHiKEyC9IQjTCtqJCNkw+kUcTSY6o28Xxe9ZxXOU6RrXUUhxt4cxNr3HmpteI/dPL1gnH8OG0U1k/40yqvSVEkgcn7hmGBg543aoYR2/QNLAdh4DXzVfnqe/MQ89vZE+bZciYskD6sYuWbuZvy7YpX2qXjmXZQ2Z+PGRXiY7jsGvXLl555ZW0oFdbW8uNN97IkiVL8Hg8XHXVVZx66qmMGzeOBQsW8MgjjzB69Giuv/56Xn31Vc4555wB/hSCMDzJ8xoZL7apNAE9Sw6prms8u3InDg6ODZbTvuv+7MqdfOGCadz52GpWrKlOP8e2nfTtm66Zzb6wjaZpeL0jqZl9MetPuYCnQq0cveVdvq7vIvbiy/gSUaZUbWJK1SYuf+FP7Bw3nZ2nnQ9VM/F7XRkrmKXOOdsg0tvBpTsmjCpke2Uj0bgSOx3A59GZMKrwkF9b6D3z507h7ifWUtcU6zTpMC2HUNQkBBi6C19gJAWFNjtHj+KjWWeQv7+aU9e9ypnb3qAo2sqMHWuYsWMNVxWM4I3ZF/Gv4y6i2lV4yJFHuqYxrjyfUIdCAikvqAULV6XFSFC+IY2tMRpaYkybVIphxLEsW4y0hT6TivqkzVQ6pbU4jkNjSwyA0kIfAb8bV0sM23HA0bAdaA4lKMz30BJK4DgOwahJSIM8/wjiZ1/G1hmnc/7KJ5m7fjllLfu5fvFtnD35BB656Nts8pcflLeeacOipVsoLfRRnO8R8XoQkTL+D8dNPjI8PD3veirHH8U1z/+RgmgrNzx8K0ec/2UePXE+8YNMZ0wJKxpqQVffHKOsxE/Ssnlq2TbKS/2yqSH0msqaIOGYyS5dp2XWXKqOmMGnn7+PU7e+xdG71vHLhd/iiXnf4rnJc0j2Qoh2HLAsh1AkmfUxSdMhGElSkOchljBJJFX1+o5+oNJnhd7S0TYDus7/Olb+Lgp4qGuOkUg6FOXrbN0bxLQcdN2F11uCLw/ydZs8x6S2rJQXj5zOc4nLKanfy3F71nNc5Tom79+Jz4wza+daZu1ci/3C/ewaNYUPjz6F92ecwfaSiX0S9yxLFXzry3oraamicW63zsIl6/B7DVpDCSpK/ekovdQmz1PLtmHZNo6jCnzEExYFAfeQmB8PWUFv586dAFx77bU0NzdzxRVXEAgEOO20/8/eeYbHVV1t+z5n+kga9eIiN7kXuRs3XCimGIOxgeCEOBDyJpCX5IMkJIQkbwIkQEISCEkwIfRAgAAGA45NsbEpxg0XucjdkmX1rukzp3w/tmbURsVgS7I593UNsrY0c86gPbs8e631TCcpKQmASy65hLVr1zJt2jQGDhxIdnY2AIsWLWLt2rWGoGdgcIbIyU7mQEEV4Wa6mMUs2qF9J6RASEWS1BYnnJFTd19ALHo+2lUS87kf7Srhx99oek4gpBIIQQ1gNSdSMmEB37lrHn9/bB3Jn6xn3IEtjD2+C0c4wNCi/Qwt2g+v/Y37+49k59jz+WjE+RRbE6PpZN1hy57qsrEn2HLz4g9qpLpsZ/zaBi3RdZ22NhRNqJqO1x/GC1RIEnZ7CgmDU/hgyEg+rL+OkflbmLlnA6NKD5LiruaKD1/kso0vs3f4VN6bfAVb+40joHyxPqXpOicrvPRJi2vzs/IaHwkOMbV7Awp1nhBKY4TeocIagmENCUh22UhxiSLJ50pRYIMziz+okp5kp94bIqxIWMwgIaFoOsg66UlCzANxAKKExWfIIouakqGwiiveQoNXjOUSElaLiRNuBYerL/VX/5DPJ1/MVe8+zYiSg4w+upN7H7+VD2cs5sWZ11OjnPqSVdeFQYKu6/iDKqGwyh9f/JyffGNyr1+gn8vYrSbqG/+tqDplboUNo+dT3ncIN77yIP2rilj8wbMMPnmARy7/EVVYT/karc2EIq7guq6jarpxqGFwSgRCYkGraTrVnjAeayrPLrub/J0fsPS9p0kIeLhp5Z+YMPoz/r7gNsrlLtTlam1dHwNF1fD4Q2SmOA1zH4MvRfP1YYTm67/Wzt/9M+OREHXwItHSmqbjDyr4gVpAlmRsVhdWeyLxsoYvK5PPckawKbAIa30tI4/vYnxhHqNK8rErIYaUHmZI6WGu3PAi5cl92Dd8CnmjZrKr32g8itypuNd8fxjJFOiMsKpTXRfAFWelstYn1gWeILIk1iBOu5lVHx1DUTU0vSk7StehwRumqMx9Cv+Xe4azVtBraGhgxowZ/OpXvyIcDrN8+XIuu+wy0tPTo7+TkZFBXl4eFRUVbdrLy8t74rYNDL4SpLpsLcQ8gLBCl4Sp9tY3kZi+9oS1jgS3kNLochsXx0HFSWjiJWydcBEJYR8j8jcz/sAWxh7fiSPoZ2hRPkOL8lm65p8czx7J52PP56PhIi23K5jl2K617bU3Z/PeslNqNzgzrNxwhHinhbQkB15/mMo6f4epX5ouUrp8QKUkYY/LoOa8K9g3/VLSCg8xbecHTD+4ifigl/EHNjP+wGYqk7P4eMplrBl7MZWmuFOOQFJUjTp3gO355S0W900pE1BZ629clIhalMHGa+hATUMQEBFV50pRYIMzS6Rv9UtvclYMhBSSXaJ+aG1DU5pt60MZdNEPPb4wVrOou6fpOrVu0Q99AYUTAajqM4YT3/kDU3e8z6IPXyTFW8uCT15jyu4PefWy7/L+4Bkx64x2hKrp1DQEkSQR3RoIKkZEVg9T1/h3b06DX+FzZzbl//Mwy1c9wtT9nzD+wGZ+X3E7f772l+yL69vu63W2sQsrWrTeo67rberSGocaBp0RUloKDcGwyskw1I1bwJGciVz/xiOMLdjNxP2b+HPhfp658v/xYb9JHc7tXREjJESkntlk4uYrRxtjlsEXJjKHd2QK0Z7z96Ifr4r5mpoOwZCKX4d6RFaI1eLC6pKIT0pj96Ac8kJXYHbXM+RYHqOP7ST3xF6S/PVk1paSueVtLtjyNm5HAvlDJ7N79Ay2DJxMnWzrvAb1KSybI5kC0afqoOrCeDHkVtF0vckcUWr6ogPhbjG5+3J0u6C3a9cuJkyYEP0+GAzy4IMP8utf//qUXmfixIlMnDgx+v0111zDAw88wK233hpt03XhaKJpWguL4ki7gYHBmWFbfsUptTenvbXP6QqQ8wfC0UFdlu2cGH0hn427gGybym/617HlgX8w7vgunCE/OUX55BTlc02juEfaAQaqmZTYktt1NYtzirSyrrY3p6PIRYPuo/kpZiTiqLS6a5u95uJelSRR0n8shQNH817o2+Tu+pDpO9cztPwI6bVlLHn/GRat/xd5o2aybvLlfN53DP6Q2ukiP1KTzGSS2kSVRFImhFDSlPIYi9qGIE672SikbdAlmqfjxCoo3fxnmqYjS8I0Q4sIKEpjX2zHzRvEZ6cQqMq9lL1jZ7Ng/YvM276GFHc13/vPA8wblMvzl9/C/rj+p+4k3biAt1pkzOa2nx2D7qO9lERF1ShQzTy65GdcOWAUV7/3NBk1Jdzz9B08c+XtrBk8M+bhXVeEEUXVRN/UIa5VlIpxqGHQGSZZRmvt+AN4/Ap7TCkU3/BbLv18NVd98Awubx3/76V7mDJpAY/P/x/qdMsXvq6OEKzBSK81+HJ0NodHaG0MMS4ntcPXbX2AFwypBIFIXJvF7MCaFE/NlL4cmHohqwI++h3PZ/SRzxlbsJv+tSUk+N1M27OBaXs28C2ThcODxpI3eiafDZ1OqS2JYLjt2vh0bAs1TRjOSEjokUPvVi8cKRHRm+l2Qe+OO+7giSeeYNiwYeTl5XHnnXeSk5Nzyq+zfft2wuEwM2bMAIRI169fPyorK6O/U1lZSUZGBllZWTHbDQwMzgyR9Fgp8p9Gk4dIe0e0d9J+ujT45ic0mqY3RVb5gF98i8ePppGi+Rh5YBu5+z5l7LGdxDWKe/z0pzyKREH/EXw+ZjYfjZhNiT2lhcFHcoKdBk8IGt+H1Pj+kxPsnQp6Br2D1qeYcQ4LJlk65Sg6TSeallsuOymafCWfnXcFA4oOMmPbf5l64DMc4QCT937E5L0fUZraj01TL2fduIuoMDljnk7aLDLZmQmAmPdaR5VEUibuf3YrAGazRFhtGflqliVUXUfXIdnliBbSPlvdvQy6h9bpOBmNC/1In3HYTEhIePwKdpsZu1UmOcEeff7xkgZMskQw1LkQ5w0oHJTslCy4hc1TL2PpO48zujCPEQV53Pv4D/ho2hW8MvcGyjVrl40TIr+lNgo7RkRWz+GwmfH6218P1PlUXplwJYX9h3Pzyw+Q7Knhltd/z/DzruTx2Tfi17+Y83uftDhm5vZh/bYiAiHDHdSg6/RNj4uaVbRG03SqfCqvjV/IvmGT+NbrfyKn+CCzdrzHiGO7eGLxT9iSOvwLH0xLwIlyd5uIfAODUyHWHN56nRfLOOO1dYc7fN3OunVY0QgrmlgLI2GzuCgbMYNDo6bxnq6QUlrA6PwtjDm2k6FlR7CqYcYc3cmYozv5Go9xok8Oe0dNZ8uw6RxOHUQwrJ36gV57996YQWC3yIRVPfq6emPqbZzTfFbUMe92Qe+hhx7if//3f7nooot44403+NnPfsbixYtP+XXcbjePPvooL7/8MuFwmDfeeIOHHnqIO++8k5qaGhwOB++99x733XcfI0aM4Pjx4xQWFtK/f3/eeecdli5degbenYGBAYiQaz0yGkJUTYhExibGWaj3tl3MJ8ZZcPvDZ1TQa4/INau8ClVYOTFsDptGzyVF8zEifxu5+z9leuk+5Pp6hpw8wJCTB1j67lMU9h/O52PP55MRsyOvJCY3veXr6qflLMmgO4h1iinLEkkJVhq84XajMztC1ZoMNcrTR5J/9WhWhxqYtP19ztu9jkGVhfSpLmbp2n9yxQfPsWvUTD4+7wryska2KBqsakLsiLObW0SVtBbj+qXHo6gqdquZY8UNwqCARmc9k4yuCWOMJfOGsnLDER55eQe+gIIrzmoYCBi0S/N0nNYL/4gwcsuSXIBopKjXHyYUVtF0TkkU13Vo8IXZ7ujHkeX3c/6Bj1n87lOkNVQxf/MqJuVt4K0FN/H+mAtpCGpdfm1VEwc7fZulDht0L1fNGcK/3z3Y4e8EQyofJw3n5C1/5fuvPsDwwr1csOUtBpYc5qGrf06x+dQ2WTaLzF9/Mh+AYdnJhjuowSkxK7cvhaUd99lASGWXJYPCGx9i6WevctnGl0irq+CuZ3/G+plX88zsb9KgnNpiVpbBJMnIMkZUscGXpr2U2ggrNxwhrGrUexXCiobFLJ/2lNNgWCUYVmlA1OA7mT6cI31HsPGiZcTXVTJy/1ZGH93B6KJ9OMIBBpUeYVDpEa5Y/wJViRnsHT6VvNEzyOs/Fo/euPY4BUf01kiIGu/jclIbjTF0LBaZOIcZi8l0Vhz2dLugN2XKFO677z5uueUWnnnmmRbpt6fC/Pnz2b17N4sXL0bTNL7+9a8zefJk7rjjDpYvX044HOaaa64hN1csLB988EF+8IMfEAwGmTt3LpdeeunpfFsGBgbNsDdaircW5uwWcapus5ohhqBns5qxWc1U1Prb/Cwt0XFG7rU9IqYa1ZKVohFz2TxmDtP/dypP3PonxuVvIvfYTuJCPgafPMjgkwe5Zu2T8OnfWJA+no+Gn09RfDqBoBLdZJZ3MWXToOeJdYo5Z2J/Vn107AuJea2JLGZqJQcnzlvCxzOvIufYbqZtf48pR7ZiU0Kct2cD5+3ZQFH6QD6bdDFbJ11EhSken6JTWuXF1ljI9+Yrh8Y8UfX4wk0CeryFWreIDtV1cX1ZgqmjMqLPC4ZEDZF6TwirxUSc3SgUb9AxHTnm3X/rrKhrXKTQ9BdF03RqvAprBs9i123TWLjxJS7cvIpEXz3ffPMRZm5dw+tXfI+9GcNpCKhdEvYavCFuu7b3L9K/6miazlHiuOfrv+PGjc9y8aY3yCnK5w9P/ZC/XXMXW9JGdrlv2W1NW57ONrUGBq3Zc7S6S7+n61Dj13h+2nXsGT6Vb73+R/pXnuCiTSsZfXgb/7j6Tna7Bnb5AELTQENDUuFAQY0RpWdwRikqc+P2iSwjTdNRgme2fpymI0w2glAN2OxZFJ53FZtnLsIZ9JBzYAejDm9nXMFuUry1pNVXMG/bauZtW43XFkf+4PHsGz2d3cOnUWWOJ6CKNW5XjQxNsoi/iIh2fdLjKKn0omo6CU4b31p4dtSt7DZBb9GiRS0vbDZz6623kpaWBsDbb799yq95++23c/vtt7e5TutrAcyYMYO33nrrlK9hYGBw6uRkJ3O8pA6fX0HTQZbA6TAzuK8wlqh1B5ElMYhG0lKlxnan3RTzNYOtXTbOEHKr+k5642QTDAGZmXwwci5bxs4hSQswYv/WFuIe27eziO0sWvMUx/sMZffY2WwdM4fC+AwCXUgzM+g9tN7wvfTegQ5TxL4Imk40aq9ywCQO5Uzgv/VVTPj8A2bs3UD/2hKyKwvJfvdJFq1/ge0jZ7B5yiWcHDASLzIeReUvr+wgrOjYrSbincJ0JiKwmEwyrjgbHp/Sol9LknCZLCh1RwUZRdUwSRI6omB9nN1spCUadEhnjnl7jlaTEGelpiFwWq4XUjQKFRPPzb2RrZMuYvHqJxh/bAc5JQf5yT9/zKfjLuC/l9xIsTOZ+kD7C3qrWcZhN58Vi/RzlZUfHjml328I6vxjzrcpyB7FDW88jMtbx8+ev5s3FtzEv3OvbLcmXwQJzoq0KYPey7HiulP6/WBIZWvcAAq/+wjXrv8XF25+k76VRfzqyTtYM28Z/552LZ5Q1086zCYJWcKInDf40sSqkbfnaDXlNT4afCF0XUfXWrq9dhfiwFsYbJhNcZwcM49duXN5SwnSt2A/ow5uZUzBbgZWFxEX9DLlwCamHNhEWDZzpN8I9g2bzL6xs6lIysKrSfg1iVCzCL7Wxotmk0xWWhxA9IB7QGY8wbBKINg9+87TQbcJer/61a+661IGBgY9TCRlMSne1m6NGpMsIctNdXAixYbrPbFFk0h7R+m6p4VObHYjJ0lVkoWTo+aybdwcXGEfw/O38T1zAZ631xAf9DK49AiDS4+w+P1nOZ6Vw+7RM9mRO5fChKxoCmV3TpIGp07zRU9VXduo0dOJL6DgC0ClPZ3yeV/ns/MXM+DgTqbvWsfkgh04wgHO3/Mh5+/5kKMZQ9iSO5+8sTMJu1JokM24gzp1QFKCEPVsFhMev8LffjKLu1d8Sm2DuYWzWSCkUFzpYUCmSDu0mGUURUeWiUYhGoXiDTqiM8e8ojI3Dd7gaR/nvAGFXfY+FH/zHibv/ZirPniOrPpyzs9bx/hDW1g96zq2zbicKuy4QyqqIgoeyJJEZooDk0mKOvMa9AxfxOgpGFJZnX0eRd97hFv+fR99q09yzbtPMfREPn+54g6q1PbXAGazfFakTRn0XvzBU++zmg6lfpkn59/MvpHT+PrKh8mor2DR+hcYe2ALTy+9k3xnn2hJjY7QEa70scywDAy6SuuMjpJKN/uPVZOUYCMp3kpFTdOE3bx8UE+gqE2lakyyheLBkzk8dCLr9BCJJYWMOLiNscd3MaL0EBZNYVTRPkYV7eOa9c9zIi2bvYMnsn/YFEoGjEBx2vFoMgFdRlWFu61JlklOsHHjwjEdZhycDZ+1bhP0pk2bFv13cXEx9fX1osaWgYHBOUdnhVf7psdxstwDmh49/dF06J/RftHhCEkue0xBL8llj/HbbbFZZILhttFytsZ04BgmZjHbm7uZVsh2isfM53u/mM9v7l3F0PztjDuwmfEFu4S4V3aUwWVHWbz+XxRkDmH3qBnsGj+Xk64+uDX5rDoF+qoQWfSEVQ2vP9zl8P0vSzCkUh6CapOd6tGzKBw9ldVlxYzP28Ds/I/Jaqggp+IYOR8c48qPX+azoeexddxcqrMGIcnxOCQzutVGvTcYFVbai6QCIcDYrWaS4m1U1vlRNLCYZAIhxSgUb9AhnTnmhb9kqm1HKKpOqVtlw8g5HB4+ifM//A+XbH8HV8DDsnVPM333et64YDmloyZSqVnwhHSSXTZMJsno12cxqqazy5rJfd99mO+seoTJ+z9lQv4mHigv4LFlv2SPs1/MWkrXXjjMMP4x+FJ8mTWAL6CwMW0Mx7//d6797+PM3r2OwSWH+eWKH/DWRcv575QrqQ20XwdUliA9yUGcwxLTDMvAoKu0Fq58AQUk8dVqMbUb09DTqJoeNZmTZTOOrBGU9BvGVvUarNXl5BzeydiCXYwr2kdcyMeAqiIGVBVx+ba3qI5LZs+AXPblTKRg8Fi0eBeK04rDZedrC3OZOCKDFSvzOsw46O10ew29v/zlLzz99NOkpjZZIEuSxLp167r7VgwMDM4gHdWouXHhGP74wnZ8QSWacuu0mblx4RjueXJzh69b747tFNtee2uWXjAsZjHupRcM69LzY6E1TjQ4HBxVnZSOu4C9E+byhreBIYd2MO7gFiY2inuDyo8xqPwYV214kYKMweweMY094+eB14vLaSYQ0lq45hr0DNHCwJ7QGTdkiYWiatR4NepkE/GZg2m4JJvPZlzJgEM7mLX/YyYWiv508b71XLxvPQf6DGfjiPM5NmoqyZnJOB1Orpo1FDSNfunxVNZ620RS9U2PIxhUCaDgtJtJjLfi9oaxW80t3G8NDGLR3sENwN0rPj3tKeqx8PgVjpqceBbcxK7cuVy27gWmHd3G4KoCbv/PfWwaMYv35lyDdegQPGYZW4KTRbOHGP36LEbX4WTQwsNX38WSfm9w5brnyKop4e4n7uDfV/2Q94bPxRsQh2QSMKBPAssWjIxZa9RIXzToKnEOy5ca0xRV47hm4cmrfkT+8Glcs3oFyb46rl37T8bkb+aVq/8fh+OycPvbHvAmxtuIc4gIVCNy3uDL0PqAN6xomCTxtc4dRJJBPw1bELkxWONMiINaM3HPJJtxpg6gPqM/+6ddzEpvA32O7GNc4W7Gn8gj3V1FqreWefkbmZe/Eb/Fzr7+Y8gfOpH8geN4o7Kcz/qlMsJlwqupaBYbIQ0URcMXUs6az1q3C3qrVq3ivffeIzPTmDwNDAxOnUAodjRbpD092U5lbduaTenJIoJvWHZymyg9m0VmWHbyabk/RdVp8IVpAKxmFxW5F3Bwwhze8jYw6NAOxh3axsSC3SQEPQyqOM6giuNc9fEr8NEKrosfQV7u+VRlDsCtmfCqEoFQ14u7Gpw+ymt8eP1hJEmk6slAT8ismqbT4FNwSxAXl0p46gWcGDWF18tLmJb/Kecf/JQ0TzUjSw8xsvQQ9VteZc/4OXw+fi6vPF/NxowEZg3vyxaPhl/WUWUTHl8IRdG5+coxAFFBpm96AkuuNUQ8g67T+uCmuWhit5q+UGrlqaKoGsUeaEjPoX7ZXXy25zOWfvRv+teWMPvgJ0ws2MGGOdew8K93g8sFiQln/J4Mzjz1fpVXpi7hZN+hLH/19yT56vn2aw8xeNp+Xl7wXcoCoGs6de4gd6/4FLc3dFanVBn0LF1xZu4MXYdqT5h1w2ZRcOtIFq/6O1OPbGV04R5++tgPWXnRjWyZeikVIRl/s8yNOneQBm8Is0mOmmEZGHwRWpfKsJhlQoqG1SwLV1uTTLC9VKVOMJkkLCbhDltdHzydt90uqqbj9iu4AbPJTpzLSWBqOkXjprHa7SG5rJDcgt3kFu1hSGUBjnCAKcc/Z8rxz1ElmSN9hnFsxCR29h9HOC2LhHgbyXFOQhYrfouFq+cN6Zb38WXpdkGvT58+hphnYPAVoKPUludW7ycQUjGb5Gix/kBI5bnV+zt93fZqjUTav790Ag8+t7WNYPf9pROi1w4rWjTVV2o8mXpu9f7TvqgPKSLarhZw2FKomXAhRyfM4a36WgYeySP36OdMLNyFK+CBvDyuIo+rNr3K8bRB7B42hb2jZ1CbNQi/ySJyfpvVHDQ4s2SmOKmu8yNJEiHOu/pMAAAgAElEQVRV7fEUBL2ZgYbTnkzqkEQ+7ZvNh5MuY2jBHuYe/IRxRXtI9Dcwe/M7zNy8mmNDxrF13Dw+LR7HeRP6c7y8mnpFZkBmCnNmDiW3sb8bm1mD00XzdJ7kBBul3eju7fYrBMwW/BPm8pdBY5iyeTWLdq4mLuhj4fvP47/8Mxy/uxcmTwanE5KTxVeDsxZfQOGjPuMov+URbnz5AYaVHGL+1tX0Lz7Cs9ffzWFbKmmJdmob/JRU+chIblk78WxKqTLoWZYtGPmlBb0I3oDCAXMyz33jl+zfspalHz5HfNDLN//7GKMObuPNhd+jLDEL1WKmui6AjhAuVE0lrKocLqo15m2DL0TrUhlOu5mQO4TTbsbrDxNWNcwmCU3XW5QaMsvQWfKQBCQn2MTGiu4R9JqjqBr1Po16wGaJx5mSgJ6WxseDRrDedwW22mpyi/YyviiPkSUHsaphRpQcZETJQS7jJUpT+7NnYC47+o2lou8QLpo+iAkWL5w4AQ4H2GxgtYqvPZG60wHdLujNmDGDP/zhD1x44YXY7U01r8aMGdPdt2JgYHCG2J5fzqOv7MQXUMQA6w7y6Cs7+eHXJjJlVCbFlR50dBRVb3K5laC40oPFJMV0rLOYuj54OmxmQEHVdEyy1Pi9oKjC3cbFVm9sP5NEzTRkE86ETLxTL+T4+Fm8VV9HdsE+bk8oo2HValwBD4OrChhcVcDiz17jeNpAdg2ZBPMTYPhwiIsTE4vVekbv96vOknlDyT9ejaL2vvTnSO1Gh81FSp8ETqQk8VTOeBLqqrjg2Gam7v8Yl6eOocfyGHosj/r4ZPZOuZDb7v0hRA7UJD8UFor+5HSKPtXBAsWoPWXQFSLpPN6AQvVpcrc9FcKKxkk3JCeks/WC69g1fBoLN7/B7MOf4Th2GJYtg8WL4Sc/AZ9P9PukJPE56GULdIOuEQyp7Del8tebf89V7/yDC3euZVjxQe5c8UP+teTHFGXMRraZsZgkahuCxDuazDOM9EWDnkJRdYo8OoFpl3N84CiW/Pcf5BbtZcrRbeQ8eYiXL7iJIxPnoMRZafApmBoPwBVN57V1hxmWnWzMwQanTOtSGX3TE7hkunC5LSpzowXCJMRZqHOHiCTMmmWp8V/tH21Lzeo8nig/s/uprhBxy62TJBz2ZFzxSVhS09iZ2YfNY85H9vsZVXKA8UV5jD+5j3i/mz7VJ+lTfZIFO/5LQ3wSBzZNoODEQgZdfQkEGtczkiSCK+x28WhWQq4n6XZBb+XKlQCsXbs22mbU0DMwOLd4bvV+6j1BdCKGFyphjxqNgtNbnfzounjIkihcHitlNskl3Ds7MaFl5YYjYuEjy6iahizLmExyNK1GjSEWAu22n240rcm1yWK2E5fal3B6JvzPZH6dNI8BhflMOr6DiYW7cQXcDK4qZHBVIcx/A8aOhUsvhcsvh5ycJnHPbjei904zU0ZltuiLkb1+b/Jy8gcVioNgt8aTmhFPKCmRNxPTWDnqYiaV7Of8Q58wvHAviZ5aZm14DW3uSvKHTCB/xgJGXL+QccMyIBiE2lrRf+LjhbjndILJFL2OUXvKoKtkpjgpqfRQ7wmhfsG0ndNBrU/BZ3XQd8gIXkv8Dp+OmMUNW1+lX0UhvPkmvP8+/PCH8I1vgN8vDkgSE0VKrjGWnnUoqkahX+Y/V95GUZ8cvvb+UyT56vn+i79hVdEyNl20jKR4G1X1AQKh2CYuBgbdiiTWweUehUD6YJ674VdM+eQtrv7sVZJ99dz6ziNsPPI5ay68gaS0LOp0C/6ggkkS0XpGqrjBFyVWjfNljV8jh7cN3hpUTccsgyRLKJ2E55kkSdSZDCiEYhgP9hR6MwPDKpMZpyuDpGQVa8DHQVcCeYPG84KqMbjyOBNO5DGxeC/ptWW4PHVM27MB9myA3/8aZs2CCy+EuXMhJQW8XrF2+KoKeuvXr+/uSxoYGHQzkSg4iUYhRBf1xyJRcO3FQUhAOBxbMYm0W8yxXWotZrEJKypz4/aFkGUJkywW+nXuYJcFu0gKcKz2001Y0ahTNOoA+vWjIbM/RRmZFI2cxKtuH4OLDzK5YAeTCnbhCrhh717x+OMfYcwYIe5ddhkMGtQkxNjtIhzc4EsjSTJZKQ7qvSHCSvsOdD1NIKRSEgKbNY60rDji/G72xE1mx4DxDNEbmLTrQ6bs/4SEgIcxR3cw5ugOat5+itIl19Dnu8vF4kRVob5ePGRZ9KVGwXj1p8exWCRsFqP2lEHHLJk3lPuf3YqO3uPidzCkUqhIZKRmUmmz8syosfzSVQR/+hPU1cEDD8Brr8EvfgEzZkBFBdTUiIg9lwvM3b5ENvgSaJpOqUfhk6mXUZY+gOWrHqZvXRlLNr5IdvFhVl51G/b0TBJdDsqbmbgYY5hBT9B8fKz3KQSsTpT513Jk4FiWvfdPhlYcY+6BjxlZfIAX5t9E1dhJuONdVPo0ZFmnqMzN3Ss+NaLmDU4rEbFve3459z+7FU3XOxXzQESOFpV70E6Ho8aXoHWN9OY0r3Fus8ThSo0jUQ8hedycsA3neGYOq85bylCtjtyCXQw7vJP+xYeRfT5xCPj++2J9PGkSXHABXHwxDO0dB0Ldvlqpqanhrbfewuv1NkbpaBQWFvKnP/2pu2/FwMDgDBE1cYiIYBFRr7FdbWenp+o6YVXDZJIwN4uSUDSNcGPqo0mObU9gavz9sKpBo5EBNAp0kh59fmeCnd0q4wu2fX279cxHbVR4VJGSG5dGskujJCONoqG5/McX4LF5CbB2Lbz3HlRVwb594vGnPzWJe5deCgMHgsXSlEbpcBgb0y9IpHhwv/R4vAGF0ipvT99Su+gIYe9kSKTiZma6iPc1UOw2c2zSVayesohxR3YwY/9HDC87TEp9JTyzAl54Ei65hGPnX8ob3mTKqn0oqo7JhEjFmDkYU8lJcpJdBEwSXkyEwqpRe8ogJlNGZeK0m/EHFHq+8qSYc8rcCn5nMllJwJUzYcECeOQReOUVOHwYbrxRHIz87GfQp48YX2trISFBCHvNysMY9G50HcrdCurAsfxt+W+5+u0VTD3+OVOPbKXv03fx3KIf4B4zgX4ZiYbbsUGP0noZHDmACOSMY8X1v2LmplVcueMdMt2V3PH2Q7xfeAnrZl7NgLQ0vI54KhtC1Db4jah5g1Oiq+VTpozK5NoLh/HausNdnstDitrzB3ldjA4MhlUqw1Atm4mLSyMxUcOlBlEb3BQGU/Gft5CPJl1KphTk+6m1sH49fPKJiMrbvl08/vAH+Ne/4IYbzvC76pxu3+Xdfvvt2O12jhw5wsyZM9m0aROTJ0/u7tswMDA4g0QMJ1oP7JG0RVmS0GJMELIkYTZJSIiNWNS4AjA31tDT2pktIu1mkwR6S/MMkyxFn99ZhJ8/hpjXUfvppnVKbnySk+QUBS6YIqJIfvlL+PxzWLOmY3HvkkuEuBep9dBc4DOISeuFzricVNZvKyKAQm0P1APrCLNJQmkn6tQfVCjHhNmSSHqWi6SAB3dVPVuHTGF7zhTSa0qZnf8x049uwRn0wTvvMOSdd/hmchYbh89m87Dp+G1Oyqs9vPTf/VitJhoaPMQ7bTjtVoiLw202k9EnvpvftUFvpflnR1F1NF1HlqEHs25bEFZ1jqtOUUNSluE3v4HrroN774WdO8V4umED3Hor3HSTSMGtqxMRqw6HEPbi44103LOEKk8YJTGLV677Mcc3vsHSLa/Tr7aEO166h39fdDNV8y/hlTViTDcEEIPegqrplLgVUpMy+OyC68jPHs23NjxHdm0xl+xey5iT+3j10pspyRhEelY6SrwNf1A1ouYNusSplk9ZtmAkw7KTue/pLU2BGh3Q02LeF0HTdHwhlUAYqk12XClOEvUQsllBdvs5f944yEmDJUtEiZrPPhPi3vr1UFkpUm97Ad2+MikpKeGJJ55gzpw53HDDDbz00kscO3asu2/DwMDgDJKdmdBhu6md/FWTLDEgy0VivBWzWbgsmc0SifFWBmS5gM5dbpMT7G1SI1VNJznB3niN2MNepL29+agn5qmwolHrUzjmAfr1g+xsyMiA2bPFhvSjj+CFF0QdqPR08aSIsLdggSj+vmIF5OcL4e/kSSgoEKllbjcoSg+8q95JZKHT/MR7/bYiLpiaTbLLQUjRsJp7z2Y+LakzYVbCajERl5ZEiT0Z+vXBkRSPhkSJK5NXp1/Db274PTzwACX9RcpARm0Z1255jQde+jk3fPQvMouOYJIBdFRVx+ML4nN7qSsqQz1RzFXZMhQXizTFQODsXM0ZfGlaf3bsVhlF1ZHaLa7Q/fiCKsGwwi9f2stdbxXw2JpD7LFlwEsvwe9/D2lp4uT9z3+GRYtg40bxRF0X5hllZcLprqZGpKcb9HrqvAonTS62XHAtjyy8g3qHC0c4wM1r/s701/5BWl0pmzadHtdSg3Of7fnl3Xatak+YYouL2lET+OPVd7Fm3AI0SaJ/dRE/eOm3zN70No7aStIbKsmya9itJiNq3qBTmrvQS5L4ajZLrNxwpN3nTBmVSYLT0u7PzwVUVcdmMaGoOuUNYY56JWoSM1lyw1zGTRnWVFPaZoN588RB4Ecfwdat8N3v9ui9R+j23UlaWhoAgwYN4tChQ2RmZqIYm0oDg3OKWbl9O2y328zIUsuMXFkS7UvmDcViMpGaaGdgVgKpiXYsJlO0cHV7mkGk3RcIx/x5pL2zCL9ejc0mCrAOHCgEvpQUmD4d/u//xOTy4ovwzW82iXv5+WKD2lzcO3RIRJ6Ulgpxr6gIqqvFpvVs+H9whmhvobPnaDX33zqLMUNSyUhx0Bs0PVmWKKvueOEeUlTq3EHG5aTi84c5Xq9x0pqM1KcPcckuZJNMyGSFJUv42zV38+RN9/LxyPMJWGxY1TAzDn/Gj978Pbe+8Btyt69n2ez+uOJt+AIqrngb11w4jDEDk8XpZFWV6EfHjwvho6EBQqHu+Z9h0OO0/uwkJ9gxy2JMNcm9R9Yrr/FzstxNQJc5rsfx9p5q9hbUirFx7VqRemsyiXHxu9+F739f9OsIoZDo6wUFYswMx55rDHoP3oBCke6kZPxMHlzyCw5n5gAwd+tqrv3X/fh35Im50PhbGnTCc6v3d+v1PH6FQs0B/bNZe/51/PGyO6hJysCsKVy15XWue/53WAuPo5eUkumrJdGs0S/DiJo3aJ/yGh82i6lFW1eE4AFZru4XjLoZj18RQSQmiaQEG2XVXv7x7hG+99Ru7t9YwT6vWUTrR1PNZEhObvq+h+n2v09qaipPPvkkY8eO5fXXX2f9+vUEAr0rlcnAwODLsW7biQ7bB2S5cDosSI0DoSRJOB0WBmS5mDIqk+8tySXZ5cDjV0h2OfjeKdQFqW4nNTLSHlJiR1e0194rkSSRQpuZKQwxsrJEOti0aSIlt7m4l5EhnpOfDw8/LFJxr7pKiHtHj4qolOpqEWl17JjY3NTXi9DyrxCdLXSWzBuKouiovSCFsLPUBwmwmmWSEqzsOVqN1BgR6w0oFHp0iu3JSH36EpeWAJJEaqKdopRsXptzA3cve5CXZ3+dkyn9AciqOMHi9c8zZvlifnxgFb+bn8qPvz6ZcTlpLS+q6yLis6GhKZrpxAnRt/z+r7RYfK4T67OTluRAliT6pDlJjLf2GlHP7QshSRKKLlFujmP9yZAQ8RIS4Oc/h1WrxDgKsG6dcBR/9FHRhyOoqujXJ06IlJuv2Fh5OshI7r7SD/6gwgnVSmDwUP666EesG3MBAEMK9nHrC7+BTz8Vf8u6OmOcMmiX4kpPt18zGFIp9EkE0zKpGJHLU9/+LTsmzAdgSMlhbn7ql4z9fB21ZdWYiku4PjfJOEwzaJfMFGebLKdgWCUjxcn2/HLuXvEpN//ufe5e8WmLiNQl84biird29+2eUSRJGGg0T9qymmXSkxxYLWYavCHKqrw4rCaKKr385b9H2eGziUyp1FRRm7yXiHnQA4Levffei9VqZcqUKYwdO5ZHH32UO++8s7tvw8DA4AxSXuPvsH1cTir+gIIkg9UsIcngDyiMy2lp/x1rad1eCaNIe3tutpF2uZ0BuL32Xo/JJOo79e/fNNHY7TB1qhD3Nm5sK+4dOCCKwl96KVx5JTz2mBDzVFWk4paXiw1OQcFXZnHY0UIHiArNZ8N2LynBRr/0eJLibVTU+NBbCYARYa/ElgJZWVx2wUhAwm4zETDb+GjEbB5Y/HP+fu1d7Bg9C81qFRGcr7wixOCvfQ1WrmwpcrRG00QabnW1SPU+flz0q4YGI2XxHCPWZ8dslklNtFNZF6DOE2rf2rybCTernyohsbc8JMZNp/icM2wYPP+8OPzIzBTj39//DgsXCoe75oKPqgrzjKIiIWIbh9NdxmHv3hLegZBKUdiK3KcP78y5nqfm30zQbMPVUI1y/TKKH35cjE/Fxcbf0aBXoWo6JV6VqoR0lLR03r3827x87Y+odyZiCwdYuOYZlr/9V67NTWJUsqkp68KYZw1aETmYDoQUdF18VRSdcTmpbUrO/GNlXlTUmzIqk8tnDf5C1+wlU38bxFQuYWlMp5Ul6JceT5zDQp07iCSJz14kY8dklnht/WGxv0pNhcGDm/ZUvYAeidBbvnw5AHfeeSdvvvkmDqNIu4HBV4o9R6tx2M3oGoQUHV0TC/w9R6tj1jJrPrFkZyYg0TJdV6L9un2t6Szltp3yfu229yqap+T27SuEPosFpkxpEvf+/W9YvlxsVgEOHoS//EWIe4sWic3rsWNitguHe09V+zNMewudSKo3iEWN3Wrq4FV6B3XuIMWVXuo8ITJSnEiyhCQ1HSZG/u0PqZCQwOjzJ3Dt8rkMzMkkMcGOzWLG4bAQGJ2L5Y9/QP7kE7j7bhgyRLzArl0immnOHPjd70SkZ0dEovfq64Xwcfy42DjX1hrRTecAsT47Xr9CKKyCrmMxSci9cAANhlXSkh3CAKNfv6b0GUkSkXlr1sD3vifG0OJiuO02+M53xPjYHE0TQnVREZSUCPHboEP8we4XG4JhlVLFgp6Rwb5R0/nb1+6mKqUPZlWh39//SO1td4gaiSdPCkHEiNYzaEbf9Lgeu7aui7p6B4I2HBlpHB4ygRdue0iMU0DO4Z2Mum05vPtuUwRxYaGYc41+bNBIexlQe45Wd1hbb3t+Oeu3FXXy6rGRTb1v7o+g63o040XToaDUTXGll1BYRaLJLBFipCZLkojs7yV02xHZ3r17+e1vf0tSUhL3338/KSkplJSU8MADD7Bx40by8vK661YMDAx6mKIyN/6AgskkYZEkNF1E6BWVuVm54QhhVaPeqxBWNCxmGafdHHXvunHhGP7y8g78QQVVEzWaHDYzNy4cA9Cus2Ikgq89fSrS3pkL7lmBJEFcnHioKng8IvLO74fJk8Xj5z8XwszatWIRWFYm6usdOiRSzIYPh8sugwcf7Ol30y1MGZUJS3JZueEIFTU+MlKcLJk3tEWq9/b8cpSzIDVbR6SQh9wql0wfyImyhsZaZlKTAzV61PkZSWJs7iDG5g4SfaW2tq3Jxbe+JYTgbdvg5ZeFw3JDg4hmev55kab4ta+Jeo3WTlIzNE3U3vN6RV+1CufcqAuz4SR6VhHrs2MyBVFVDY8/LFzNe0OuOqJr6bpOMKy2FOwlSdQetduFaZCqij75ox/B1VcL4frjj+GTT0RU8403CkfcuGabfF0Xnx+vV0T89evXI+/xbCAzxdkjBfxzspPxBUKkJDvR6xJ4NuM3LPzvk4w6uI3kD9bA9QVi/ouMUenphjO8AQA3LhzDPU9u7tZrmhsPQpRG0aHGHaLA5SIhORW3t467h1/DTMcQLnv3OUx1dfDDH4qD2f/7P3GgW14uRL3U1JZjlcFXlimjMtuUMFqxMo8ER0tJqLmAFamTazFLhJXOBeLm/ba9rKmexmySCCtai6wbCZ2woqJqOroEafG26M+aZ+z0RrpN0Lvnnnu47LLLKCkpYcWKFZx33nncdddd5ObmsmrVqu66DQMDg24gPdlOZW3btJX0ZOE0G1Y1dHQUVUfXm4IiwqpGUZmbBm8QHbE/UjWNYEiJTgpTRmXy/66f1K7wkp2ZwIlSNyCEjcjZUFcj+Ow2M2El1Ch6NEYANhp2gBD2wspZJPiZTJCYKB6BgNikuN0i+m7SJPG46y7YvVuIe2vXthT3viKCHsRe6ESIRI7qSPSM5/GpoWvgdIio1wFZLkoq3fgCzUVyC33TY3wm4uPFw+1uiqCLCHuSJIS7adNEBMDrr8N//iMik7ZuFY+UFFi6VIh72dlduFFdXCMYFK8vy0IMcTrFRrozcdCgV9D6s/PNX68l0DhuK42fl97wyTGbTXj8SkzBHhAn7larEPUiKeWDB8M//ylq6j3wgIjg+uc/Rb29u+4SUTLNSzZEopsN2mVcTip7jlR16zUlCe6/dRY3/+595DgLGRmZWGSJNxbfRvHWNczf8B9M+fli/HroIeFmePIkJCWJcc3U+6OzDc4cU0Zltru2PRNIgMkUWVdqQmQAVA2KgjKD0zNIs9WyzTSZfdcP5vs7/0PC51vg7bfFwdsDD8DMmWLdV1Ii5vWUFJHJYWDQjMwUJ7UNfuzWJlmouYBVXuMjwWEmLdFBeY0vuj8CMa4OzHJR6w4QDKmoqo4sSyLrqZN6zz2JroPJJKE0ExwlWULXxGG3puuYTFLsA8BeSLftQN1uN9/+9rf5+c9/zocffshvfvMb7rnnHp5++mkGD/5iedkGBga9k4unDeywXdd0NK1JJ9B1cSCuayJdS9OBRqGPxjkhEGrrhh1rqrhx4RicdnOLnFynvSmCrzM6MuwQ9x470qS99l5FpPbDwIHQp4/YvMqyeEycKKL2PvxQRGDddBOMHdvTd9xriJxQWi1yb6qDGxOxEZCiUa+tnaOddgsN3jAnyhraFD+OkpAAAwYIwxW7vW3x39RU4QT63nvw1FNw0UViw1tTI8SOiy6Cm28Wdce66mSv623rOBrGGr2aWIW0t+eX4wuECasapmarzMhfz2yS6JPqxGzq/kOQpHgbT/7iYu6/dVb7Rks2W8sUXBBfL7oIVq+GH/xA/E5FhYjgW75cHH4YdJlNeaXdfs3ICJaZ4qSmIciuYh/H9HjcisT7Yy/iteW/EONaQ4NItX7kETF2ReokerrfFMGgd/H9pRO65TqRYUfTdHRd1PGSZYmBfRJIiLPisJkp8cJRKQG/yUqxHMfDF9wKv/61OAgrKxNruPvua5o73W7Rj6uqjPp6Bi1or2xGgzfIzb97H68/TJ0nRJzDQmaKE7vNhEmWiHNY+L+bp/PXn8wnOcGOomiEVY1gWI0Z+NCbiO7xAJMsgjJMssygPi4GZiWQ4LR+YXPGnqDbIvQidfJMJhPBYJAnnniC0aNHd9flDQwMupE9R6tJTbS1iggS0ULLEJF4sQirGmqjMKZH/yOIuNBuzy/n0Vd24gsoKKpGvTvIo6/s5IdfmxgdbBVVayEWKqeQ7jUuJ5W9R6qil9Z0Ha8vHDXsaC96vJdGlcdGkpoiscLhppTcYLBJ3Js4sVc5OPUE2/PLWbnhCOU1PmobAqQm2rFbzT1S/+lU0BEmL5qkE1a1FimRRWVufIEwrjgLFrOJQ4W13Pf0FrIz47lx4ZjYEUsJCbEj9kD0l9mzxaO8HF59VTzKykR64iefiMLB114L110nBMKuEjHWCASEUGg2N6XmOp1GxEwPE4laNZulFvVO7TYzCXEW6j0hJEnGJGtRd2izSSIt0Y7JJKHpWjQFvLuoqPVx2x/Xx+7rzZHltim4IL6/7TZYvFhEwHzwgYhMXbwYvvENIfa5XN3zZs5iiirc3X5Nkyxx94pPOVpUiy+oIstQoUiorlRc9VXEzZlB/kWTcd39U/oVHYIVK3Bv3UHC3/8ixN3SUvKrw6zaX8eRMi8Zye1EeRoYfEnmTuzHrkOVLUrLxNks3LhwDCtW5iFLUFUXQJIgxZlEqtlMeWUte+YvYNybM0Xk8M6d8MILYg5+6CHIzRVzak2NEK1TU8VY9RVf5xm0LZvhsJnR9TCqqpHgMKOqKnVuUe84Kd4qItsUPSpybc8vp84daFx79urAvCiKqiFLRKNeNV2L1tMLhlUGZLm4/9ZZPXuTp0C3HY/qzVZsycnJhphnYHAOU17jIyleOG0O6uNq4bgJtHtyE1Y0TLLcxhVJnKCI4eq51ftp8IbQ9Kaw6AZviOdW7wfg8ZW7ozXwIq8TDGs8vnI3AK44S8xrR9rXbTvRJvJPb2w/J7FYxGZlwADhlJucbAgl0MacRZagstaP23d2uP5qmkgONpukFsJkWNVIiLNitZipqPETDKtomk5hqZs/vvh57Gg9EKJedrYwU7HbY/9OZqYQO9atE87Jc+aIzUJFhTBbmT9f1B3buPHUIwQiaYx1dVBaKhyYDTfKHiUStdq6kHZxpYekeBvpSQ7MZqnxZyasZhmb1UxFXYDyGn+LKO3uQtcRff2F7e339eYkJIhxsXUdtf79RZ9+8kkYNEj05+efF+ZCK1d+ZcyEvig9UVcprOrUNvjRGqP/dQ3CKtQGNdQ+fTlYHuDFz2t4aumdbJt8MQAJn28hdOVi2LuXPUcq+fd/tsCJEwxLMuHzh1oYdkHsiFWDc4eIScCZRJLgQEEtl88azPCBKaQmOhg+MIXLZw1m5YYj1DYEKK/2oaMjSxJ1fo0iOQ57VjpPvbOfe9eVcd+Ft/HuzCWosknMlddfL8zPIqUAFEUcwBmRpwaNTBmVyf23zuLJX1xMQpyVeKclOrdbLWYkoKYhwIlyD2aTqUXE2soNR4h3WshIdmA7C4zjIjQXHkWJJ51ad7DXp9fGotsEPU3TqK+vp66uDiD678jDwMDg3CEzxUmdJ0RxpTfqGhRx3OyM5ARbTEEtOUHU/Siu9IhSW5Lwt5UlUf7oNXMAACAASURBVOi/uFIsSipqRd2jxh9HDx8j7XabBau5pWRoNUs4bELQK6/xx7yvSHt7G9BzIhvQ4RBRKYMHi5RcZ+8tAHumaS1WpLiEiKWcJaGYZrNEYryV5AR7C2EyEFSobQhQWuVt4/js9YejwndMJEmc6Gdni/7RnrBnNsOFF4rU2/ffh1tuEdEAmgbr14tU3Ysvhn/8Q6T/fBF6Qg0yaEF5jQ+bpeXiPfJ9MKwS57BED3XiHGJ8FS7Reo+n43gDCr99ZkvXRJdICm5SUttolvPPFzWrfvxjMV5WV4vSBddcIzbMBr2K0iofwZCKSZYwm2WsFhN90+JRZRP5YTsJ6YmY7Tbev/ibvLnoFkJmK9aKMli2jNIVz4raUMEwUmkZgyQfafFm3tjY5ATZfKyNRKwaot65Q3k3GLnoushW2XO0OiqwLJk3lPXbiiip9IDeWEtPFQX8FU3D7VM4EbZCRgZ1PoXSmiAfT1vIE9/4P8pS+4kDh8ceE7VtjzQTJQMBcUBWUmIckBlEaT63ewMKlbV+kESUc2aKg0BQafP7iqpT5wkRimEqeLYgS2IdbLOZWLEy76w6lOk2Qe/QoUNMnz6d6dOnc+jQIc4777zo9zNmzOiu2zAwMOgGxuWkUtsQwB8UabH+RhEhkrbaEQ67OAlqVgIPqbGdZm3Naf59Z4Kb02Zu49IUVnQctm6rQND7kWURmdKvX/uizTlOa7EizmEhPens+X8RVjRq3SFKqzyEVS0qTIpUx/afFxG+O0SSmiL2srI6LrKdnQ133AEbNsDDD8N554n24mL4859h7ly4/XbYvNkQ6M4yMlOcBMMtIy2DYZW+6XFt6vE0eENYrSbqPaFeE7ymNkZsdUl0kWWROp6Z2TaC2WoVIvWaNcIgA0S62/PPn5kbPweQeyjLL2IsEDHkigjLwbBKjVfBm5SGMyURJNg+7Dz+tPhnlLsyIBRiwdv/5Or3n8EcDqEoKr6KGtI9VVh9XqD9iNXuiOoy6B6kbrL18frDLVygV244QljVqPeEWhwqaLqIxpdlIQIWeMCfmoHd5aTOG6K232CeuOHXbJt5hXjevn3CtfvZZ5uiiCPu3EVFolRGMNgt79Gg99J8bq9zB6MmhqqqU10fJKxqLcY1p81MZa2fUKND7NmIBGSkOAkpWjTV+Gw6lOm2HeyBAwe661IGBgY9zKa80jaigaaL9mULRnbogusPqmSmOKj3hqL19xLjrAQa65b1TY+jqMxNuFnKnixBdlY8ADaLTDCstdEGbBZxflHr9seMAKx1d0HIMPjKEMv1y2yWo/2rtxOJJAxqOsH6AG5fiNRER6eaWXs/b562m9noEArwxoYjeHwhhibKXJQTz6h+7bhJW61C7Lj8cjh2TLjjvvGGSKFds0Y8Bg8WEQSLF4vUb4NezZJ5Q/nHyjwCKNgspqgT3M1XCgOi51bv50S5iJwWbuV6tBB1b6Gi1k+C08rKDUe6VgvN5Wqqq+drFa2TlSVE62XLYMsW+Na3zsxNnwOYZAmth6OdFVXDbjURCCkoik7f9DhOVPkplawk61Ya6mqoTMji/kU/5duf/IvxhbuZkPcRmeUnWHn1D6hPSqe+1kuyrkFpKUogiMNqbrG+sFlMLYSZzog1zho1+noPlXXds04MhFTUhgB3r/iUJfOGUlTmpt4TRKfJDL65Hqc3Kzpd4lFJdaWRYq7DH1awO2y8OW0JU/93GfzsZ8K5+YEHRGmMBx8UB7fAniOVvLdlO56gSvqALGbOG8OEUX1a3JfRP78aNJ/bgxGjQoR5hKJq1LmDLcom6I19rydKKZwuJEmitiGIxSRF1/12q5kAStfXBz1I91uMGRgYnPNECl5LiMWH1Kr9+0snRAW2CDaLzPeXTiAzxYnZLLeov2c2y9F03Vm5fWOKhbNy+wIwY1zLBUiESHuDNxzz55H29OTYUViRdnM7o2Z77QZnJ7FcvxRFZ+kFw5DPwr91KKxRUeND7YJBTOs0g1ipZH95eQePvrKTmgY/kgT5NWH++Xk9+zwmUZexI4YMEUW7N26E3/9eGLAAHD8uNhhz5sBPfwo7dhhRe72YKaMy+d6S3Had4AJBhcwUBwMy47GYZMKK3uv+nGFFbE6Kyk7BpMFqbeuC25xp00QKbkbG6bvRcwy1l3QEu9Uc7bezcvtS5w5S6Q5RbIonPiMFWZYIWB08Nv9/WDn5KjRJok95ATc+/SuSdm3DH1S4cHI2uN0MDNeRJoWwN4v2D4bVLpUaASNl92ygW6OLdZ39x6q576nN1DWKeY3NHd6HpkOlR6HckYQaF4eqQUqiHaZMgVWrhEEVCDOfRYsoevw57n1yE4+9tpuCkgbCwTAVx07yzr83sG/H0egcbPTPc5fWtT+B6NwedaeXJUwmkyh3JLU0N/QHVdKT7E2ZVZIQ/yTAYupdh3jtoevCRC5S3inCqR7K9BRn4bbEwMCgtxNxCtJpPD1s1Q7gsJmxWWTMJgmbRY6mvC6ZNxSvX6Go3MPxkgaKyj14/Uo0ImhTXmlUKIQmwXBTXikA1Q1B4p3maEqPLEG800x1g0gjiOwjJKnp0bz94mkDY76nSLvWJuGXDtsNzk4iYoXZZOJEuUcU8dd1Ps0rwW45e4r+NkfV9E7dx5LiLW0W6rFSyfxBBV9AibbZLGb8qsa/t5bBwIGiFqO5kyQAu11E4738Mrz1Fnz968LFNhQSG49ly+DKK+HFF4XLrkGP0FGh/+aFtO+/dVaLItmxa1D2rujWSCHsem/w1OrlSJLo47FScA06pxfoeRaTxL/uuTTab/ccrSYpwYrVLNPgVzgpx+PMTMNkkkGSeDd3AY8s+AFuezxxIR+3rP0bF259O6quzBmXRfBkKUkNVaTYJVHf7BSKq3c1Zdcw3viK0Lg47WjOliSwmGOvPd1+hQLNiZqcQlBRuXvFp/zprYPsuel2ePxxSEsDr5fsh+9n8X8ewRVwo+k6tQ1BFA3C/iDvvbMtapzxzqfHjZTyc5Dt+eU8+spODhXWUl3n51BhLY++shOA+2+dhSvOitkkzK10XW9huBYhEohht5kxNbarmhjmw2dL1J4EaYl2zK2iM07lUKYnMQQ9AwOD00570lakPeKIlJ2ZwKA+LrIzE4h3WqILA+GKrTeuZ/QWLtnFlR5MJgmr2YTNYsJqNmEySVFTjPIaH5nJTob0S2Ro/0SG9EskM9kZPWGJRAZG0hQiLx1p33O0mtREGw6bCbNJwmEzkZpoY8/RaqClKNmcSHt7GWW9LNPMoIsEggquOCugU1Hrp7D03BWWkuOtpCU52yzUY5kfqJreRpyxWUyUV/tEPlByshD20tI6F/YARoyAX/8aPv4Y7rsPxoi0TQ4dgnvvFeYDv/qVqAH0/9m78/i66jr/46+z3DV72iRdKdOyI4hStsFpGbEgAnYsMsCggKLjyKgMg4OMy6j4A9RBRR11+I36wwURdYplESyitSgiICIgIJRSutE0bdKsdzv3nN8f39ybm+RmaZKb3Ju+n49HHk1yl3yTfs/3fM/nfL7fj0ybiWZlFNuDMh4p38CXBRPLOKmtLV4FV0ZVDtsseUMa0dreR311hPoaE3zuTXpsC+JEW5ryF3l/WXA4/7nmY+xYsAybgDMfvYv4VR+Czk6OWTaXt59+KG4yQbB1B0fW21xx3rHjXqo1UpGZwuwQZUkdGEL9/W2s/cgc22JuXYyQaw2ad5sgn0XG89mWCeE3tdBQH6OrJ8Ud6//C0wcdA3ffzV+OOhGAY1/5Ex9f+xmOe+VPYEF3T5pwyGZPRyJfOCPUuosFtSFcZyB0sD/ZSwpEl6fv3PssXb1p/CDAdSz8IKCrN8137n0WgIPm1VJXHcZ1zWO5gmsHzavNv0duRUvItchmyy8Tfyy2BY21EWJRd9DKnI7uFK3tCbbu6ir7PquAnohMudAI609z3x9t4jpWsA9GL4ox0kbtuTssYy3JzU3qC5f81ldH8pOWqlhoUGZf7vNcFUeZPQo3ovayQb6f9aUG+ldhX6hEhf04mfHzVam9bJDv88WOKce2Bk3socidTMeBxkY4+ODxZeyBydD7+7+HtWvhxz+G884zwZJEwuy7t2aNqSD6k5+Y70lJTXSj/6GVzre2duePm3yfwyzjmelAn21BJOxMPOMkVwV3pCW4UpaCgEEXaLlxbl/3QFGARMpjWzZCuKWZUP+cZXekls+d8S88dNRKAJa9+EczTj33HMcsm8vV/3A8//Gu5fzzyoW8rio97uqhY81dQIU3DhRBMHY2s2UBAbTtSwIWtm2KXkXDDi2NcZrqY7TMiRMJO3QQxmueT31jDY5jsf73r0BjI99Z9T7WnfOP9IVj1CR7eO8D/80lv/4ObqKXdMY3S3X7GxTNJHB2bGdB0Edd1MG2rXFnLykQXb52tPWYfRktEwS2LQvLIp8ksea0Q/B9k4icW+6dTPt09aZ4xyfv48KP/4wv//CPRCIO6YxfcafAkGvR0hinvjpCMpXNLzXe25miuzdNbVWIuXXRsu+zCuiJyJSLRsyS18JKtbZFfm+Z0SauY92lXtBUla/slUv/9gPzfRh577PcspexluSONalevWIptmUmT2HX/GtbFqtXLM3/rsVU2DlOMMHdrt4UWd8ftHS8UGGWZyWy+w+E3AVEbtPjto7EoGXwQ4+pWMQlHnVHPM6G/JD9z9gDOPZYuOEGk7X3iU/AoYea7z/9NHz0o/Dud0/Fn0BGMZ6soWKOWTaHfd0p0l6WIPBJFxSSyR0vjmPhEwwKkE83xzZjeH212Tdnwvvl2LaW4FYY12ZQICw3zqUzWQrvVSTTWbZlwjgtLYT7N0sPQi4//OsLuXXFpWTcsFmWeMEFptBPoUTCPLZnz5gbsI01d4GJH49SWbzs8MJuQwUB+EGARTBoKWThvpCJVBYvG7CttYfHtnTxYlBNtL6Gjv757pz6GE8cfgpfu+QzPLfgCABOevERPnbn/+GgLc9yxkkDW9CccdIS+nrTdG7fRc2encz1E8Rce1xLyhWILm+jJUnA4FVTWd+nL5Fhb2eS3kSGZNqjuy9NT1+GtOcPWopbriJhs/LqkEV1LJlXS1UsNCw43ZvMYFkW4VBl9NkDLqB3991385a3vIUzzjiD2267baabIzIrHTSvlobaCNH+ZavRiENDbSSfoj3axHWsgNplZx9NTTxkqnwFAbYNNfEQl51tluiNtVH7WEtyx9rD76IzjuCCVYcRDbt4vpk8XbDqMC46w0yGxspOlMoRj7hluZH/ZIRcywTbc3tH+gUTgVxwMsh9aT4pdkxdeeHr+dAFrxvxOCsql7G3ZAnMmTP+wEdNDbzjHXD33WY/vXPPNVl7qoRbcuPJGiqmcD8y3x98gWD1f2T9YHo3mR/SBjDnkKb6WD7DetL75eSW4IbDk2+kTAnHLn6BWR0P8/yW9mEbwZsbj9agoF46k2VbysFuaSEaDeXHyUcPOYlvv+PjsHgxpFKm2M9//IfZBzQnCKC93QT2entHbOdYcxeY+PEos5NlkV8OHg7ZLGyuHrQvZDzi0taRwMv62Bbs6krzXDpGw8ImwATpstmAnro5/OD8q/nxX19A2gnR2NPO5f/7nxzzw1vyGabHLJvLBWccTk1VhPb2PiLd+3jv6+tYvjA25l1NBaLL11hJEkNXTYVcG9ux6Et4WP0ZfVk/YG9nEt8PyHjlPWFeMr+Gay85gZDjDFta+9K2Dm649VF2tvUQBAFZ39zc7k16QHn32XHeJp8dWltb+dKXvsTatWsJh8NceOGFnHTSSRxyyPg2rBWR8cmVPJ9T5xIJOaQygzeHXn5kC6w5lrUbNrG7vY/mxjhrTjskP3HNlUsf6bVXXvj6EV+be85IgYWWxjgdXYl8WXIYPiEebQ8/MEG9XABvKMe2geFXqY5tY9t+0QvYSqyaeiAIymHn9nGwLDOftiywgmK9z6ivDhGLhGjbl8DCwrICs3GxZVEfd0llfDKeT8i1qasyyw9yRjqmxrs/1CCOYwJ6dXXQ2Qn79kF2HFlalmUq9S1fbj5ftGj/f7bsl9xYPtJ4PJLc1gUNNVG2vNqFbVn4vo/nF2S6zuDh5TgW1TGX7j4PxzGbfY/3dxtTJALzi2/tIEYkZJPKlD6aG3ZtFrdUs7W1G88zI3puqWJ3XwbXsQYtAXzfmmP58MXHc8vap3BdC8/z6ehOkckGZm8pJ0LjwgU4ra14qQw18TBbWWS2CLjmGvjVr+COO+DZZ+ErX4EFCwYak0rBzp1m3GtsLJqpPNrcBSZ+PErlyZ3XR+P7sLCpGjDz1p6EN+jxYODunPksgK6Ex6tz62DOHI7pv7O3/vev0N4ZsHXVal6+7O84/L9uhKeegu9+F37zG/j85+GYYzhm2VyOWTZ3cCN27TLn8cZGs2VGEeOZd8vMuOzso/nyD58gkfLI+gGObVEVGUiSaG3voyY28P+W8XwcC9JBgA14ZR7AG+qys48edA26bVc3fckMtVUhehMefhDQ2ZPGti0CH7BgX3eKqqhb1n32gAroPfzww5x88snU19cDcOaZZ3L//ffzgQ98YIZbJjK7jBWwyz1nxADBBF87HmNNiHN3o+bWD2xynkx7rN2waVw/07KtQZVz8/tF2RaLW2rY2l9UIWAgS2RxS82EfhcprUQqS311iM6ezLDYg2ObIG3a84mEbDL9S2RmIpsv7NqkMz6ubYMFDqZvpT2zn8lB80z/ymb9/IR6X0+KdCYgGnGZWx8lm/WZWzDZTqZNhkhJua4J7NXWDgT2ZiplS4oaz3hcTOEFXMi18bwAy7bB98d1oVpqTfUxHMeiriZKbVVkv363cam0jYSmWTTiksqkx37iBFhANOL0bwngk8pkmVsXy9/ICAjI9ldebKyN5pdTJTHn+Rvef+qgPn/YkkbWnHYIazdsoqMrAdEYTY1VhPbspquzj9rqiBnDvv51Uz30K18x2wK87W3wxS/CqacONC4IzDjX12fGvpr9O/dP9HiUqVEVC9GbyJT859jWwP2OYuNlse8VCzYkUlma6qN09qYH3azb1502/S8c5hjbHh6kO/V2+L//F772Ndi8GS68EN7/fnjf+yBUZL/oRMIEq6uqTGAvGh30sALR5WusJImhwdiQa+a9tmXhVUoF2wK53yt3HfnRb/w2//t19nThWBYB/dvpEGAFJkN71G1lysABFdDbvXs3TU1N+a+bm5t56qmnZrBFIrPXZIJuk3nteN57tAnx0LtRsH9p1q5j4dhWfwbUwEnBdayid8JiETd/J0zKS24iE4uEaG3vw+8P0LqOzZJ5NSTTHo5jk0pladuXwHUgCCwyY2xmPdU8f6A6GQE0NcRwHQvPC/JLtnKbUifxiEddnILHYfSs2JILhczeerW15mK3q0uBvTIykfG48AKuripsNm4PoKEmTFdvBqz+JT4lavNobIt8/7/8rUcrGDIDDppXy9Ob9pTkvefNiVMVCxEEAXs6k3ieqcw4ty7an20HtmPRVBcdVMyq8Dw/Up+/Ze1T9CUz7PZdaurnEk63DuwzZttwxRVm78+rrzZj2eWXw5VXmkBIYSp+Om0ym3p6zNhXLEgyglLOj2R0q1cs5Y4HXhiz+uxkRcIOif4M+bDrDFtm3Z9kOmZ2cW4Ok8vigyE362pqTN/btWvwMnHXNX155UqTebppE3z1q7BhA3zuc7Bs2fBGB4Hpz7295lze0JDfekCB6PI22pgyNBgbj7qku9PEYy49fSMHty1MIsNBLTXs607iOLYpOGRB4Af5falLeYOvcPUKQDw6fJwtvObL3Xy0bcj65sZfe1f/3KU2VtZ99oAK6Pm+j1Vw1zQIgkFfi8iBYbJLckdz0LxadrZ105f08ndE49EQC5pqxrVcWMpHbiLjuhbNDbH+anIwpy6av1t3+VtNMPam2/5AMuURDllUx8J09JQm+6RQbn/KdNonHg1RVxPGwiKR8oZNPsacUJfDZDschuZmsyStowO6u2c+lUsmZGh/W9RSne+bi1uiBATsbOsd1+bvUylXBKPcJ+ez3ZrTDuGZTXumPKAbcq1B+yEeNK82n11XNNuuwFjn+aF9OjYnznkXreCYeGZwMOQNbzBLcD/0IXjmGbj5ZvjTn8yyxdragecFgRnj+vpMUK+ubkr/FjL1clutrNu4eUoy9VzH7DYx9Dior46QTPflx0bXtvAKgogh18axLZobq+hJeCOes8eVGReNmirdra2mLxY6+mjTl7/4RfjOdwYyTz/8YbOvbbH9YoLAZNz39EB9vflwHAWiK9TQcW9BUw1nnjyHp1/ay5837xl27zUXbA6HbA5b0sgN7z+Vx59rZe2GTWSzAZmsKZzRUBPNB/r2do6vEvignzNKINB1wMuaom+OBdn+PU9zxQsLFV7z1VdHaNuXwPMh5Ng4/e0cc3/oMnBABfTmzZvH448/nv+6ra2N5ubmGWyRiJSbyS4NGM/+gSOdGGrjLl19XtHvy/QbLSgxNCBQuO9SJOSQ8QN6+jLYFoRDDlUxl2w2IJHyxr13VNi1CYdtevtMJqDv+/l9cCJhh0jYyV+wjmeyMVrfK6vJdiQC8+aZC4GODnNhoMBexRmrTz3+XCtfueOPdPWmzf6PgJft37vUsvpvukJtPExnTxrLHjlx07GtMbNmquMhqqOhipicz3bLj2xh5esXsuGJHeN+Te72e65/+P2ZyXPromSyAfu6U9RWhYdlLI2Wbbe/5/mi75XJwKuv5osHACZA8oMfwPXXmz31fvUrOO88k+V0xJD9d7NZE0zJZetFIuP+m8j0y+2h/PhzrXz5h0/Qk8gMW3o41njU3BDjTScexC8f20Ymm6W711QIBbPXreNYxCMuiZSH55vq81b/lh5VsRBLF9aN67w/7sy4UMjs99jWZjLkC8+3kQj8+7/D6aeboi87dph+/eCDcOONg/eJLJTNwt69Jmjd2GiyAZVEU5GKjXsXQf4Y6OpNk+vuASYLPhZxx7zuyQX6kuksfckMBP3Z86Ms5XUdi0h/woXrWETDDnv2JQCLkGtTFXMJOQ5HHNzAY8/tJpHyiEVcVq9YWnTv88JrvnjUpa46THdvJl8tulJu/B1QV4l//dd/zVe/+lXa29uJxWKsX7+ez3zmMzPdLBEpI5NdGjCZ19/2mbO5+BP3Dgrq1cZdbvvM2RP+fWRyxhvoGvr//lcL6jhmmbmLWdgPAL5z77PsaOsBoKEmQkBAe1cKv38ZdkNthKpomETK3Hkv9j6VMMGYtGjUFBdIJEyVyL4+BfZmkeVHtvChC1436Hg4aH71wKbVBW5f/zzrNm42k/5+lgUh1yEWdlk8r2bQcZG7UNi6qwsvGxBy7GHPkZl19cXLWdBUzbqNm/MXXScc2czerlT+/y3wTTGKTNbs2bSgqSrfP3L/xyZrpIozT14y7nFySpcA5oIhu3YNznCKROC66+C1r4VPfQq2boULLjDfW716+Pv09pqgYEOD+VDwo6yNtOICyG+2n0h7pNJZLMtkCy1uruHSs4/K97NDFzeY1zt9xCIuAQHJVJaG2hiXv/UYXtzWkT8+4tHQiEGJsdo5rn5t29DSYvrz3r3Dz7Unngh33WWCeWvXwiOPwFvfCh//uOnPI/XX3PLyzk6zb1+8PIsKyP7LHQO33vtntu/uyc9hFzYXP48Xe/3Qc/bu9oFjobM7TSKVwfMDbMtiYVP1oOMnp/C1k71mW9BUw5rzK2+ecEAF9FpaWrjqqqu45JJLyGQyvP3tb+fYY4+d6WaJSJmZbLbSZF6v4F3lGukuZrHn7a9i73PAiMVMxktfnwnsJRJjv0YqwnjHytEqi0/mfWVm7e//a6Hxjrf78/oJc11z82HXLhOYK3TeeSYr74MfNNlN11xjluBee21+j7G8bBb27DHv0dQ0rLiAlJfJVn8fqw8uP7JlwsfHhDU2mn7Z2jq8+nx1tcnKe9Ob4BOfMIG/j3zEZOt9+tPmtSNJJEz/r642z1Mm6qwwVePoTO67PhvmC0UWv89u5557Lvfccw8///nPee973zvTzREREZHxiMdh0SJz4awLXREpJ45jxqZilWtze5GtWGG+vu02eOc7TQCwmEQCtm83wT0VCJLpVl1tzrUjBd1OPx3uuQdWrTJfr18P554Lv/zl6O+b2zdy2zazvNcbvsWMiOy/Ay6gJyIiIhWsuhoWL9YdfhEpL7Y9sP/nUPX1cMstJlPPsuDJJ02BgUceKf5evm8ykrdtG571J1JqkYgJ6lVVFX+8sdHsCfm5z5lz8p498P73w0c/avaDHI3vm/1xX3nF9HEFrUUmRQE9ERERqTzFKuyJiMwkyzLVuhsbh+8rZtvwgQ+YwF5dnQlmvOtd8D//M/L+oKkU7NxplkAqo0mmk+OY/SFH2tPRsuDv/g7uvhtOOsl873//1+yt9+ijY79/bon51q3Di3GIyLhpNiwiIiIiIjJV5s41RQCKBUJWrjSBj6OOMtlJN91kMvdGymwKAlNUYOtWs2RRZLpYltnPsalp5JtoCxbArbea7LxIxOyVd8klJnsvlRr7Z6TTJmC9ffvgwjIiMi4K6ImIiIiIiEylxkaTrVcsqLd4Mdx+O6xZY75+4AFTQOPFF0d+P88z++69+ipkMiM/T2Sq1debwJ07Qj1N24ZLL4U77zR7RgYBfPvbpk8/++zY7x8EA4UzXn11fIFAEQEU0BMREREREZl6dXVmX71i2U3RKNxwA3zmMxAKwZYtcP75cO+9I79frrDA1q0ma09kusTjpuL8aEWpli2DO+4wS8sdxwSozz8fvv718S0Zz/Xv3bunrt0is5wCeiIiIiIiIqVQU2Mq4DrO8McsC/7+7+EHPzAZUIkE/Ou/wvXXj56Fl82aoMeOHcpmkukTiZigXnX1yM8JhcwS8h/+EJYuNYG8L38ZLr4YXn55+toqcoBQQE9ERERERKRUqqpGEdBnyAAAIABJREFUX7J47LFmX71TTzVff/e7Zh+y1taR3zMITAXc7dtNgQ0VFZDp4DgmQD1SsYycY481S3AvucR8/eSTpojGbbepr4pMIQX0RERERERESikWM9lN4XDxxxsbTcXbf/on8/UTT5g99h57bPT3zVUL3b4dksmpbbNIMbliGc3No1ecj0bhYx8zRTPmzzf987rr4PLLzX6QIjJpCuiJiIiIiIiUWiRiMvUikeKPOw5cdRV84xtmqe6ePabYwK23jp3VlEiYoN6ePaZ6rkip1dWNnnmac8opcPfdJkMP4Le/hXPPhbvuUraeyCQpoCciIiIiIjIdwmGTqReLjfycN77RLME9/HCTgXfjjfAv/wI9PaO/t++b5bfbtpnluCKlFo/DokWjF8sAE6D+3Ofgq181y3W7uuDf/s30646O6WmryCykgJ6IiIiIiMh0cV2T2RSPj/ycJUtMxdBcVtP995uKoS+9NPb7p1Kwc6fZg2881UVFJiMXpB6tWEbOGWfAPffA3/6t+fr++0223oYNJW2iyGylgJ6IiIiIiMh0chwT1BstCBKLwWc/C5/8pKkeunkzvP3tJggyliCAzk6zDLera+raLVLMeItlAMyda5aVX3+9KRjT1gbvex984hPKLBXZTwroiYiIiIiITDfbNkGQmpqRn2NZ8A//AN//PsybB319cOWVZvliJjP2z0inTabeq6+O7/kiE5UrltHUNHZQz7JMcPquu+CEE8z3fvQjWL0aHn209G0VmSUU0BMREREREZkJlmUCdXV1oz/vuONg7Vo4+WTz9be/De96l8luGksQQHc3bN1qsvZESqm+3mSfOs7Yz120CL77Xbj2WrN0d9s2s7T8t78tfTtFZgEF9ERERERERGaKZUFLy9jLFefMgW99C977XvP1Y4/B294Gf/jD+H5ONmsCgMrUk1KrqjLBupEqOheybROcXrsWjj7afJ1Ol76NIrOAAnoiIiIiIiIzrakJGhtHD+q5Lnz4w/C1r5n999ra4JJLTJZTEExfW0XGEomYoF5V1fief+ihprrzH/84UDRDREalgJ6IiIiIiEg5mDPHFA0Yaw+yN73JBD8OO8xUsr3+erj6ahUVkPKSK/5SXz92nwbznPr60rdLZJZQQE9ERERERKRcNDRAc/PYAZCDD4Y77oBzzjFf33svXHABvPxyyZsoMm6WZfrzeIpliMh+UUBPRERERESknNTVmX317DEu1+JxuOkm+NjHzHLcF1+E886DBx6YnnaKjFeuWIbrznRLRGYNBfRERERERETKTW0tzJ8/drVQyxrYR6+52Sy7/cAHTKDP86anrSLjUVUFCxeOr1iGiIxJAT0REREREZFyVFU1/qym4483lUJPOMF8/T//A5dfDnv3lraNIvtjf4tliMiIFNATEREREREpV7GYCeqFw2M/t6kJ/t//g3e/23z9yCPwtrfBk0+Wto0i+yNXLKOhQfvqiUyCAnoiIiIiIiLlLBo1AZDxLFUMheAjH4Evf9nssdfaCu94B/zgBxAEpW+ryHhYlglANzWNvVekiBSlI0dERERERKTchcNm/7FYbHzPf/Ob4Sc/gWXLIJOBT38arrkG+vpK206R/VFfb/aKVLEMkf2mgJ6IiIiIiEglcF2TqTfe/ceWLYMf/QjOOst8/dOfwrXXlq59IhORK5YRjc50S0QqigJ6IiIiIiIilcJxTEZTTc34nl9dDV/6Evz7v5s9yw45pLTtE5mISGT/MlBFBOW1ioiIiIiIVBLbhnnzzL+dnWM/37LgssvgXe+Cgw8udetEJsZxYO7cmW6FSMVQhp6IiIiIiEilsSxoadm/SqGqKCoiMmtUbEDvzjvv5A1veAOrV69m9erVfOlLXwJg586dXHzxxbz5zW/m/e9/P729vQB0dXXxj//4j5x11llcfPHFtLW1zWTzRUREREREJq+pCRobFawTETnAVGxA75lnnuHaa69l3bp1rFu3jquuugqAT3/60/zDP/wD999/P695zWv4+te/DsDNN9/M8uXLue+++zj//PO5/vrrZ7L5IiIiIiIiU2POHPOhoJ6IyAGjYgN6Tz/9NHfeeSfnnnsuH/7wh+ns7CSTyfDYY49x5plnArBmzRruv/9+ADZs2MC5554LwDnnnMPGjRvJZDIz1n4REREREZEp09hosvUU1BMROSBUbECvqamJK664grvuuov58+dz3XXX0dHRQXV1Na7r5p/T2toKwO7du2lqagLAdV2qq6tpb2+fsfaLiIiIiIhMqfp6s6+egnoiIrNe2Ve5ve+++7jxxhsHfW/p0qXceuut+a/f8573sGrVKq655hqsISevoV/nBEGAbVdsPFNERERERGS42loT0GttBd+f6daIiEiJlH1A76yzzuKss84a9L3u7m5uvfVWLrvsMsAE5xzHobGxke7ubrLZLI7j0NbWRnNzMwDNzc3s2bOHefPm4Xkevb291NfXT/evIyIiIiIiUlo1NWDbsGsXZLMz3RoRESmBikxRi8fjfPOb3+RPf/oTAN///vdZtWoVoVCI5cuX87Of/QyAn/70p6xYsQKAlStX8tOf/hSAn/3sZyxfvpxQKDQzv4CIiIiIiEgpVVXB/PngODPdEhERKYGyz9ArxnEcbr75Zj71qU+RTCY5+OCD+fznPw/AJz/5Sa699lq+8Y1vMH/+fL74xS8CcOWVV3Lttddy9tlnU1NTw0033TSTv4KIiIiIiEhpxeOwcCHs3AmeN9OtERGRKVSRAT2A5cuXc+eddw77/sKFC/ne97437Pv19fX893//93Q0TUREREREpDxEoyao9+qrCuqJiMwiFbnkVkRERERERMYpEoEFCyAcnumWiIjIFKnYDD0REREREREZp3DYBPUsa6ZbIiIiU0ABPRERERERkQOBq8s/EZHZQktuRUREREREREREKogCeiIiIiIiIiIiIhVEAT0REREREREREZEKooCeiIiIiIiIiIhIBdGuqOOQzWYB2LVr14y2Y9GiRTP68yvd9u3bZ7oJzJs3D3caNiMulz4rs4P6rVSa6eqzoH4rU0djrVQi9VupNJojSCUaqd9aQRAEM9CeivL4449z8cUXz3QzZBZ48MEHpyUwqz4rU0n9VirNdPVZUL+VqaOxViqR+q1UGs0RpBKN1G8V0BuHZDLJM888Q1NTE47jzHRzpIJN1x0h9VmZSuq3Ummm8+67+q1MFY21UonUb6XSaI4glUgZeiIiIiIiIiIiIrOAimKIiIiIiIiIiIhUEAX0REREREREREREKogCeiIiIiIiIiIiIhVEAT0REREREREREZEKooCeiIiIiIiIiIhIBVFAT0REREREREREpIIooCciIiIiIiIiIlJBFNATERERERERERGpIAroiYiIiIiIiIiIVBAF9ERERERERERERCqIAnoiIiIiIiIiIiIVRAE9ERERERERERGRCqKAnoiIiIiIiIiISAVRQE9ERERERERERKSCKKAnIiIiIiIiIiJSQRTQExERERERERERqSAK6ImIiIiIiIiIiFQQBfREREREREREREQqiAJ6IiIiIiIiIiIiFUQBvXHwPI/t27fjed5MN0VkXNRnpRKp30olUr+VSqM+K5VI/VYqkfqtlJoCeuOwa9cuTj/9dHbt2jXTTREZF/VZqUTqt1KJ1G+l0qjPSiVSv5VKpH4rpaaAnoiIiIiIiIiISAVRQE9ERERERERERKSCKKAnIiIiIiIiIiJSQRTQExERERERERERqSAK6ImIiIiIiIiIiFQQBfREREREREREREQqiAJ6IiIzIJ3JTupxEakAmQx0d0MQzHRLRERERGSWcWe6ASIiB6JwyOHcq9eN+PjdX1g9ja0RkZLwfWhthY4OqK+HmhqwrJlulYiIiIjMAgroVYAv3PY4G57YMdPNGJVtW6w4bgErX7+YtRs28dK2DpIZH98fyEqwLGhuiHH6CQfx9Et7aW3vo6UxzprTDmH5kS0APP5cK2s3bCr6mIhIKeXGn627uvCyARDQm/BmullF2bZFEARYQIBJALMsqI2HwLLwsgEhx2bxvJph4+jt659n3cbNJFIesYjL6hVLueiMI2bsd5n1ggCSSdi1C9rbTWCvthbsyl8kMdI5+/HnWvnvtX9id0eibJITmxqiVEXDdHQnRz0+ZHqMdkNrvFzHIgBsy6KhJkI8GqIv5Q3ri5pXylSZin7b1BDlivOO48VtHfzvrzaRSpsVGa5jURULcdC8Wtacdoh5/Jcvksr4g15v2xZH/1UDWHbRsbewvx+zbM6I11xy4Ck2Hhb2M8uC2qoQDTWx/Fg6pzbCb57cgeeP/f7lLhKyOeWY+eztShU9RmIRBwuLvpQ36PNyP3YU0CtzlRDMA/D9gA1P7OCRZ3bhuhZ9qeHLBYMAWtsT3P7zv9BYF6W+OkxHV4Jb1j4Fa44F4Ja1T+G6FjUxd9Bj5XoAicjs8Phzrdyy9iky2Sy9iQx+EOCX8eQld7OkMFYSBNDZmwHAcSySAexs6xk0jt6+/nnueOAFsMC1IZn2zNegoN50SKdh9+6BwF5dHTjOTLdqQnLHzNBz9osnLGbdxs30JjIz3cRB2jqStJHEsS2wKHp8yPSYiqAI0H/jBbIE7O5IYFsJmhvjg/riLx/bpnmlTImp6rdtHUmu//YjZP3B53AvG9DVk2ZnWzf/+b3Hil5LgTn/P/1SO7GIzYK51SP2951tPTy7eS/1NWHqqyPq/we4Yufsm277w6BzdRBAZ0+Grp4MLXPivPJqJ09vKq9z+WSkMj4bnthBddylpSE+6BgJOTbbW3sAqImH2LsvAUBTQ6zsj53Kvz08y218cudMN2G/JNNZ+sbIaAmAvqSHZVlEwy6ua7F2wybWbtiE65rvDX1MRKSUcuNPX9LDwiqbrKKJcm0b2za/T+E4um7j5v5gno1l2bi2DVb/92X6eB7s2QNbtsDevWavvQoz0jl73cbN9JVZMK9Q1g9GPD6ksgVAZ096UF/UvFLKkdcfzBu6AUPuGimRHnsf5UTKHzb2Fvb3vqQHVvFrLjnwFDtnF56rC3cDyY2lPX3luUplsvoS3rBjpLM3jW1Z2LZFV28m/3nhOaVcjx0F9Mpc4ZLVSjGeJmcK8nYjIYfd7X20tvcRCQ3OVMg9JiJSSrnxJ+OZJQeVHtADsC0z1haOo4mUhzPkCsKxzPdlBmSzJqC3dSu0tZkMvgox0jk7kfKKXqiWm2LHh1S2IBiYX+b6ouaVUmkynr/fc5Bi/T3j+ThW8WsuOfAUO2eP1s0yno8/GybDReRiFYXHSG7+b1vgB0H+88JzSrkeOwrolTnbLvcp8XDjaXLIHeh6qUyW5sY4LY1xUkMqe+YeExEppdz4E3Lt/H50lc4PzFhbOI7GIi7ZIfOzbGC+LzMomzWFM7ZuNXvtJZMz3aIxjXTOjkXc/N6O5azY8SGVzbIG5pe5vqh5pVSakGvv9xykWH8PuTbZoPg1lxx4ip2zR+tmIdfGng2T4SJysYrCYyQ3//cDsy9r7vPCc0q5HjsK6JW5FcctmOkm7Jdo2CEeG/3C0ALiUZcgCEimPTwvYM1ph7DmtEPwPPO9oY+JiJRSbvyJR10CgooP6Hm+KUoUj7qDxtHVK5ZCYB4PAh/PN+t+Vq9YOsMtFsBUxe3qgm3bYMcO6O2d6RaNaKRz9uoVS4nHQjPdvBE5tjXi8SFjSKVmugWjsoC66vCgvqh5pZQj1+x2MezGR+4aKRYee2/VWMQeNvYW9vd41IWg+DWXHHiKnbMLz9WFyXi5sbQ6Pjtv9sZj7rBjpK4q3L9/dkBtVSj/eeE5pVyPndn5vzSLXH3xcoCyL4wxkSq3u9v7aB5aNWbNsazdsKn4YyIiJbL8yJb8+ONlu/KbrZfbxv45461yu6CpetA4mit8oSq3ZS4ITDCvrw+iUVNAo7q6rFJHC4+ZoefsQxc3VESV26HHh4yhtxe6u2Hu3Em9zd1fWF2yKreJlEdDbWxQX9S8UqbCVPXbsarcLmiqGXeV22Jjb66/L2iq5syTl4x8zSUHlGLn7MvfesyIVW4TKY8l8+tmbZXbYsfIopZqLCwSKY+6mkj+88JzSjmygqBcplrla/v27Zx++uk8+OCDLFq0aKabIzIm9dnKMNrE8O4vrJ7GlpQH9VupRKP221TKLKOd7FTLsiAcNlVxa2vB1gILmbgJj7Xt7WbPx8ZGmDOndA0UKUJzBKlE6rdSahWRofdf//Vf3HfffQCsXLmSa665hocffpgbb7yRVCrFWWedxVVXXTXoNddccw0nn3wya9asAeDOO+/kC1/4AnP6JyCnnXbasNeUu8efa2Xthk1s3dVFb196WLnzySj1JvCuDT4Wvh+YfQH9gMJAf311mHDYpaUxzjHL5vDbp3byyqvd+cdtC1a8bmE+A7C1vS//3Kdf2jssI9C2LRzbYmFTNZeefVTZRtRFpPzlxt4Xt3aQHEfluekSdiEbmHHVsS3iUZd0xift+YMy73Lt37arm0zWx3UsDppXO+m7jbn3zY3H5Xz3suIFgQkO7t5tgiq5wF6o9EtbC/+fYxEHC4u+lDfo83jELFVPpLL5vjA0+yTkWFiWhecHM1LwK5cVoz46SUFg+qBlmcDeBK3+8LpxFVEbiW1ZYAWEXQfHsQCLTMYz1UP9AMu2iIYcli2u55hlc3j4qVfZ0dYDwIKmKi47+2j1BdkvH/36Qzz9UvuUvmdtVYhoJDTomqbwnAoMynaOhGzOe+Ohw7LqJ3s+LvX5XPOFynD7+ufzKzhCjkV9TYRkOksqnd3v+W//5f6UC7k2C+bGeWVXT9HHR4pphF2oq4myrzuNHwS4jk007FBfEyGR9NjTaY4x27ZY3FxTUfGDsg/oPfzww/zmN7/hzjvvxLIs3vOe93DPPfdw00038b3vfY/58+fzvve9j1//+tesXLmS1tZWPvnJT/K73/2Ok08+Of8+zzzzDNdeey3nnHPODP42E/f4c63csvYpMtksnT1TXwWv1HmaJk3X/JBiE/l9PWmqYj4727I8s2nPsEClH5hlx488s4u59VFqYi4727p5dvNeXNcilR6cB+z7AUEQsK21m6/c8Uc+dMHrKuagFJHykRt7O3tTZRXMA0h7kBtXvWxAV69ZHuzYFsm0xx0PvMDOth6e39JBJuvT3ZcGy+yNsrOtm1vWPgVrjp3Q2Jj7u7iuRU3MpaMrMan3k/3geSZLqqMDampMcC8aLcmPKvx/tgnY3mom0DXxEHv3JQBzQbqt//Om+igdXQn+83uPkUhlB53LM9mAmSyV0daR5D+/9xj/9s4T1EcnKwhMH3Qc0//202SDeWCqEBIw4rgc+AF9KY9N29r580t7CAJwHAsL2N7aw5d/+ARXXvh69QUZl1IE8wC6ejN4XpZsNsuzm/dSXxOhvjpMR1eCr9zxR/qSmUFLblMZn9t//hdgYAuNyZ6PS30+13yhMty+/nnueOCF/nliQCoT0NqemHCRq1Ldt8t4/ojBPBg5ppH2zDwgF2jMZrNkMsPjKtlswNZdXRUVPyj7NRtNTU1ce+21hMNhQqEQy5YtY8uWLSxZsoTFixfjui7nnnsu999/PwB33303p59+Omedddag93n66ae58847Offcc/nwhz9MZ2fnTPw6E7Z2wyZc16Iv6c10U0qmN+HRl/RGHTSS6SzRsItl9f8tLIYF83JyUfa+pMfaDZtK02gRmdVyY28iVV7BvEJDt1XzgwDXNjtub3xyZ/7cYdsWrm2brKqkh+taEx4bc3+X3HgcDbuTej+ZAN+Hzs6BAho9PVN+d67w/7mzN41tWdi2RVdvJv95Z08G27awLYvO3jTRsEsibYJ55bPjn5FIZ9VHJ8r3B/evIDAZo93dI79mpLeaxrhuIuWbn2eBY9vYtqncmEhpbijjV4pgXk5fys9f0/Qlvfw5tS/p5YN5ljVwrg8w++DmTPZ8XOrzueYLlWHdxs1ggWvbg8bo2bY3mx+YuYnF8HORZQ0Uq6mk+EHZB/QOPfRQjjvuOAC2bNnCfffdh2VZNDU15Z/T3NxMa2srAO95z3s4//zzh71PU1MTV1xxBXfddRfz58/nuuuum55fYIq0tvcRCTlkZsOOlKPYn98v4/k4Y1wt2BZ4WZ/d7X2TbJmIHIhyY28lyV1zO5bJVs6dO+z+8dKyzPgZCTkTHhuL/V0m834yCbkCGq++avbr6+w0wZcpUPj/nPHMhtnm7nYw6HPbGuhXuSaVoyBAfXQislk47jg45RR4/vmB7wcBtLaWdTXmnEEVHC3I+oH6gpSN3DVN4XWQl+0P5hV5fiI1kOAx2fNxqc/nmi9UhkTKy19Xl+s5fMqMFj/oX7JbSfGDsg/o5bz44ou8+93v5pprrmHx4sVYBSkJQRAM+rqYr33taxx//PH5ZbsPPfRQqZs8pVoa46QyWUJuxfyXTcj+/H4h1yY7xoDjB+A6Ns2N8Um2TEQORLmxt5LkTofZ/izl3LkjdycyCMz4mcpkJzw2Fvu7TOb9ZArk9tlrbTWBvY4OE4iZhML/55BrEwTmvGpb1qDP/WCgX0FZFeMdxLJQH52IVAp27YIXX4QLL4QHHhh4zPfNY4nEzLVvHAr7ZBCYrQnUF6Rc5K5pCq+DXMd8XuxSJxYZ2DVrsufjUp/PNV+oDLGIm7+uLtdz+JQZLX4QmN+/kuIHFREd+sMf/sBll13G1Vdfzdve9jbmzZtHW1tb/vG2tjaam5tHfH13dze33npr/usgCHCcMs64SKXMHfaC8Pia0w7B8wLi0bLf9nDCqmIu8ag7atA8GnZIpj2CoP9vEUAkXLwbW/3ZKfGom99YVkRkf+TG3likfM8ZQ++k2paF55uqSSuOW5A/d/h+gOf7BJivPS+Y8NiY+7vkxuNk2pvU+8kUS6ehrQ22bIE9eyCZnNDbFP4/11WF8QNT0KK2KpT/vK46hO8H+EFAXVWYZNojFnYmvO9OKcXCjvroRMTj8ItfwOLFJnD3gQ/AN74xMPhksyZDdJz9zJ7Gi8VYxDY/L4Cs7+P7Pn4QEItobijjd8yyiReAGUs8YuevaeJRN39OjUddIqH+oF4wcLhZwOoVS/Ovn+z5uNTnc80XKsPqFUshAM/3B43Rsy22Z1tmbhIw/FzUvzUrFlRU/KDsA3qvvvoq//zP/8xNN93E2WefDcBrX/taXn75ZV555RWy2Sz33HMPK1asGPE94vE43/zmN/nTn/4EwPe//31WrVo1Le2fEN83E/GtW6GrC4KA5Ue28L41x7KgqYa66jCuPbUHWKkj8a5tMkXA/Du049VXh6mOhVnQVMNFZx7Okvk1gx63LTjt9Qv5yCUn0FAboyfhsaCphgtWHcZhBzUSjzj598/9DNexWdxSUzEbWopI+cmNvYcsbiAaLq+gXtjt3+TdAtexTLW8sEMARMMuF6w6jKsvXt5/7qimJh4mGnapioVY0FTD+yaxIXXu75IbjxtqY5N6v1lp61b4znfgz3+edKbchGWzpiLpBPfZK/x/DrBY1FLN4pYaImE3/3k45LK4pYZFLdUEWDTUxvi3d57ARWceTqTgmAk5FmHXHnSunk5NDVEVxJiMY481mXnHH2++vvlmuPrqgSCe55lMvfTYhdvW3bR60kE9s4ejudFbFQtRFQsRds2+jhZmHhiPuByyuJELzzicJfNrzWoey/RjFcSQ/XHDFX9TkqBebVWImqpo/ppmQVN1/pz6oQtex7WXnkhLYyx/nRYJ2Vx05uGDqtxO9nxc6vO55guV4aIzjuCCVYcRDbsEWERCNi2NMWqrwxOa/5bqVB9ybZbMqx7x8ZFiGmHXzAMcx8ZxLCJhh5qqMEvm19DcEMO2zWsdx+KgebUVFT8o+3Svb33rW6RSKT772c/mv3fhhRfy2c9+lg9+8IOkUilWrlzJm9/85hHfw3Ecbr75Zj71qU+RTCY5+OCD+fznPz8dzd9/Dz0E990Hf/M3sGyZmRx1dEBjI8uPbKmYjjVZQ8uxFxr6N7io1I0RkQNapY+9pWp/pf9dSu4DH4C77zaf19bC8uVw0klw4olw+OGmQuh0ye2z19cH4TDU15sKufbY93Un+v+8/MiWUc/lUoGamuDWW+GTn4S1a+Hee+GVV+DrX4eWFhPMe/VVWLAAQqFR32rdTaunp8391Bdlsm644m9K/jOKXdN882NnjPm6yZ6PS30+13yhMlx0xhEaKytQ2Qf0Pv7xj/Pxj3+86GN33XXXiK8rDAACLF++nDvvvHNK21YSV18Njz0GN94IK1bAu98NJ59sAnv79kFDA1SPHJUWERGRMnDppfDkkyY7rqsLfvlL8wFQV2cCfCeeaIJ8hx8+ruDapBXus7d3r2lHXR24ZT8dlHIRDsMNN5g++7nPwTPPwNvfDl/7msniS6UGgnrqVyIiIiWlM225ueEG+Kd/gpdego0bYeNGEksP5VevXcXDi44jXhMjiMbY6YfZk7ZJpDwiIQfbskimPIbWtSvVHja2bTG3Lko8GqIv5RGLOLS199KXmp4qvLbVv4Fs1ifrD6yDz20mm/UDvIKKGbZtseK4BVx98fJpaZ+IVJ7Hn2tl7YZNbNvVTSbrE/gBlm0R+D6WbRP07xOWTJdfkQzbhqb6GEEAezoT+VWVkZBDNOyyeF4Na047ZNAd8tvXP8+6jZtJpDzCrk1NVQjLsmlpjA97rkzAeefB2WfDww/DI4+Ym3W//70JdnR2woMPmg8wQbUTThgI8B12WOkDfJ5ngnr79pkMwro6E6yZpNxx1NreB0HA3s4kWX9md9NzbIs5dVE6ulMALGiq4rKzj1YfnyjLgssug7/6K/jXf4Xdu+Ed7zA3o88+2yzD3blz1KDexZ+4l64+r+hjE2nOSCvJXcfiDa9dwN6uFK3tffnxDcj30/GOeYV9W+PkgecLtz3Ohid2lPRnWBZJDud6AAAgAElEQVSsfN1Crr54OY8/18qt9/6Z7bt78P0Ax7ZY2FytsUum1NC5r+tYNNRE2dnWRXrIEB2L2Fgw4vW+mbZY+FN4zncdiyAIyO5niMGywLUtsoGpnxAOOdRVhenqTefn8WPFByplzFdAr9y86U3mjv53vwvf/jb84Q/ENr/IWza/yKnVDfziiJVsPPwNWNU1LK6roaeqhj1p6EsVnxSVagrt+wG7OxLYVoLaqvC0l3X2A0hl/DG/l3/MD/InYQX1RGSox59r5Za1T5HJ+nT3pQkI8AcNJ+UXxCvk+9DaPrzKZDKdJZ3JsrPN4pa1T0H/vjW3r3+eOx54ASxz4yeZzpJMZ6mvDtHRlRj0XJkEyzKFBBYtMllMQQDbtw8E+B55xGTLdXaaogO/+IV5XX29CfDllugeemjpAnzZrNnao7NzIGNvgoG93HHkuhbptMe+nrH3U5sO2fycxQT3trf28OUfPqF91PZXPA7R6MC+eStXwh13wPvfb/aM/Nd/NZVwP/Qh85xcpt6Q5eVTGcyD0beF9LJm/lcdd2lpiNPRleArd/yRIAiojoeoibnjGvMK+/Z4XyOzx3QE88D05Q1P7GBvZ4JtrT109abzFeq9bMC2Xd0au2TKDJ375jKBOkc4dyfGSNwx8+apjT4UJujsjyCATMFrU+ksu9OD58mjxQcqacwv+6IYByTHgVWr4Ac/4Lb3XMczh52Ab1nU9XRw3uM/5XN3fIy/e+iHhDdvIrx7J0uCXubXOERC079hewB09Wam/edO1MYnd850E0SkDK3dsAnXtehLeti2tT91A8peAPQlPVzXYu2GTQCs27gZLHBtGz8I8kWWunozRMPuoOfKFMoF+M4/Hz7/efj1r2H9evg//wfe+lazDxmYrLkHHhj4/imnwAc/CN//PrzwAkOizVPD901gb+tWk3GVSu33W+SOo2jYLcu5QQDYto1tWSRSnvr4/opGTXC6oWFg5/FDDoEf/cgEn8FUv73ySrNfYyJhgnpDisJMZTBvvPoSHpZl+mZf0iOR8oiG3fz3xhrzCvv2eF8js8d0Xz88/VI7iZSHH5gYi9V/880P0NglU2bo3Ne17RnPqJ8JxY7vShrzlaFX5v5cvYgtaz7Ar/ft4ciH7uGv//IwUS/Fm579FW98bgNPLHkdD7zmdDKLD2VJXR1d1XE6UpDKTE82iSnvXDkH/lSmAIvI7NHa3kdNzCXj+Tj2fhUCLXtBABnPJxJy8tnUiZRH/w4FBEH/tXlAPhOg8LlSQpYFS5aYj/PPN/8Zr7wCjz5qPn7/exNc27fPBP7Wrzeva2gYWJ570kmmiNZUlav3ffPzurqgqspkC8Zi43pp7jgC8MvwIMo1ybL6s/bUx/efbZviGLEY7NljCmE0NMC3vgXXXw+332766datJri3YIHZB3r+/OnZJ3IEhdM/L+sPO1zGGvMK+/Z4XyOzx0xcPwwLrPSfpzV2yVQZOvc9UBU7vitpzFdArxxFImay1N3NvKZq9rb30lnfxLpTL+Du176FN7zwW9747AYa+vaxfMsTLN/yBC+2LOOBo0/nL4e9ntr6BhPYS5v00lIyd4ysspy4F2OXqoa2iEyd7m6THRSJTNuPbGk0S7FCrp2/2KuQYW1MVv/+oqlMlubGOACxiEsy7eFaA8E8MHuRAoOeK9PIsuDgg83H3/+96YRbtgwO8LW1mUy6n//cfAA0NpoA34knmkJaS5dOPsDn++ZY7OkZCOzFR+8TueMoGnaxrfKbG+T+JEFglt6qj09CdbXJ2Nu71wR/QyH41KfM8vDrr4fnnx8olvG61w0E9aYq8LyfCqd/rmMzdFnYWGNeYd8e72tk9rDtqd0XbDwc2xq83DAY+L76nUyFoXPfA/UyuVh8oJLG/AM4FlvGbNtMnBcv5rTVpxBuacKOhKiviZCIxFl/zCo+9vZP8+0Vl7K1cREAh7a+xBW//L989Af/wet/vZbanVtYQp9Zihsu3VJcC6itCpXs/afaiuMWzHQTRGQse/aY7I4tWwb2F8vt2VQia047BM8LiEddfD+YqWvOkrCAeNTF84L8ZvCrVyyFADzfx7as/KVtbVWIZNob9FyZQZZlCg9ccAF84Qvw0ENw333w6U+b4gNz55rntbfD/ffDddfBW94Cb3gD/Mu/wA9+YIpsTSawFgQmqLdjh/noG/nudO44Sqa9spwbWIDv+/hBQCziqo9PluuaZeLz5w/su3jxxSZbr67OBPve+U746U9NH9q1C4KA2vj05xPEYy5BYPpmPOrmb2rkvjfWmFfYt8f7Gpk9pvv64ZhljcQiLrZl4nhmRZQJTGvskqkydO7r+T7OARjVK3Z8V9KYrwy9Mnfs0YvI2CHu+93LsK+LZS1J+vZ20rqnm0eXncijS0/gNW2beONTv+Cobc/Q0rWbi393B6ufuIcNR6zgkeNOp3b+Irqrq9g7hRl7hVVuEymPJfMjqnIrIlMnCMxSrnTaBPQsy+wvmtuUPRo1GXxTFHlbfmQLrDmWtRs2kc0Gs67K7YKm6kHVuS464wiAfJXbaNihpiqEbdk01MbKtpLXAc+yTPbd0qVw4YXmONm8eXAG3969Jih+333mA0zgL7dE98QTTZBwf4+dIIDeXhPQi8fNjceqqkFPKTyOMl5Ac4NTllVuFzWryu2Uqq42S3Db2kxW5ymnmH31/umf4OWX4SMfMXs/Xn01ALdd9xYu/o+fTXuV293tfTQ3xrn8rQNVbnPfG2vMK+zb432NzB656wdVuZWyk8mYmysTmA8Xm/uqyq1RSWO+AnoV4PgjWzi+sPNkMmbC1N1tLnaDVcD7TWWxW2+FdeuoTvVyzp/u45znHjQbar/73WbJQ329uRAWEakkQQCeZ5Z2dXWZM7VtDwT4YrFJB/iWH9lSlifqUrnojCPygT2pUJZl9s9btgwuusgcJy+9ZAJ7uSBfe7sJ8P3sZ+YDzLYeueDeSSeZPfzGe+wUBvaiUbN/WnV1/uED7TiSfo4D8+aZIO/u3WbZ+I9+BFddBb/5jcna27wZbroJbJvbrnvLjC2/zdnffqq+fWC7+uLl05oYoP4m49LWZlaxxGKDb3iPc89S9bORVcrfRgG9ShQKmf1yGhu554Fn+N0jm+jb3U46mYbavyV23vH87XO/ZuXzD1Gd6oWf/AR+8hOeO+g1/PK4M9h81El0hqvoSPqkvbHD3fu7l1QuUySZzpJMeaQyg39GXXXIlMQuqIBXVx0iEnLZ3ZEY+nbjYvXvAzW08J8FrHz9QmXmicw2QWAqJ+ZubhRm8OUmNZPYg+/29c/ns9dCjkUs4rKvJz2Fv8DE2DbMrYuBZdHSGGdObYTHnttNbyKDbVvEIg5z62NYWOzrTuXvth40rzZ/Z/Hx51pZu2ETre19tIzzjmPh3yMWcVm9YqmCgeXIskzV0UMOMUsfCwN8uSBfR4e5ALjnHvMB0Nw8uMjGQQcVDbY8/dIe1v/+FfZ2JplTF+WMk5Zg2du5/4lWdnoue7MudTURLnnLUQB8595n2dHWA0B9TRgLi7Z9iUFziqb6CHs7U5Qyia+2KsRVFx1fERPzildTY8betjbTh265xVR0/s534Fe/Mpml3/gGz1Uv4Mb7ttDRXbpx1bEtsv1bKNi2xeLmGi49+6gR+8FExkY5cHz06w/x9Evtk3qPqqhLVSxER3eKzCjXYPGIw7LFDUXP2/GIS28yzd7OJEEwvr4ts5znDZ4PW9bAze5w2HweCvGH51u59Z6B8/KCpvFlq9++/nnW/mrToBUqTQ1RbMuitX3ka/dS7Ee9ZH4Npx67gKdf2svmHfvoTQzP9A65NlnfHxYXiIRsTjlmPs++3J6fi0TCDuf97SFcdMYRFTvXtYKgzHYsLkPbt2/n9NNP58EHH2TRokUz3Zy829c/zx0PvIBtW1SHbRocD7enm0xfglQyQ8hLc8qmR3jTn39FS9fu/Ou2Ni7i1687g6eOfxPt0Ro6ksGoJ5XZ4LQDLKhXrn1WBjv36nUjPnb3F1ZPY0vKQ77ffvObLGqZ5KTUsszNj1hsIHtvnAG+3NhqKsrtf5r/dKivDuMHAV0FN0ZyTLGi/s9tCwuoqw4TchzeeMJifvnYNlzXIhJySGWyeF7A+9YcO+KErvDv4ViQDYAALlh1WEVMdEpt1PE2lTL7QZbLVMv3YdOmwUt09+0b/ryWlsEBvsWLeXrzXu5Y/xccxyIcsklnfPqSGbwspNIermsTrYqSramjLxyjO+XTk8j032wLShqwG4+wa/Hvl52kC16mcY7Q1WWyQz0Pfvxjs/djJoNXW8dXV76H7a85iR3E6U1NzdLbsdgW1FVH+NAFrxvWDx5/rpVb1j61X2OjTK+ZnNtORTBvf1XHXaqj4UHnbS9rKtwOHU9H69sVLbc6w/PM52MUZipHJe+3O3eaPUpHY9s8u72LH/12G52eRR8OCd8mmc4SCTtceeHrR50D/nD9X2b8HF7ItkwgLpGaoq3ELDh6aSPPvtxRkXNdZehVsHUbN4MFXtano89nnwXRcAN18XpqgjT0dPNw9G956LA3cOy2p1n15wc5tPUlDmrfzjsf/DYdv1vLxte+iUdPOYdd1XPYlwzGlbFXiTY+uZOrL57pVojItCm2B984A3y5sdW1bdJe+e2XB4wYyAuC/thRf0QvZNv4fkBf0mNOncu6jZtpqAnnq3ZFwy5JPNZu2DTiZK7w7wHgWqaYxrqNm8t+kiND2DYcdpj5eMc7TIDvxRcHAnyPPmoCfK2tcPfd5gNg3jyc5kNYPu9Qdi49mn11TURCDu1dSTKej+PYBAEkepIE3UmisRDxulpqa+N0ZSy6+mY+uzXtBaP2cymB2lpzAd7WZqo2H3wwfPCDuB0dfOieL3F7x0XwN6vZESl9UC9XzLsvWXy8W7thE65r7dfYKAeO6Q7mAfQlPOqrI4PO2zvaegfVZ85VqR+tb5e1bHYgYFf4eSYz8C+YiU0sVpEBvbLg+9y34S/s3dkFFtSEQzSEXYJIFEJRNv7uRZYf0Vw0M3/dxs1lFcwD8AMmHczL/6qBeb+nX2rHcayKnOsqoFfBEikP1+6PIGPGukTKI5GCNtslVjWXhlqfqkySF2riPP1Xx3FQ62ZWPfMgr3/lSRr69rH6dz/hzMfu5pGj/obfnPp3bGk6mH2pgFSmPC9iJ2q6S82LyCRcfjksXAgLFgz+d+FCmDNnYvsujRTgyy3RjUTyVRpzY2vuZeXIH6NhhQ9bFmQ8n0jIIZHymNcYG/TcSMhhd/vIlUsL/x45jmW+LxXOtuHww83HO99pAnwvvGAy9x57zAT4Ojth1y6O2rWLo576DQCdtY1sXXwkTzYu5bmWQ+huaC5404C+niT0JKmpilBXW013VYy9WYe+pDejFwaj9XMpEdc1VXC7uuDkk+HHP6b1gktp2buDd/zmNhZ07OS+c/6RbZGakgf1gsDcBC/WD1rb+6iJDb4sGmtsFCklP2DYeTvj+cPnJdbofXvG5LLrslkTmBsasMtkzDknKLiQlfHzPPjqV80NuKYmM1detMh8XmT/vL2dSbJZH8exSKUypFIZgq4+IKCrax9snj+wB19u2xrXnfWr+Ao51vCvK2Guq4BeBYtFXJJpr+j69Kwf0JPw6AFCbpTq+jiNjRn21NVw68JDWbu3ldOf/RWnvvBbol6K0576BSuefpAnlx3PxlPX8MySY2dVYM8+AEtwi1Ssl182WUPFRCLm4nDRIjN5yX3kAn7NzWYvvbEUBvj27TOTn/4MviMaHTrSkMIlICCdKb/JjN0f1BwpsFcY8wwCs59IKpMlFnFJZbL5LBSAVCZLc+PId71z5xq34D2zgfm+zDK2DUccYT4uvdRcbP3lL/D737Np7XoWbnmOWKqPuq52jvnzbzmG3wKwt/r/s/fmcXKVZd739z5LbV1Ld/XeSSchewIJW9gliSKbCGhwRB4cXMYXRmZGH0dwmPnoMNs78o46jj466jPihs8ArxrFBSQKhEW2JIAESEg6G1m7013d1dVdVafqLM8fd53qqu7qLek1nO/ncz5VfarqnFNd933d1/nd131dcdqal7K7ZSlvNi7leFUNAJlsHsPoAbpprgriRGMkHJ2UYU/LTcJI7dxjkolGizeJP7n1n1j746+y+uBrvOv1J2jqOcZ/3/g52vz1kyrqCQGaqlRsB43xEN29mXHZRo9ZjGFIQSQUmvbiLMOhCIaM225usLKh3xm5bU8atj1UqBss2EHJ0gGPCeWxx+Cv/3rofl2XfvKgCfHVPf28bgToDsYQBT/ZzcEYCenyd+zvl5ubh0/XWR7M0RdQ6bcVMo6KYdrk8tYp+ZNaDrPS1535V+gxLNevXSjzGo1C3rTpNm16hCAYqKEmXE02XsOvmubwm3Ou4R07nuadOzZTk05yTttWzmnbSlvzEp666HpeOONSunIKRm52C3trz2qZ7kvw8PAYK7ffLhP3Hzkit8OHZXQHSCd8/365VULTZKVFV+AbLPg1NUlnZzC2LY9tGKxtUvn91kPE/Dr1wSD5gJ+MrdA/gxyZaJU+JIeee02lOfRM20YAoYCOaTpcv3Yhj285SBazLE/UhvWLhz2XO9aYtl2WV+T6tQsn7ft5zBAUBVasgBUryFz6Xv71tzto6T7M4sM7mXtgJ/MPvUnISFPbl6B29/NcsPt5ABLhWna3LGVn4xLampfQWRWnP9mP6E1TE/RRG43SHwjSYwoyhjkl/cmniRHbuccU4PPBnDm864Z3cG+PyeXP/JSrtv+OlYd38Jf33sX3b7yLP9YtoT878aKeAyhAKKBVbAcb1i/mOxtfHZdt9JjFGIaMbCqN1A8GpQ9RgVWL4lO+7DYU1IaM27GwDyNhFpfdurZzpLZ9QjhOuVjnRdfNPC66CD75SXj2WZmrt7tb7s/n5d9vvVX29g8VHi2h0B2uoStcS1e4lr7qOlZEVsML5oCfrGnyNzUMLmoN8vAf9hPyqUR1HRHw41SFSKPS7ygYJuTyFtYUht9PRA690iZbmkNvNvq6nqA3i3HXcz/01N5ihUMFh9JJb3fSyacpBPwqqXSew1nQ1ACR6hA1tbU809TE0+deyaodz3P564/RmjjM4qO7Wbzxy1zz2H08c+F7efLcqzjmBMcUdupVufXw8DgpPvABmZS/lL4+KewdPjwg8pU+TxQcbdOEQ4fkVglFkVF8rtDnRvqViH/XXLIQx3F4bMshssk0uiaoC/moMkEEA1BwZPpshZw1tY6MW+VWCEFDxSq3GnXVgSFVblvqI8VqeUtaa9i4uY2ORJqGMVRyLB1rZlvlL4+JY9WiOrhqBZteCLG5tpX4pddyxZq5BPa1se/nv6Npz2ssObqbYD5LvK+LC3Y9xwW7ngOgM1LLvtYV7Ju7jJdjp5FIG/h8GnOrQkSa4+ztdejNTF4/8qrcziCEYOW5S/moP8h/R8McrWnhw8/8H5qS7Xz6B3/Hfe//DE8tuZje9MmLeuOpcrtmRSNsWD0u2+gxy6kUqe/3S4GvZMkhwL/efumUV7k9raW64rg9ryl68lVuh4usK93c/5En1s1MolH4z/8cKIqRTg/4xIcODfjI7r7OTgBUx6Yu1UVdqmvgWFt+NfBcVcsmxt/b0sJcR+fpQ4KjgWq6q2qwlR4aakPM0TV6DHCCASxNJ20rpB2VvOWQy1vYjjPJVW6T9GeG5pT2qtx6DOFtUTE0m5XGIJmEp5+G731PPrrU1MAtt8CnPgULZ75S/XbnbdFmTwG8KrflnFSV20ym3HEpFf0OH5ZJ2cc63NXVlS/nHSz6hcMDswh+f3m+kUIePo+3D7Oqyu1kY1nwxhsy996WLXKrVH1v3jxZRdetpDt3rrw5CYdlX/KYVGaMj2Db0NUFTzwBf/EX8oZTVeEf/gHuumvYaCmPtycT2m57e+HYseFfd8d4n29A4AsGx5bSYzqxLNmvbHtAsLPt8si6fH5AqJtNY1MoJMeKWcaMqHIL8l6/1C+u5CePBXdi3F354m5z58rH5maIxQaKz/l8MhJ2pvedWYw3Us4Ctu5oZ+PmNtoTaRpLZgwH71+1qJbfvXiA493Z4mcb40H+fMOZgKzgtedgN+lhwlM1VVAV0KgRcXwXfpLalstY+9KjXLBnC3p3N3zta+S/8U1eOv0d/P6SG3g9fhr9gxJcK4KKCa+H2z/4PbqmoGkquqrQ2hShNurnue1Hi1F+iiJzR5nW0IPJPHkOPk1FEQLLtgszs4I59eHxzVx5eHjMLoJBWLRIbpXI5aTzPtiRcR+PHZPOL8ibys5OePXViofq94UKSxXiJApbd7SWZHU9yboW0jX1WD4faVsl7SjkLYe8aQ/Ne3MSKIpAVUTZDL8QsO7sOaw7p3XImLH7YPeQWUcYiLrTVUF1xI+Rs4tRffOaol6EykSgqkPDx11GahCz6UbLRVVh1SpYtYrt66/ngUdeo2rfHpYd28XSY7tZ3L6HYD47sBzopz8FoCNSx5vNS2UU38LVdDfPI+no9JuQzZ34klxFAVVRsGwHx5GRWq2NET56zeleu54B/N23/8Cut5I0BYI0XHcXH/3FfzAvcQi+8AWe/ekT/PC9n+JotnJXiFbpBPw6Qb9KT2+2bNUHgE8DB5kYfk59mItXN7N9TxftiTQhv8yPmjGsMr96NEaL3hjOX/eYYXz60/CLX0AkIifwamvlVvrc/bu6WgohQvD6/gQPv3SUo/0OWaGRtgWGo5C3bEzTHleEsaYKwkGd/qyJ4zioiiDg14hHAvSmDfrSeYQQBH0q169bxA3rF5ctfX2jrYMnthygO9FPQNg4Zp5sJk9NWOed57Zy+oK4PNEoxnP7nk42vXCArmSW2liAKy6YL6OxPU49AoGR/WTDgKNHZXRfwTc+/PJOcvsPUpPqJJruRcGR/syxY3Lbtm3IYWwE/ZEa8o1NHPbFOBKooSdaR3dNA911LXTXtZD1BcnagqyjYNgy979l2YWx+sS+3uBUmKXH0VSBZTnFpepVQf2Ust9ehN4YmM6ZzK072vnOxlfRNFGW0+Nd57Xy+JaDxf09fQZdSaPiMfy6Qiigk7cs+sa4hCHo14hqELMNwscOcsG2R1m74ynCRn/xPW8sWM0Tl97AC/POIZWzK4psJ4IQUrTTNIGRO/mk2YoCAkG0ysenbjx71nTOk2HGzL57jIgXoVfOSUXonSymCR0d7HnxDV5+/GVq+roIdx8n0tNJbV+CeF8C3R6b/cxqfrrCcXqitXTH6umubqC7tplEvInOmiY6QzXkHAUTQd6RS8Js2yksD3BOugqoX1eorwkWx4zuXoOMYSIUUcwLYhccG1WVVZWsgqkVgKIKBBAL+9BVlds2rH5b2M0TZVz21nEG8g5V2tz3jHW/ezx3G/x3aY4j9xiVrmmC2b6nk3t/sZ3MoMJaim0xr+sgS4/tZunRXSxp30PAHOq7tEcb2DN3GXtPW8XupedyNFxfzGGZN+2Tqlzvtu1Pf+ict227ngk+QunyRUVATZVOc18nH/z5f3D2vpcBaJu7nG996Au0Ea74m/s0yI1iljVVFD9bE/WjayrHC+ld6qsDaJqCaTqj2rn7N+2UeasFZfmVbrx8KTddsXxYf92znxPHhLRbx4EFC4bkFxsWRYGaGjKRag6ZPhK+KlLBKH2hKOlwNf2RalIxmYcsGa2nX/VhOmChYDlgIYpjuhCgICcWRKGQheo4aMJBxcEnHFTHHhDuCpuwLa44by5XXrAAgNf2dPLAoztRVek/JJIykCMe9aOqCpblcOMVy0YV5rbv6eTBTW+iqgKfrpDL22P+7LTgRehVZqwReuPk18/s4eE/7AchbbQwTapTXbQYSap7jxNNdhHvS1DX10VtX4LqdA/KGP2JnlCM7nBc+sixehI1jSTiTXTHm+isaSSjBTEdyCMwHekru8t3pZ/sFB9P1IVRFXHK2G8vQm+Gs3FzG5omilW3Aj6NLCYPPbWXmoivuD89QgJhGd1mkjfHnjgyY5hkDOhSNaqaF9Nz3QKeXruBs156nPV//D2NqeOs3P8qK/e/yvX189h88fvZfPo7SZjKSVeucxx5QzkRYp4oHE9VBemsycbNbbOiY3p4eEwxmgYtLfwifZTeMy7Br6scbO/DxkEAwrEJZ1Iy+X/BeYn3J4p/x/sSBMwcAAHTYE7PUeb0HK14qpyq0x2J0x2ppTtaT6K6np7qBrriTXTXNNEbi2MKDROBhcByZEJ3u3Bj4AgxxIEptZYOgtpIAIFDNKCSSRv4VQ2fNrDcwa1g7tMUDKs8ctCna1iWgyoEsYiPR57bP7rdHCw6QeXKge6+4cSp4RJsD94/3KN7jkhk5OudLoSY+mUnpSJiqcg33P/e/UwlcXDwcq7SyMOSz/9+y1sYFXwOW1HZX7+A/fUL2LTq8oLA9xbLju4uRPC1ETBzNPZ20PhGBxe/8TT8BtpjjeyZu5y9p53B7kVn01Ndh+ko5BxB3kGK4zbFKJnRnPyM4fkD001pLjLbga6+PGl/LT/88Bdof+T7XLX1Vyw+tJO//d//k2/f/Pe8FJk/xL8cTcwDN0JTFjKSvrIlV3Q4kOzPMac+TJbR28NDT+0FAZoio/40IYsOPfTUXm66Yvmw/rrXzmYYQsgiAg89BHv3ymj8rq7yrbt7wLYVloUHu7pYMobDp31BUsEoqVCUvmCEvqoYfaEYqWCEvlCU3kCEvmCEZDCKoftxiiKFjWHJSOLipUIxoui3f9jPlefPB+DR5/ejqlJ4aE9kEIX2nErnaYyHMLDY9MKBUUW5TS8cKB4HkELGGD/rMcNQlAmP+H9syyE5gVGweeg+OqINHKcBp35ob1Bsi3h/d4nI10VtquAj9yeo6e+RgjVQnU5SnU5yWse+iufuDURIRGpJROvojkpfubu6gURNI92xOnKBKvCp0p9SpK+MI31h0xE4BV/TcZOQye4AACAASURBVCDvyEpxDqK8f6kKm7cc4KZ3L+W3z+0jFvbh11UcIBjQyRp5fv2HfbPCfnuC3gynPZEmEiz/mfy6SsYwaYoHi/tGE9FMyz6hqA/TckimTZJAKNxMz2U3seWia1nx6tOse/lRFnfsZe7xt/jwQ1/jmsd+xDPnX8Omc6/lqBo6qcq4ykRVkBcFgVDI/0FHIj1BB/bw8DgVSfRmCfmlc2szYDRtodAbitEbirGv4bShH3Qcqoz+gsBXEPtSXdT2y+i+2r4uqnIyKsRn5Wnsaaexp73iNVhCIVFVI52ZSC3d7mNUPu8Ox7FVOS64plKUimcC4noKHHBwiHXKmdtSQc+d4PHp6pDxw6ep8iYDh2aqSLdb0Fbrnqj8caJy8Iz3GCO9PxCYuYLedDCZImKp6GdZxb+7w/vwtQZRcRC2jWO57zGlemNZOGYe27I5HFjCwaZFbLKvQFgW8zvfYumx3Sw7totF7XukwJdspzHZzsWvPwnAsVgju5uX0jZnGXvmLqM/UoPQdBy/H+HXQFFwhEIOBdORYrhVEMMtB1AU+tK5yfmfeJwwGcNkf17l59fcxvHGedz42/9NXe9x7vjunfzohr/msYUXjziBPRyuuZC2TqAqUihxbZ9fV0f1DzOGiaaU71MFxWJxw/nrnt85A5kzBz784eFz6FmWFPVKRL5f/3Irek+CcKaXSKaPaLaXaCZFJJtCtwbaZCiXIZTL0JisPL6XklN1eoMR+gIReoMRegNR+RiMkArI/clghFQwQoZw8XNdySxVAWnTTcuWWk7hOYBPV4pReyNRehyXsX7WYwbR2Fh5og4q73PF6sErBlwK+5TqGGHFQRRupoXjoOfycgx3bNnoHPncARzboS8UoLe2iX2AY8uIT1dEU2yL6nSP9JNTXdQVhL4B0a+7KPhFsymi2RQLju+v+JV7A2ES4bhMf1MVJxGJ0xWuI1Hwkw2f1EiEIvALQAgGSwu6psh/xd69OHv20BLQEIoCyPyZjoB0ryOXICtKIcS2MAi4OTZLfWIhBqplTzGeoDfDaYyH6O7NFGf8QEZWBP0aRt4q7tc1BdMaXkDTVAXHsU5qKVc6a5LOgt8Xoef8a3hjzbtp3fUSl259hLP3v0xNXzfXPv5jLn/6pzx/5rt47JINtIWbSA/KszcWJqzQXSGk3Xbk/6AhHpqgA3t4eEwa1dUQj5fvqxTtNRh3QFVK7rpcR6VM8BLlr5d8tun0hfT1ZfHrGpFAX9ERKfo6joMoTAM6SEfHcaTz49g2XfZcEpaNUxA4HKewjNay8WXTVKe6iCc7ifdJsc9dzlvblyCaTQGyAll9Xxf1fV1QIcjPFoKeYGzAmSnk8esM18qcflU1ZMMDxTmMTE5G+JUIermCoGflVfKmRanJNTUV23bQVEEymSEa9g+fA87j7Y0rFqqqTHpdwAxWse9IBscRKEJFCA0hZN5HoYLiF2iKwC9sNBx0gXxuWnQ01tOxZBVP5/PYRo45R/ew5Nhulh3dxaKOvfjNHE3JdpqS7Vy6UxbvOhprZFfTEnY1LeXN5iWkglEAVFVBVwRCiEIXFyhC4POpzAvXwP79hRl+ZaiNcG2J+zh4U9WB19xjeJw0lu1wJGXy6NlX01k/l4/9//dQnU7yiQe+SPM7b+YnF99Id2Z8E8aiMLmra/JmzbTkzaheUOiMvDWqfxj0a2RzJlpJM7EcuR+G99c9v3MWoqoyf17dQJTam6kW9h/pLY6dRRyHQD5LNNNLNJsikkkVhb5oZkD0i2SkQBHMD4hlPitPXV+Cur7RK+daQoFf10I8zq15H0l/mGw4xjERIhkIkwpESIdj+AMN9OhVxGNVox6zNhagt88oRugB5PI28ZhXmGhW4Y7BE0yHP4qRM9FUaScFgrywB4JuCiKZkAFwqDgoyCXkCjKK2Y+NKhywpE9sWPUcMfMcsaWY6NgWjhtVb1rE+hJUJ7uIpzqLE+S1hWi/eH83mi37XzTbRzTbx4LOykvn+/xVdJX4yIMfs74geUXg1zWwbUK6QjKZKesLRt6S/m96HJMydXWeoOcxlA3rF/Odja+SxSxb03392oU8vuVgcX8ooJEZptiFzKGnkbfEmHPojYSRs2jPyeW4HcsvYt+K8/jtoT1c/MKvuejNPxDIZ1m/9WEu3fZbXl28hsfXfoA/Nq8kZVhjyrMnhFwf7/cpJ73s1qFQkMN2CFfpbFi/+KSO5+HhMQXU1JQ50lPJRRcvL+TRcOizffT0ySgeVXEnGgqzfCU3/9KhEYV7e4GiiWIuUEWAJhx0bPICcpxGNw57TFPmycnlcMw8lmkhslmqk53FJbyDl/fGCgmJFcchnu4hnu5hccfeit8jFYrSG6ujO1JLR7CGjmB1MdqvsypOXvPjAJYtnTPXNIvCPgEE/HLp7RUXzJ+0/7fHqcmG9YuLRbhsdxYfh9EyfyiKhq76UEMCnwoBbA7PaeFY7gKezmQg3U/T4T0sPTpQZMNn5WlOttOcbGfdm88AcCTWxK7mpbzZtITdTUtIBQciNgWgCZ21ZzTIYjknwnATBK4AODiStVQgnDPnxM55irFqUbxs2e1gkmmT55pX0XPrV/jYf/8LCzr2c+0TP6ax4wA/eN9nOJpTUYQz6rJb154JAaGAVpZDL1blJ5szMU1nVP/w+rULefB3uzBtuyyHnltgaDh/3fM7ZxmVhH1d5+rLVvLgE22ksnbJJIBcxocDfUBKCBSntMJsHkxZxMI0TfJ5C9XIFgS+gSi/aKaXSLav8DggClYZ/bIIAXKij+PH4fhxFozha5jhCNxXX17gIx4vK/xxzTyNB19KYhAoy6HnjfkeAO+5eAEP/m4XOdMuy78cCurYtkUmO/w9etCvkDXcdS5yYk9RNFRFQfEPTLCpQgqBmnDQcEiIOaSEzRHbLlZkFvk8lmlimyah3m7ivZ1F33jgUfrJbrRs2OgnbPQzv+tgxevr9wVJhGvR582F//cZbgpU88QRm96aevpr60mpwVnVFzxBb4azZkUjbFjNxs1tdCTSNJRUXVnSWlPc31If4coLF5xUlVtXYXccGE52UwQgChXQLYeefpOkgPamZRz9wBKeSNzEOS8+wrrtj1OTTnL27hc5e/eL7GlZypOXbOC5ZRfTYwqyFZbjelVuPTw8pptSm5s3HRpqVJL9OfKmTSigsbAlwmt7EzglYcTSdjrYYwwakVFCPlTFjxaKyEglbIKqQ8qZR18+z/5sFtswyOctzIIKoll5avq7pfPS301df4Ka3q6K+Uki6V4i6V7mHK0s+OWqImRqGzigROgM1dAdrSVb10hHKE5nKI4RCtEQr/Iq3nmcEGtWNHLnn57Hf/7slTKfZDBVAY1M1izmgLRtB8O2IA+lc+KaGsAXClEViWM3NXMsfTZP9Kcx0xnmH99fzMG3qGMvPitPS/IYLcljrN/5FABHqptlBF/zEnpPP5Mr33PWybXr4QqNjBbJWhLF+HbnX2+/tKwwRiUyhsl2XwNf+8SXuPmnX2bNrhc4//Wnqes6ygMfv5uj1S04glGr3M5rihSr3HYk0rQ2RnBwyBoWNdHgmKoZutUQh6tyO5K/7jED0TSIRgcibDWtPNrWfV6IfFo5bx7X1Tdx38M72HckOcxKIody8SKIEhBoqiAgbELCxmflyWXSJPI5ehVI9efl8kZF4PepRKv89PYXqtzaFjVmmiuXhFnXGhxYAtzZSfeBI/TsP4I/2U04k6Iq3Yta4oRofSnoS8k8gcOwHLgbyOt+UsEI2Wg14blNRI+0DK326z6Pxca2YsJj1jOczXP1h10HEsX781KqgjoL58RYtaiWP7x6ROajth1syxlxNWEpQihoahBVD6EGFHzCwS9snKZm8o7FMSMHRhYrlyeXt7AtG8WxiWRSAxPhBcGvruRvnyXHiapchqrEIUgcgleepwW4ueT8hj+I3TKH4Kvz5CScu7W0yMfq6hnVD7wqt2NgJlQDm1Wk03IW6Sc/gXvvhZ07B1477TS49Vb4+Mehvn5GdYZTCa/Nzg68KrfleO12EJYFhiGjiHI5+dwwhs9bZ5rQ3i4rnh0+PPDoPj9yRM54jgW3mpzrvJQ6MnPmyJn+mWq/AwGYN2/KTue122kil5OV/Xp7ByLtcjl49VV4/nnYsgVefln2mcEsXQrnnw8XXABr1gxd4j9Z6Lr0g6aZWdlm02n4+7+Hr3xF/t3SAt//PqxfDz7fiB/1ODWYle12OCwLMhm5pdNybD6Z1BaOI22hW+SjsxMSiaFFP9z941lGWIquD6yiGCz6uRGA7vN4XAqlE4VX5dZjMPk8ZLMDfnImUzkvIMi/u7oG/OLSzfWXM5mxnddti4N948svhxUrJv57joIXoecx8YRCMH8+/NVfwS23wG9/C9/9Ljz9NOzbB3/7t/Bv/yYT0t5+Oyxc6DljHh4eHoNRVWlPQyU5mGx7QNjL5QYcGceRjrPrVJx33tDj2bZ05ocT+0qdmXQadu2SWyUCAWhuHir2uY/19VNfzdXj7YXPJ28Yq6uhvx9SKdlu16yRG8i+8cc/wgsvwIsvSoEvlxto2z/+sXzfsmXlAl9NzfR9L4/KhELwL/8ixdjPfEbarPe/H778Zbj5Zhlt5eExW1BVCIflBgPjuSvy5fPjKxYlhIyei8Vg0aLR359Ol4t8lUQ/97GnZ+Bz+Tx0dMhtLNdUXT3ist+y5wEvd5/HONH1oZHv+fyAn5zJyH7l9iVXcD7zzKHHchxZDOfQocp+8qFDA0L4cD5yNCon1qe4LXuC3ixk6452Nm5uoz2RJuhXyWRNOpMZWc1VEdRGA4QCOmnDJGvk6e0fGpFRqHCOT1OojvjJ5iyyhkneHKiGq6qC1oYIH7lmJbsPdvOzx3dXDK3VNYWqgE5rU4RVi2rZvqeLt4710p/OIYRCJFBL3fr/yZwFV3HJloc5d9cLaN3d8L/+F/n//BZbll7E0xdfx8G5y0iYCv2GhT0oll1VBeGAhpG3yZk2uiqTGltjnMwSAtadPYfP3rxmvP9uDw8PD0Da3h/+5g0OdqSwxpAPdDy4SdvH+l5NVVAUQcCnMr8uxMXL4hzY005Xe4Jqv2D92XNZtbCW7Xs62fTCAY519mNaDqoKzXVhrrjgAlZdM2jJoevMjBTh19sr35vNygmaffsqX6SuQ1NT5Qi/lhb5mrf88JSh1C9pjIeKvoD7d23Uz5YdHaSz+QkpilyJgE8lqkO1naNRy3HoaBIjbyGA2thZXHTr1bTt7aDqzR2cfnw3qxP7CO98TTr/b74pt/vukx1ssMBXXT05F/025v5NO/nJY7uHVNkeCSGgoWoOy99/Fx/7xVep7e+G22/nl99/lCffdROdvjDRaJBISOf1vYmyZZELmqNe6hWPk+bj//xbjvdUiPodAZkQqDK6KqiO+hFCIeiXKYdM26G12sc15zRzenOIN14/xO+e38vhY73kzdJx/CRSYriTha2to783l5O+QanwN1wEYCIhow9hwKfo7oa2ttHPU1VVWfRzhb/TT5+VEXqzGXds33u4h0yF+3NdFVQFfVRH/Dg4Mp+/49CdMoa17a4PG/SrpNJDfYKQXyGTs0/IVxBCXpNQFGzHwacrBBQICpugY4GRhXSGXC6PTxG8a81c3vuORQMfdiNLV68eenDHkeJ2qW98+LAU+lwfedWqiY1KHSOeoDfL2LqjvZCwXaDg8NbRVNkgYVkOHd0ZFJFBUwU5s3JvcPujkbdpT1QOL7Ush7eO9XLPD1+sKOS55E2bZJ+BecTmjb1dBAMafWlXRLRJ9NskFY3j88/k0ILlPHzoABe8tIm1O58mbPRz8Y6nuXjH02xvPYOnz7+GthXn0y38pPIORiHXnmU5xfwoAjDGWQbXcWDzS4cBPFHPw8Nj3Gzd0c7XH3yZZJ8xcVW4SxiP4+I4FB0l07R57UAP2/f3UF8ToKG+mYyZ52dvpDhi+di67Sj5rImRtzEtC5GHjkQ/D256E66g/Gag1Jk544zKJ0+lysW+waJfopAPK5+HgwflVglFgcZGKe4NJ/r5/WP/p3hMG6V+SSSoceR4H2/s7aI64qM67GffkSTb2/LjEq1PhGzOIpuDhKpxXPipbfRT1Zsk05+lM5nl18/sIxb2E128kkPzl/Ow5fChf1rAGb0HZfSeu0Q3n5epQnbuhB/9aEDgu+ACKfKdd56MgvE4Ye7ftJP7H31zWJFjOBwHOvpNWHQOX7v5H/nTh77GkvY9XLflIZq6DvOz99xKn9LEm8cZYqf3H+3l6w++zKduPNsT9TxOiBMR82B4MQ8gbzkc784S8it09ch31tcE2ddp8R8P7+HyC+bx7B9T+HzVWLU+NCOLk86Q6M1WHscnA59PjteNY+g3ti1Fj1KRb3D0X+nf2ZIcq/39cjtwYPjj//73cNllJ/+dPEbFHdvTRp7+TOXqQ3nLoafPoLffQAiBX1eGzdXv4vqwwwl+aePEl547DgXtQ15DPm/TX3xV4NOq8EcjhBUbn7B4si2FHjrClWvmDp/OpvhxIaP3a2qkuFyJujpP0PMYnY2b29A0QcCncTjZV/ZaqbPswLBi3nhwYEQxr/R96YyJUOTjYCzboTtt0qtoxOYupXfuAp66+H2c9coTvPO1x2lMHWfVwddYdfA13qptZfPZV7D9rHeSjkRJmArprFl0zk7mWz31yhE+e/Po7/Pw8PAoZePmNtJZ86Tsz2RgO07R7qfSeaJVFqDQnVf44QsdNFTH6VfCBEN5oljY6QyKkcXvV9n0woHx3whEIrB8udwqkckMFflKH91lOrYNR4/Kbdu2yseqqxsQ9yqJflVV47t2j0mh1C8BSGdNEPKxJhIo+gRTlbHZtKS/kVRUItF6aqtNtN5esn39ZA2LWJVPViHF4tFXjnHG/7gQLrxQfjiblaLeiy/K7Y9/LBf4fvhD6WytWFEewect9xwXDz2194RtaVHUa1rIf/3JXVz/6L1csvt5zt+7lfoHjvPdq27HP38hnb4gPRmzrN2lsyYbN7d5gp7HCXEiYt5YSRs2uior5yb7csypryKLycbNe6iJ+DiSzGPZKgE9hq8mRkx3aA7B028mWLWk4eTy700kijIwMbhkycjvdRwp4A2O9Bss+rmbm+rDY0pwx/a+7lFKiSPvzVUhRhXzppucKVf6pQAQBPwhHmzLceUHFgws03WXvru5+GYBnqA3y2hPpIkE5c+WN+1hHaKJan/jOY7tOPiEIDfChyzbIdFv0qOoRGrnknn3h9hy3pUseeMF3v3q71jcsZd5XQe55ff3knj2Zzx5xrvYcu7lZOqbSDg6fYbsiCfK4FBhDw8Pj7HQnkhjWie2BGAyKb2e0tlOv67Sn0lDdYDO3hyqAopQ0fUovkCUpQ1BsumMXHLj5heZiC8XDMr8PcPl8MnlpIjn5iMpzd93+LDMPeIu1+nslNsf/1j5WNXV5RF9LS1yOc5733vy38NjzJT6JSDboSoG2qM9TZ3Gth160yYpAcFgnLpIDH+2H12HfN7EpyskkoMq8AYCcNFFcgPp1JcKfK++KgW+N96Q2w9+IAW+lSvLBb5IZMq/72wiY4x+gzgSjgPtfSbEm9n4nts48mwLN2z9Oad1HuCOjf/Kt97957BwJeFYnGMZZyCi2bLpSJxgMQAPj0lGCLm57dWvq2QMk6Z4UNpVBYy8RTbn0JN2EKEIb+UdWLBA2io3wm22CBFCDOQRHEshq1laFGO24o7ttuOMuGwcZHObqXXSRsK2bLqSWRlVp2kDE8WOM1CMzs1vOZG+8gTjCXqzjMZ4iO7eDAGfhq4pWJZVsYNN1NKW8RxHEQLLkY8jOfBCSEc7mTZJCUE42oh58dXsPuMiGve+zmWv/p6zD7xCPN3D+1/cyNUv/YZnll3Cs+dcSXLOAtKRIN2mSiabH/fSN0WZhdbGw8Nj2mmMh0imDGzHmlFjeamN1jWluN/IWwT9GkbeQtcUzELC0YxhkdcEb6Us4rGYdI7danvZrLwZcItsTAY+nyyaNH9+5dcHV+odnMOvtFJvT4/c3nij/BieoDellPolINthzrTwFdrjaD7BZOM40J816Qfi0TjVDX6CRppsZw/x6lHyOAaDcPHFcgOZCHuwwGea8Prrcvv+92WESqnAd+65nsA3iKBfoz8zxorbI9DeZ0J1Pc9dch3HYo184snvU5NOcsdv/p0fXPqnvLbiQhbU1nJM95PKmGiqQkM8NPqBPTymAceRook7llcax5XCmK9rCtmcRU00KIWISERutj0QYdTXN7njuccpjTu2j2UMn+yUGpOF5cjxaAhCyLQvpalfbHtA5HP72HiL10wSnqA3y9iwfjHf2fgqWUxiVT6yxkD+u9L2JABdGz6H3lgRgE9XRl12K4BQUCOTNQkFS3PoDXrfIInfdqA3nadPQFVVHeZZl/B/Fp7OLw6/xfrXHueS3c8SMA3e/frjvPONzWxbcDZPnnk5x05biR2JjDtqb+1ZLWP74h4eHh4lbFi/mK8/+DL5vsqTKNOFIgQOctltKKDhOA5G3sI0Ha5fu5DHtxwkFNDoSRnYQs6yhgI6punw/nWL5UFKq+3V1UmHxa20l81OrcMylkq9x48PjewrFf08ppRSv8Svq4QCGrmUVWyPrk8wHQ7/YL9ICOjIONhOgGC8iY9cOle2f2uMy4RCIbjkErnBgMDnVtHdvl0KfK+9JrfvfU8KfKefLgW+tWtlNM1sDGWYQK5fu/CEcuhVoqPPRMTq2LfyfP6/SC23//7bNKQ6uXXz9/h1z1EePucaWmpi9IWryes+NqxfPAFn9Xg7Ul/tn7RltyG/gpGXil4s5iObM8c0jg9pz4oyUPCitlaKD+m03DKZGRth5DHzcMf2cEirWGCzFIGMxg/51Rm/7LYMR45HY0JRZBR/IDCQR9eN3HP71zThCXqzjDUrGmHDajZubqMjkWZec2TYKrcZwyQzzVVuLVueRxHyfZomKzjFIj56erP0Fqrb2A6kMib9AsLhOuqWx/hNSysPn/teLtnxNO/asZnqdJLz923j/H3b2N20hMfOuIxdS8+hLhobNWrPq3Lr4eFxMqxZ0cinbjx7RlW5tR0HRQha6sNcsrqF7Xu66EikaYiH2LB+MWtWNLKktYaNm9uwLIe8ZaOpgpb6SPH1ivh8cnMdlsF5RfL56cvX4xbTaGyEs88e+rp3ozLlDPZLWurDXHnh/GJ7PK0lNiVVbkuZ3xTmWFcaI2/Lyqg1QS47b96QPrJyRaMU85JJWcE5lxvfiQYLfP398NJLAxF827fL42/fLrd775X958/+bOK/9CzipitkDs7xVrmthONIUU+trsNxbH740X/gxl9+k3kHdvDeVx6hufsoP7j0FhacpnLdleeycln9RHwFj7ch3/vCVZNW5VYRCvV+FYEgY5jURIMnN467uFFGNTVDo/Gncyz3mPGUju17DyfJGOaoVW6zhkU4NDOq3LorU4TjYFXQsauCOtevXVgcj04IV+CrrpZ9aZr6kyfozULWrGic8oS+a1Y0jrnB3zRRJ7Vt6WR3v18q3w8/LJez7NzJkmO7WXJsN7QtgI99DN73PnnzGY3KkPNpqDDj4eFxajMdtnc8VLK9E3LN7g2Bm/jfjeCbYUsOgLd95NN0UamdTZgvMIFUvCZVlQnca2pkFedkciBXznipqoJLL5UbyCVvpQLfsWOwcIzRAKc4N12x/ORupCrR3y9zdN62Hv75n+HBBzn3wCucGzLgE9+CGLLydn29FGM9PMbJ975w1ZSfc8J8j0rR+G70XjrtiXseQ5jpfu+MQlHkNg3MCtXjG9/4Bo888ggA69at43Of+xzPPvssX/ziFzEMg6uvvprPfOYzZZ/53Oc+x4UXXsiGDRsAOHLkCHfeeSddXV2cdtppfPnLX6ZqllfI27qjnY2b22hPpGkszDbvPtjNQ0/tpT+TR1EEQb/KwjnVrFpUyx9ePcLB9lTRR/XrKgGfRiziQyDoTmUxLQddVWhtihTDuP/zZ69wvDs7wpWMDUWBSEgnnZWhuCG/Sjprkh8m0kUI0DSFppifsJnF7m4kv/bTrFz6Ju/YtonTD78B+/fD3XfTf8+X+MPp6/ndkkvJx2tRwmGMQIg+dIQiI1jGNJPl4eHhUUKpnQ35NRwcDrenOMmgkiH4NLBsgVUy++nTFHRdHWKTN25uY8/BbrJ5Wy5pDOgsbImw+2CSbM5CCKirDnD7DWdNjs2byRF8HpNKJb9jzYrGIfvdaP3SfpMxLEJ+je7eDMmSlQMhv0I2b09Yk6kUDaMIaG2K8NFrTgeo+B0QQorW0ai8ue3pkQLRyYjV4bBcZrt2rfxb1+G00078eKcQf/efT7N9T+KkjhEL61RHAiRTOfKWjSIcGnUL6+gxjOClrL/A5oMv/gx1xw76rrme9n/6Nxa9d71col9dLYVcVS0eb7j2PVVM9/k9RuYvv/QYB471TcixVAUCfh1dVYrRTRnDAsch0Svvx1wUBeY1RvnINSuL7WFC2oo7lldXy+g9d9lgOj2zJuo8poz7N+3koaf2kjFMfJpCpEonl7fL9AF3fN97uId01iwWxKivDvLu8+fx7KtHJ2clC1IXMAvL/8Z69MH9p7TvBAtRsWnDLPNVZpv9FY4zs3vrs88+y9e//nV+9KMfIYTgE5/4BH/yJ3/Cl7/8Ze677z6am5u57bbbuOWWW1i3bh3t7e3cfffdPPfcc9x9991FQe+2227juuuu45prruGb3/wm6XSaO++8c0zXcOjQIS677DIee+wx5s6Q6jpbd7TznY2vomkCv65i5C0SySzZnMzvVPqrBv0KWWP4irhuglVFEUVPuDrix7JsMoY5av688aIIxl/MQkAkqFEr8qipJJlUmqauw7z79cc4f89WdFtWTMurGs8vOp/fn34ZnXUt+IMBlEgUJRYmK3RuKRkMT2Vm8WcGCwAAIABJREFUYpv1GMq1n31o2Nd+9ZXrp/BKZgYzrd2W2lnTcjjenSkT3KYCIWSevOqIH9t2cBwH07bpS49eJTLkV7nzT8+bepvnVgRzZ/0ta2pvDAKBsVXMmyBmWrudLCr5Habp8K7zWnl8y8Hi/p4+g55UjuqIH11TON4t88pEQjo9feNc0jrBVAVkQbFwSC/7DrdtWF25n2SzMmIvlZoYkXqGCHrT3WYnQswrRQBCkT+Rrim0BmycjnYMw2T5kZ3c+sR3qcplMBWNo5/5W1pv/bD8oN8vI5WqqoZt38O2jQlmus8/G5jOdjuRYl4pbq0+IQR+XRk2/5hA3pt96kaZamLS24q7LDedlhN2M2GSbpZWuZ1ueztW7t+0kwd/t6uoBbj+rgAUVebqCgZkvnyfrkgBepbg9p+rL15Q9FdM0+Z4jwxYilbpxRRl9dUBKRzOIvs7PXGB46C+vp677roLn8+HrussWrSI/fv3M3/+fFpbW9E0jWuvvZbf/va3APzqV7/isssu4+qrry4eI5/Ps2XLFq688koANmzYUHz/bGXj5jY0TRDwaQghHzM5q0woc1ceZUYQ86AgrgnZcTVFQVEE6aw5KWJe8Xwn8Jlk2mR/WtAersPf0kRy3mLuu/QW/u5P/omHV19Fn78K3TK5dNez/OPP/5nbHvkmc3a9QurwUZyDh2jJJnj+DzvHnvzaw8PjbU2pnU325aalSrY72ZLOmkW7nM5IMU8U5mBKEaLE9ucsNm5um9oLBjnjH41CU5MUL+bOlcm5g8FpW47gcfJU8js0TfDQU3vL9qezJghIZ81iv1GEGDWp9lSQNmQfGvwdhu0ngYDM1zhv3pBoLo8TZyLFPABKcpDmTZu3MgqioRG/X2Nny3Luee+dHIs1otkmrV/5Z/jSl6QvaBiykE5HB5ue24teoX1PlQ0drn9Niw33GMJkiHkgo4xkrnExcjGBgk3duLltatpKICDH7dZWWZW+sVGmNFJVL7XFKcpDT+0FAZoiczS7v7IDA/pARo7vs0nMA/kd0lmzzF9J9udQhEBRBMm+fNFXSfbnZp39nfFLbpcsWVJ8vn//fh555BE+/OEPU18/kNS2oaGB9vZ2AD7xiU8AsG3btuLr3d3dhMNhtEJetfr6+uL7ZyvtiTSRYPnP5zozg6u6jUU/K/2MIigkspx5wZuyKq5Jn6ISi9ZTGzWwkkF+WXUdj6y+govbnuey1x+nIdXJ6kOvsfrQaxyobeWJM97N0fPfQXt3CvbPlctgIhEvh4qHh8ewlNrZvGmjTpMW5dpkx3EQgyOcRzDyjgMdifRUXOLwCCGFvGBQ3hzk8wPRe/39Ux+953HCVPI7/LpKxjBpigeL+/KmjVr0I+TSMgdZAW+6cUqiDlz8ujp6P/H5ZCRXdbUsntHTI6vZeswIBjct05Ki3ryGRvT2djpijdxzzR3c+uT3WHl4B3z3u7BnD3z5y9If7OnB3v8W85vq6bKUYtsdU9uYIIbrX9Nuwz0mFbftjqaROY5s1x2JNA5MbVvRdZliIxaTkXrusly3sMYMsO0eJ0/GMNEKfq67jJbB+oDj4BOC2SXnSUzLJm/ZRX8lb9ooQiAK30sXAgemxf6fLLNmqnz37t18/OMf53Of+xytra2IEssnb3KGt4SVXh/p/bOBxngII1/endyvVPrVxmpiSz9jO3LJgjoN0ShjxbYdutMm+7IanbF6gi2NaNUxnly5jr/fcDffetf/Q1uDTDw9v+sgH33y+9z+rTt49/bfSUc8mZSJkz08PDyGodTO6ppyQtHFE4FrkzVV2uUy0zzCNQkBDfEZNmmh63IypbFxIHqvsOQNRfFm/mcwlfwOI28R9Gtl+3VNwSq0WbffOI6MQJluhGCIb2PkrbH3E02TkXoLFsg27Pd7bXYGUBqZ7GJaNoeyCnpDPZqmkPWH+M5Vf8m2CwpFDZ54Am66SRbJAIKKTf7gYVrsNJGAimCcbeMkGa5/zTgb7jGhuG13NE3MrQzaEA9Nb1tRFDle19dLO9jaKsfwUMiLwJ/lBP0aVqnAPKhN2oVxfIJT400ZsrKuVubXO87A93J9Fb2gas4m+zsret62bdv46Ec/ymc/+1ne//7309TUxPHjx4uvHz9+nIaGhmE/H4/HSaVSWIWllqO9fzawYf1iTNMhmzNxHPkY9KllN3ru4BD0K0OWZZWiFDqtqghM28a2HUIBjaBfw69PfBM5UZ2w0sesEmEvUdNIqKWJQCTEHxecxZeu+Sz3XHMH2xacjS0Esb5u1v3uv2HdOvjiF+HQoZP6Hh4eHqc2pXY2FvZhT4OiJwRFm+za5VBhZt6pkBTYcUpsv08tFtKYkbjRe/E4zJkjq3/OmTMg8HlLe2YUlfwO03S4fu3Csv2hgAYOhAJasd/YjkO0Sp/ur0DIL/vQ4O8w7n6iKDJaZd48aG6W7dVrq2Nm1aL4xB7Qqfzvz5k2h/I6/oY6VFXBH/Thu/sLsgKupsGuXfCBD8CWLVxxwXyyWZOeQ8eo7m6nRjVRhJgyGzpc/5rRNvxtxPym8KQcVxQ223EI+UdY0l+wqRvWL55ZbSUQkGP43LlS4Gtulik3vPF71nH92oXggGnLyDXXvxQwoA8E5fgeHKmtzkAEsv+U+iuxKh+242DbDrGwXvRVYlW+WWd/p3TJ7ebNm1m/fv24PnP06FH+4i/+gq9+9atcdNFFAJx55pns27ePAwcOMHfuXH79619zww03DHsMXddZs2YNDz/8MNdeey2/+MUvWOtWHJulrFnRCBtWs3FzGx2JNA3xEH923aoKVW41Fs6JjbvKrVsVFianyq3K2KrcKoogHNAw8jY508anCgJ+lVQ6X8zPqqqC2mgAI2eyz9CormkkHjOwero52LyIBxYs42W1j/ftf5a63/9Ghoj/4Adw333w85/Dtdee9Hfz8PA49RhsZ1sbI9NW5bbUJk97ldvJQlHkLL+bCsG2ZY6rTGaggq5te8t7polKfodbBW5Ja01xf0t9hCsvlFXwSvtN1rBY0ByYMVVuB3+HEzuZkEs2w+GJL6BxCvOvt186KVVuHdsml7fK7HM2Z9EeCnLO8lauWFnDqkV1sOiDMkL4L/9Srtr42MdYdffdcMU72fTCAbqOp2hwbD5w2RmsWFJ7kt92bIzUvzymn2/cedmkV7nNGhbh0Niq3M7ItqJpMgI/EpHjdOnS3FzOG7tnODddsRygWOU24FNHqXKbJJ3Nz7oqt6X+ytzGMAJBxjBpbQwU+2FNNDgz+tQYmVJB70tf+tK4Bb17770XwzC45557ivs+9KEPcc899/BXf/VXGIbBunXruOqqq0Y8zt13381dd93Ft771LZqbm/n3f//3E/kKM4o1KxqHNLQ1KxqLHXIww+0fje99/soT+ty0k8tJR623t+BcvweSd8KDD8KPfgTHj8O+fdN9lR4eHjOYSnZ2uplp1zNpKMpA/j2QNwOusOcJfNPCcP2h0v6bpuqiToBJ6UOBgNxqaqTfkUx6RbhG4F9vv3RqT2jbMtVKf7/8+7zz4Kc/hU9+Enbvhs9/nlW33MKqv/kbKUy4vPWWjBqORif9EmfieOMxwDfuvGy6L6HIjG8rQgxM0NXVycm5dFpu7tjtMeO46YrlY9ILRhrfT1RvmCpmfN85AaZU0Fu2bBn/9V//xbnnnkuopBjB8uXD//Cf//zn+fznP1/xtV/+8pfDfq5UAASYM2cO99133ziv2GNW4/NBQ4NcFtPdLWfNYzG49Vb46Edl3pRRhGAPDw8PjxlCaYENGBD43C2d9m4SPKaf0gIayaScWPSEvelHUWTl7SNHpKAAMv/XAw/AHXfInHo/+hHs3Qtf/eqAgGea0N4uhcDaWvn7enh4jA+/X241NdIeuuKeVxzLw+OkmVJBb9u2bWzbto0f//jHxX1CCDZv3jyVl3HKsHVHOz/4zescOS5nG+fUh7l4dTN/ePVI2b6yEG3g/k07+dnjuzHy8sZHUQR1sQChgE53KkvWMGVFxcL7S5fmZrImHd2ZitcjBDTUBPnzDWcWzzf4XAC6KojHAjgIGuOhYuhueyJN0K+SyZp0p4zi9S9ojvDMK4fLllAoikxgaQ4TzqtrCpesbqar16A9kWZuQ5gbLprL6loN+vqkQ7ZkiZffwcPDoyJbd7SzcXMbew/30J8ZqGY5luTVuqawfH71sMvJhJB2VVUVNFUuEOztzxcKB4Dfp5AxBgxewKdy4RlNRXs22G42Dlpus3VHOz/8zRu81Z4q5v3TVEE8GgAhEDj0pAzylkPQL3OK3HTF8uJ3rnTMGUklgc8wZNU9jzIm8rcd7ViDX6+N+nnutWMYuQFRSwBCEQR0lUWt1cXl5D/8zRvsP9pb8bzK4ArPY2Dw8tuGmiCfvOHMqWnXmiYFoFJhz6PI1h3t/McD20j2TUx/1VTBO85sYf/RFG+190p7WvBvA36NjGHRGA9x4/qF6Mf7eeTxnXQls9TGAlzx1//IqkWLZPXbZ56BD36QN//uizy4W9pcgMZ4kA9cvpKVa5bI39TjbcdX/s9WNr90+KSP49MEuq4VlzDWRv1s2dFRtnwRZG7zOQ1hPnrN6SPa2KkaqyfsvKpavjTXnZBzl+Z6E3NTyv2bdhaX2Qb9GgtbIuw9kir+fd6KBvYd7eVge19ZLunGeJDLzpvH9j1dxTQwtu0U2+9wvnK0Sifg1wn5NfqzOXpSOQBqIn5CAZ20YZb5uXsP95AxrOK5FQGqqqAIyvSF0fD7VG545+LikttZ4+uOAeE4niQ+GocOHeKyyy7jscceY+7cudN9OYA0ql974CVS6TyKkA6rZTk4FBq6IpNZOg5Eq3x86sazWbOikfs37eT+R98cdt15pdwz46UqqHPHzeey+2D3iOeqifhQFEFPKkd1xI+uCtoTGRzk9QvBsILdWIlW6dRXBzHyFqbp8MkbzuSc+RFIJOSN38KFJ3X8mcpMbLMeQ7n2sw8N+9qvvnL9FF7JzGCmtNutO9r5zsZXSRt5evsnTxwaizhYSjik01gTpKfPKNrN6rCvaN9u27AagK8/+DI9KaOi7fXrStEBUhX3IuDSs1rYub8bTRP4dbXsmLPd0ZlsZkq7HQ63PU/EbzvasQa/3t6dpi9tjnjMcEhHUwR5y6E/M/libFVA444Pr5n6dm1ZcqXADBCDprvNbt3Rzj0/fHFcN2Mng1KYcNY0hb50ntqwTrPRg9mfJpe3sSyHG69Yxqrtz8DnPw/5PGl/iP965yfYNUeuInIcqApqfOS9Z3DGqnmyyqcXrTelTGe7nSgxrxRVEfh0Qcawh/UHFCHv4z79oXMq2tipGqun7Ly53ED03uCo+1BIFt+YZUy3vR2J+zft5MHf7QIBqoC85RTboU8TmLYzor4qAJ9PwciNz5b7NBmUYzsDxTLd5w3xEHnTpidlFPvHROEWx6iJ+k8pX3dKq9z29PRw33338Z3vfIdvf/vbfPOb3+Rv/uZvpvISThk2bm4jY8gKXIqioCpKsQys7VDcpyiCdNZk4+Y2QCa6HOn+cSLU3XQmz8bNbaOeK9mXJ501QUA6a5LszxVfsx1HfqeTpC9tIoQg4NPQNMFPn9gtoznmzIHG2dtxPTw8Jo+Nm9vQNDGqEHGyjHc6LZ2R9qzUbpbat42b29i4uY101hzW9pbeQNsOaIWx46lXjqBp8liDj+kxu3Hb80T8tqMda/Dr6czofSidMckYJukpEPMA0oY5Pe1aVWeEmDcT2Li5bdLFvNIFGLYDyf4cAZ9GxjA51JXFqG0gFK0qREsLNr1wAN73PrjvPvqrooSMNH/56DdYt+MpFEVBCEE2Z/Ho8/tlJNHBgzKdixcX8bbgqVeOTPgxFWVArKjUjGT1W8iU2KyJtOfjYcrO6/NJO9nSIgvXtLTIv7UpXVT4tuGhp/aCkL6gEEpZOxz8dyUcGLeYB5AznaKf6kDZ82RfrujnTqSY5x4/bZinnK87pYLepz/9aTZv3swDDzzAgQMH+MlPfoLl5RU5IdoTaaySsFYYfmbHtGw6CksGMsbk3qC6EX4difSo57Idh7xpyxkB0y5b5jtR/pFdciC/rhb/DwBUVU3MSTw8PE4p2hNp/LpaZj9mAu71lNpNF9e+tSfSsgLYCLjDhvv1VAG27eDX1bL3DbGZHrMStz2XcqK/7WjHGvz6WJbI2o6DZTsTMqE4FhwHr11PM+3T8P937aVlO5iWTU/WJl1dT6AqiE9XSCSz8o1nn803bvwCB+NzUR2bDz77AB985r9RHbnkq/g+y5LF1Q4dkksGPU5p7PGu9x8DihjlDYXXLdsZ1sbC1IzV03JeVZUVxBsapLhXVzd553qbkjFM1BHa4WS6we6xHaf8uasJuNc10cmxBn+nU8HXnVJB7/Dhw3z3u99l3bp1fOQjH+H+++9n//79U3kJpwyN8ZBcVlumpA99n+2Apio0xGURkqB/cmc4HGTHa4iHRj2XIgS6pmA5MueUrinFTjtRqe2UkgMZeav4f/Dw8PAYjsZ4CCNvldmPmYB7PaV208W1b43xEJo68tDuDhvu17MKuaaMfPkEm2czTw3c9lzKif62ox1r8Ouj3rAi27WqiAl32odDFJb0eEwfjdPw/3ftpaoINFXBAboMm1xtHULTiMcCxfdqrXP4j+vu5OUFZwFw6Y6n+ItHvk4411/2PkAW2Dh0CDo7vdxfpzDKWIzZOBlVI3Qn3RQxrI2FqRmrp+u8RYSQVcQ9JpSgX2Ok7FaT6Qa7xxai/LmrCbjXNdGa4uDvdCr4ulMq6NXV1SGEYMGCBezevZvm5mbyXvLqE2LD+sUE/Rq242DbNpZtF1u8Iijus22HUEArJpy+fu3CEZ3miei3oaDOhvWLRz1XLKwTCmjgyPXssaqBXCSKEPI7nSThkIbjOGRzJqbpFP8PHh4eHsOxYf1iTNMhHJrcCZDxOkqhoLRnpXZzsH3bsH4xoYA2rO316wPDviLALIwda89qwTTlsTybeWrhtueJ+G1HO9bg10PB0ftQKKgR9GuEgvq4r+dECPk1r11PMxvWLy6zRZNB6YS3IiBW5SObk0neQwGNbM7Eth0O9lkY8XquumQgp/IVF8xHDYf47js/wcNnXQ3AsqO7uPOhf+Pa5gq+qW3L3MwHD8q8Xx6nHGvPapnwY9q2Q9Av+0Elf8DNix4ssVkTac/Hw3Sd12NyuX7tQnCkL+g49qCVf/aofqpAFnIbLz5tYBJPQNnzWNhX9HPd/jFRCKQPcKq14ykV9Gpqavj+97/PGWecwc9//nOefPJJMpnKFVM9RmbNikY+/aFzmNsYllULhWB+c5T/ceUyWpsixX2tjZFiQQyAm65Yzk1XLiu/qVMEDTVBFjRHiYZ9+HVZOcZVzAM+leqwn/nNERpqgsNekxCy4s0dN5/LmhWNFc8FssptYzyIT9doqY9w4+VLaakP4yCYVziHosjrX9AcZf05c9AGtVRFoVAdsjK6prD+nDnMb47RlzGpiQZnfcJLDw+PqWHNikZu27Ca+c0xqgaJDGMR4XRNYdWi+LCvu3Y1FNCJhX3EwnrxuNJ5Lzd4AZ/K+nPmcFqLtGeldnOwfVuzopFP3Xg285ujZREFmirtfHUkQGM8iF9XcJD5Q268fCmfvXkNt21YTU006NnMUwy3PU/EbzvasQa/flpLNevPmYPfV75USyB9j5Bf47SWGJ/+0DnccfO5LGiODnvuEwmQGfyRhprg9BTE8ChjzYpG7vrI+cTCEyfiaqpg/TlzWNAcRVGknVUL/mZrUwQHQU00yKc/dA6fuvHsYhuNhQNcd9VqTr9wZdHAr1pUx5++ZyWN9RF+s+Y67n3nn5HXdOp6j7P0jj+HJ5+sfBGGAYcPQ0eHXJLr8X/Zu/P4uKr7/v+vu8ymzZKMJC8IKNhgSllCnOTbNjVOGgyp4xKcNDaQUNKkJUBpkrKEgH+kWQCHGCgtJUm/pT+SJiEQYjBhTb5JDSS032LShEBMwYDBeJFlS5a1zHbn3u8fRzPWSBppJEuzSO/nI0Seq5l7z+iee865n3uWGeOKC5ay/PSFU7KvsGtRGwtRXxNmUXszy09fSE00NKLHkutYtM+rzy2IAVNbnk9EuY4r0+u8FUtYc+bxRMMung810RAnH9dMbSyE50MsEhq8n64f0Uu1rTnGeWedwPFHNVMTcXK/H9rjbjQNtSGaGmIcNa+BlqYojmPjODatTWZbEMCCljrWnHk8i9pNWoYe2x7sxTfRh0KRsMN5Z53AlR9dOuPycUlXue3s7OThhx/m4x//OOvXr+cXv/gFl112GWeffXapkjAplbw6jcholGerg1a5zad8K9VI+VaqjfJsAQcOmHnxRrs1+s1v4NJLTbDOtuHqq+GiiwrfubquWQm3vn5akzybKN9KNVK+lelW0iVjWlpauOCCC3j11Vf53Oc+RyqVIhKJlDIJM8KWrR1s3LyNjq4B2pprWL18UW4p8+z2WMQhnvDo7k2S8X3CrkM07NI+rz73/qH7u/uRF9nV2Q9AU32EZMrj4EB6RJsmGxV3XYfAD8j4ft5KZdGww+r3LOK8FUtG7Dvj+ziWRcYPipooO++4NkRDNgPDVruxBv+vJhriHSe28vrug+zo6CUYnBNqbkOUmmiIgaSX97cSERlLtux6c0/vhCYFdm1onhNj/8EEmbEmJhlD2IUAGz8ICDk2kbDDUfMa8sqv4eW9hZVXzgGj1hPDv+O3HvktOzv7AFjQUstFK09SGVllCrUJypkOgoCe/pRZiCAwC15kr6Owa3PCMc2sXr6IV3Z08/2f/M+0TD0Wdm1CIYfs7L6uY415HamNUHrX3vk0v3m167D2YVuwdsUJLG5vGlGe/eEpC/jNq/tz5/fk4+bym1f3s2NPL+mMT+D7WLZNyLFpn1fPh9+ziNNbms3w2eEF/8knw/33w2WXmeDe+vXw8svwxS+alTmH8zzYswd6e01gLzQ1vRGVZ8vnlu9uYfMvdx7WPmzb9HpKpz3SmYAgMDHhlsYYl3zo1Ny5vOfHL7HpqdeIJ80w8XOWHZu7t5oI5ReZTB7IfiZbVrqORVN9lP5Eiq6DSXw/wLIsQo5FNOJy1LwG5jZEeHbrXuJJj5BrEw3b9MW9CbWFQ65NLOLQO0oMotD7a6Mh2ufVc/Jxc3nm+d25OqAm4pBImwU2YhGXd5zYyv6DyVH/DtV+nZS0h97zzz/PZZddhuM4fP/73+eDH/wg3/jGNzjttNNKlYRJqaTI+patHXxz4/O4rkUk5JBMZ/C8gPe+o52fPbsD17XwPJ+OrnhugYrsCbYtaGqIEnLsXPfSLVs7uP37v6R3II1tMalg23BDG1fZfQfB4e/3cNLT2lyD61h4XjAjutaOp5LyrBSmHnr5KiXfZsvFA32psqVhKMe2aKwPE3IcLl59CkCuHvA8n84DZoXFlqYYrmPRHzdzg9TVhPLqiaFl35atHfzDvf/Nwf6UGR6BmaC7viaUN7xHxlfOfFuoTVDqem5oOvoG0uNeO5GwjWvb9Ce8kqTPts3cvHPqRr+Oyvm3K4dKKGunIpg3VCRk42WCXHmW/XdTQ5TGujAH+lIc6E0Si7rEEx5+EAw+/AULi8b6CCHH5pIPn8rpzRZ0d49+oEQCrrsOHn7YvD79dLjjDpg7t3DiXNes0NlQeEh5MSrlei+XcubbqQjmjac26nLlR5fyyo5u7v3Jy2CZVegzARDAmjOPn1BQb7bnl0pRbW2E7GfSGZ8DvclcMCFT4EbetiAUskmm/MHyFDIlXB/IAuprQ/QNBgEdxyKTCXLxD8c2sRDfh7qaEG1Nsby/A1R/W6Ckc+h99atf5V/+5V9obGxk3rx53HDDDXzlK18pZRKq3sbN23BdM++RZZmfrmux6anXctt7+g81pHOrGQ7+eyDh4boWGzdvy+0vnvSwLQvbtqdkJRk/gE1PvZa371LH8vIm9QR6+lK5v1X2u4uIjCZbdpVbdqLgjB/kld1D64Ge/tRg+W3lyrmBhEc86Y2oJ4aWfRs3b2Mg4WHbFo5tY9s2tmURT3oqI6tIoTZBqc/h0HQc7DeLnY015V0y5TNQwmssCEzQptB1VM6/3Ww1lcE8gGTazyvPwLRHBxIelmXOPRYMxL28+ZiyIzqyeeP+n71igm9z5ox+oGgUNmyAz3zGvP7lL+HP/gxeeqlw4jwPOjpg9244jMUAlWfL56lf7Zr2YwwM1r+bnnoNLHBtG8syDz+wzL3VRCi/yGTyQPYz2Taia9sFg3lgytBkys/9u9QdeAKgb8Azx7XAGRbP8INDHa4H4t6Iv8NMuE5KGtCLx+OccMIJudd//Md/jOeV/6apmnR0DRAJ5U8uHQk5xJNebnva80cG0CyTmdOeTyTksLdrILe/jB/kAmBT1V8znvTy9l26fqAjZb83kPfdRURGky27KsJg2Ty07B5aD6Q9swqZbR0q57yMPyL9w8u+jq4BvIyft9CANdhLW2Vk9SjUJij1ORyaDr/ICr9U7QJr8FiWVfg6ylIbobrZwx7mwqFyMe35OJbJn/aQdmkQHCo/c+ffsqC1tXCPOsuCSy4xPfNqasxCGOedB//n/xROXBCY4bdvvgk9PZP6fsqz5eOXoE0QBLC3a4B40mP4un+OxYQfNCq/yGTyQPYzac8vajGqoVdGEJTnnj/b7hjt2EPTNLR9MpPaAiUN6DmOQ29vL9Zg9Gj79u2lPPyM0NZcQzKdv3JWMp0hFnFz20OuPfLJ+GBjNuTaJNMZWptrcvtzbCuX0YtZwbEYsYibt++p2u9kZL83kPfdRURGky27KsJg2Ty07B5aD4RcO/dENFvOuY49Iv3Dy7625hpcx857khoEZnivysjqUahNUOpzODQddpEVfqnaBcHgsYKg8HWUpTZCdRtanmWzV7ZcDLk2mcDkT39Iu9SyDpWfeeffsqCtDerqCh/wzDOiI3Q/AAAgAElEQVThnntgwQIYGDDz633zm2Pf0WYyZmGNXbsgNbFpHZRny2f4Cp/TwRqcIigWcRk+7VgmMPdWE6H8IpPJA9nPhFy7qN52Q6+M8Va4nS7Zdsdoxx6apqHtk5nUFihpQO/iiy/mox/9KHv27OGqq65izZo1XHzxxaVMQtVbvXwRnheQSJk5khIpD88LOGfZsbntc2oPTc6bzbbZ+fRqoi6eF+QmTV+9fBGxiIsfBPi+P+YQmWLZFpyz7Ni8fZf62g6GNerm1IVzf6vsdxcRGU227Cq3wWlzcGwrr+weWg/MqQ0Plt9BrpyribrEIu6IemJo2bd6+SJqoi7+4OJGvu/jBwGxiKsysooUahOU+hwOTUdDrZn8f6z7gEjYpqaE15hlQUBQ8Doq599utjr5uOYp3V8kZOeVZ2DaozVRlyAw554AamJuXm8ryzK9r4a3j3O/nDfP9MIrZMkSs1jG295mXt96K1x1lZlrr5AggL4+2LFjQr31lGfLZ9lpC6b9GDWD9e85y46FADzfJwh8PN+HwNxbTYTyi0wmD2Q/k20jer4/5kNuyzJ1evbfpX4ebgF1Na45bgCZYfEMe0hArybmjvg7zITrpCQBvdtvv50gCHjf+97HbbfdxqWXXspJJ53Et7/9bd7//veXIgkzxtIT27h49Sk0NcToi3s0NcS4ePUpnLdiSW57gMVR8+tpbYrhurZZITbs0FAbYUFLXd4kj0tPbOPTa0/nyLY6sCwcx6a1Kcac2tCoUW7bMo2m2liImohLJJSfhaJhh7UrTuC8FUvy9u04Jh0hx5rUhW7bUBMZmV0tzEVaGwux/PSFHD2/3kzIaZlJMVubYhw1r4EgIPe3qpYJLkWkPLJl19Hz6yf8pNG1obUphjN8vMwEhF3TW8RxLKJhh7qaEAta6nPl19B6IMDiyLY62tvqc+Xc36x5G59ee/qIemJo2bf0xDb+Zs3baG+rN73mLbMfLYhRXQq1CUp9DoemIxJ2aW2KEQk72LaV15gGs/rs8Uc1c+VHl3L+WSdgT1NLNOyatkptLEQsYn4Wuo7K+bebrW689I+mJKhnW3D+WSdwzZ+/M688O2p+PWtXnMCCljr64h4LWupYc+bx/M6COdTXhKmJhqiJOMQiIeprwiPax4cOYMP8+RCLFU7E3Lnw7W/Dueea1z/6EXzsY6Yn3lgyGTO33s6dkEyO+12VZ8vniguWsvz0hYe9H9s29yxh18rrJdraFOPKjy5l6YltnLdiCWvOPJ5o2MXzIRp2J7wgBii/yOTyQPYzC1rqqK8JEw271NWEOGZ+Ay1NURzH5F3btoiEbOprwxx/VDPLT19ILBIiwCISdphTF5pwWzjk2jQUiEEUev+cughHz5/D2hUncPT8BizLwnVt5tSGiIQdAixiERMn+J0Fc0b8HWbCdVKSVW7PO+88XNfl1ltvpaWlZboPN+UqYTUwkYlQnq0OWuU2n/KtVCPlW6k2yrOT4HlmmOx4Pe/+9V/ha18z/25rgzvvhN/7vfH37zjQ3AyNjeWdp6aCKd9KNVK+lelWkvEO3/3ud/nGN77Bhz70IW688Ube/e53l+KwM96WrR1s3LyNjq4B2pprcl1D7/zhr+jsPtTgmFMXIhJy6e41T/8WttTx5yt/FzAr2by55yCJpEfGD/Ayg5MFAzXREOcsO5bzVixhy9YO7n7kRXZ19gPQVB8BYG93PC9Nc+pCNNXH2NvVz0Dy0Hh0yzJPy8GsRDYay4KG2kNpzQx2MQ8Ckx7bgljU5YjGGPGEl/s+IQcSKR9/cKWyZactYEFLHT/82Su5Y9m2xVFt9fz5yt+tqoi7iFSee378Ej/46Su5ydYtwLJhcJRXrhdydlSXbU1+1S/LgiMao9RGwwwkPWoiLv2JFAd6zdxLzQ0RohGXeDJDTcQlICCezOTqhGx5d8t3t/DUr3blhppFww5tc2vMyp+D+y302WKMVh+prJ35Cp33odtjEadgPjv5uLn89Nk32dsdJwjAdSyaG6Kk0j7xZLpge2Gijp5XR0NdVPmzwmzZ2sHff/85evomv/LrWCzMEKtjFzZy8nFz+c2r+yefB1zX9NTbtatwbzrLgk98Ao47Dv72b03vuwsugJtugj/5k7H3n8lAZyf095tVdqPR4tMmJXPtnU9PeoXm1qYYl3zoVMDcf+3Y00s64xP4PpZtE3JsGusjDCTS7D+YwPcDgsDU19GwS/u8epVdUhLj1e1v7jmIlwkIOTbt8+rzyteaiEv3wTgHB9K5uWtjEYd4MoMfmM9Ewg6N9REsLA70JulPpHNt6kIGR9QCpqcrY6yo69hWwcXtamMmvrG4vSkvtrGwpY4/OGX+4dUTZVKSHnpZv/3tb1m3bh2nnnoqRx11VG77xz/+8VIlYVIqMbK+ZWsH39z4PK5rEQk5JNMZ+gbSxJNewQawY1u5iaGjYYdwyMG2oftgctQLwqySbvFHpy3gVy930juQxh5cBXG6F3saetEWMtbFWmifjfUR/mbN26ri4jwclZhnZST10MtXDfn2nh+/xD1P/M+45dNUsy0zF2hPX8o8vLAAywQRbQsaasP0Dpib4pbGKK5r43kBF68+hSd/uYPNv9w56n4d26KhNsTB/tE/W0xZOVp9NJHPV7tqyLfTodB5f+872vnZsztwXQvP8+k8YB4wDs9n6YxPV0+yZNdSJGRzZGvdrMufo6mEPLtlawfrv/VfUxa0HUss4pBK+zTWh2msixxeHkililvQ4pVXzEq4O3aY13/912bRjGLGmNs2NDWZHnvqrZdT7nx7OMG8rEjIJhZxcRybA71J/MAE7bIBimwnhuFsC5oaooQce1aXXdWo3Pl2osar29OZDD19KZNPA9PZJp7waKyPEHJt9uwff3XY7JRZMPkH3pNlWeb4rmORGWxDB0AmE2ANXmeNdeGqaiuUdFEM27axLItt27bx8ssv5/6Tidu4eRuuaxENu1iW+TlWMA/MUs2ObWPb5kn5QML8VyikGwyupPHUr3YRT3rYloVt2yVpfBdzDH+UhI/V7gmAgYTHxs3bJp0uEZndNj31WsmDeWDKr56+dO7YAYcW//EDONifHpyvzKKnP0U07OK6Fhs3b+OpX+0quF/btujpK/zZYoxWH03k81KdCp33TU+9ltve058abDuMzGcDCS+Xn0sRs0imfeXPCrJx87aSBPMA4skMWKYNeNh5IBw2C2W44wxyWrwYfvADeOc7zes77oDPfMashjse34f9++Gtt8Ye4isldbjBPDDlUHzwHmzoyrnZQF6h9kX2HkZll0y38er2gYSHhYWbjSnEvVz52tM39oOOwWfRBJi2azna0wweO+UFudiGY3ox4QdTVE+UWEmG3AZBwDe+8Q3uuusuPvvZz3LBBReU4rAzWkfXAPWx/NM3Xm+17M2fPdhLz8v4WP4YlUcAjgWpTEDGOrTUc+n6dI5tMunwMj57u4poTImIjCKe9MpyXNPYD/Jew9CGUUDIsgggN2whEnLY2zWQt6LjcLYF6TE+W4zR6qOJfF6qU6HzHk96zGs2CwikPR/bMqMDRstn5aL8WX4dJf77O1Z+vjusPBCNHhp+m8kUfl9TE9x1F3zlK3DvvfDEE6bH3p13ms+PJx43Qb2mJvPfdK0gIyWVGVyN2bEP1eXj3dMEgcm/Krtkuo1Xt2frdTjUhgxbVvH1+pBheOWIKQw95tCHidntU1ZPlFBJaoa1a9fy2GOP8b3vfU/BvCnS1lxDMp3fiBhrSWnI79pqWeA6NiHXptCnLAsyg/PSObZ16AayQnr/TyYdrmPT2lwz9YkRkVkhFinJc7ARrMGHKkNXxbOsIfOJWJZ52jk4XwlAMp2htbkmrxfAcGb4buHPFmO0+mgin5fqVOi8xyJubnvItQmC0fNZNq+Vg/Jn+bWV+O+fGVK+wRTkgVjMBOUcZ+z3hcPwxS/CunXmvb/9LXz4w/CrXxV3nGxvvR07iuvdJxXPsS1Crp27H4NDdXohlmXyr8oumW7j1e3Zeh0O1e2ZidTrBQJqpTJaEG/o9imtJ0qkJK2pk046ifvvv5/jjz++FIebFVYvX4TnBSRSHkFgfsYiLpFQ4VNqWxYZ38f3A2oiLjVR81+hi8kajKAvO20BsYiLHwT4vl8wADiVijmGPUrCx4r0W0BN1M0tHiIiMlHnLDu2JGXgcBZm0SFryOtsEWgPLijk+wF+EDCnNkwi5eF5AauXL2LZaQsK7tf3A+bUFf5sMUarjybyealOhc77OcuOzW2fUxsebDuMzGc1UTeXn0vxlD4SspU/K8jq5YvGbLNOpVjEgcC0Aac0D9TUQGvr+HellgUf+xj87/8NDQ2wb595vanwPLojJJOwc6dZOGOsXoEybU4+rvmw95GdQ68m6ub1ns/O61WwkwUm/6rskuk2Xt1eEzWLW3nZmELMzZWvc+rCY+47O6zcwrRdy9VHyLYg7Fq52EZ2IU7bmoZ6ogRK0tXg+uuvL8VhZpWlJ7bB6lPYuHkbe7sGaG2u4RN/ejIw/iq3R7bmr3LrZYJRV7mNRUZf5dZxLI4o2yq3IY5ojOZWubVtS6vcSsVKpTOEQ+M8vZeqct6KJQBlWeU2nvQ4al40b5Xblkazym0imaGxPkpAQCKZoakhlludK1vmFVrlNp70aG8b/bPFGK0+qpaVwWTyxjrvi9ubctuPbKsbNZ8taKnnrP91TElXuVX+rBxLT2zjmj9/ZwlWuQ1x7MI5uVUYpzwP1Nebwn/v3vEj03/4h3DfffCpT8H27XD11WbxjL/92+KG0wYBdHeblXBbWqC29vDTL0W78dI/mtJVbjOZYEKr3C5oqVPZJdOumLrdy4y+yu3ergGOmd9Q0avc1kRHrnJrAUfPr8+tclttbYWSrnJbraptdRoR5dnKUWgl2x/dco5WuR1G+VaqkfKtVBvl2WnQ1WWGxhZzW9XTA5/9LPziF+b1e98LX/sa1NUVfzzLMr39jjhi/GG/M4TyrVQj5VuZbppdVUREREREZLKam81/xUwKNWcO/PM/m2G3AD/7GZx3nlkAo1hBYAKDO3ZAb+/k0iwiIlWvPLN7y2EbOgQ24/s4gyvHWZbFwpa6XJfRjq4B2ga7jD75yx1s/uXO3D4a68J8eu3pvLKjOzc81bJMl/BPrT511C6mW7Z2sHHzNt7cczA3THfoMX/x/C52dPTmhp5ZllkhJjt/X9rzc91lIyHThXxOfZh4wmNfjxlyY9sWdVGXZNonkcoftmvbFnMbogDs64nnjjNctnt6+7z6qukuKyKVI1vWDS1Ds+XIlq0dfOuR37Kzsw+ABS21/M78Bp7dupf++NhDx5afvpDXd/Xwxp6+vO324EJFlgXe4DCbIDA/a2OHhgds3LyNHXt6SWd8XMcsWZ4d1gBQG3WJpzK5obWuDXMbYwRYI76HSKnc8+OX2PTUawwk0liWhWtbhEJO3lAzCDjQlyq4D8ua3Fx7YdcmFnU42J/OtTGWnbaAKy5YOvkvJFNiy9YO1n/7WZKpw58TLhp2WNw+h9d29ebyWTRkc1x7U2442GjleaF0ZdvYAAtb6oqbsmXuXDP8trt7/AS7rlkoY/Fi+NKX4OWXzWIZd9wBSyeQN1Mp2LPHDMM94gizX5k251y5adwpNEKOhePYefcwWTZgOxZeJn8ntg3tbfVctPKkouvosdopItNlvHx3y3e35MUbsuwhU9OAGRY7d06U/kTaDMf1A2pjIY5dUM+Lr3cVvMfP7quhJkx/wsMPAoIgODTtjW2uMx+LWMTlHSe28tvXu+g8EM8NAW6qj4BVuF1cbdeWSv0qtGVrB7d//5f0DqRNBg4gGyaz7YA3dh/kzT0HaWqI0lgXpvtgnJvu/r+kvPzK40Bfii/f9Z95FVMQQEdXnA3ffY4rL3h7XubdsrWDb258nnQmQ29/6tD8UIPH3L774Ii0BgGjVmhgtidSGQ70JfO2ZzIBPf0jb4qDwPxu+Lx9hfadSmfY1WnxzY3Pw+pTKvpCFJHKkS3rXNeiPubSfTCeK0cA/uHe/+Zgfyo3ifWbe3p5Y3dxPSRGa+SAmQckVWD+kIFEmu//+H+IRVyiEZfegRRYpjwcrj/h5b32fFOmN9WH876HykMplXt+/BL3/uRlAg4FqlN+kMvvtp2hv4ip8iY7QUzK80n1HTqA7we561BBvfLZsrWDr/z//3fUcmwyEqlM3txmQRAwkMzw8ptd/Pa1/TTWR3Jt4rHKwaFt7Oyc0js6evmHe/+bv1nztvHLziOOMItWHBzZJh7VmjXwO78Dl19uAoEXXQRf+AL82Z8V/+WDwBxvYMAcv6Gh+M9K0YoJ5gGkMwHpAguX+IA/Sp73fXhzdy+3f/+XfHrt6ePms7HaKarfZbqMl+8KBfOAEQG6jD/ynr4/ni5qjkrfp+ADQN8315lFQDyZHpGetOeztztesD6oxmtLQ26r0MbN24gnPezBXnlDBYNLx/gBDCQ884Qy7I4I5mUNrZiGLpk+EE+zcfO2Ecd1XYuBhJdrWFtDjjkVpnL56gDzN3Bda8R3EZkKqbRWmpuJsmVdNOzmytBsObJx8zYGEh62beHYNrZtl2SFTj+AgaSXO7ZbzATqQ/T0pfO+h0ipbHrqNRjsXTdaFV/qmZyz7YynfrWrtAeWPNlFAabD0FXAkykfrPw28Vjl4NA2tm3bg+W8afsWVXZaFrS1TWw+vHe+E+6/HxYtgnTa9Ny78UbwvPE/O5TnQUcH7Npl9iNTarKLW01EPFlcPhurnSIyXcbLd5OtV6fy/j8rIL99MfwYB/tHbxdX47WlHnpVqKNrgIwfmIDesMpl6OvxVospJLuKzN6ugRHHrY+5ecNmmeQQmFIIAvM3iIScEd9FZCqEQ44WtpiBsmXdUNlyJAC87HDXEsmWsdkyzZnEozh/cCcqD6XU4kkP14ZMMNigHqPdUkp+Ke7OpaCO6SyHhhXPjpXfJh6rHBzaxs6yLVPuF112WhbMm2cCawNFfqa9He69F664AjZvhm99C157DW67zaykW6wggL4+iMdNb705c4r/rJRVwGCvpSLy2VjtFJHpMl6+q7R6daz2RaF2cTVeW+qhV4XammtwbBPMGx5tHtrLLuRO7vRmO9y1NteMOG4ynSHk2ofaSkH+MSuJZZm/QTKdGfFdREQKyZZ1Q2XLkbbmGlzHLsmT+qxs+Zot0yZz7OzNqcpDKbVYxC0YzIPytR9suwIbLrNI23SWQ8PyWSbIbxOPVQ4ObWNn+YGZ43RCZadtm6BeNFr8Z+rq4M474ROfMK+ffho+8hHYvr34fWRlMqa33s6dkEyO/34pOwszr1gx+WysdorIdBkv31VavTpW+6JQu7gary0F9KrQ6uWLiEVc/CAYMXwl22C2LaiJugRBQCLlEXZHz9FDrzszt435d00sxOrli0Yc1/MCaqJu7gIJKNxIn4ypfFJvYf4GnheM+C4iIoVky7pEysuVodlyZPXyRdREXXw/IOP7+L5fkoCEbUFNxM0d2xtrtuBRzKkL5X0PkVI5Z9mxuYd/o1XxpQ7oZdsZy05bUNoDS57VyxfhTFNP56FDrSJhG4L8NvFY5eDQNrbv+4PlvGn7TrjsdF0T1AuHi/+M48DVV8P69RAKmV56H/kI/Md/TOzYWf39ZvXcrq7KHVJTJUoRq4hFistnY7VTRKbLePlusvXqdBRNQ6deGO0YDbWjt4ur8dpSQK8KLT2xjU+vPZ0j2+pwHBvbNisquY6Z0+no+Q2sXXECC1rq6It7NDXE+PxF72L56Qvz9tNYF+b/+8T/4vyzTiASMlnBsqCtOTZiQYzscS9efQoLWuqprw0TCdl5xzz/rBM4en49Q6d2siyz8lhNxCUSsrGtQz36omGHxroIR8+vp7Uphm2b7Y5jMac2RDTs5B0/+7vWplju/YVEww4NtREWtNRxcQVPYikilSdb1jU1xHJlaLYcWXpiG3+z5m20t9VjDRZmR82rZ/npC6mNhcbd9/LTF3L0vJFzK9mWWY0zErJxHAvbtnINkZpoiLUrTuDKjy5lQUsd9TVhs0J4XZg5taG8Bktt1M17QurapkwPh9y87yFSKuetWMKaM48nFgnlVqsPuza1sRA1EYdYJERjnVmwYCyTDfyFXZs5dYeuE9u2WH76Qi2IUWZLT2xj3cffRWRYW2+yomGHk49rpjZ2KJ/VRByOP6qZNWcen9cmHqscHNrGxrKwLIv2tvriFsQYTThsgnoTXX323HPh2982K+f29Jhee9/97sSPD6a33r59JrAXH39hORndpg3nFBXUCznWiHuYLBtGnbLDtuGo+fVFLYgBY7dTRKbLePnuiguWjog3ZA2/b3dsc09fGwvl2q21sRAnH9c85j1+dl+NdWFCbrbNnP871wbLtohFQiw/fSGtTbG8EYytTTEi4dHbxdV4bWkOvSqVvbEcy3mjfGa0BuzSE9s4b8WSKTlusfsREalkY5V1xZS/06WSGxQihZy3YonaBzLC0hPbuP+mD5TkWMPbxGOZ8jI+GjVBvd27TXCtWKefbhbLuOQSeOkl+NKX4JVX4LrrTO+9iYrHTVCvsRGam01vQJmQTRsqZ27kcrZFZPYaL99dccHSqn9gVm3XVlX00LvjjjtYuXIlK1eu5OabbwbgmWeeYdWqVaxYsYLbbrst996tW7eyevVqzjrrLK677jq8wRWiHnjgAd797ndzzjnncM455+R9RkREREREZFrU1EBr68S7mi5YAN/7Hpx5pnl9zz3wyU9Cd/fk0hEE5rM7dkBv7+T2ISIiFaPiA3rPPPMMP//5z3nggQd48MEHefHFF3n44Ye59tprufPOO3n00Ud54YUXePLJJwG46qqruP7663niiScIgoD77rsPgBdeeIFrrrmGTZs2sWnTJj772c+W82uJiIiIiMhsUV8PbW0TD+rV1sI//IPpqQfwn/9p5tV79dXJpyWVgj17tGiGiEiVq/iAXktLC9dccw3hcJhQKMRxxx3H9u3bOfroo2lvb8d1XVatWsXjjz/Ozp07SSQSnHbaaQCsXr2axx9/HIDf/OY3PPDAA6xatYorr7ySnp6ecn4tERERERGZTRoa4IgjJh7Us234zGfg1lshEoE33zRBvcEODZMSBFo0Q0SkylV8QG/x4sW5AN327dt57LHHsCyLlpaW3HtaW1vp6Ohg7969edtbWlro6OjI/fvSSy/loYceYv78+XzpS18q7RcREREREZHZranJzGE3mZVeVq6E73wHWlqgrw8+9Sm4++7DC8ZlF83o6pr8PkREpCwqPqCX9corr/AXf/EXXH311bS3t5vVBQcFQYBlWfi+P+p2gH/6p3/i7W9/O5Zl8clPfpKnn3665N9BRERERERmublzzeIUk3HKKfDDH8LJJ4Pvw003mYUyUqnDS5N66ImIVJ2qCOg999xzXHTRRVxxxRWce+65zJs3j87OztzvOzs7aW1tHbF93759tLa20tvby913353bHgQBjlZ2EhERERGRcmhpgTlzJvfZtjbTU+9P/sS8/uEP4eMfVy87EZFZpuIDert37+ayyy5jw4YNrFy5EoBTTz2V119/nTfeeINMJsPDDz/MsmXLWLhwIZFIhOeeew6ATZs2sWzZMmpqaviXf/kXfv3rXwPwne98hzOzq0WJiIiIiIiUWmurWSxjMqJRM6fepz9tXm/ZAh/+MPzP/0xd+kREpKK55U7AeO666y6SySTr16/PbVu7di3r16/n8ssvJ5lMcsYZZ3D22WcDsGHDBtatW0dfXx8nnXQSF154IY7j8Pd///f83d/9HYlEgmOOOYabb765XF9JRERERERmO8syve183yxQMZnPX3opLFoEV19tVq1duxa+9jV43/umPr0iIlJRKj6gt27dOtatWzfq7x566KER25YsWcL9998/YvvSpUt54IEHpjx9IjJzpdIZwiENzxcREZFpYtswbx7s2gXx+OT2sWIFtLfDJZfA7t3w138Nf/u38Jd/ObnFN0REpCpUfEBPRKRcwiGHVVdsKvj7H91yTglTIyIiIjOS48D8+Saol0hMbh8nngj332+Cef/933DLLfDyy3DDDRCJTG16RUSkIlT8HHoiItMllc6UOwkiIiIi4LomqHc4wbcjjoBvfxs++EHz+kc/go9+FPbunZo0iohIRVEPPRGZtdQDT0RERCpGKGSG3+7eDanU5PYRDsP69bB4MWzYAM8/D3/2Z3DnnXDSSVObXhERKSv10BORGUs98ERERKSqRCImqOceRr8Ly4JPfhK+/nWorYU9e+D88+Gxx6YunSIiUnbqoSciM5Z64ImIiEjViUYPzamXOYyHk+95D9x7L3zqU/DWW/CZz8Crr8Jll2mxDBGRGUA99ERERERERCpJLGZ66tmHebu2eDH84Afwznea1//4jyawN9kVdUVEpGIooCciIiIiIlJpamuhtfXwe9M1N8Ndd8GaNeb144/DBReYobgiIlK1FNATkYo13hx4miNPREREZrSGBmhpOfygXjgMX/wiXHed6fX34ovw4Q/Dr389NekUEZGS0xx6IlKxNAeeiIiIzHqNjWYuva4uCILJ78ey4MIL4dhjzbDbzk746EfhhhvgooumLLkiIlIa6qEnImWlXnYiIiIi45g71wT2psK73w333QfHHAOpFFx1Fdx009TsW0RESkY99ESkrMbqhTdeD7xUOkM45ExHskREREQqS0sL+D709Bz+vo491gT1PvtZ+MUv4NZb4dOfhqOOOvx9i4hISSigJyJVS0NyRUREZFZpbTXDb/v6Dn9fc+bAP/8z/Ou/mlVvjzzy8PcpIiIlo4CeiIiIiIhINbAsmDcPdu2CgYHD35/rwl/9lVkJ19ZsTCIi1USltohMK82RJyIiIjKFbBvmz4dotNwpERGRMlIPPRGZVhoWKyIiIjLFHMcE9XbtgvipNooAACAASURBVGSy3KkREZEyUA89ERERERGRahMKmaBeOFzulIiISBkooCciIiIiIlKNwmEzp57jlDslIiJSYgroiYiIiIiIVKto1PTUU1BPRGRWUUBPRERERESkmtXUQFubWQVXRERmBQX0REREREREql1dnYJ6IiKziAJ6IiIiIiIiM0FDAxxxhIJ6IiKzgAJ6IiIiIiIiM0VTEzQ3lzsVIiIyzRTQExERERERmUnmzoXGxnKnQkREppECeiIiIiIiIjNNSwvU15c7FSIiMk0U0BMREREREZlpLMssklFbW+6UiIjINFBAT0REREREZCaybZg3D2KxcqdERESmmAJ6IiIiIiIiM5XjwPz5EImUOyUiIjKFFNATERERERGZyVzXBPXC4XKnREREpogCeiIiIiIiIjNdOGyG37puuVMiIiJTQAE9ERERERGR2SAaNUE9xyl3SkRE5DApoCciIiIiIjJb1NSY1W8tq9wpERGRw6CAnoiIiIiIyGxSV6egnohIlauKgN4dd9zBypUrWblyJTfffDMAzzzzDKtWrWLFihXcdtttufdu3bqV1atXc9ZZZ3HdddfheR4Au3bt4oILLuDss8/mkksuob+/vyzfRUREREREpOwaGmDuXAX1RESqVMUH9J555hl+/vOf88ADD/Dggw/y4osv8vDDD3Pttddy55138uijj/LCCy/w5JNPAnDVVVdx/fXX88QTTxAEAffddx8AX/ziFzn//PN5/PHH+b3f+z3uvPPOcn4tERERERGR8mpuhqamcqdCREQmoeIDei0tLVxzzTWEw2FCoRDHHXcc27dv5+ijj6a9vR3XdVm1ahWPP/44O3fuJJFIcNpppwGwevVqHn/8cdLpNM8++yxnnXVW3nYREREREZFZ7YgjzLx6IiJSVSo+oLd48eJcgG779u089thjWJZFS0tL7j2tra10dHSwd+/evO0tLS10dHTQ3d1NXV0d7uAS7dntIiIiIiIis54CeiIiVafiA3pZr7zyCn/xF3/B1VdfTXt7O9aQuR6CIMCyLHzfH3V79udQw1+LiIiIiIiIiIhUg6oI6D333HNcdNFFXHHFFZx77rnMmzePzs7O3O87OztpbW0dsX3fvn20trbS3NxMb28vmUwm7/0iIiIiIiIiIiLVpuIDert37+ayyy5jw4YNrFy5EoBTTz2V119/nTfeeINMJsPDDz/MsmXLWLhwIZFIhOeeew6ATZs2sWzZMkKhEEuXLuXRRx8F4MEHH2TZsmVl+04iIiIiIiIiIiKT5ZY7AeO56667SCaTrF+/Prdt7dq1rF+/nssvv5xkMskZZ5zB2WefDcCGDRtYt24dfX19nHTSSVx44YUAfOELX+Caa67h61//OvPnz+fWW28ty/cRERERERERERE5HBUf0Fu3bh3r1q0b9XcPPfTQiG1Llizh/vvvH7F94cKF/Nu//duk0pAdqrtnz55JfV4ka968ebnFWaZTJeXZI488stxJqFpvvfVWuZMAzM58K9WtVHkWlG9l6qislWqkfCvVRm0EqUaF8q0VBEFQhvRUlS1btnDBBReUOxkyA/z0pz8tSYBLeVamkvKtVJtS5VlQvpWpo7JWqpHyrVQbtRGkGhXKtwroFSGRSPDCCy/Q0tKC4zjlTo5UsVI9EVKelamkfCvVppRP35VvZaqorJVqpHwr1UZtBKlG6qEnIiIiIiIiIiIyA1T8KrciIiIiIiIiIiJyiAJ6IiIiIiIiIiIiVUQBPRERERERERERkSqigJ6IiIiIiIiIiEgVUUBPRERERERERESkiiigJyIiIiIiIiIiUkUU0BMREREREREREakiCuiJiIiIiIiIiIhUEQX0REREREREREREqogCeiIiIiIiIiIiIlVEAT0REREREREREZEqooCeiIiIiIiIiIhIFVFAT0REREREREREpIoooCciIiIiIiIiIlJFFNATERERERERERGpIgroiYiIiIiIiIiIVBEF9ERERERERERERKqIAnoiIiIiIiIiIiJVRAE9ERERERERERGRKqKAXhE8z+Ott97C87xyJ0WkKMqzUo2Ub6UaKd9KtVGelWqkfCvVSPlWppsCekXYs2cPf/zHf8yePXvKnRSRoijPSjVSvpVqpHwr1UZ5VqqR8q1UI+VbmW4K6ImIiIiIiIiIiFQRBfRERERERERERESqiAJ6IiIiIiIiIiIiVUQBPRERERERERERkSqigJ6IiIiIiIiIiEgVUUBPRERERERERESkiiigJyIiMoVS6cxh/V5ERKRipNPlToGIiBTgljsBIiIiM0k45LDqik0Ff/+jW84pYWpEREQmIQhg/37z7yOOKG9aRERkVOqhJyIiIiIiIobnwa5d0NVV7pSIiMgY1ENPREREREREIJGAPXsglSp3SkREZBwK6ImIiIiIiMx2Bw9CZydkNNeriEg1qOoht3fccQcrV65k5cqV3HzzzQA888wzrFq1ihUrVnDbbbfl3rt161ZWr17NWWedxXXXXYfneeVKtoiIiIiISGUIAhPI6+hQME9EpIpUbUDvmWee4ec//zkPPPAADz74IC+++CIPP/ww1157LXfeeSePPvooL7zwAk8++SQAV111Fddffz1PPPEEQRBw3333lfkbiIiIiIiIlFE6DTt3Qne3CeyJiEjVqNqAXktLC9dccw3hcJhQKMRxxx3H9u3bOfroo2lvb8d1XVatWsXjjz/Ozp07SSQSnHbaaQCsXr2axx9/vMzfQEREREREpEzicRPMGxgod0pERGQSqjagt3jx4lyAbvv27Tz22GNYlkVLS0vuPa2trXR0dLB379687S0tLXR0dJQ8zSIiIqn02MOZxvu9iIjIYTtwwATztPiFiEjVqvpFMV555RUuvvhirr76ahzHYfv27bnfBUGAZVn4vo9lWSO2i4iIlFo45LDqik0Ff/+jW84pYWpERGRW8X3Ytw96ejTEVkSkylVtDz2A5557josuuogrrriCc889l3nz5tHZ2Zn7fWdnJ62trSO279u3j9bW1nIkWUREREREpPRSKdMr78ABBfNERGaAqg3o7d69m8suu4wNGzawcuVKAE499VRef/113njjDTKZDA8//DDLli1j4cKFRCIRnnvuOQA2bdrEsmXLypl8ERERERGR0hgYgLfeMvPmiYjIjFC1Q27vuusukskk69evz21bu3Yt69ev5/LLLyeZTHLGGWdw9tlnA7BhwwbWrVtHX18fJ510EhdeeGG5ki4iIiIiIlIa3d1mmO1EeuW9/jrceKPp1ffTn0JNzfSlT0REJqVqA3rr1q1j3bp1o/7uoYceGrFtyZIl3H///dOdLJkmW7Z2sHHzNjq6BmhrrmH18kUsPbGt3MmSw6BzKiIih0P1yMyjczrFfB/27oXe3uKDeZkM3H033H47JJMQDpv59hTQy1E+FZFKUbVDbmX22LK1g29ufJ7ug3HqYy7dB+N8c+PzbNmqlYqrlc6piIgcDtUjM4/O6RTLzpd38GDxwbxt22DtWrj5ZhPMW7AAvvc9mD9/etNaRZRPRaSSKKAnFW/j5m24rkU07GJZ5qfrWmzcvK3cSZNJ0jmVapZKZ8qdBJFZT/XIzKNzOoX6+yc2X146Dd/4Bnzwg/D882bbeefBj34EZ5wxfemsQsqnIlJJqnbIrRizoct3R9cA9bH8rBoJOeztGihTiuRwzeZzOhuu2ZkuHHJYdcWmgr//0S3nlDA1IrPT0HqkP+FxoDdJKp2hoyvOlq0dKlerUDFtA9WhRejqgv37i++V99JLcO218OKL5nV7O9xwA7zrXdOXxiqmskektFTuj0099KrYbOny3dZcQ3JYj5hkOkNrs+byqFaz9ZzOlmtWRGS6ZeuR/oRHZ3ccL+NjW2BbqFytUuO1DVSHjiOTgd27i1/8IpWCf/xH+NCHTDDPsuDCC+GhhxTMG4PKHpHSUbk/PgX0qths6fK9evkiPC8gkfIIAvPT8wJWL19U7qTJJM3WczpbrlkRkemWrUe6ehJAkP0fzQ1RlatVary2gerQMSSTZr683t7i3v/CCyaQd8cd4HlwzDHw3e/Cdddp8YtxqOwRKR2V++NTQK+KdXQNEAk5edtm4rDFpSe2cfHqU2hqiNEX92hqiHHx6lPU1baKzdZzOluuWRGR6ZatR/zBnkiua9HSGKM2FlK5WqXGaxuoDi2gt9fMl5dIjP/eZBJuvRU+8hF4+WWwbfjEJ2DTJnj726c/rTOAyh6R0lG5Pz7NoVfF2ppr6D4YJxo+dBpn6rDFpSe2zfhgz2wzG8/pbLpmRUSm29IT21hyTLPK1RlkrLaB6tBhgsDMl9fVVdwQ21//Gj7/eXj1VfN68WK48UY45ZTpTecMpLJHpDRU7o+v7D30UqkU//Zv/8bHPvYx3v3ud3PGGWfw8Y9/nHvvvZdUKlXu5FW02TpsUaRa6ZoVEZlaKldnD53rIbLz5RWz+EUiAV/9Kqxda4J5jgOXXAIbNyqYdxiUH0Wmn66z8ZW1h95//dd/8eUvf5m3v/3tXHjhhRx55JG4rstbb73F008/zYc+9CGuvfZafv/3f7+cyaxYS09s45V3tLPpqdeIJz1iEZdzlh07qV5PWj1GpHj3/PilEdfdeSuWjPu5pSe2wepT2Lh5G3u7BmjVtSYiclgKtYUArv36L9SuqQLFtkGnuw6tmrZwIgEdHWb47Hi2bDHz4m3fbl4vWQI33QS/+7vTmsSZangeee872vnNq/vz8iOo7BGZKuOV+xMtt6umnJ+Asgb0/v3f/5177rmHurq6vO2LFy/mPe95D319fdxxxx0K6BWwZWsHP3t2B031YeY1x0imM/zs2R0sbm+aUMbMrh7julbe6jHMgjnNRCbqnh+/xL0/eRkscG1IpDzzGooO6um6EhGZGqO1hR57ZjuPBq9TVxNSu6bCTbQNOl11aNW0hQ8ehM5O00NvLP39Zq6873zHvA6F4FOfgosvNv+WCRstj/zs2R158zxWTT4SqSKFyv2JXm8z9fos65Dbz33ucyOCeUPV1dVxzTXXlDBF1WWqVn3R6jEixdv01GuDwTwby7JxbRuswe0iIlJSo7VhBhIe8aSndk0VqJQ2aKWko6AggH37TM+88YJ5//EfsGrVoWDeSSfBD38If/3XCuYdhmLySMXnI5EZZKLX20y9Pss+hx7Aq6++yg9+8AOCIOAzn/kM73vf+/jP//zPcier4k3Vqi9aPUakePGkh2Plb3Mss11EREprtDaMl/HJ+PnziqldU5kqpQ1aKekYlefBrl3jL37R1wfXXw8XXQQ7d0I4DFdcAffdByecMLljuy5Eo5P77AxTTB6p6Hw00wQBdHcXt7qzzEgTvd5m6vVZEQG9L3zhC0QiETZv3kxHRwc33HADt912W7mTVfHammtIpvOf0k1m1Zep2o/IbBCLuGSGtaczgdkuIiKlNVobxnVsHDv/yYvaNZWpUtqglZKOERIJE5zr7x/7fU89BR/4ANx7r3l92mnw4IPwV39lgnIT5Tgwdy4cfTSMMZpqNikmj1RsPpppenvhzTdNr9ViVniWGWmi19tMvT4rIqCXTCb50z/9U37+85/z/ve/n3e9612k0+lyJ6viTdWqL1o9RqR45yw7FgLwfJ8g8PF8HwJyk7CLiEjpjNaGqYm6xCKu2jVVoFLaoJWSjjwHD5pg3liLX/T0wOc/D3/5l2bV22jUvP7e9+C44yZ+TNuGpiYTyJs71wT2BCguj1RkPppJsgHuPXuKWxRGZrSJXm8z9fqsiIBeKpVi3759bN68mT/4gz9g3759JHWRjmvpiW1cvPoUmhpi9MU9mhpieROzlno/IrPBeSuWsObM44mGXTwfomGXNWceX9SCGCIiMrVGa8P8zZq38em1p6tdUwUqpQ1aKekATI+jzs7x58v72c9Mr7yNG83rpUth0yYz5HaigTjLgjlz4KijoKVlcr36Zrhi8khF5aOZJJ2GvXthxw7TW1W98oSJX28z9fqsiNJ6zZo1vOc97+H9738/ixYtYvny5Vx66aXlTlZVmOxqX6Mt2XzjJX84DSkUqT7jLWl+3oolCuCJiJTReOU0UPWN9NmimLZsMee7FOmYdum0CeQNjDGnU3c3fOUr8PDD5nVNjZkr7/zzTQ+7ibAsqK2F5mbNlVeEbB7J5sevb3x+RH6siHw0U/g+HDhg8vx4i8FI1ZjK8nyi19tMvD4rIqB3/vnns3btWuzBSuiBBx6gqampzKmauSa7ZHMpGlMixZjOvDhTlzQXEZkpJlJOq+1SvbLnbseeXgYSaeprQzTWRWZuvTwwYHohpVKF3/PEE/DFL8L+/eb17/8+fPnL0N4+sWNZlgngNTebgJ4UZcvWDr71yG95s6OXkGPRVD+D82O59faafD7W9SBVZ6L3WarDx1cRAb3+/n5uueUWXn31VW6//XZuu+02Pve5z1GrCmaEoZk6FnGwsBhIehPK4Bs3byOdydDT75H2fEKuTU3UZePmbQU/ryCHTLXJFtDTnRcnc32MlkZVPiIiU2doudofTxMNO9TVRAAz9UF3MsGG7z5HbSyUK3eBXH1hW/DyG918+V//L+1tdVy08iSVyxVsaF2fSHlkgoCevhRh16E2FiKBN6JeHqvunYp6eVrr9gMHzAT/vj/67/fvN4G8J54wr2tr4XOfg498xATnJiISMfPkNTQcXppnmWye7O5NYlvmVO3rSdDSGMN1rXHbicXmn3t+/BKbnnqNeNIjFnE5Z9mxs2tUSDxu8ns8rqG1M8DwfN/bn8J1LaJhE4bKZAK6exPcePd/seSY5hHl9lj3fLrfMipiDr2vfOUr1NfXs3//fiKRCH19fVx//fXlTlbFyVUkB+PYBLzV0ceOjl5si1wG37K1Y9z9vLnnID19KTwvwLYsPM80kt7cc7DgZzZu3pa7+CzL/MxWXiITNTQvDy2gi8m/050XJ3N9DHU4301EREYaXq4mkh4HepP0JzwA+uNpevpSJJJeXrn7rUd+i+taZHzYdyCBHwQ4FuzZ169yucINreu9TIBrW1hYHOgzc2xHQg57uw4NSx2r7p2Kenna6nbfN0NsOztHD+YFgRla+yd/ciiY90d/BI88AmvWTCyYFw5DW5uZJ0/BvAnL5smMH+DYFvaQPDk8Pw5XbP6558cvce9PXiaR8nBtSKQ87v3Jy9zz45em++uVXyplFrt46y3TW1XBvKo3Wr5/s6MXL2PObX88TeeBOL4f4PvBiOtirHs+3W8dUhE99LZu3cpNN93Ek08+SSwWY8OGDXzgAx8od7IqztBMvbOnD9uywIKevhQLW2pHfVo5Gi8TEACObRoBlgWeH+QurtF0dA1gW7Czsz/Xa2lOXXjMykukkKF5GUzviqH5d6wnLh1dA9TH8ouu8RpSEzGZ62Mi301ERCZmeLkaDtmkPJ8DvUlqoy77euJ4mQAL2LWvn8a6CK5rsbOzj6Pa6ti1bwDLAtuyCICMHxTVo0bKZ2hdH3JtvIyPZUHaM0GvZDpDa3NN7v13P/Ii3b0JMn5AyLVzeSD7sO9w6+VpqdtTKRPMi8dH//3evfB3fwc//al53dAA114LH/zgxAJ5jmN65DU2TnyOPcnJ5slsfrQtcnlyeH4c3o492J8sKv9seuo1sMAdPE+uBZ7vs+mp12ZuL71MxvRQPXBA8+TNMKOVmyHHovtgkrpYiAN9SSxMPCPs2iOui+H3fP0Jj+6DCXbtG+C1nT1EwzZ1NdHcvmfr/VZFBPTsYZVLJpMZsU3yGzdpz8e2rLzGjef5vPjaPlZ/7kcALGyp489X/u6ITB1ybBIB+EFguowHQGC2F1ITcU1vQNvCscHL+HR2x2lvq5/w95iKYcMTPc5s7oZbiTq6BrAJ2NnTdyhAXGsCxFu2dnD7939JPOmR8QN6ehPc/v1f8um1p7P0xDbammvoPhjPVQ4wsmF/OEKOTdwPSPkZgsA01izGvj6Gf7dUKs2uzn78AGwLGmpDpD09aRSR2avYOnm09w1v1DfWReg8ECeVztA3kMorX+PJDInkAHPqQgAc6EsRT3p5xwi51pQ+CJLDM9oQw2xdn/EhlfbIDHZesyzo7k0QcpzcsOotWzvY0dGHMxi09byAzgNxjpgTZW/XAAEc9oPAsdotk9LXZwJ2njfyd0EADz4IN94IBwdHB7z3vSa41zaBdqxtmyBeY6NWrZ0Cbc017OrsJeP7uXuvrJ2d/biOk+sdNHSY4K7OPvb3JLAtiIQdGusi1MZCREIOb+45yLVf/0WuvBtIpAk5+cFax2JEGTYjBIHJ393dmievghVTdxd6z4iAXDxNEEDKy7Cjo9fEM2wLAovGejOFxtCyeeg9X3/Co7M7TkBA2LVJJD2SKXLTMAz97FTFAKolllARUbN3vOMdfO1rXyORSPD0009z+eWX8853vrPcyao4bc01JNPmyUXItQkCE4wLuTb98TR7uuL4vgnwpT2fN/cc5B/u/e8RXU/b59XTWB/BdWwyPriOTWN9hPZ5hYNzps8SEAz2gA6GbS/SVA0bnshxZns33EoUizh0HkjkDWvtPJAgGnG4+5EX6R1I4/umYe770DuQ5u5HXgRg9fJFeF5AIuURBOan5wW5hv3haqyPEASHevpn/52taMYTBD4H+tImUI65Rs3rAvPiiIjMcMXWyYXeF4s4ufYPQG0sxJy6MNGIy/6Dydz2YMjPA31paiIOXT2JEenxvIADfckpexAkk1doiOHchgj9cY89+/pzwTww9XFPX4r3vqM9d2O1cfM289DNsrCsQ0Mhu3vNOR7afs6a6IPAsdotWVu2dnDt13/BJ274Cdd+/RejtzmDwMwPtnv36MG83bvhr/4KrrnGBDsaG+GWW+DOO4sP5lkWzJljhtYecYSCeVPk5OPmcqA3hZcZ2Z6zgN6BFN/c+Dx3P/JirlfSQDJDT58JVgUBuWBzfzzNgb4kAwkvr7wDMypkqEwAsUjhc1hUvqs0/f1maG1Hh4J5FayYunus9wwte7PDazNBQMi1ACvXqailKUZt1OTxoWXz0Hu+7oMJAkxP/Kb6COGQM1jXJ3P7f2tvH50HBrjx7v9iV2ffYcUAqimWUBEBvSuvvJKamhrq6+u57bbbOOGEE7jmmmvKnayKMzRTz6kN4wdmvPmcujCdBw5118/2KPIDU7kMn1ts9fJFhBybuXMiHD2vjrlzIoQce8yASDyZoaUxiuta+IEZqtLSGCWRnFjX6KFdb3v6U9iDDa+evtSUzoWmOf8qm4WV/YcZNWId2r6rsx/bwjTIB/OHbcGuzn7ALDd+8epTaGqI0Rf3aGqIcfEULs4ykEiPCFMHg9uL0dufzn613LU4dLuIyGxTbJ1c6H0W1ogHOSHH4coL3k5TQ5Swa5qz2XI3K5EefPo/TIAJCk3VgyCZvKFDDC3LNkMNLXh2614a6sKH2geW6Skfcm0c2+Y3r+7P7aOja4Cmhsjgg25zhxgQkM6Yh31T8SBwrHYLFHnzl8mYOcL27x85P1gQwH33wcqV8NRTZttZZ8Gjj8IHPlDcEFvLgro6s+JtW5uZM0+mzG9e3W8e7gb558KywHFsBhIermvasZGQCfQe6E1iWeA6Zrj/4OhCug4m6O1P01AbzivvamMhfN8Msw0CH8/3IYBzlh07apqqKegAQDJpgta7dhUeal6MnTvhq1+FM86Az39+6tIneYqpu8d6T15ArjdJgCkzj2isob2tjrlzornRf6OVzUPv+VKeT8ixaWmMURsLDV6LkEr79A2k2NsdH5xv1cYfXERpIJmZdAygmmIJFfHI5sknn+Syyy7jsssuy2178MEH+eAHP1jGVFWepSe2wepTuPuRF+noMl1OHcti34F43vxeQ9sIXiYYMZl/dj8bN29jb9cArUV0Ic12eV3YUpfblkiZYAoU3yV1vGHDUzUEZrrnWZPDM5D0aGmK0dOXOjR0ZU44N6RgtIDa0ObTKzu6eW1nD/GkR188zSs7uqcsoJddvSyAvCG33b2HeoGMld9Tno9jm8B39vOOZZHyiuuhN+tXNxORGafYOrnQ+/riHp8abLfs2NNLOuPjOhZ3P/IiB/uSufI1yP0fOLZpW/iDvV0s8usWLxPkGuaVOIRmNrjnxy/RHzcPuzKZDI5t4Tp2bohhPGm22YM974wAL+PnDavqPpjAtiyiYZuBRIZ0EGBZ0NIYO3RuJ9juHV7PH+hNjtluGXeOvUTC9EZKJkce7K23+H/svXucXVV99/9ee+9znftMJjO5hyRAEkzkEpQ7oTRBK0INVqTxQvUpqFVbbR8fpT71Z1uVp/XSymPR1vogSIGqUVAEQ4kRjQoEKAkhBHIPmcxk7nPuZ1/W74919j6XOWfOmcncAvv9egUy6+yzz56ctdde67O+38+Xz34Wfvtb9XNbG/zN38Bb3lLbP6QQEIlAaytE/ajTqaJnIInjODnROI/M2auYloNlq/55+ESMYEAna9oYusCRgmBAoGsaWdMGCXXhAM31QS9az7QcDF0jaGgEAnpN88Dp9G0+pfRD21aptUNDlSs5V0NKeOYZuPtueOyx/Hn27p3Y+XyqUsuze6xjCjWHrr4kQUOjpTFMXVil0CZSJqbtMBjLEtA1FnU2VKxOHgkZhIOal15bFzZobgiRztr0j2QwdI26iMHgSE44FJLewSRDhroPewZS7NzbU3OfPZ20hBkV9LZt24ZlWfzDP/wDUkpkboC0LIs77rjDF/QqkMnYdLRGsCyH3qG0N1mtRDJtjerA61Z1jGug37R+Bd/asos0FqGASn1xFfTxlJROpExs26GlIaRMZS2VtBvI7a5PlhfaVPus+ZwayockXtRmWg7z2+uJ5PwaCz0epYSFc5WY7KbnqB39fHoOMGnCl6pelg9gdgomH9X6eyRkkM5aBPV8Go7lOESC1Yfb6fjdfHx8fKabIJpQngAAIABJREFUWp/JYx3nzlm+tWUX9YZBPJnlyIlYxc90HAgGNTLZXCaBACHzop6AUeP3jGKaEAjM7DVMI97zrgDbkdiO+r40TRAJ6WqDzMkHqDlSWcVEQob3LG5rDNEzkCJjque3oQmkVPMKd/47nnlvued8Mm2i64IF7XXecYUb25UWf4MjaYjFlF9eqeG/48B998GXv6yqeoKKxvvrv1biXC2EQurYhvF7WvuMD4FkMFY+PdSRyrKwdzDlFVXLWja2o6JFNSGY06giiwr7TVdvjOF4FoESrk1bBTv81eYLauqv0yU6VJv7VsT1yevvL59iXgvZrIpUvftu2LMn3z53LmzeDJ/61MTO61OVWp7d1Y5xx97b7txR1g8vFNBpaQh6ukKhmOf2OQ1JJmt7Fe3nNIUxDI2ArvHRzedy55ZdaEJVs3d376R0Cx3aKvNLMK7n/emkJcxoyu3evXu555576O/v5+677+aee+7hnnvu4fvf/z4333zzTF7arGTn3h6+fO8z9A6l6B/OMBDLeJVux6KxLnjK4aFjpTmOp6R0OKgxFMswGMuMShueTC+0qfZZ8zk1lA9JhqxlowlJ1rIZimVYs7yN979tNY11QeVRY6tJUGNdkPe/bTVQOT3nwScOTsq1zW+vw5HgOGqTwXEkjlTtUD0E+/orloGsnC4xltfJVP9uPj4+PjNBrc/kase5469tS4biY9sYSCAczE9zpSyO0HPH8RlPobEslYYZqyxOvhZxn3eViIZ1RuJZL+LdcRxsR0VcRsMGEul9h/XRoLcx7DiSgKEztzVKXcSY0Hdb7jnfUBdgJJGt2DfL+fRpAt7QItT3WyrmHTkC73sf/O3fKjGvvV355H3lK7WJecGgSqtdvNgX86aJ/qHKKaKOI70Ai/bmCO3NEYKGpjI+JDTVB4mGjaJ+s2n9CmIJZfOiaXjpiONZt02GP2QtTCj9MJGAY8dUZOpExLz+fvjGN1RBmP/1v/Ji3tq1SgR//HH48IeVX6TPlFDLs3siz/dSP7yxUnltW9I3nEag7hPbVv6luq55WoQS3zJeVlQhtq2Ch1obw+N63p9OWsKMRui5abb33nsvmzdvnslLmfW4wlg6Y3lVZlVothhlw1FIa2OI5vp89dC7Ht7jeZG5VXCBmkKoC3c33ai7O7fsYnAkTVtTuOhYd3eoNBS8pUEdl87aGJEACzvqEQhSGSUSTlb1mImkFftMH7sP9BMJGyRTFlmpRLtoxGD3gX5u2riSj994XsXvLpWxECgR0E1p1cZZAWystIGb33YO/3jP06Sy+fNHgjo3v+0coPpuqBtJVy5tttoOZyqjTMELec1WN/Px8XndUGgZcrRHRWcXWniUHldp/HfH367hRE2fOxw30TWBXZLJoAmY06QiZGY0hSYeh74+FYEyZ87MXMMMoZ7l5akLG3S21qlo94CGHcuQMVWkvCaUp61rjyGEUMc4kqChUhvdKDop5YS+23LP+eb6EJYtaWmMlO2bpZksYQMaY8Ncsaqj2AvHtuGee+BrX1NpuACbNqkiGLUIE7oOLS2qWIY2K6zQXzeM6ZySs2ppiBpe+mzA0GisCzCSMBkYydA/nCEU1Lnhqny/iYZVxJ5lSwKGKlIYDdU+Jo2VQTWZjCsSMJOBgQE1vo21SK3ESy/Bd78LP/1pvmCGrsPGjfD+98N5503gN/CZCLWsp6sdU5w2qyNQNkRBQ6OlIVSxQu2eg/0EDeWHJ8h5qqNhITF0ja7ehCfObVq/gr/7zpOq0rkm0KT0ihMK8Hz3Sp8JY60HTyctYVZ46LW3t7N169ZR7Rs3bpyBq5mduMJYMKDSVFXBABVKKnK7P4YmvMpIQqg01tbGMOmsRTik88/3P0ssaXr+YEdOjPB3//47AAKGTktjqGwIdWlnX7O8jUd+c5hk2sKylZfEyYEkoq1uVIWaSpOieMri23+9YUr/zcabVuwzfRzrjpFI5otPOFKSSJoc61YRCmN9dwFdkDGLPSNtCaFADYbR1JY2IEp2dwp/riUE+6aNK8umyFbzOnHTdY2Cj69W3czHx8fndMG1DHEXnuXSX8Ya/93xN2vW5sEkUNXS0ZT2YVpqztTRGvUWETOSQmPbKvpkeHhiC97XAJGQQSJlKlFPFP8zuAuxRMpkMJYtEv4ciSfuOTmz26ypIvckeMUIYOLfbaXn/OLORr744UvLvsdd/P34iQM4yTQL7TiXnz+XNcva8gcdOKDSaZ97Tv08b56K0LviiuoXpWlK8Gtp8avWzkKa60MMjKSLIoct2yaVKx6oayA0gWU5PPKbw5y5qIV1qzpY1Nkwqq+ls1bN/Xa6RIea0g9PxSfPtuEXv1BptU8+mW9vaoI/+iN4z3vU/eIz7dSynq50TOmayxWcF3XUY9vOqP4UDune8UFDw7QdbFti6KoSkZWLhLWF6l+DIyn++f5naW4IAxIVrCpzxRVzGz6GXvZ5X3ptXb0xvnTXU0TDgSIvv9NBS5gVT4R77rnH+7tpmuzbt483velNvqBXgCuMNdeH6B1K4Thql9LOlXvWNYEti0WOuoLQbkNXUXBuVVnbdjzTf1CCSt9QmvaWiBeO6vrflYof//lfL+M4El3XMHSBaUscB3oHk0Q7G4p2h5RZ8emRf+4zfSQqVJJN1FBJtrlBeeVAscl5c0Oops+uJqrd9fAeFUGqaZ5Yns7a3PXwHtat6jil3dCegSQakuPD8bypdl3Q2y26/oplPPDYy1iOg15wf1eqbubj4+NzujAZ5u2b1q/gn+9/dlTEXSXcozQhMHRBW2Mwl6ojkFJOWTTLmCQS0Nubjzx5nXL9Fcv4j5/vKypkAmo+a1oOibSV9ysrrWhSgu0oodZxwLRsDnWNYOga0bDBB68b/3c70ef8ulUdrFsQUd9vYYqtZcF3vgN33JH/3m+8UXl/1Y+OVC1CCJVS29Ki/PJ8ZgzX17kcgyPpMbV521GiniMlg7EMX773Gf5q8wWTEmE3HaLDmNd5Kj558Tj88IcqavXYsXz78uUqJf266/xCL6cxlZ77XuX6kv5k6MI7vqVBaR7gBjBJHFui6QKB8NJxRxJZhuJlnqc5+6RovVH2eV94ba43n4RcSvAs8tetgVkn6AHs37+fO+64Y4auZnbi7oy4CvNQPEPWFIQCgnlz6jk5kCCVUaaPuiaQCIYTJk31YT543Wru3LIL21GpjUCR+AdqsusgGYplmD8n6gkM5W5Et6JuIHeugK5jSmX8Gk+pXaU1y9vYsn0/R7tHSKYtGuuCNNcHp2zyfEqVl3ymhLG+E7NC3kKl9kIkgpaGIMNxM1c4Q9BUH6CqmWSOaqJaV28it7OjzicE4EgvVf1UdkMjIZ1Xe+JKWBfqYdY7lGZhh5rQj5Wu6+Pj43M6Uy5i37IcXjo8wHs/96hXuXZxZ+OY1h/NDWHiSdPLSKiGaTsYmsC0JIahsbCjnsa60PSn0IwVlWdW38x6rXHTxpU89tQR+obyQoimgjAwdMHAsEpHFdQWxGjo6jvOp1jni+2Nlwk956VU6dNDQ8UX/PLL8JnPwAsvqJ8XLIAvfAEuvnjsixBCCRmtraqCrc+Ms6izgaPdsbL9sZaeVrgRkUiZfOmup3jn1Wdya5W+NhvWOOXuiXdetYLzlzSqKs2pyv6CZTl6VIl4P/yh2uRwufxylVZ72WX5Sjg+s55KfbSWyvWF/f7OLbu8413No28ohZnzVM8F3GM7DsLWONGfT58t3PdxpPqc5oYgc1vrxrTwAKWrCETO1kxOabXoqWBWCHqlrFixgoMHfRP4Qgp3RqJhA10XxJMmwYDO8d44lu2g64L2lqiX9prOWjTUBT2zyOFY2qsUVu5h5JZcL4ygK3cjujdMoYeZQFUd+/ZfbyiK6pvTFGZIzxBLZLFtOaocdTnG++CacOUlnyljKr+TjtYoh7qGi9pMW7Kwo7YdvGqiGoyemCmj4tFUmsBV6sPCPYvI3Ye5k4iCs1dK1/Xx8fE5nSlN2UqkTHqH0ggBsWRWjYuoqo9jPS+SGYsl8xo4dGKk5qwuV/yLJ03+/N3nT//coFJUXjYL3/ueKoZw+PD0XtMs4CM3nMu3tuzCtG0SKYusaeM4Es0QpHORPrVKcm46dWtTpGgePNEFmfse91nuejWVPZdpKuP/ZLK47V//Fe68My/Yvuc98MlPQl3d6HMUEg4rIa9a9J7PtOJ6LCczxUUoyvl01oItJd9//BVuu/lNRancbvE013NsJJ6lLmLM+BqnKBLQNJVP3quv1m4bICU89ZTyx9u2Lf++SASuv15F5C1fPjUX7zNljLXmc5/7qpCV8pbUNUHnnLqykaWl84S6SABdF+i6hkBwpHsEMxdYVBqcVNoLWxqCSERFm4TCzzItVV3akXgFlmbUX3eczApBr9A/T0rJCy+8gOH7QxRRuDNytHuEdMbyPER0TXilmV0Fui5sFHVEN00lljTBkZ4opyrGiJz3iETXtFFVu0pTZt33uveRWzmurSEIjA5hTaYtbEdi2s6UiHOTkcbjM7lU+05CQZ1M1i4SySQQCirvm7FE3bbGELv356MZHCmJJ03aGmtLRakmqi1or+dYTywX/ad2eaSEhXPrvWsbq4+O9XoyY9HeEmE4ns1HBzYF/aIXPj4+r3lKU7YGRlQElpabw2hCzUWSaYu2JqPiM7yjNUpXbyw3Zo9vEV0aBT7lkS+2rRa9pVFbUsJjj8E//qOKVHmdsm5VB69cuIjvP/4KjiMJBpTXkeNIUtnxPxcF0DuYgpbIqHnweKl5PppMwsmTxWLtiy+qqLyXXlI/L1kCX/wirFs39ocGg0rIa2ioGJ00G6K1Xs8ITQOKBb2JiHkBXUPLRQMVjnWl/e7Vk3EVMRTKV5cdzxpn0vuLlMonb3BwdOXmSmQyqsDF3Xfn7wlQnnibN8O73uVXqj2NGWvNV6g/5BKfsGzJSDzLzr09o/pipdTuK86bz7anj9HaGGJgOINEVa8di5ODKQKGxge/8FjZvl/4WYau/PoEwrNwOp0swmaFalaYciuEoLW1ldtvv72m98bjcd797nfzzW9+k4ULF/KZz3yGZ555hkguPP2jH/0oGzZs4De/+Q1f+tKXyGQyvPWtb+UTn/jElPwuU4nbCb+1ZReJVF7QKHyQ2I6kfzhFXbihqCOuW9XBn7/7fK/KrdAkuhA01YcI6ILBWIaMKTF05RdWWDWm9MbSdIG0pWdi7Eb8xRImH/zCY17VW7X7nvJCWNMZq+xkqPBhk0iZhIM69VF1M9Xy4CqNIlQmyhm6+pLcducOf7IzA/QMJDFNi67eZFFarGmpvnrDVSu4f+u+Ii8STaj2apPo3+4+UfYzK7WXUk1Ue//bVvPle58hmTI90TsaCRRVhDZtm+GE5b0/Gs4vPtXrTtnXXYHcrcAHKoKgpTGfTuNP1n18fF6LFG5MHjg26G1K2o5Kk9R0gSMd0hno6ktyvDfBez73yKgU3DXL29i9v29C15BIW553FTC10f3JpIrKy2SK2194AW6/HZ5+Wv2s63DTTaf+eacpuw/009EaUZvAaYv+4dqLnhSia8qnzLEduvsTBAwNOyeElFs4VuOuh/cwGEtjO7nqo/WhIo9pQIka/f35AgDZLHzjG/Bv/6bEDk1T6YN//udjp80ahvLIa2oas3Ktn5Eys3z34RdJZyx0XVQVE6phOQ4agoChFYnORUERaYusqTzPe/qTdLSpgI1arQomvb/E46q/l45plTh5Eu67D+6/X21suJx3nrovNmzwC7ycZpRboxSuwxNpi6FYhqxpe37nzQ1hUhnbK6QpJQzGMtx+99N8+n0X1lQx170v6qNhhmLZmkR0R6r5hVvw4u+/8zuEEAghWNBez/vfttpLd48lTey0pLEuSDSkezUIptVf9xSYFXdRqYderTz//PN89rOf5XBBmsILL7zA9773PebOneu1pdNpbrvtNu655x7mzZvHrbfeyi9/+UuuvPLKU730accVE6wxHiRZ02EwliGga0UdsTS01b0pTw4k6ZxT54V0hwK6N+jfumntKG+HeFJVzXUFEWVELDEth4aIwXBM7ZDqOdNKTVMhrMGANmoyVPiw0ZAkUiaJlEksmaWtqbYd1sIoQldElEDQ0PzJzgwhkHkza1wT4CwdrSoCbyyvuNvu3DFmdF+mwkS/UnsptYhqAV1VlHYXmgE9v1N+tHskV5kvn7I7HM9i2SOAquA7ksh4Uay245DJWti25M/ffd6Y5sf+ZN3Hx+e1zLpVHbxybJAXD/YXtduOxHFsL95O5ibrw/Esh7qGvHEQ4Gc7Dp3SNbibi6GQPjXR/Y6jFq+Dg8VReT098LWvwY9/nG9fv14VRngdp5m5i8FE2qJ3MIVlj1/Mg9EBkFlTpXaFg5pXBTGZsWq2cjnWE0cXFFhzpJjTFFbzUcdRYkUslv/gXbvgttvglVfUz8uXq6i8c8+tfNG6rkS85uaahA0/I2VmOd4bRwjQNQ1NSCzb8b7+seKFy1kdSakijBzbJp4yPdG59H5wT+xISe9ginQ0wEgiW5NVwaT1l0xGjWnxeG3ptXv2qLTan/0sn25uGPCWtyghb+3a2j/bZ9ZQaY0SCan1jO2o9b/q7xLLlvzdd55ECGiMBhhJOEXdJ5O1+ef7nx1lg1EuFbfQWy8YUNmEZg3PCikhmbYYHMnkgkhU8NKxnhhff+A5Pn7jeV5KbqEuMq3+upPArBD0Dh48yL/9278xNDRUZGD7zW9+c8z3/ed//ief+9zn+NSnPgVAKpWiq6uL2267jZ6eHjZs2MBHP/pRdu3axZIlS1i0aBEAb3/723n00UdPS0FPRbFVT0OIJ7PMm1PPnbkbTSBGTWTcPzv39vDle58hnbFIZ22aG0KqQm5u0P/ihy8t6tC33bmjSBA53hsnKyVBQ1cRlo1hTg6qHdagIbyUxeaG0Chxzn3Y2LakbzjtPRBNy/HSJnSNMUNeC6MIB2OZXFSVoKUx7E92Zoj+ofLmuIXtZy5qYdmCJm+X58xFLUB538bxps2MFeVWraLYlu37qY8GmNOcF/gKfXgsWyJRqe6gJmqWIz2RPZ21iiIP3ZT0dNby0otKhcxJn3z5+Pj4zFIefOKgKnygiaLCFpWWifGkRTJpcdfDe2isC5HKWHnbkIKFshDkvHAqb3oKAbqblTBgEw7qtDSEPPPtU/bMSaeV0JNO59tSKfj3f4dvfztvHH/WWfDpT8Ol5b19Xk9EQwavnkyQNe1aa1uVpfQbF7niVkFD52QsRSpjs3BuXc1WLgFdw5EyF9GhNLzheIYLz2xTvmHud5xOw9e/Dv/v/6mDdB3+x/+AP/uzylVphYDGRhWVFwx6zdUi9CdjfuRzakiZ9xAvIjcolYp3QoChaRXFBwmEg5rXJ0vvh2KhUPmQaULUZFVwyv3FstTGxPAwVQ1LLQsef1wJec88k29vaVEVnf/4j6HDn8eezlSrWDsYywBSCdVSrZOEUBt2bpCHyP1HqkQ/Upn8Gmes8a8weKe5Pl/9thq2I+keSBbdk7qmxvZkunh9NR3VoqeKWSHoffrTn2bt2rVceOGFiHFUtPnCF75Q9HNfXx8XXXQRn/vc52hoaODWW2/lBz/4AdFolPb2du+4uXPn0tPTM2nXP51EQ0bVgdj1ZLBsGw3Jqz1xANpbIgyOpIp2Kl2z1XTGylV2yQtp0VD5Qb9UEHFTI9yc87pIgHYp6RlMYTtKSfdEwqxVJM65D5uu4US+uowjczeeZGA4TUtDqGrIayik09WbyKU4CuY0502R/cnO9FOpWK3bXouBaqFvY2H6uOv5WIpblbZalFu16nXVJkABXSOd2y11PfaQqt291nJkTJude3v42Y5DWJaqSG1ZNj/bcYgzF7V4O7OagONeX9Zoqg/6/dfHx+c1QypjYWiuF5WDLWXVoA8HOHoiRmN9BtuRaLn0ytKorHTWGvtcuagYIdRBpu14C4O6SGDinjmur9TAQH7h6zjw0EPw1a+q6DyAtjaVfvnOdyrh53XOzr09DMXSKtIJxmuJWETp967nFo1KAFELu1o9yHoGkrQ0hugbSuOgnvWGIegMS962JJgX8559VkXlHcpFjZ51lorKW7Om/EUKoQpitLaqwhcl/xbVIvSrzY98ppaWhhAnB8sLCV7/KxOJVy2SKBgw0DWV0lt6P7jWLwFD89IV21sj9A6mvJ8BHClGrXcm3F8cR/l+1uKTNzICP/iBKu5z/Hi+/ayzVJGLt799VF+fNDRNndsfS6eFahVrv3jXU167rgkMXQNkzqdfUTrOZ02HPQf7+diXf8FQLE19NFB2/CtXHHSsbMVCSgV2UDZPlu28ZtZXs0LQS6VSfPaznz3l8yxatIhvfOMb3s/vfe97+fGPf8w111xTJBTK3I7b6YY78amG40AooBEOGhwfVtU8ESp1pbk+SCxpejuVrtmqrgukkxNLkAzFMuhayBv0S1Xz37twEbsP9HNyIEk4ZBAO6p6ABmAYGnOaVZ571rQZHEmTNQOj0oDdh41bXUbTNBxskOr7caTk1gq7qDv39nDXw3s41hMnoGu0NYVVaWtLFQcJBnSaG0JVI/x8pp9aDFR7B1NeymskZPDB69QEeXFHA0dOjBTNmUSu3T13PJ0lmVKRcpqAaKS8wXq5R0G1CdCizgaOnBgmnrQwc/6A9VGDRZ0NVX/vux7ekzOGFbldVYglTe56eA/rVnUQDRkc64mhaaJIYF/UUf3cPj4+PlPNRDw+S98T0FVkniFA1zV0lJ+Uu2Nf0RtHqM1KXROeH2sp1YTBQEBTx0gIBtQYLFGRBbouJuaZk8kor7zCCqc7d8KXvqT88kBFYd18M9x6q1+5tIC7Ht5DKmMVZedMFpYDmpBksg6aJrzKhVB9o9edB7S3RBiKZQjogoUBk+ZsgtWLzlbf9T/9kzL5l1KlE37oQ+r7LYi48xAiX7m2QoXbWiL0q2UY+EwtsgbFebw9WQgYimWYPyfK0Z44jXUBb8PCxTAEizsbSGctBmPK7qhQJAE1bvYMpjhjfr64xIT6y8iI2pgorchdyqFDcM898KMf5cc+IZSNwPvfDxddVLGwyymhaRCNqvsoGoVAYPI/43VMrVFyLu76aN2qDlYubWVwJEV3f1JpD6igh1DQwLJsrzqti/tTyNA40ZfAsh0iIYOkYzMUy5DOWPzdd56kMRpkUWeDpz0c7R4hm52YNYORC75wpPr7a0UfqOy8Oo0sWbKEkydPnvJ59u3bx89//nPvZyklhmHQ2dlJb2+v197b21vksXe6sGX7fvRcVaRqmJbN/leHSWVsTNvBshzSGYvu/iS2o3wfhBC5HUslHJi2Q8a0MS3l+eUO+u6u4eBIylPNtz19jE3rV/Dtv97AX22+QEUtZdWkLJ21iCdNLEvSWBcgYGiYlkMskeX3Llw0qsKMZclcpV6Zi3rS6GiL0tkWZeXS1opi3re27KK7L4EuwLRtuvuTnlpvOxLTsjmZS1H2JzvTS+HEuVx7z0ASy3I43hvn8IkRjvfGsaz8TokS3EVucSaKBPj3v221l76ta2pHsrkh5BWtOHBskHgyn/bqSJWydeDYIEDZ/vytLbvYuVdFUGxav4J40uRYT4zDJ0Y41hMjnjS9PrRmeRuJlIXQIGgIhAaJlMWa5W25ay//byIEdPUmALV4zVoOVi6Sw22XyFzfdciYDqblYOcqUPv4+PjMJNXGzlrfYxg6ji1zIl5uHJRwxbnzvUjrckipil5lTIdKml81bFt5gEgkbY1h2lsiBHSNrOXQ0hipuIFY8YIGB1X6pbugPXYMPv5xVbnRFfPe+lZ45BH4y7/0xbwC7tv6EkdOxE7p+6yGI1Xql2VLL4sEqkcp5eemsGphA2+szxIaHuTaS5fCk0/C9der1EIpYfVq+OEP4WMfKy/mhULQ2QmLFlUU80DNi0KB4kijUuFx3aoObt20lpbGCPGUNf4+63NKDMWqiFwF1KxlSRW1fPD4CKbl0D+cwXGgcCg0LclgLI1lSa6/YhkjiWzZ9PR40vTmojDO/pJMqvGrp6eymCcl7NgBt9yi/PDuvVe9LxqF974XHn0UvvlNuPjiyRPzhFCCeXOzqop7xhkwf77ynvTFvEmllvWRZcmi9X6hQFxuTe84EttxxixiEQ0bWLY65kR/khN9CbXRg/LojyWzdPXGPe1hcWfjmHOFsTAtB9O2cRxJNGy8ZvSBWRGh5zgO1157Leeccw6hAr+Jah56pUgp+eIXv8hFF11ENBrlgQce4B3veAdvfOMbOXToEEeOHGHhwoX89Kc/5YYbbpjsX2PKOdYdI5bMomsa0nHGXOKX3jelx9qO5GhPbFS4quvVIMET36oVKSiXwmjoOpZtEw4atOSCi9JZi90H+rmJ4h2ASEinSYboH05jaIKWJhVVN9YukltJ1K3+VA4pwdAFjfVBf7IzzQQDSsQd3a4mq5GQzqs9cS9STRlOp1nYUc+W7fupixi0NeVD9As97Nat6uDjN55XMWU2nUsBL5xLSJlvr2UXPJ21vSIbli0RIp9ysPtAP8GAIJVxcFsjIc3r23OaImVTMuY0RegfURXzhHt9Emw3LAU4kRP2SqnU7uPj4zNdTMTjs9x7WhqgPmIQT1mjiiLNb3+J+7buq8l3fbwIVBaCJqC1Mez55ulamJbGiGeMXROlUXmxGNx5p4rYck3g166Fz3wGzj9/7HOFQmpx2tg4/l/qNGXn3h5+8Pgr0/qZsWSGaKi2KKV1qzoQm9ay/bcHSB89ji4sbrxkAZ3f+Ao8vAUASzfoe88H6PyfHy8vLBiGishraqpJ3Kg1PfJ09nk63XFqHJg0AaGgTjpjV92OLZepW078GEmY/NHVS7lp40oe3nGIWCJbnKmS89tz56Iu1frLrj1d7PjlC3Qf6aExYrDxzUtYs3xO8UGplLIPuPtu2L8/376A0xJnAAAgAElEQVRggRLybrhhcscvIZQ47kbhRSJTE+3nU0S1Z3w1yyL39bse3sOrPXEEEikltpML1Khw/wyMjF012XYkI4ksoaDO333nybK2S+PBcaCjNcyHNr3xNTOWzgpBb8OGDWzYsOGUz7Ny5UpuueUWbrrpJizLYuPGjVx77bUA3H777XzsYx8jk8lw5ZVX8pa3vOWUP2+6MW0HchW3xqqmNBaF91O2TFVQ1+y/uSHEjl1d7D7Qz56D/QQNjZbGcEVfutIHxge/8FhFH7JSn5CMaaMJwY0bzvLSeFsaI2Om8rjiZrl/CNdwMxjQmT8nSryGIiI+k0u5vqXalQQmXAVL5PokKDNhRE0mvmNNULzUHdd4RBa3Vzv/N7c8Tzpb7BmSztp8c8vzfPuvN3Lw+BCpjONePhJIZRwOHh8GIBoOIEiNSgmOhgMMJ7LYtj3KQ8INAc9WMB+s1O7j4+MzXUzEYL3Se0xLcv/f/8Go490K6Pc/9vIpT9pLEQJuu/lNfGvLLmUzIuX4UxalVN5SAwPKW8qy4PvfV0URBgbUMZ2dKhrv2mupmFLhpmA2N6uovdfZYnXL9v1jRmxMBfGkha6lWdzZyJrlbWzZvp87t+yqmDp+wYIIF1zZAfYc2LGD7EfeR/BkNwBd885gy8YP0t0ynxuPDhcLILquvtfm5nF5e/nptLMfQ9ewq3nKoaZ3zQ1hTmRq34wtLRJUSmNdwBPrFnc2sudAn/eaWwAmoGu1e4LZNi8+d4AHt+zEymYJBjRG4hke2LoPNqL6dHc3/Md/wAMPqHHP5U1vUv54v/d7k+df5/rh1dUpAW+qfPd8KnKq66/C1wsLbgYNDcuWpzTmm5ZTNlBkPLTUB2lrjpDOqmjV14qYBzMs6MXjcerr67nqqqtO6Tzbtm3z/r5582Y2b9486piLL76Yhx566JQ+Z6YxdCWDOI5UFnMTuS+qvMetABfQBa/2xGluyIKUpLM23X0JWhpDtDaGq6YrjLXT+N2HX2QwpoytA4ZGOKgTS2S4b+s+DF1jQXv9mGLezr09jCSzFSf7klxFKcvxzYJniEqDrtuezFi0t0QYjmfzxR+agqRylZi7euMk05b3WjRsML89n6o0lsdDNBwgkTJHiWbRsNpBV+ePlTm/CiXtGShveOy2pzI5UTKvSSJzKROgvFBKe6bMtesV1myV2n18fHxmCxMxWK/lPaXj+ZrlbYQDGqkaolvGgyOpGmEwJtmsispL5Bbpv/oV/J//A6/kIs2iUVXd9AMfUAvScrhFEZqb1fGvU3oGkgQMDTtbXRyZTBZ3NnrCWcXiE1JCX58SMEZG4Pbb4Qc/IAiYRoAnLt/EUxe+Banp6KbN1iePKPFD01Q0XnPzhFIBT6lv+kwL4aBOpoY+KyWc6BufmKfrGpZT+dyJlOUJK2uWt7F7vxL03DmoshOwGRhJc9udO8buOzmfvEcffhYrm/VSvUMBnQw2u374OGt6nlIptFYuKCIQUJsU73ufSjM/VZQKmffDi0T8FNoZZjKL7qxb1UFdRBW4GE5kT1mMmwziaZM2Iq/JYpkzKui9973v5Uc/+hEXXXQRQgivWIX7/717987k5c0qdu7tUeq2LUeVRB8P1d6mCzBNh+6ceFHoFyFRYbFCiFHFLUop3Gm0LIfBWAbTlmRNh76hVM70X5AxLU8IARVFdawnxtcfeI6P33jeqIeRG90nx1D5dV2pnbqm+bubsxRXVMsneCvPw/ntDaxZ3saLB/tBqP6YtWyyMZtrLloCVK8Et2x+A7sPDIz6zGXzlWC3ZnkbL+zv8+4Fy7ZJZ2yuuWhpTdfuCsml96DbnsqYZd+XypgVi/G43blaBV8fHx+fmWIiEUTV3rNzbw9ff+A5kmkLy3YYjmXYc7DPKxQ72ezc2zOxlMXhYSXy2DYcOKBEnieeUK8JAe94B/zFX0BHhfNqGjQ0KMHHjzyhozVKMp2F2i3JJoWTA8mKaWU/2r6fdWe2KQ+xRAJ++Uv43//bq1B8eP4KHrn2TxlsneedLxjQVBZIYyO0tKj06VPAT6ed3SzubCyaP54qrvWK5ciqgW7prI2eMtm5t4fdB/qpjwaIJ82SVF1obw6VrZAMqNTZvj5VpVlK+oZS1IXVB2u2xdkv7+TCp3/Owq4D+fe0tcFNN6k/c0pScSfyCxtGPpU2Gq0cxewz7Ux2lHAkpHOsOzZlHqnjxbQkh0+MoGuCzjmV/UxPR2ZU0PvRj34EwEsvvTSTlzHrcQWMcFAjkxVq8LbVGDjZk95SAd2NotMciZ0rj57O2nx087lVQ27dPPoTfUlVSaYlzOBIGsezDBOjRBErJ1jGktmyvjxudF+lsUHT1E6XaUsWzqnj/W9b7U+OZgC3EEq5dlCi2p4Dfd4gb9k2mawS1XYf6Ke5IehF0AVzEXRuqkE1j4eDXbGy1+S279jVNUoUF0K1u+leY1EXURGA5dph7LRZV5grlOckuXR6YNHcOo50x0e9d9Hc19aDx8fH5/RjIhFEpe+JhAx0XXqpjicHEowksmiawNBFzkR76n6H7z784vjmBKapFsDxOPT3wx13qPQzN+3uTW9SPnmVIlZ0XYk9TU3lCya8TnHnANOJoQvmtkbLppVFQwZk0uz91fNse/RZLv7JXZy/9zfqxUgEPvEJfmisZiRh4kp2RkBHRqOE585VadY+r3kKI+NOFVfMc+ejVg0DXzio860tu0hlLTpaIjREAgzFM6QLMkfqo2qcKfI3zWaVJUAsVjT5bWsKY/b28+Y9T3DBs/9FY2ww/2GrVqlovGuvPbWxSwgldLsiXjj8urMYOF2Y7CjhdMaaNWJeIZYt6RtK89EvbyOVsSvaLpxOzKigt3Xr1jFf37hx4zRdyezGFTCE0BECbEvdHY7DKUXr1YppOd7naEJNitz8+Eppjy59Q2lARRi5VXU1oULDHXt0Oo0AtVtlS451FwszO/f2cLQnhibKWuep9wvBWUtaT/sb83SnuSFI72C6bDvAb3adAPL91322/2bXCZIZi+b6EC0N+SgGKaUXHl3N4yGZVmKb66WIVH3Fbe/qTaBrgkDBrqDjOF6l2WpcuGou2589XrZdXWv596n7R2CXqVnrlnfvGy5vDFup3cfHx2c6mUgEUaGnTml0dc9ACk0DTeTG4yme0Bw+MVI9Hc0lFssXvvje9+Bf/kW1ASxZAp/6FFx9dfnFqWEoEa+pSf3dp4jdB/pVRLo9Pas9TUBDNMim9SvYsn1/UVpZ0NBostPogwM8+9Uf875f3ENDQnniHly4EvPzn+fsy85l44E+Hti6D9uA+tYGYuF6TmY0br54+bT8Dj4zz+4D/ZN2roCuYTsSQ9cwc0UEMxlzVGCFi6ELhuNZdE0ghEqFrIsEqIsEOHwihkBiGPl5bTigk0pklJA3OJjfhHA5cICbn3qAhsceIWipUFlHCPYuO4/ILR9g2fW/P3HhTdOUEO6m0p5i5KrP9DGRZ3wlPWBgJIOmqcf6VGsVtRIwdHRdEE+aJFIm4aCObdteRCtQVduYjczoLOPjH/84c+bMYdmyZXkj+xxCCF/Qy9EzkERD0jecprQcRq03iCaKK9+6Y7T7/sKzlhMJvZ8FJNMW9219iW1PH6uY9uhO3NMZS1WstR16B1NFKYVlxbyCC3Gjlly2bN9PQBc4DqMkEU0I5rZGkJLxVarzmRIqF8VQ7cd747m06/zkw3YcjvfGWbm0dUwPh2oeD27avhcG5+2C5icmtpRYlu2JiUKAnns9VMEjJRRUaQn9Ixka6wLEkxaOlGhCUB816K9SpQkgoINZpkZLzr6kWIzMUShG+vj4+JyulIuuhlymga5sC0qf+1NBxXQ0F8tSQl4sBlu3wj/+Ixw9ql5rbISPfAQ2by4ftRIM5ivWTpZZ/GuQnoGk8vyaIgxdYBWcv70lwtUXLmbL9v0c7R4hmbZorAuyoDVMY3oEcegwf7DtHt7w0lMAZIJhtl31bp4853IajtqcjSoSoF8f4bEDcfYPWjQEgty84fRY7PlMDgeODVU/qEaklBi6IBo2sB2NkcTY8zwhVIVu23GwHUkiV/AvFNDRNdXfm+tDXludk6HNTqoIYxfHUd6fd98Nv/41bbnmTCjC0+dczt7L/oCL3nIhy0qr3FbD9cOrq8uLeCUbGbUEgficfpTbqPv6A8/RWB/0MrUChoYmBFkzH8ija6KoSIaW0x5O9alQMeAHvDTb7gJ/S9uWDMezNNUH+e7DL5LOWJX9VWcxMyroffGLX+TBBx8kmUzyh3/4h7z97W+ncTLLXr9G6GiN8vKRAQQC23Ym1NlLQ15dgS4U1IkEDdqaQhw8PqLczCp8gKYJNCForAvy4BMHaWkIFk3MBzNpvnzvM15KYjioEwxoZLIqJklKoEAnCQU0TNvx0msKixjomkA6DrfducMb/A8eH8pN+EdfoGEIz4PNZ+axbImuC4wCwc5ynKIJdum+n/tzNQ+HTetX8PUHnqN3MI1lOxi6Ssn94HXq9XBAI5mxR/XjcEBdS2tjqKjwhbtz1N6sJkKGLignzbmVaHsGkl5EnYsmRE0Gq6ls+cWq2+6KkaPEbj89wcfH5zSnXHR1QBc5f93JLYBRiWBAG2XTUIQblff888on7ykl8KDr8Md/DH/2Z8orrRAhlJDX3Kx88nxPqKp0tEbpHUzmqtuf+iKuFHeuIYDWpjBZ0+FnOw5RHw0wpynMsJ4hiEPgZA/n7N3BWx67G2NYiTUHz3gDP3vLBxhpmkMAyeBIRn2/LS2sPrOR1ev95/HrlbQ5eUVcHAkt9SGGYmmy1ug7YLTgkbdsCRqCxvogjXUhTg4kmTenjqFYmlBQpzUsCI30k+wf4fKrct5niQT8+Mdwzz1w6FD+Q5Ysgfe+l9A73sFl9fVcNp5fQAhVxMJNpY1EKo591byvfU5f3I0624GuviRZ08Z2JLFk1nu+m5aDoQu0kj4dCuhEwwbxlDkpRTPGylqUQP9wyvu7e7wKNFJFZ0YSJo11AYYTxUUTy84VZhkzKuht2rSJTZs20dXVxYMPPsjmzZtZtmwZmzZt4vLLL0fzJ0WAEjD+9t9/NyXhqtGQQVN9iIxpV03flVLS3holGtI5dCJGZ2u+ilsiZTIczyIldLZG6B9KkUqbFdV2XVPmraGAgWnZRZOvQEDLCYEOgyMpGiIGXb0xEikr55FX3utvKJblmovUfpO/EzSzBHSNtCQXwZYTlKVqB5jfXsfREzHIpV270+PF8+pr8nBQEb0yF2kqiyJ8ly9q4VDXEMmU8m7QBEQjBmfMbwbUNZXDba9UwSyTtdwPZyied/J2cj/PbakejTFWOi6AqLCsqdTu4+PjM5spfBYnUia27dDSkE+/CoUMzBJj96mkrUnNW0ZVubNtFcny8svwta+pxa87MK9fr9Jrl5ekVgqh/KCam6G+3veFGgeb1q/wvMim8rvXdUFLQ4hjPXFAMqc5gq4JzmqPUH9gH9f87NuctfdpQEUpPXLlu3nxvPW50H3QAgHmLeuExYt9odanbNGyiRAO6vyv913Idx9+kZODqbLH2I7E0ARW7jMzBWJicyRAOmPzf/8qn5G068UudvxyD71Hu9BDOjdctYI14Qy9t32ehod/TDhdMN5dfDG8//1w5ZXj69eaptJn3cq0NRb4qeZ97XP6ooIclMWWEPm1lGVLWuqDDCeyODLvkQ+q/4eDBk0NQdIZCzM2OZH5mibGjPwuzR5T1aGVv7lpOSBgOJ5FoAKYLEtF71n2yKRc31QyK4w95s+fz4c//GE+/OEP89xzz/HVr36Vz372s/zqV7+a6UubFbxybHBKxDxdE9RFDBLpbFm/s1KkhN7BpHctQ/GsNzHvH057opwb6VcOIUDXNHRNsKijHlBi4MnBFIausXBuHRnT5uRAisa6fARgMm2pgcIBXdcQwvGuQ9cEQUOp/Dt2dbFjVxfHeuIEdI2WxjGqPflMGYs6G+jqjXuFLQKGRrTOYH67+s4vXTufY937vMhRiRLeLl07Hxjbw2HL9v1ql705Lyins/mJgRvh11wfKhvhN1AhNdZttyo8DNz24UT5snyV2sdDpWyzachC8/Hx8ZlUSqMybNtmKKbG2eb6IBnTJpu1aawLYFqSdMaacmGvLqzmFIU2DcTjcOwY3HknfPvbqhIkwFlnwac/DZeW2HgIoQS8pia1sPUZN68cG6x+0CRg2VLNSaXKGggaGu0iy+qtP+KqR79LJJ1LvVq/noMf+At2PjuAbjk0NESwGhrol2E2XrbaF/N8gNH2RROhLhLg+iuW8d2HX+TwibGFAlmyR5DTmYklLZpcn2nHgcFB1oZSrL16CcjF8Oyz8M9/i3zsMdpzaVCWHuD5VRfxm3M3sP6Pr2ZNrWm1mpavSBuNTqhARjXva5/Tk517e0iklBedECqTqdDKK22qghN9Qykvu07LpYcPxTMMxSfXH9y25bjvUcuRCCkJ6BpC5CpOuwUMcz9XWhfOJmaFoAfQ19fHT3/6Ux588EHS6TSbN2+e6UuaNTz4xMEpKX5hO5Ke/qS3+1MLVu5miUYCDMUyZEybZMosunkq5a5LVB59a4NKeTzWE1Oht7nqubbjcLQnzoL2eqLhAM31+YeGaTkEdEHWkthOXszTBJwxX6Vpx5NZXu2JY+gCPbdL0DeUpr0lgmEIfydoGnFFtbam8qLa7gP9tDSGiwW/gkq2Y0VYVpsYrFvVwSsXLuLBJw6SylhEQgbXX7HMe3+l3Zta/XwqR/BNXiqGj4+Pz+lOaVRGS0OYjOkwGMswGMsQCRkEAhrtzRGSGZuTuVSdqURKSca0sS3Ju9Yvh+5ulYb2la9AT486qK0NPv5xeOc7i32gNE2l1DY11RyZ4lOeB584OG2f5UaM1IcNVgwc5arvfYUV+/8bgFS4jsjn/wauv55VQnBT5yC/3D/CkZRGsC7CjVcs5wJ/3uiT41SHp1BAwzQt7n9sX03VvDUhqK83iCetnO2RugbHkUSChrII6O9XVWyzWXjkEeWP98ILgFp7jdQ189z5V/PceVeRjDaSMW22PnmksqDn+uHV1+dFvFP0A63mfe1z+uFu2IWDGomU0igK02YlKiKuLhKgp1+tz5TFkWRi5mG1Ues9quvK09/VEy5ZO49fP9+linY6NroAoWlF2WWzmRkV9FKpFFu3buWhhx5i3759XHPNNXz+859n7dq1M3lZs45UxlJ56NZob61TpZwfXTUkeCJePFmjWb8ADTBNh+6cf1mmJPS1KRpA0wRdvXEcKUllLFqbwiAljiNxLSaEJhC5m1BKSKQt6sIGg7EMhq5hOw6aUFV1HSRDsQzz50T9naBpZN2qDn65tIUn/rsLx5FomuCKc+cXiXIBo3iADBgaJweSVb02OlqjHOoazqXUqqIUKqW2CVAPmW1PH6OlIUhna4SMabPt6WOcuajFF3R9fHx8ponSzZdE2iKVtpCOJBTUSWfUGN7VlyCTdSraIUwmB46P0NwQ4t2XLeTcPb+Gz3/eW/wSDKo0tA99SC1mXdyKtY2NyjPK55RJZawp2aguhxAwJ6pzzdM/5rpt3yOSVXPQPcvPR/v8/8eqC8/2oi7PuXwx52wIe5uKd27Z5du2+ABqbnmq2OOI9ulojfChTW/kzi27iIQCDMezZE2bgK7RUScQXcf5wpeOQn8/V76ygzc/v43AQEEV3je8gQcWXsLBNW9G6vlxKxjQGBguycoq9cOLRifVQqCaN7bP7Kc00GIkkcEwBEIzoKzzuOrv+18dnt4LrRHblsrmyxAEdJ2XDg+iaxqOtHEcsCQENGhuCHnZZeMik4F0GpJJdT81NU3671DIjAp6l1xyCS0tLVx33XV87GMfI5CbKO3ZsweAc845ZyYvb9YQCRmkMtPnMVON8VahMXIqeDXVfDBWnLLoODbdfQk0rdhBrCiSSsDgSBpdC2PakrktYYbjGSxL4jgOtlRmnK+ejHvVbXymnvu2vsSv/rtLeYUbAlvCr/67i/ntL3HTxpVEQwZHu/NFWGzHITNgsbizkS3b92PadkVT0rbGELv354VkR0riSZO2RpX+rd7vnJampj4+Pj6vFUqjMoZiGZxc0R/bVmktji1JZaYvurm13uCibBdnfPRvYN/T+Rf+4A/gL/8SFi5UP7uFLpqaVFSeX7F2UomEDBKpqa/ebuiC1dk+3vvdr7LyqFpbxMP1/OLaD7D0T97FOSvaVbTlnDle+rRv4O9Tji3b95/yOWoV8+rCBh/a9EZvE3twJEVbUxgrnaXVTpLtHaD++GGuevEXXHjwaQK28niWmo7YuEFtTJx3Hq/e9yzpeIZQwfCVNR3amiN5PzxXxJvCqONavLF9Zi/lxsSuviRzm8MMJ0w0jZoiTmcbInfdWWnTM5D0tAZNU5l+mlDReTUJz5al7DpSKSXimWZ+xyoSGfu9k8CMCnotuUphDz30ED/5yU+KjO2FEDz++OMzdWmzigtXzWX7s8dn+jImjCPzIa0T2ZG1HZkTNa1Rr0kJ6azNYCxLe3MYQxc014foGUgWCYiWLRmJZ9m5t8d/gEwDDz5xEARelVtDqCq3Dz5xkJs2riSRzhanaedE4kQ6y2AsrfwYKpiS/u6F7rKf6bYf644RS2bVgKyBZTsMxTI1p9TOJJXuD99r3cfH53RjzfI2vv/4KziOJGBoZE0bpPK91XIeNXrOT2eqCRgaS0SS6x6+m8v/eytGbgHM2rXwmc/A+eern/1CF9PC9Vcs4z9+vm9KPyMSELxz18+47r/uImyqCJKnl63jwctv4u9vu1aJtG1tSrQt+J59A3+fcvRMY5ZPOGQU+ULf97M9GIkYTn8fS196hqteeJyVJ172jk+F63hmzRW8eOlbueXD13jtG9+8hAe27iODTThsgKYRamjgmreuhSWLpjXieCxvbJ/ZTbkxMaBrDMYyWLaclkjrycS1AZMOSCGRTnG746iNR0MIbq20kWPbKgLPjcLLZPKqppTw6quwezfs3Qvr1sGf/umU/k4zKuht27ZtJj9+9mCaKqWjwsTxUBXT1NmO279bGoLEkmbNk3eR273XNcGC9joOHh/GkeVFj3BQJ5O1c/n6Boaukc3l8gcDGm1NEXQNf0I2TaQyFgJJ1rKRue9ME3ii7GCFwhSDIxlCQSMnAkvvvULkdzbTFbzq3HbTVpWKtNz9pAlwhFTts5xqVXB9fHx8Tgdc64PGugCxhFk0brtTHWeazKabw4Lrn/0p12y/j4Z0DICRhlYevfQG3vW1T6pIFSHULnpLi4pY8ZlSzlzUMqUpt8szfXz0B19jRS4qbzjSwP2X3MTuM84lGAnx4jA8tLuHA92HaG+JjMun1+f1SUdrlIHh1LSMWUOxDOmszd/9++9whodZNNjDgsd/yvo922mP9XrH9TR18ItzruLYRVeTDQZJpovnx2tWtKMHg2x/eZCelCTU3MBbLlnGOSv9dZBPMbV6lyfSFkOxDFnTnjWZgxNFev/JkSs64z6XVi5tzWsGUirxzo3CS+WMAx1HefG+8ELxn6Gh/Hm/8x0VNTuBgjK1MqOC3j/90z/xkY98hGCFXzCTyfAv//IvfOITn5jmK5tGdu1SRswLFqgd4VBI/QmHPTPm4yfjM3yRk8NgLOuJLLXgRlQZOTNKkZv9lZsADsUyRMIGpmkRT5m5VEvBnOaoV9VOSulPyKaJgC7ImPkvSkqwJYQC6vsfq5JsCOmJwO7AOp5Jv6GrsuW2bY9q985Z5n1+HIaPj4/PaMaa6Fc6ptBfx5EmAUNTNhiOGucte+rTbAOGxvrjz/FHj/4r8/pVlkPaCPLY2mt4/rK3EWltVPMst2LtNKTF+Ci2bN+PJgT2JCt6Og437nmEGx6/m6ClNg5/u/xN/Oeb34ne2kakuYF4qJ47Hj8KAurCelmfXt/A36eUTetX8OXjw1jTkCoeCurM0S203+zgkqce4ZJ9O4iYed+7vQtXs231VexdtBpdN+gIhsiaNq3N4bwfXq6oxeoVK1h9dfUZbi3jvM9rk1q8ywdHUtgOnBxITnnxqqnGvfrS9aD7ODJ0jVBQ591XLIXhYRWBl0wq8e7kyWLhbvduVZimHNEorF4NmzdPqZgHMyzonX/++dxwww1cfvnlXHXVVSxevBgpJUePHuWJJ55g+/btfPKTn5zJS5xafv1ruPxy9XdNgyVL4Mwz1Z+zzoJVq3gx3M6SiENK6iSkRtYG07JPixLK5ZiI6bVhaBzuGhlzALEd5aOmCZjbEqFnIIVpSU70JYoi9PwJ2fQQCRlkzGzZ9urkJx4T6eWmOTo1e6z2yWYswfD0vGt9ppusaRMMVPbsqva6j89kUYufWDV/HZGLmBaaKlo1HaxKdPEn//VvrDrwHAAOgt+ceRE/Of/tpJramNvYwFvfdoGad/mFLqadnoEkuiYmdWG4dLiLv9h6B8uP7QVgMNrM9y65iX3LzyXc1EA83MCAKWhAJyiomFLrG/j7lGPdqg6iYX1KvR9DAZ05Qcnal3/LJb/7KWuP7ELLzRyzeoDfrngzO9dtYLB9IQMjGZDQUh8ETSPYGOGt174RFi0atx+e7xv5+qaazcCa5W088F8vnxbWReNBaCrtVtMEoYBOnQENmo2RTRNMp1kbfxV+kBPtXAGvp0JxnFAIVq6ENWvgDW9Qf5YtU9YOc+dO+e8yo4LeFVdcwQUXXMC9997L7bffzsGDB9F1naVLl3LNNddw//33U18/gcoipwsLFqgv++BBpfoeOqT+bN3qHXK2pvM/G+fS3TqfnvaFnJy7hBMLlnGyfRFxgiSlSi3NWg7OLFbMT0XMGM/D05F4VXRdsqZDT3+CpvoQH7zOn5BNB7EK31ml9kKqCXKNdQFGEqPP01inFmXJTPkFo9teqR9O1t0z1ef3ee0TDOi8/S8frPj6T75y/TRejc/rmVr8xModownoGUx5tgmGrg8uecoAACAASURBVE3LINiWjfEnv7uPy555FD1njLOv80y+/6Yb6Jq7hGhDlAVLO7lmw1pWr+qc+gvyKUtHa3TSMiY0x+Zdux/mXb/8HgFLbST++sxL2HLxOxHt7cj6Jo5mNVJxi7ktEfqG0wQNjZbGsJfBUZhS6xv4+1SidzBd/aAJoGuC9qDD1c8/wuW/e4gF/a96rw1Em9m+6kp+dfalJEN1GJogajksWdiEFo2SNsIYLY38/qUrWH32xIQD3zfy9c1YNgM79/bwsx2HcF5DYp4Qap7dGNGJOhYhyyQ82MW8V19hYfchFp88zMp4F3ylgngXCKjAqze8QQl4a9bA8uUzujk4o4IeQF1dHbfccgu33HLLTF/K9HPGGbB/Pzz3HDz/PLzyivqzf7/6fyKB7tgsGDrBgqETcPAZ762mbtDT3ElP2wK6O5bQ07mMo51LOdY4jyQGpuVgWnbVyrLThSTnZSbHJ+6574GJFdQo/PzG+qD/YJomXHG5MMNaWQ1U/wJNq/wxbnsqXV7wq9Q+XvzCFD4+Pj6KWvzESo9JpC1lKp0bR6UE03LQtakbRA3L5J0vPsKmX91PJKOuraehnR9e+A72LDuXcEM9oeYmNt/4Zs47258HzDRrlrexe3/fKZ9nycAxPvHY/2X5cVVgo7+uhe9d9h6OrLoAu7GZHssgEbMAJe7ajkPQ0DBth5MDSXRd4DhKUJk3J++d6Bv4+0wHmoCFdozrnv4Jlz3zKHXJvGf6/rnL2LZ6Pc8tORdH09E0QSQUINxYz8Ll8/jo+y6etDQ+3zfy9c1YNgNbtu8nlbEwdO208CKvRMDQCAU06jVJWzbGosMvsvDYyyzsOcTCk0foGDlZ/o26DitW5KPu1qyBs8+ufu+5i0YhVBbmFDPjgt7rHiGgs1N5HVx6ab5dSjhxgm986ft0DnQxb+gECwZP0DncTcjKErAtFva/ysL+V+HlJ723ZYwgJ1vn092+iO7OpRybewYH2pZwvGEupi29QhEzgavljEeTK62EOhFETkFMZ6bes8dH4Ypipd9ZLaJYtQg3s8IuUaV2Hx8fH5+JUYufWOkxQ7EMQhMYKDsM9zkwJVkEUnL5oSe5+Zd3MXdQVTpPBCM8fO4fsGPt72G0NCMi9XTZOokRyxfzZgm7D1TwHKoR3bb4o2d/zLt+cz+BXMXiX559GT+74t1kO+bRS4hYwsKRVtEmcv9wpmjTznYkAV1VWh6Kpdm5t8cX8nymhXOGDrNp54Ocv+dXXtVtW9P572UXsHXllRxuX4ph6ETCQYhGsUNhBqVBxob+nuykenL5vpGvb8ayGbhzyy5MW87qLMByGLpKo2120px9cj9Ljr7EoleVgNcx2O2lshfiIDjZ0klX51KGlpzJkg2XsvzqN1f213WrNgqh7sdAQP0xjOL/T0NEiC/ozQba2qCxESwr/8c0YdEijqxax0tpU5lJ2w44Dm3xAeYPdjF/6ATzB08wb+gE84a7CdgWISvLopOHWXTyMOz5lfcR6WCY7raFSuSbs5hDc5ZycM4SToabX/NCiDtxC4d8z6kpxc2tAuY2RxiMZ3NRGupB4EhoiJx6OHK1CLolnfUc6R5dSGZJp0rfNzQop2sbU7+B4uPj43NaUYufWOkxWVNtnjlSYuga0nGwnMnPuD3z5H5ueeIuVh59AQBbaDyx8nJ+/ubrMDvmkQ3XcyKXagnT46HqUxvHumMTfu/S3sN88rE7OKP7AAC9DXO4b/37OHLOmxkKRhlIOVh2/vsu7Xej5g9CzVl0Xfgphj4V2bm3QvrdONAcm8uO7OQPn3mQM4++6LXHQ3XU3/we9M2bCaUC9D/6MvXRepJGgB5bJ521ycYdQAnUyxY2n/K1FOL7Rr6+KWczsGZ5G1u276d/OHVaiHmaJqgTDmcOHGbViX0sPf4yi47vp7P/Vc9+o5SehnaOzFnMkTlLODJnMcfaFpEOhDE0AQh4yaHx2DPMn9vI1W9ayuqzO/OinSvYuaLdDOMLerMBt7JtGRKdB8gkM4QERHDQbJuk1c5BcxkHLAtp29i2jTRNWoZ6mZ+L5lNiXxedwz3o0iGcTbP0xH6WntjPRQXnT4bq6J67mFfnLuHInCUcalvMoZZF9IcbJxwRNxvRBAi/junUYZrKCzKdhro6WoZO0oCG1HWErqmQZV1D6DbE48yv07AQmFJgo4yxHakWgKUiYClNdUGG4qMLbjTVqd3KoVim7CW67ZWeS14EaYXXX0v3g4+Pj08t1OIntm5VB69cuIgHnzhIKpMTUhwJGli2M+ljZ2usnz/53X9wxe5t3i77rkVv4CeX/hH9S84mEapjIAvpmI2bauly39aXuGnjysm9IJ9xk86OX2A1bJMbn/oh73zy+xiOjYNg+znreez338Ng01z6MpCJjz8Tw9A16iIBpJR+iqFPRb778IvVD6pAXTrOW/du423P/ZQ5Q/nUvuPN83j8nKvYc84l1He2E34uSVIL01U/h2TKwk45lI5hCCZdaPN9I30KbQYKi6TMVu+8gGOxfKSLlT2vcGb3KyzteoX5Pf8/e3ceJldZJvz/+5yllq7e9yydPSEh7KBsDquAGgMaULafosyrDiOO8OKCy8yAw6KDzowwDo6XzgXiRvBFGERZBgQUcCCAQCBAQvZ0eknv3bWe5ffHU1Vd3alekt6qOvfnuupK96mln06fOnXO/dzPfW/H8vJ/BuwrrdaBu5oFOohXs4BYsATDNLBMA9M0sCyLSCCAGQzgmhZJDHoNA78kwn/+pY8r5i/guIOsUznVCiag19LSwttvv8373vc+WltbmTt37kwPqSAoy6JtIJadYTQMC9OwsYIGRlgRUD628gng0TN/Pv3e0bzjOCgnhZ9yMBIxqrtaadi3m8aOPczp1Jl99b1tGL5PSWKAJbs2sSTdFSyjv6Sc5roF7KpbyPbahWyvbmJr5Xx6Q2XT/58wCSpKA4MXGmJy9fbCqlXQ3JzddLNpkTQDJC07/W+AlGWTtALw5Fw+t6OXlB3AsQKk7CCpQJBUIETSDpEMhnDsIMlgmFQgRDwQJG4GidtBeOMNVgeibDUcYnaIFCYeCh+fmkqdEt0Xzd94oyfdSGOsgJ4QQohBY9UT27CplSdf3EVVWYDG6jDd/Uk6euL7XYdOVDAV58KXHmTdi/cTTOkJmt1Vc/nv913MliNOptcuoTvpjxrUefCZrRLQKwDx5IEF3pa2buHax/6dhe3bAWgpr2f9uf+Hdw9/L60pi4H+gzu/swxFKp2yL0sMxWj2tO+/8mMsc7qa+cirv+Os1/+HUGqwocZr84/g6aPOZtvyY6G8nH5l0x0M0r4njuclKI/YeTtAGwqaGsumJNAmdSNFRqZJijsFmfUHw/BcmrqbWdW+leVtm1nWvJmm1m3ZJkjDdZVUsKNWxy921jaxu2Ex8dIKTNNAWRYqEMCwbSKmRQKDuG+Q8BVJX2EoPeHkxHx8fBQuS8sVScfh109uloDeaJ566iluuOEGDMPgV7/6FWvWrOG2227j/e9//0wPbcYNzyrzPJ25lDkBGRj2eEMZGEYI0wxj2gozAu2189mx/Nhs4A/XwY4NUNe6i4a2ndTv282czj00djZT29eBgU9ptJcVOzayYsfGIa/fU1rF7rqF7KxbyM6aJrZVNbGtaj7RYIRCZZqKaNxlfkP5TA9ldvJ9nZmXw3YdbNchku9Yu/cdjjvYn/WfcH3Ot55SJK0gjh3ACQThzkr+vc8lFQiSsIIk7SAJW3+dsIPw5T/x6Rf3ELdDJKwgcTug7zMDJMwA/KmGFfu2EjeDJCybePq+pBXAM2TJthBCDDe8Q2JVWVAH9CaJ8j3O3PQ0Vzz7M6r7dO213lAZvz/pI7x48lo6rBJ6Eh6pcUzaDYyj07ooHLaT5NI/38u6F3+D6Xt4SvHkMefy+DmfZG+ggp50nbyD5SuwTUNfwMkSQzEZfJ+jd77GR//yW45/98Xs5rgV4M8rTuH548+jfcFyomaAbtckFnPwPBf6o3o1kaHo6U8NaQoYCphEwha2afKpNatn6BcTh4pMk5TmfdOfsax8jzndezms7V1WtL/L8pYtLNr7LsFU/nOK3lApO2p1XGJ342KaGxbTV1mHCtj4dgDftIj7ioRvkETheOC4Pk7CSwfNfWBwgilom6QcP1t/P3d7IWdwF0RA7wc/+AHr16/ns5/9LPX19fziF7/gq1/9qgT0gGjCwbaMcTez8HzwXA9nxMlPhWkEsOwQOxbWYi0+lgA+YUMH+wKJKA0t22jcu52Gfbto3Lebxs5mavo7Aajo76Kiv4vV2/4y5FW7ymvZXbeAnXUL2V6zkB3VTWyrmkfcCh38Lz9JXNfH81w5UZsqFRWwYwf85S/Q0gKxGHf89HlsN0XATRFwktmb7aZYc9wcnn5us77fSeY8JoU95Ptk9jVGYvi+nvVMxSEKdLfTNNpYX/wt60a7/75/5Hsj3OWYFvwkwj2eSdLWwcKUFdBfW0ESdgBa7+O6TR0k0tv04/RjMgHGuB0klQ4w6ucGdPZhRwc1AR/HtPBVuqCfUviy1lcIUcDydUicLIfvfoPPPHMXy1o2A5AyLZ4+6hyeOPsSWsI1dMc9nAPMvpfGB8XhsOa3uObxf9fN34Dmqrnc9+G/YePiY+mI+6SiE1t1oQBDKYIBk6rysCwxFKOaWxdhx96Raz8GUgnOeOsZLvjLb1nQviO7fV9pDX86+mxeOOE8eivr6HQMYkkXx91/Oa3nA+kljkFbdxX1PAgGTObWlck+KqbEhk2t3P/UFlo7ozRUl1AStEikXFKOx7C41uTyfRp62zis/V1WtL3LspbNLN77LiWJ4elKWn8wws7aBeyqX8SexkXsnrecntp5+IEACWUS9xQJf+yg3Uh0EN0fUqvdThdYL/QM7oII6LmuS339YArjqlWrUNPQEaQYNFSX0NEdm9TXdD0f13NJ5ImTGEaELQ1HYs07GstQBPEIGz5liQEaW7cxp2UbDS07aOjYzZyOPVRGewCo6t1HVe8+jnz35SGv11FZz566BeysW6TTX6ub2Fk5l6gxed2ZxiNgGfIhOJVKS/Wy28ZGALa+kD8NGmDNF0/nge8/nf9OnyEfHr7vo3wP00kRdJLc/Knj+cHP/sxAV58O+KVvASdJpe3zkffM44FHNxJwklhuikAqie0m9b9OkmMWlLNl897sc2wnNRhYdJIjFk4FdBeynh5GLUW86TnOGO3+0Xwf7iKTdRgglb2llyo/Uq9rbR55JNxxhy7EKoQQM2x4h8TO3oln5zV0t3Dln37KKe88l9328rITePicT7G9biGdMR9n4OACOrfc9QIrF1XLxXGBCqYS/H/P/ZzzX3oIAx9XGTx5/If4/blXsIcw0YNcXpvLUBAO2Xzp8uNlHxDj8qk1q7nxx3/eb3t1XwdrX3+E8159lLJYb3b7ljnL+NN7PsSrR51GpwoxkPRJ5KnrmY++BFaYysC2YUFjObdcderk/TJCpOXWyysLW3T1xuiPpkg5Hq7nTV4wz/ep6e9IB++2srxlM0v2bqY0lj9IHrND7KpdwO7GxexuXMrOBYfRWd9EwrCIe4q4b5By9YpFpz9PrckDdMZx83h18z6i8cHO6IaC6vJgUWRwF8QVYTgcprm5ORvE27BhA8ERmkQcatadsYy3t3fmraUwFTzPJ+n5eTICw7xVuxqr8Uhs0yBg+ITwqEr0Mrd1B3NattLYuoOGdp3RV57+UKvpbqOmu42jNm8Y/BlKsa+qkb11C9hdp5txbK9bxK7KOcSx9AFkkn9d05AWplOupkbffJ/Aij3sbtt/hmV+fQSWLqWt8p28L6GGfXTs91c75RRe+kM/XoOHUir7eAVYJnzkq+/nt/7j6aXqfvb5mfmBH37lLL73nSfSzx38mbppis/3rz6Vr932KAEngZ1MEEgmCCTj2KkEdjLOZ89dys8feEXfl0ro7ak4gWQC20lw6vJqXnltJ3ZqMNhoO/tnKY6ddZgglBrW3KN9p/732Wfhb/9WB/aEEGKGDe+Q2NmbvzHReJQkBrj4hV+z9uWHsNOdSrfXL+Khc6/k1SXH0RX3SB5E44MMhZ4o6uqN8Z/3vwbrjpKATgE5fPcbXPP4vzOnay8Au2vms37t53m96Ug6Yy6eN/FgXtA2qCoL8Tn524sDMHxfOax1Mx/5y8OcvOmPmOlC/I5h8sry9/LMKRfwTtNqulKKeMzBP8Bl4aahdIM4fKrKQgW91E8Ut+ElM0IBi1jCoS/mYqhswugBq4r1sKptC8tbt7CsdQuLmzdTMdCd97EJK8Cu2gXsqV/ErnnL2NW0kvaGBUSVTdRTJDx04C7q4WcTLw7+PCBXwDK46OzlXHruSjZsauXuh99kT3s/hu+jgLbuGKZhMLeucEuLQYEE9L70pS9x5ZVX0t7ezsUXX8z27du54447ZnpYBeGEVQ1cdPZyfvHo2zM9FJ3Zl3RJ5LyJmillU+1qrIYjsS2DgAFB5VEX62Ze63Ya926jsW1HtilHaWIAw/ep79xLfedejn77fwdfXxm0V8+hpX4BzfUL2VW7kG31i9hVOY8UBq7r4aRrCB6olOvJMpvpohTf+cLpfPxrDxFLDgaGwwGD73zhdAB6R2hcMSbLor13lOeGQrQOjDJLE4mweyCTfp1HbS0bnVKgFBUEFQSULpIKis/+n7X8ZstvQemlOpDuoJx+zKk3nMf3b/g9pgILHyMdLLSUDi4q3wfXRbkOVjJOIB7HTsYIJGJcf+HhfP/u57FSCaxUEiuV0AHBZIKAk+TCk5sgkYDly+GIIw7qv08IISbb8A6JB8PwXD7w+mNc/vwvKY/qCcHO0ip+f/ql/Om482hPGSQmITNLKb2EJhSwiONw/1Nb5LygAISSMa547ud8+OXfAjow8j/vWcvv3v8J9roB4geZjZlPY22ET61ZLX93cUA2bGrF9hxO3/EiH37hAZbuGbwu6w2V8dyRZ/L8qeezs6xR1/ScwMQDgGUpKktDmKaiqjw80eELkVe+khkDMQd8CNgWScfFHSWqZ5mKymQ/y9u2smLvOyzbu5mFezdT1duR9/Ep02J39Xx2NSxmz5yl7Fq4kr2Ni4gZQQZ8RcJJB+8GPCYraDeSSHj/LO14wqGhOozj+rR3xVAoasqDuK5X0JOABRHQO/bYY1m/fj2vvPIKnudx9NFHU11dPdPDKhjLm6qwLSPbCKPQeD4kHY+k42WbdLRQzhsNR2PPPRbLVAQMKFEu9QOdzGl+l8aWbTS27dJLdzubCafimL5HY8ceGjv2cMym57Ov7xgWbdVzaKmbT2v9IpobFrKrfhHNFQ3ElU3SVzrY5/ojZveFg6acuE+j7/18w5BgHkAs6fG9n2/gustPmKFRHRjfT4f9fD+dyK13rERqlA8Y06QjOtoHkMIwbAxlY1glqHKFoRSGoeCCD/HSBgtL+Vj4mPg6MKjA8D0u/Lu/AtfVy26lJIEQooDkdkhce92DB/Tc43e8wl8/cxdN6bpTCSvIE+/5EE+ceSm7KSE64DBZJ/aGoags1StACr3I9aHi6F2v8XeP/4D67lYAdtQtZP3aq3lj/uF0DaTw/Mm7qKurCkkwTxy4zk6if38DP3n8viGBil3V8/jTcR/gpfecS5sZoS/hHnQpgFymYVBRGiTpuPR0J9nbEeWjX/lvTEMRClosaCyXkgFiUjRUl9Dc3kc07pBMeUNWBMbS9WkNQ2EZCtM0KE9FWbH3HZa3bGbx3s007dlMTU973td2DJM9VfPYVb+QPY2L2d10GHvnLydmh+j3DOIuJFM6826qg3e5DAXlkQBfvOS4Ie+h3GzFPe0D+trMh56BJPPqSgt6ErAgAnoAW7duBcAwDF5//XUATj/99JkcUkHIrG133cIM5o3G83wS6Vp9A0AXsIcqXm96D/bik7BNRYnyKFEO1V2tzGl+V9fnS2fzNXbvJeQksTyHuft2MXffLsgJ9CVNm9aqObTWzKOlvomWhsW0NC6ivbqRBBZJHxK+geP5uJ4/6bUIxcieennPiNuLJaA3VTxvaIAwV9eIRb6VXs4shBAFzjIVzjjW6Szs3MVn/ngXR7/7EgAeihdWnsIj536areWN9MQm1sE0H8/z6e5PglKYBgVd5Hq2CyeifOa5n3LOK48AkDIsHj3pIzx21mXsdWzi/ZPfkdjz/ILOshAFxPfh5Zd1zeJ77+W0uK4N6qF4dcFR/Om4c9m2+kQ6jBA9MRf3AJvz5GMA5aU2sYRLS0cU00gX51fgpgv9p5wkze19sh+LSXHk0hre3NqBj4+hFKGAiZUurVWZirKkZTML92xmwe53mN+ylfqulryv4ylFc+UcdtQuZHfDYprnLaV5/nKcSDkxTPo9RcLxSSZcvPjEa95NlG0b3Hn/azRUl2SD47nZiinH0++/9NdQ2JOABRHQu/baa9mwYcOQxhhKKQnooaPFKded9JpyM8lxfRzXIQbohTWKHcE5bFw+j8Aqg7ByiSgPy0lQ1bqHhpZt1O3bTeO+Pczp3suc7hbdCdVN0bRvJ037dsLbg4G+uBWkpaqRlpp5tNbMo7VuAXvnLKZu7gro6gLb1g0FbBtMc4b+Fw5tI2WcFnImqhBCiLF9/P0rRi0TUhnr4ZMvrOesl3+fbUT0zpwVPHTOFby9+Cjaoz7OBDuYjsTzddZBLOEQCdv89flSi3QmvHfXq3z+0Tuo7t0HwNb6xfx67ed5c96qSc/Ky1BANO5QU2EVbJaFmGGeB/398PDDcOed8Mc/Zu+KBUI8u/wUnj3mbHoXLKfbDtMZ83DcyTtWmaZBf8yhrjJMZ2+cZMrDsox0R9z0EH3o6k1QVR6U/VhMjOexe9c+VtcHcbp7mbtnM0273mH+3i00tWyloasFI0/ygYeipaKBnbVN7KzV2Xctc5eSKq/AD4YY8E36PYNEyiPZP73Zd6MxDEVDdQltnVF6+5PMry8dUk83t8GXnXnf+cXR6bYgAnobN27kiSeeIBCY3s6nxaC1M8pAzBnSQnk2ytTniyddMj2iTCNEoH4FgTkrKFEeYcPDTKUwolGq9u2mrm03Dft2M6ermbnde2noacP2HEJOgkXtO1iU0zYewC2JwI9XwLJlsGKFrkW2ciXMmaODe7YNkQiEpVbFlBtpZ57NO7kQQhwCLj13JQAPPrOVWMLJ1r0NeA7rXv8dH/3TryhJ6Fnu1vJ6Hn7fxbx6/Fm0ujYDfVMTyMvIPZeKJyY/A0yMoasLrrmGv7/vp4BeafHwiR/hmTM/TrMfJjoFWXmgl1hZpp4wLOQsCzEDPA8GBqC9HX72M7jrLti2bfD+BQvgE5/g5vY5xCur6Q+VsS8BiQnWyMvH932UUnT3J3A9P9tpc/ipsedDT38Sx+3N+zpCZPk+JJOQSoHj6H8HBuC11+Avf+GsXz/J/NZt1Lbvzk6wDddWVqsbWNYuYGftQpobF+OXlUG4BDcUIurpDLyU46ffFzOfgZeP7/l09yVQSscdlFJD6unmNviqKA3Q3qVX9lVECr/TbUEE9JYsWYLjOBLQy6OhuoSO7hiGUniHWLDD9Xw9kw70pLdZZgA7HKZlUQ07Fh+ZDfKpeAyiUSo79qaDfHuZ272XOV17aehtw/Q9zOgAvPKKvuWqrNRBvuXL4WMfg49+dLp/1UNOaoTlWCNtF0IIUTwuPXdltmvcTT/5M2dt/18ue/K/qO3SddIGAmF+f9yHefGvLqAtVDlpHUzHYiqFaRn4vi7FIRku0+iBB+Bv/gZa9T6wuWEp933ob9jZtJLWSc50yqWUDoCkHA/LUgWdZSGmSSoFsZgObGzZAj/9KaxfD705AbKTToJPfhLOOANKSkj+4k129nnEJqE5z0gcTzdtc1wwTYVC77vDZQISfdEUf33z40OWDYpDVG7ALnNLJvU+vnkzvP46bNyob2+/re8Hjh/2MvtKq9lRs4AdtQvZUbuAnTULSEbKCAQtjJIS3FCYaG4GXl/hZOCNR8rxUICVzrobiKXo6kvQvE9P8pz1niZef7eDts4oTQ1l+PjEEy5V5eGCfo8VREDv4osv5vzzz+fYY4/FsgaHdOutt87gqArDujOWsWlbx7jq0RwKcpfrDgnyBcOESqoZqJ9HJ8fydiqJH4viJlMQj1Hd0cLc7r2cXhZjRaJDH9x27tQzc93dsGGDvt17L/T1QYmc7E2lkTJOZ3smqhBCzCYbNrVy/1NbaO2MZi8qQZcL6eiJ0bRjE9/93Q9ZtvNNQHezf3rlX/Hk+y6id+4CWpImsUnsYDoWfcHsoZTCtgzJ1JoO+/bB3/4t3Hef/r6khPXHrOWFv/oIbXYZXVMYIIHBcwofcF2f/mhKllofiuJxiEb1LRaDl16Cu++Gxx/XDccAAgE4/3z4xCf0Cp5AAKqqoLycvYk3s00CplpmXw0GzLxlaLL7tO/T258o+A6cYhLF4/sH7ZJJvVM4DmzdOhi4e/112LQJEom8L9VXVsXA0sPYGG5kR90i3ow00h8qw7IMAgEbFQ5hhMP4ymafbxBLFXYG3lgsUzchTDkeuD5b9/Tg+WAYELBMunpjPPniLj5XhO+jggjo3XHHHbzvfe9jwYIFB/zc/v5+LrnkEn74wx8yf/58nnvuOW699VYSiQQf/OAHufbaawHYtGkT3/jGNxgYGOCEE07gxhtvHBI8LFQnrGqgujxEW5c0dBhJbpCvK73NtkIESkoIlfpEDJ+eefPpjcfY4qT4zlWn6ANfPK4PfJs369u778Kxx0owbxoopfDzRO6UUno2Pc+UpGHozq5HLq3m9Xc797v/yKXSGVsIIaZLpmmXZSnKwhZdvTFuv/cVLFOx0u/mkgf/k6Ne/kP28a81HcEDJ11E79KV7AuU0dWfmvSmF+Phej6mCZGwLZlaU+3nP4drrtFBPYCTT4abb+a5P3TT7ASITVGtxHwMBbZlUlkW1pg9RAAAIABJREFUKrqLNTFBe/boQF4iAY88ojPy0g0YAairg8sug0sugepqXV+7slLf0rW2K0qDdPclp2W4pgGVZSFKS2wUih0tvdkgnmKwpVomU6+nP0lFaUAyjg8F3d06k9T3YceOweDdxo3wxht6P8+nupq+JSvYYNaxo24hWyrm0xksxzAUx6+sJ5p0UR1xIuEIccOmI92FNhF18PziDOAN53g+lvLxfFC+n30feR6UhKwhy2+L7X1UEBEtwzC44YYbDvh5r776Kt/85jfZvn07APF4nK9//evcc889zJkzh8997nM8/fTTnH766Xz5y1/mpptu4phjjuHrX/8669ev57LLLpvcX2SqKEVjdZiO3jgpR9KXxiPleKQcjwGgAzCUgW2XEwwa0NSkP9QTCf1hfcQR+sDo+/pDXUw5Q+X/aDAU1FSEaO3cP4BdVxkCYGtzX97XHGm7EEKIyZGbkTcQSxEKGJSWhBiIpYgmUpQnYlzw3L2c+fyDBBx98bu7ai6/fs86dq48HqeqWmflTVGttJGYhsJL16TygYrSALZpFmw9nKK3axd8/vPw0EP6+0gErr8eLr8cGhvZ8fvHp2yJbS5D6WsM1/PwfPB8j+6+/NkqYhZrb9fZeD//uf46Y/VquOIK+OAHdTaeYUBFhb42sO0hL6EXwE4P1yOdeedzz40fGDJ5sq87TjypMwot09AlmfAZiKUk43i2e/JJ+M1vdHbpxo16RVk+FRX62jZzO/JIaGzkR798mbbOAQZiDoGARWkogBcO8fqAzRUXncQDz+9kR3MP/bHUtGWjTiffB9fx9OeCgsziR9NUxBL6PVWsNVYLIqC3evVqnnrqKc4444wDet769ev5x3/8R77yla8A8Nprr7Fw4UKampoAWLt2LY888gjLli0jHo9zzDHHALBu3Tpuv/32ognoNVSX0Nzeh+8PnZkR4+f5kEi6JJIuhEL6luG6gwG+YR/gYmrky8DLbA8F8x+WMtujsfwXgiNtF0IIMXHDM/I6umMkknqpip2I86GXHuFDT/2CyoFuAHpDZTx43Fr+d9X7CNVV0znTWXnpoJ5hKubWlRV0PZyilUzCf/0XfP3rugEGwF/9FfzTP+k6xfX1YFnTVkbG88Fzdc0kBaQcn2g8xYZNrZywqiHvknHZJ2aRWExniN599+CyQ8OAc87RgbzjjtNpbkpBWZleXhsM5n2p6b7IT7lD99XN72niwWe2ZoN5SoGhdJDRUDqRQTKOZ7H//V84++z9t0ciOjCdCdwdcYROXFHDAtBKEXVAlVcQrA0RxSLqGyRTDrE+l3uf3saRS2t45a02/FkcafAgvabdz8ZU9GeDTjMp1hqrBRHQe+6551i/fj22bWPbdrbLz8svvzzq826++eYh37e1tVGXk2FVX19Pa2vrftvr6upoTRflLQbrzljGrXe9kJ1ZzpB6YwfOMMh+OGaZpl5mK0ttJ81oNfIgf5HfzPY9rflnnDLbR9rl5a0ghBBT5/6ntmBZuiucAirLgpSrJIdt/CMf/p+fsjDdWT5lWvzP4WfxyFHnYtbUYFRVs3MGsvKG8zwfw1CUhW0J3Ew214W33oIvfhGeeEJvKy/Xgb2PfhRqavRSxuEXmdMk9/ygLGJz/1NbAPZbMi51yGaZX/0KfvQj/XV5uW58d/nlMG+e3qaUPvevqRk60Z9HdAYylnL31Sdf3EVVWQDX9Ug6Lp4HKcfFMg1cXx/b1p2xTILUs9WyZXDaaTpIvWrVYABv0SJ9cTucUnp7OJy9qSUdbN3SgTvgoZQLuHi+j2HAW9s7eWt7J+DjFf/q2jF5vl7a7nq6dJdtUfCdbEdTEAG9u+++e1Jex/N0oeOMTGBwpO3F4oRVDZSEbOJJB891sycmEsw7cEHbLMq18cVmQWMZO/buH5hb0Fg25nPz1P8ddftkGysYKYQQh6LWzigVJTaRoEk5KZbt3MIpD/4Xx2wbnHx9cfHx/Ob4C+ipqidcUzmjtfKG84HySIBI2JLzgMni+9DTAz/+sc7Cy3QJPftsuOEGmDNHZ+WVjf3ZP9V0Z0NFZWmQnS29fPfnLxFPOARsk8qyIJFQ8dZPEiO44AL4whegsRE+9KGhE/fBoA4yF8C+OZKBmMPOlt4hkylV5SHau2JgeOAPZh9fdPZyQILUs1ZNDTz9NLS0DO3GnMswdGA6HNb7eig05OLlAycv5pW323F9Hyvd/dvzfHzfx7YUrufjHgLBvIzc39XzKfhOtqOZ0YDe888/z8knn8wbb7yR9/55mRmUcWpsbKQ9pzZCe3s79fX1+23ft28f9fX1BzfoGdLUWEZXbwzX9WntjI6Y4SRGF0+4Rbk2vticetRcdux9O+920J85+WaARto+nQKWbsWeb7sQQhyqls+J4Pf0Ur63lRMeX8/xGx7DStdB21a7kPveexE75iwjFAlhFkhW3nB90RTBQHHWyCk4/f26jtNXvwrPPKO3VVbC3/89rFmjLyjr60dcwjjdTFNRWxGmuz9BNO7geT6mAY7r6QBJVZiSoOwbs0p1Ndx+u67pGEvXZjZNvb2ysuBnalOuhxv32bqnG9f105lEBuURm2jcIel4HL6kJhuE+Pqdz2YDf0BRF/kX42AYulRUJngXDsMoDT9PWNXARWcv574nNmf3Jd2gUFFdHqK7P4GT6fh8CDENRTB9jXfn/a8VZWbrjAb0Hn74YU4++WTuueee/e5TSnHuuece0OsdffTRbNu2jR07djB//nx++9vfcuGFFzJv3jyCwSAvvfQSxx9/PA8++CCnnXbaZP0a02LdGcuysy6WaZBMpyvJstsD40NRro0vNs++1qwbX+Tsm4bS2y89dyWmYeDlidyNtH06uSNEy0faLoQQs1oiAX19nD9P8fY9P+P9f36Qsng/AF2lVTxw/AX87+LjMW2bSF017VaEzgLJyhvOx6erN8GKhVUzPZTiFYtBRwfcdRd85zs6sAfwgQ/oYF5dnS7KXlubfynYNMlthAJQWxHCNBV9PSnKIwGi8RSOo5cqevh09yUwjaCcI85WSun9srp61KBHoTAM3YgjHDTpi6YwDIVlKBzXo3fAo6I0wPK6Um656tTsc1o7o5SFh/5uxVrkX4zANPV+HA7rIF4gcEBPX95Uxby6Uva09+N6Pp7vU18ZJhLWNeRjiUNjXwnaZvbrlOsSS7p09caKNrN1Ro9oN910EwBf/vKXOeqoo4bc99xzzx3w6wWDQb797W/zhS98gUQiwemnn84HPvABAL773e/yzW9+k/7+flavXs0nP/nJif8C0yi3IGommGcosC2TpONKUO8AHLm0ZqaHMOs1tw9gGgo752Te8zya2weAweKjw420fTIZ6ZP8fNuBEYt1T1cRbyGEKAgDA3ppz8AAPP00S/7pZg7fsQ2AuBXg0SPP5fEjzsYPBCgpKcGprmZbwiBeYFl5uVzXB98ryho5My4e140u3noLvvENeP55vb2mBv7hH3RAzzR1IK+iYmbHip6EMwxQPtRWhvFRVJWH6Y86VJYGCFgG7d0xPA+U8kmm3KKtnyTGEArpQPMYdfIKiq+oqw7T1RuHdFNEva+Ch0/vQJKrPzZ0X22oLqGrN5bN0IPiLfIvRpDTE+BA5Ta2WtBQSiLl0toZI5VeexoJ2/slY8xWiZSLZap0aTYdUynmzNYZDei9+eab+L7PV7/6Vb73ve+l0z7BcRxuuOEGHnvssXG9zpNPPpn9+uSTT+a///u/93vMypUr+fWvfz05A58BGza1ZguiplIuScfTnVtTLoaShgDjZRnw+rsdXDrTAzkEDN8nM52EZtxI0W+JigshhM646urSAZzNm+Hb34Y//pEQ4KH484qTeOj4C+gMlWGaBiXVFXSGyunod/D8wl+uM7+htGhO0gtCMgnd3fr285/Dd78L0XQWx9q1uvFFdbXOFGlsLKigie/DEUuqQRm0prOUKsoCJFJuNiOluz9BMuUTClp8rogyMsQBmEAQZCboc2WfSMiitcPVQTxPt0ZUSmFbBsGAud++mlnNFcchaJskJEgtcuTWYgQduCqPBOjpT9AfdXBc75CKJziuT8BWGAoC6Yy9gViK7v4EKcejtTO2fyPNAjWjAb1f/vKXPPvss7S1tXH11Vdnt1uWxTnnnDODIys8mTehrqEwNItpNkXSDaVvU5Wo5XrT33r+UDSvrpRdrX26e1J6tsf3YX59KUC2VfhwI22fTKN12BVCiEOS7+tAXne3DuR1dOjaU+vX6w6mwNb5K7nvvReys2o+AKGgjaqpZpcbINpfeMtrAT0Dj0IpdCdIpfjUmtUzPazi4Dh6f+jpga1bdVbeiy/q++rq4MYbdfMLgEgEGhoKZinjnJoSImGbrr44b+3opqE6nF1KNRBzsgkEJSEL01Q4ji/BPFEwfPQhuSVdM10psE0D39dlAyJhi7l1+zfzOGFVA6w7ivuf2kJbZ5T6IqwFJqZOviXZtmWkG6v4KAUm4PgcEpl6mfMD0zSIhC0GYinau2OodEjdUKpolt7O6CfvP/3TPwHwr//6r1x77bUzOZSCl3kT7urs3+8NFrQNGmsjKBQ7WnqHJBpNR4BkslSVBYiEbRzHp7s/QTw5uTP9mf8LST2felesOZzb732FaFzP+FimQWnE5oo1hwNQEraJxlND91UFJSGbgVjhLtcSQohZxXWhr08HbRIJnY11zz3wH/8xWBtt0SL48pf5TWslO3b3YJmKYEUpPSUVtEc9HLcwg3kAFaUBBmIOKcfLdoIs9BPzgtDfD62tg/vDv/6rDvQCrFsH11+vl9UqBVVVetltgTQYUIps9t1ATDe/yM1IAbBMk7JIQIIeYsblu05T6P04GncoLbGJJ1x8dF09x4O+gRTrPpY/6+6EVQ2yL4u88i3J7upNYCpddsj1fGzbxEu4sz6Yl66yhOf7fOzs5Tz54i46e+M6lKcAX1FdEcI0KIqltwUxlXbNNdfwwgsv0NPTk501Aw64KcZsVhK02LG3DyfPO8z3obsvwTWXHMf3f/UyfdFUthBwZpmjYShQ4Ht+wb1Jg7aBZZn4vsq2jL774TfZ2dI7qWPN/F9I6vnUO2FVA3938bEjzhJecNoS7n38HTDAVOCmd9YLTlvCLx7dvztuLtsy8tbas9MdiuqrwrR1xfa7v74qDEAoYBJPujkHbb1vhALmuF5/LCPNah0Ks11CiOm3YVMr9z+1hdbO6Pi7syWTOpDX3a2Der4Pjz0Gt92mO0IClJfD5z8Pl10GgQDnvruPu3+3CWqq2e0E6O8r3EBexty6MgnaHIxkEt55R2flvfKK3jZnDnzrW5BpKmeaOlOvvHzmxplH5rMcdF3e4Z/dQdukP+Zwx5fOnO6hiSI20rnhhOWJ6DXWRigJmmzb20dDVZhowqWjJ0YylV4SaeZ5HSFGkDlH2NXSRzSeoixiU1kaJJFySaRc3e3b0RnsjuOjDMA7sKQg09ANTQuh3rhtGTjO6MuHG6pLME0dd7j03JUsb6rilrtewPMhYBlUlgWJhCx83y+KlX0FEdD7h3/4B55++mkWLlyY3XYwXW5nqw2bWunui+cN5gEkHQ8/rk+sP3TqYv7fk5tJpB9rGlBXVULKcekbSFESCVBRFkCh6OqL0xdNgn/ggQbTgPqqEvZ2TGwnNwy9ht22IRpPsaulj/uf2kI0nkIphcHkBiCPWFotJ/TTZLRZwkvPXQnAg89sJZZwCActLjhtCZeeu5JfPvr2iMtxAWwTUnmuIzMNi97/3gX7vYZKbwdYd+YyfvXY23iZiDc62LbuTB3oXbmwktff7dzv9VcurBz9F06rrcwfUBxpuxBCHKzcItfj6s4Wi+lsvP5+XWEdYONGuPVW2LBBf29ZcOmlOphXNdgN9sjV8znDruCnT24nlhg5mGcaCsOAlDOzJ/b1VeEhHSDFODkO/Nu/6Q62yaTedvHF8JWvQKkum0EwqJfYFlC9vAzTNPB9P32hqrLZehnSJEAcjKqy4KSdw+VO8A4v31xVGiASsogn9blxIqVXK3keWJYBvu7MXCxLAcXMyj1HqKkIYpqK3oEkjuuzoLGc9u44jutlGwPqeo0KpXxMpUaMPQxnKEUqHcybyQQGQ8HHzl7O8qYq/u2XL9EzsP+qr5KgmS21kEnyOWFVAysXVRdtU5mCCOg9++yz/O53v6M0c6Ighrj/qS2Ultj0RVO4w94hmeh5eSTAXQ+/QSLhUlcVJmibdPcn6BtIEU+4NDWWse5j+89OZ6L2b27rwHP1h0SmRkO+HgEKsC1FJBzANBUlQYNo4uBnrGzTJOW69EdTmKYinnRobu+joydx0K+Zj6EUpSUWetpBFIJLz12ZDezlskaYBbXSs+yxZP79LbP99Xc7qK4IEY072dn5kpCVbYYyWjARYGtzH0qx33Lgrc192a/zvjfSEcdkKv/4kikvXaNh/wvh4RccQggxHvmKXOfrzrbxtR0889QbtO7poDxsce6JCzmy1IV/+Rd44IHBFzzzTPjyl2Hp0sFtmWWV1dV8eIFB47xanUXf2odtKsJBk/6Ymy6voKitCGFZBo7j09Ydy9tVfDqUhOS4esBcF847DzLN5ubPh5tugpNPHnxMaSnU10+oXt5In6OjMdNLwkYSTl+k+T70xxzqq0s47dj5PPniLuJJaRIgJmiSlpRXlwepLg/RH03S1hUfcr1VWmJRXREinnRwHJ8LTlvCky/uoqsvgV5OovCB6vIQpqmKYimgmFnDzxGqyoKEgyZV5XrC6xP/+Ah90eSQmuf4+vOzLGyTcl16+5PZYB0MzdzLPCc3M88wFN4omXqmoTBNNeL10kQYSvHki3qVgeNlltbqEVuWgef5pFw/uyIw9/1TzE1lCiKgN3fuXAnmjSJTPy9g6xPkVG5TDJVODS0NsLO1n4bqcM6bNkQ4aGXftPlksqj++ubHKQtbKKXYvreX3B9hGQrX1x84JWGbL11+PIAOIKZ80pm5WSNF5kdK3c18kFmGIply92v6MdbzhwvaJp7vs6ChFJXzAVwsabOzxUEtA4MRlzRkto/VpLa1M0plaYCqsmDOfUP/9iMFEwFiCQfbVKic4K/ve9mMlIpIgO7+5H7Pq4gE9DhdD9NUWMbg8x3PI+V6LJlXyY69PfRHnfSHpw40L5xTkf+XEkKIUeQrch20TfZ1xXRKR18fb/5lK7/+7ev4vkfANoh19dL2rX/Ge+VRjES6LtqKFfC1r8Eppwz9AYGADt6UDM5QZ84bMsf4ts4oTY0VHLm0htff7aCtM5o9Wb7lrhcw0wWh8h3bTQNG+MifEEMxahahGEEiAX/6k/76E5+Aa6/VDS9ABzSqq/VtgsGNg20qPzwQmClqblmKeXWl+L5Pf8zhx98YbKy3vKlKmgSICWuoLjnoawhDKZQBAcukulxntVqWweqlNdnrs9zjae5+mlkKqJ+jqCwNEQnbck0jxmWkc4TMvtPUWEZze//QJIiIxdy6UtadsUwHBE29T27d051uzunjul46G9oDHyzTwPE8/GHBvQzbNLLxC50FqI/fE12im/uZELQNXA9Srst9T2zG83wsU+GnA+E15SFKQhb9MSdvXKSYm8oUREDvuOOO49prr+XMM88klJO+L0tutUwRy8rSYLr7SroenALTMKipCGdTsoP20MIKuW/a8fyMUMDSa88T+vWU0ssXlO9jGorSsJ3dse9/agtzaj1CgcHOMG66Rp9p6o68uW+0kd6ymft1EDB9cmb4OMPW74/3LV8SsqhI1wYoxrTZ2eCAl4FNonxFXw/kbx8OWsQSKXzfxU93F1MKwkGd7THSRWJmu2UqfM8n6brZuo1K6e2Z2Z/ySKDoZn+EEIVn+PHONBW277O81oDt28Fx+P0f3sL3PYKW4ojXn+WMZ+6jvK9Lv0BNDVxzDVx4oa6JlqGUro1WWzt0e458ZRUuHfaYuXURdrf24w6L2pmGbkyQSLmTtjxH5dREtS1TPu8PRkkJvPqqrq1YXT243TR1YLds/86aB8Mw1AFnbnq+P3j+m/7XcX0sEypL9bVDvs96aRIgJsO6M5bx+pZ9B/XckrBFLO5Qkq7Jle/cb6T9tNiXAoqZNdY1Uea6pKYiuN91yfB98ut3Ppt9rT3tAziuh5vuX2kYCuWPPFnjeF42JqDrmioc18M2FSnXO6gmnorBn6fS5xG2ZWSbIQVsM7uc2POguz+BaapR3zfF+nlREOsPX3nlFfbt28d9993HPffcwz333MPPfvazmR5WwVh3xjIcx8dML2Ux038101DUVoayxSzn1ZVmA3sZ+Q74Gza18vU7n+Wvb36cr9/5LBs2tWZ/RjzpZDON9M8w8NLZeZGwPeS1Wjuj2QBiJGxTVxnO1jkLWGa6mOTov1sqfSQwdFmIbPBEGQa2ZWBZBzYL3FAd5u8uPpYr1hye/X1838+mr0vgZHrkpngrpf+1LL08YCwjTfxntkfC+echMstWc/flg/nbv2dVPZ6XE4j29UzSe1bVA5By/XTx18FxmQbZdPTKsiCePzQQ7fl6+wmrGvjcuqOoKg/TH3OoKg/zuZwgpznCEXmk7UKIQ1vmeOd6HlVBqEv1E2nby2lNIV0LDejoibO0ZTOfvvsGzn/4R5T3deGYNk+f8CHdCOPjHx8atAsEdAOEhoYRg3nj9ak1q4c0KcjwfSgJ6e0TDeZlPjL8nONuSciSz/uDtXKlztjMCAZh3rxJC+YBnHbM3AN+jp+u96zQmUqZmk8VpQFK0jXH5DxPTJWDvcgP2gaL51Zw8TkrmFtXmvfcbywTPa8Vh66x9p2xrktGeq2K0kC2AadpZCZcRr5mz1zjg04UclyXlONls/YO9DTAUEOvFzMlwyrLgtlMw8qyYPpzw0cpn2TKm7Xvm4LI0LvnnntmeggFbXgK6KoltXmXtgBjrv0eKXPqc+uO4nM5P6OuKkRXbwLf97FMg0jYxjaNIa81POofCds6eGMbzKuLsKe9H0PpN+nwwF7ANkilPEBREjRJuR7lkQADsVQ6Uq+oqwoTCVl09cXp7E2MGhxUwII5Zfz7l84a3FikabOzwVgp3qNZ0FjGjr19ebcDYy5bnWjKdEdvgtISm2hs8PVLwhYdvbquYzioLxwC5tAlteH0+yAWHyGDL719tNmf2sowrZ35G2oIkZFMuQTskQMtY90vZo8TVjUQuGAlzz6zifadbVghkw+9bxFHLq3VD9i1i089+kNWbHoh+5w3V53Io6dehDdvHqfnljtRSgdtamsnVB9t+Phqq8JEW/qyJ/SmUihDEY27GMZgb47xMA2VnWQEnflcURqktz+RnVRpqA7zN+uOls/7yVBWpjPzJhjYHe7045p46uU943qsaYDv67876AyMBY1lxJMOlmlSFgnIeZ4oSPVVYX7yzcHVZsMzmMermJcCipk1nn1nvFlpw1+rqaGMvR0DOI6HZRq4yst+PufLuLMMg8MWV/L2jm48T5cMS47ROXp4HMEwFIaCefWldPcliCf0UmHLMKgqD2IaZJshRUIWVIXp7kuQTLmEgtYBBdKLSUEE9G666aa827/5zW9O80gK13iWtgBjvmlHK6B9y1WnDnnsSPUcsj8qT/HI3I5iqfQb3AecdLRcKV0vZ0FD2ZBaJ5mftbOlFzfuUx4JUBI0iScdbNOkIhKkpiLIzta+vJ3zDFPxqTWrx/w/E9NjIsteP7VmNd//1cvEEg6up5d6h4NW9u87nmWrE/nbt3ZGaagKo6rz11+84LQl3Pv4Ozieh6nATReQveC0JQB09SWGXHQqpeun6KLGo+vsTWSzVXMzVjt7J7dJjChuAdtk7XUPjnj/Q9+7YBpHI2ZMNArd3RwVjHPU+xcBiwbv6+uD//gPuOceVqR0l7fdjUv4n/dfxraGpbiuz8UnLhx8vGVBXd2kZmFlxBIuDVVh9vXEdVENpY+pjuejlMI0/BHr6CmguiJEd18cUOlZeT0TXx4J8MFTFvH6ux1YpiEXuZOtpmZS6uXlM55s/Yz6al3Dr70rBvh4OVkmf33+4fL3FgXrqguPnrTXkmsacbAmc98Z/lq5iUJ790WzgTzD0Pl6mS65C+eU8ak1q7n/qS3U59T7f3d3z6jZeWY6Fc/3oa4qjGmwX2+A3HhFVXl4SDOkkqCJaQRxHH/WBvOgQAJ6lZWV2a9TqRR/+MMfeO973zuDIypeY71pDyRzaqzXyhf1z30TWekCmAqFbRuk62am184PDfDk/qx8gcT7n9pCV28M39+/iHbAMgiHrFn7Ji1GE+kUdMKqBr54yXEjBpOneqZyrGDkWF1yQV//BHIyGtwDSEExlcLIyf7zDiR9RQgx+/X1QU8PxGL7p787DqxfD7ffDl3pOnlz5rDzE5/jvtByOnsTVJcGdZfbpbX6YFVaqoN5k5SVN1zmmFpXGaa7P0HK8TANxdzaCM3tA+mT+fyn9D66mPbF5xzGs68109w+gALm15dyxRodzDnYrBcxioqKSc/Ky9XaGR2zZpJSUFaSzrIAqArT2RPH8/N3KBRiqi2aU872vb3jeqxSB79MV4hikXtN1toZ06uaghbxlF5SG7QNGmsj2RV0d97/2n5xiIzM3FG2yUXA1Nl/hqKqIpgtMTb8WjJfvOJQa4ZUEAG9q6++esj3n/nMZ7jqqqtmaDSz20QbBgw32puoL5rKZtvZpqK9Ow4+VFQERq3/MFIg8T/vf01nPnlgWPtH60XhmGjQbTzB5Kk6MI8nGDlal9x5daXsau0b0gLe9/UF6FgyBeTxBhvKeD7Mr49M2u8nhChCvg/9/TpIl0jkrzz9zDPwne/AlnT2U0kJfOYzcOWVLAiFuG7446cwKy9X5phqWTqIlzmmfmrNau5++E12te5fYiEjaBvZWfWRjrliCkxhMA/0uWg8kaJ3IJX3/kjY5oLTlmQniIO2qc/1yoKzOstCFLYr1hzO7fe+Qt+zA0oMAAAgAElEQVRAMpt5lI9hDDZSE2K2y1yT5WbrVduhIZ/1GcPjELZtkEyl6+jlvKUMA67/5HsAhmTfjfda8lDLaC2IgN5wpaWltLW1zfQwZqWJZE6N10jZdvMbSlEoYgnngGdXMwGiux5+g92t/WNG68XMK9aD6USDkZkTvmjcwXH1svPSiM0Vaw4f87n5lhtHgvZ+y8mFEIcIz9MZed3dOpCXz5Yt8O1vwx//qL9XCtat091r6+v3f7xSEInoYJ499RedYx1Tb7/3FfqiSRx38GzeMqC0JMAXLzmuKD9HxOgy56IpxyOWGGzmFgwYVJWGskG7Qy3LQhS2E1Y18HcXH5stEeS4PolEitwyYIYBCpUtwyLEoWI810/D4xBlJQG6euPAYIMs04CLzzls6MosMaqCCOjl1tDzfZ833niDxYsXz+CIZq/pLqw6Fev2h6+VlxM8Mdkmst/mnvAd6HtsrOXGQohDhOtCb69eWptM5n9MZ6deWrt+vX48wIknwte+BqtW5X+OaeqmFxUVUzPuEYx0TM09Xu5q6SPlelimYkFjuRz7ZrHcc9HR/u7FOjEoZq98++QvH3tr1DIsQhwqDrRc19y6Us47aWG20adc9xycggjo5dbQAzj//PM5//zzZ2g0s1+xnyAV+/jF7DfRgKDs30IcolIpHcjr7h4M0g2XTMJPfwp33qmX4QIsWgRf+QqcddbITQwyWXmBwJQM/WDJMe/QJH93MVuMVoZFCDHUuBt9inEriIDe8Bp6AM8++yynnnpqnkcLIYQQQswi8bgO5PX26mW2+fg+PPYY3HYb7Nqlt5WXw+c/D5ddNnKgzjR1x9Jhk6dCCCGEEKK4zWhAb+PGjdx0001UVlZyyy23UF1dTXNzM7fccgvPPPMMr7322kwOTwghhBBi6kSjOhtvYCB/o4uMjRvh1lthwwb9vWXBpZfqYF5V1cjPKynRWXnB4OSOWwghhBBCzLgZDejdeOONfPCDH6S5uZk777yTE088keuvv56jjz6aBx98cCaHJoQQQggx+TIda7u7dWbeaIG81lb4l3+BBx4Y3HbmmXp57ZJRiq4bBlRX62DfSEtwhRBCCCFEUZvRgF5fXx9XXnklruty3nnn8fvf/54bb7yRNWvWzOSwhBBCCCEml+vqjrWZRhejBfKiUfjJT+DHP9ZBP4DDDoPrr4dTThn954TDOisvFJq8sQshhBBCiIIzowG9cDgMgGmaJBIJfvSjH3H44YfP5JCEEEIc4pIpl4BtzvQwxGyRaXTR0wOOM/pjPQ8efFBn5bW16W01NXDttbBuna6HNxLD0Bl51dWSlSeEEEIIcQiY0YCenzM7XVVVJcE8IYQQMy5gm6y9buSyDw9974JpHI0oWomEDuL19Y3csTbXhg1wyy3wxhv6+0AAPv1p+OxnobR09OeGQjorLz1RKoQQQgghZr8ZDeh5nkdPT082sJf7NUCldGQTQgghRDGJxQYbXYzUsTbXzp3w3e/Co48ObluzBq67DubNG/25Sg1m5RnGxMYthBBCCCGKyowG9N555x1OOumkbBDvxBNPzN6nlGLTpk0zNTQhhBBCiPGLxWDPHl3/brT6eBl9ffAf/wH33KOX5QIcfbSuk3fccWM/PxjUWXklJRMbtxBCCCGEKEozGtB76623ZvLHCyGEEEJMjtZWqK8f+3GOA/feC3fcAV1detucOfClL+nMvLHq3ykFlZW6tp5k5QkhhBBCHLJmNKAnhBBCCDErjCcr75ln4DvfgS1b9PclJbpG3qc/Pb6utIGAzsqLRCY2ViGEEEIIUfQkoCeEEEIIMZU2b9aBvD/+UX+vFFx4IVxzjQ7QjUUpKC+H2trRO90KIYQQQohDhgT0hBBCCCGmQmcn3H67XmKbaZBx0knwta/BypXje41AQAfyxup0K4QQQgghDikS0BNCCCFmkWTKJWDnz+Ia7T4xiZJJ+OlP4c47ob9fb1u0CL7yFTjrrLHr5IF+TFmZDuZZcromhBBCCCGGkjNEIYQQYhYJ2CZrr3sw730Pfe+CaR7NIcb34dFH4bbbYPduva2iAj7/ebj0Up1tNx6WpZfilpVN3ViFEEIIIURRk4CeEEIIIcREvf02/N//Cxs26O8tSwfxrr5ad6Udr0hEd8u17akZpxBCCCGEmBUkoCeEEEIIMVFXXQWOo78+80y9vHbJkvE/3zShpubAgn9CCCGEEOKQJQE9IYQQQojJcNhhcP31cMopB/a8cFgvsQ2FpmZcQgghhBBi1pm1Ab1PfOITdHZ2YqULSX/rW99i586d3HnnnTiOwxVXXMHll18+w6MUQgghxKxw3XVwxRU60268lILqan0bT6MMIYQQQggh0mZlQM/3fbZv384f/vCHbECvtbWVa6+9lvvvv59AIMAll1zCiSeeyLJly2Z4tEIIIYQoemvWHFgwLxjUWXklJVM3JiGEEEIIMWvNyoDe1q1bAbjyyivp7u7m4x//OJFIhJNOOonKdG2a8847j0ceeYSrr756JocqhBBCiEOJUrrzbU3NgQUAhRBCCCGEyGHM9ACmQm9vLyeffDI/+MEPuOuuu/jVr35Fc3MzdXV12cfU19fT2to6g6MUQgghplcy5U7ofjFBlgWNjbqLrQTzhBBCCCHEBMzKDL1jjz2WY489Nvv9RRddxK233spVV12V3eb7Pkrq1QghhDiEBGyTtdc9OOL9D33vgmkczSFEKSgt1UtsrVl56iWEEEIIIabZrDyr3LBhA6lUipNPPhnQwbt58+bR3t6efUx7ezv19fUzNUQhhBBCHAosSwfyyspmeiRCCCGEEGIWmZVLbvv6+vjnf/5nEokE/f39/OY3v+G2227j+eefp7Ozk1gsxmOPPcZpp50200MVQgghxGyUycprapJgnhBCCCGEmHSzMkPvzDPP5NVXX+UjH/kInudx2WWXcfzxx3PttdfyyU9+klQqxUUXXcRRRx0100MVQgghxGxjmlBbq5tfCCGEEEIIMQVmZUAP4JprruGaa64Zsm3t2rWsXbt2hkYkhBBCiFkvEtFLbAOBmR6JEEIIIYSYxWZtQE8IIYQQYtqYpu5eW1k50yMRQgghhBCHgFlZQ08IIYQQYlo1NkowTwghhBBCTBsJ6AkhhBBCTJQssRVCCCGEENNIAnpCCCGEEEIIIYQQQhQRCegJIYQQAoBkyp3Q/UIIIYQQQojpIU0xhBBCCAFAwDZZe92DI97//7794VGfn0y5BGxzsoclhBBCCCGEGEYCekIIIYQYl7ECfg9974JpHI0QQgghhBCHLgnojYPr6iVGLS0tMzwSUewaGxuxrKl/28k+KybTobbfzp8/f0Z/frHbvXv3TA9h2vZZKJz9VhS/Q+1YK2YH2W9FsZFzBFGMRtpvle/7/gyMp6hs2LCByy+/fKaHIWaBJ554YlqCBbLPiskk+60oNtO1z4Lst2LyyLFWFCPZb0WxkXMEUYxG2m8loDcO8XicjRs3UldXh2lKbSBx8KZrRkj2WTGZZL8VxWY6Z99lvxWTRY61ohjJfiuKjZwjiGIkGXpCCCGEEEIIIYQQQswCxkwPQAghhBBCCCGEEEIIMX4S0BNCCCGEEEIIIYQQoohIQE8IIYQQQgghhBBCiCIiAT0hhBBCCCGEEEIIIYqIBPSEEEIIIYQQQgghhCgiEtATQgghhBBCCCGEEKKISEBPCCGEEEIIIYQQQogiIgE9IYQQQgghhBBCCCGKiAT0hBBCCCGEEEIIIYQoIhLQE0KI/5+9+46zqy4TP/455ZbpLVPSO6QQIBBAqiyhCQISiiDuT1wERRdXVn2JFXBFXQVR10VcFaKI9ABKF2IMgkIG0kkvk2TKnd5uPe33x3funZnMnZJkMjM3ed6v1yVzz21nmO8595znPN/nEUIIIYQQQgghMogE9IQQQgghhBBCCCGEyCAS0BNCCCGEEEIIIYQQIoNIQE8IIYQQQgghhBBCiAwiAT0hhBBCCCGEEEIIITKIBPSEEEIIIYQQQgghhMggEtATQgghhBBCCCGEECKDSEBPCCGEEEIIIYQQQogMIgE9IYQQQgghhBBCCCEyiAT0hBBCCCGEEEIIIYTIIBLQGwLbttm3bx+2bY/2qggxJDJmRSaScSsykYxbkWlkzIpMJONWZCIZt+Jwk4DeENTV1bF48WLq6upGe1WEGBIZsyITybgVmUjGrcg0MmZFJpJxKzKRjFtxuElATwghhBBCCCGEEEKIDCIBPSGEEEIIIYQQQgghMogE9IQQQgghhBBCCCGEyCAS0BNCCCGEEEIIIYQQIoNIQE8IIYQQQgghhBBCiAwiAT0hhBBCCCGEEEIIITKIBPSEEEIIIYQQQhwYzxvtNRBCiKOaBPSEEEIIIcSYlbCcQ3pcCDHMbBtqayEeH+01EUKIo5o52itwMDo7O7nuuut48MEHmTRpEk888QSPPPIImqZx3HHHcffdd+P3+3u95tlnn+W+++6jpKQEgHPPPZfbb799NFZfCCGEEEIMkd9ncNmXn+/38T/fd8UIro0QR7lwGBoawLKgqGi010YIIY5qGRfQW7t2Ld/61rfYvXs3ALt27eK3v/0ty5YtIycnhzvuuIM//vGP3Hjjjb1et2HDBu644w4++tGPjvxKCyGEEEIIIUSm8jxoaoKWFvWzpo32GgkhxFEv46bcPvnkk9x5552UlZUB4Pf7ufPOO8nNzUXTNI455hhqamr6vG79+vU8++yzXHbZZXzlK1+hra1tpFddCCGEEEIIITJLPA779kFzs9TNE0KIMSTjAnr33HMPixYtSt2fOHEiZ555JgDNzc08+uijLF68uM/rSktL+fznP8+f/vQnxo8fz3e/+90RW2chhBBCCCGEyDhtbSqYF42O9poIIYTYT8ZNue1PKBTiM5/5DFdddRWnnXZan8f/93//N/XzZz7zGS644IKRXD0hhBBCCCGEyAy2rWrldXZKVp4QQoxRGZehl86OHTu47rrruPLKK/nCF77Q5/GOjg6WLl2auu95HoZhjOAaCiGEEEKIdKRLrRBjTCSisvI6OvoP5tn2yK6TEEKIPjI+Q6+zs5ObbrqJL33pS3zsYx9L+5zs7Gx+85vfsHDhQk444QT+8Ic/SIaeEEIIIcQYIF1shRgjPE/VyRuoVl4kAr/4Bfz+99DePrLrJ4QQopeMD+g9/fTTNDY28vDDD/Pwww8DcN555/Ef//EffPOb3+S8885j8eLF/PSnP+Wuu+4iFosxbdo0fvSjH43ymgshhBBCCCHEGBCPQ339wLXyVqyA734XqqtHbLWEEEL0L2MDesuXLwfgxhtv5MYbb0z7nHvuuSf186JFi3j22WdHYtWEEEIIIYQQIjO0tUFjIzj9TH8PheCee+DVV9V9vx9uvXXk1k8IIURaGRvQE0IIIYQQQghxkAZrfOE48Pjj8JOfqOcAnH463HUXTJ8+oqsqhBCiLwnoCSGEEEIIIcTRJBxWwbxEIv3jmzfDd74Da9eq+4WF8PWvwxVXgKaN3HoKIYTolwT0hBBCCCGEEOJo4Lqq6UVLS/qsvEgE/vd/4eGHu6fgLlkCX/0qFBeP7LoKIYQYkAT0hBBCCCGEEOJIF4uprLz+Gl/87W9w993dTS+mT1dNME49deTWUQghxJBJQE8IIYQQQgghjmStrdDUlL7xRX09fP/78PLL6r7PB5/7HNxyi2qAIYQQYkySgJ4QQgghhBBCHIksq7vxxf5cVzW9uO++7sdPO01l6Q3W9MIwQNeHf32FEEIMmQT0hBBCCCGEEOJI09Ghgnm23fexzZvhzjthzRp1v7AQ7rgDPvaxgZteaBoUFEBRkcrkE0IIMWokoCeEEEIIIYQQRwrXhcZGaGvr2/giGu1uepEM9A2l6YWmQU6Oek4wePjWXQghxJBJQE8IIYQQQgghjgSxmKqJF4v1fWzlSrjrru6mF9OmqaYXp5028HsGg1BSogJ6QgghxgwJ6AkhhBBCCCFEJvM8aGmB5maVoddTQwP84Afw4ovqfrLpxc03QyDQ/3v6/WpqbX7+wNNwhRBCjAoJ6AkhhBBCCCFEprIslZUXDvde7rrw5JNw772qnh7AqaeqLL2ZM/t/P8NQNfWKiqTxhRBCjGES0BNCCCGEEEKITNRf44utW+E734HVq9X9wkL42tfgyiv7z7bTdZWNJw0vhBAiI0hATwghhBBCCCEyietCUxO0tvZufBGNwgMPwEMPdQf5PvYxFczrr+mFNLwQQoiMJAE9IYQQQgghhMgU/TW+ePNNNZ123z51f9o0uPtu+NCH0r+PpqkAXnGxNLwQQogMJAE9IYQQQgghhMgEra0qM89xupela3pxyy3w2c/23/TC71eBvLw8aXghhBAZSgJ6QgghhBBCCDGW2XZ344vkFNuDaXphGKpGXmGhNLwQQogMJwE9IYQQQgghhBirwmGVhZdIdC/btk01vXj/fXW/sBC++lW46qr0GXe6DgUFKphnyimgEEIcCWRvLoQQQgghhBBjjetCczO0tHRn5cVi8Mtfwm9+09304vLL4etfT9/0QtMgN1c91t/0WyGEEBlJAnpCCCGEEEIIMZaka3zx97+rJhd79qj7U6eq+6ef3vf1yYYXJSWQnT0y6yyEEGJESUBPCCGEEEIIIcaKlhaVmZdsfNHYqJpevPCCuu/zwc03w+c+lz7rLhDobnghhBDiiCUBPSGEEEIIIYQYbZbV3fgC1JTbp5+GH/8Y2tvVskWL4LvfTd/0wjRVjbyCAml4IYQQR4GM3NN3dnby0Y9+lH379gHw9ttvc9lll3HhhRdy//33p31NTU0NN9xwAxdffDG33nor4eQXpRBCCCGEEEKMpvZ22Lu3O5i3bRt88pPw7W+rxwoK4J574JFH+gbzdF1l5E2ZogJ6EswTQoijQsbt7deuXcv111/P7t27AYjFYnzjG9/ggQce4KWXXmLDhg387W9/6/O6u+++m0984hO88sorHHfccTzwwAMjvOZCCCGEEEII0YPjQCikbrataubdfz987GPw3nvqOVdcAS+/DFdf3TtYp2mQn68CeePGSfdaIYQ4ymRcQO/JJ5/kzjvvpKysDIB169YxdepUJk+ejGmaXHbZZbzyyiu9XmNZFqtWreKiiy4CYMmSJX2eI4QQQgghhBAjJhKBffugrU11sX37bbjsMnjwQRXcmzIFHn4YfvQj1dwiSdNUo4tJk6CiAvz+0fsdhBBCjJqMu4xzzz339LpfX19PaWlp6n5ZWRmhUKjXc1paWsjNzcXsumpVWlra5zlCCCGEEEIIcdh5nmp60dysfm5qgh/+EP70J/W4zwc33QS33qo61fYkDS+EEEJ0ybiA3v5c10XTtNR9z/N63e9v2f73hRBCCCGEEOKwisdV44toVDW9eOYZ1fSirU09fvLJqunFrFm9X2eaKpBXUKAy9IQQQhz1Mj6gV1FRQUNDQ+p+Q0NDajpuUnFxMR0dHTiOg2EYaZ8jhBBCCCGEEIdNa6vKxnMc2L4d7rwTKivVY/n58NWv9q2TZxhQWKhuhjE66y2EEGJMyrgaevs74YQT2LVrF1VVVTiOwwsvvMA555zT6zk+n49Fixbx0ksvAfDcc8/1eY4QQgghhBBCDDvLgpoaaGhQXWx/+lPV9CIZzPvoR1XTi2uv7Q7maZrKxps8WdXPk2CeEEKI/WR8hl4gEOCHP/wht912G/F4nA9/+MNcfPHFAHzzm9/kvPPOY/Hixdx5553ccccd/PKXv2T8+PH85Cc/GeU1F0IIIYQQQhzROjvVFFvbVk0v7roLqqrUY1OmqPtnntn9/GTDi5KSvvXzhBBCiB4yNqC3fPny1M+nn346f0oWke2hZwONiRMn8sgjj4zIugkhhBBCCCGOYq6rpte2tkJjY++mF6YJn/lM36YXwaCqk5ebOzrrLIQQIqNkbEBPCCGEEEIIIcacWKy78cUzz8CPftTd9GLhQviv/4LZs7uf7/OpQF5+vjS8EEIIMWQS0BNCCCGEEEKI4dDSAs3NsHWrmk777rtqeX4+fOUrcM013XXypOGFEEKIQyABPSGEEEIIIYQ4FJalml40NcGvfgX/939qGaimF3fcAaWl6n6y4UVRkcrOE0IIIQ6CBPSEEEIIIYQQ4mAlG1+8+abKytu9Wy2fPBnuvBPOPlvdl4YXQghxdHOcYc3IloBeBqrcFGLZiu2EmiOUF2ez5NxZLJpbPtqrJcSwkTEuxKGRbUgIIUZAsvHFzp2q6cVzz6nlpgk33QSf/3x34G4YGl7Ivl0ciKN2vMTjKmBiSqjjaDUmx348Dr//PfzjH/C978GECcPytvqwvIsYMZWbQvxq2Tpa2qPkZZm0tEf51bJ1VG4KjfaqCTEsZIwLcWhkGxJHm4TlHNLjQhyUWAz27oXf/AYuvrg7mLdwITz7LPznf6ognt8P5eUqW+8Qg3mybxdDdVSNF8+DSER1k66qUttlcrq7OOqMubEficD998Mxx8Att8DDD8Mjjwzb20vYOsMsW7Ed09QI+tWfLug3iWGzbMX20Y86CzEMZIwLcWhkGxJHG7/P4LIvP9/v43++74oRXBtxVGhpgVWr4Nvf7m56kZenml5ce61qejHMDS9k3y4OxBE/XmxbBUoiEQiHVbas56nHpFP0UW3MjP32dvjZz+AXv1AlGUCNzQsvhJtvHraPkYBehgk1R8jLUn+2cNSitTOOZbvUNIa57d6/EonbYyetVIiD0HOMJwV8BvXNkSG/x5hMsx6iTF53MbqSY2fjzib8pk5RXoCcLFVsvec2JGNMCDEWZOS+yLJU9s/996vGF8ksoEsugW98QzW90DTV0ba4+IAaXgz2/2M4jo/EoTncY3Y43/+IHC+xWHcQLxZTQTxx1Opvexn1sV9fD/feqxojtbWpZaYJl12mAnlz56rvh2EiU24zTHlxNnHLIRy1aGiNYtseruvhurA31IGuMfpppUIcguQY7yluOZQVZw/p9WMuzfoAZPK6i9HVc+z4TR3LcWlojRKOqpPN5DYkY0wIMRZk5L6oowOeegoWL1YZF5YFkybBr3+tAnxlZZCTo6bWlpcfcDBvsP8fh3p8JA7N4R6zw/3+R8R4cZzuhjO7d6tgemOjCuhJMO+oNtD2Mmpjf88eVTd12jT48Y9VMC8YhH/9V3jtNbXslFOGrXZekmToZZgFM0t46o1tWLbaiRkGuF3ZxY7rUd8cpbwkG9PU+k0rzcgrouKoseTcWfxq2Tpi2AR8BnHLwbY9lpw7a0ivH0qa9Vi9wrpsxXYsx6UtbGPZLj5TJztoHjnTI44S6f7+wGEdcz3HfVF+kIaWKB4eLR1xDENLbUP9bR+/e/ED+V4QQoyY3734AS0dcRzXw2fqFOYFBjx2PRDD/h3vurBlCy1f/ApFr78EgKMbNF11PWXf/ApkZR1yw4uhHLsc6vGRODTJY7Sm9gR26jxMZ+mLG4c0vgYbl8M9TTBjx0si0Z2FF4moabTJqbTiiHIo++p050yGoXHvo+/hM3QiMYu8HB+FuYHDP/a3bIF77oHHH+/O2s7LgxtugBtvhIoKKChQy4axu22SBPQySOWmEMtX7SU/x0dTWxwAx+m9g3M9j9rGMAC1TREqN4V6bRjJaLZpar2i2Sw5/oC/LMZ6YHCsr9+R7r5HK1m5pgbX9dB1jXNOnMCXb1iUery/v8+iueWw5HiWrdhOfXOEsgP82w2WZj2UbeBQxk7lphA/e/x9onEbx/Vo64jxs8ff5z+uO2nQ99hb10FHJIGuaxg62I5La0e8z3Yuxq7k+LIch3DUpqk1ygc7GwkGfBTl+Ye83z3QoGCvce956DokLA/HcTAMnZsun8+iueX8ctm61POaWqO0hROpi0K52SblRdmH9L0ghBCDqdwUYk/XrBJD14hbNnWNNpquEWqOpj12Hew7OfmcPXXtRGI2+Tl+CnP9B7U/q9wUYumLG9VF8iBcsu4VFr/6e4o62wHYN2Emfzr/U9SWTOb6Rot5i6ZBfj6Vm+tZtmLtQR07DGWK2KEeH4lDs7eug9bOeK9ltuNSVdvBJ+98mSkV+b3+Hj3HbXbApLUjRm62r9/jgIOdJni4jqdHjOdBNKpu4bDqBHqgATzLgs2bYc0addu6FT75SVXjUhx2B3PedKjnY/ufM0Xjduq9g34Dv9+gPWxhO566YGRo/HLZOjzPpSNskbBdsgImV5wzg+svnHNwv/j778N//Rc8/3z3mB03Dj71KRXMKytT5Rdycw9rXUcJ6GWQ5JUbTTPQgMF2dY7jce8fKvnKJxelBv+hXP3puVFlBQzaOxPkZJmHdIJ6uL5UhjNwKQ7cfY9WsuL96tR91/VS9798w6Ih/336G+MDjaXyYhWQSI5x6J1mPdg2cCgBOYClL26kI2Khaxq6puG60BGxhnQF13Jc0EDv2unrGriap5aLMWn/sdgejmM5Dm2dCTQ0DF0jYXuEoxb5OX40TRt0v5tu+/jZ4++jaVq/+9zkuHccj4bWKBoapqFh6DrxePe0g+TzwhGLls5Er8/tjNhEY+1omlrvoWYdCCHEgVi2Yjs+Q30/Oo6XmjnnuR4+Q0/t20B9p+4NdeIzdIryA/2e9CX3mfGEg+t5tHUm8PsMcoL972/7u3Dys8ffx3M9FrXv4srf/4LZ1VsAiPqz+POpH2PlMWeSU5BDdtk4nquymLe44JCPOwc7dklKBWrEiOuMxPt9LBqze/3NgdR40PGoqmtXjVhjNiUFQQBaOmJ8f+m7zJlWzJJzZw15DPQ02Lgbs+PFtlUAL9nQwnEOLIhXX98dvFuzBjZsUIHAnl55RQJ6I+Bg931DOR/b/wL5lt3NXL14NtdfOKfXOZOz33lSwnKIJxw0DWIJh7aOOLnZPhIJi9ZOlUFn6BqxhM0Tf9kKMPSgnufBypUqkPfGG93LJ06Ez3wGrr66O5AXDB7A//YYP4oAACAASURBVMmDJzX0MkioOULAZ9DaGR9ykDccs1n64sY+79HTUK/+9JynXtcYpj2cwHFJnaAmp0oM5fWHu1ZKz53EUNZPDK+Va2oAdTEieeu5fKC/z2BjZbDHl5w7C9v2iCVsPE/92zPNerBtIBmQc136BOSGoqYhjK6Brmtomoaua+iaWj4Y09DQUAFQz1P1MbWu5WLsSTcW94Y6ae8K5iXHQFJrR/fB5kD73XTbRzRuE4nZ/e7TkuO+uT2GBiT/U1wQTPu81v2CeUlOatx77At1ju16VkKIjBRqjlCUF8DDw+lKEU7uKZP7rN+9+AG/WraOusYwhqZmoDS2xnBc+hzP9dxn2o6LoWloWvc+N93+tr9jid+//AHFWHzqrw/xn7+8PRXMWzX9ZL5z5bf55/HnkTu+nNaCMja0eXxQ1dpnHQ7muHOwYxcx+uwBrq1attvrb54cD47j0dgWS8WqErZLqDlCfUu0qwa6lxp7C2aWHPAYyJjzHc9TTSyam2HfPlUPr7ZW1Riz7YGDeYkErFsHv/sd3H47nHcenH023HYb/Pa38N573cG88ePhIx9RDWoee2xEfrWj3cGOwcHOx9SUWnWB3HE8DF3D8TyeemMblZtCvc6ZHG//GYsqKcT1IJ5w6IhYOI5He1gF8zTUd4qp66DB8yt3Dv6Leh688AKcfjqce253MO+YY1RtvOXL1Zg89lgV0BuhYB5Ihl7GqNwUoq0zfkDdWTRNjb2egYSDufoDvTfWcNQiYbl4QG1jGL9Px3U9TEOnI2IN+npQUfiWeIx7H32PnCzfsGfsjXp3m6Oc66b/Yk4uH+jvM9gVm2UrttMZs4hEbVzPQ9c0srO668wtmlvOtlMm8/zKnUTjdiqdeqgZfDUNYTzPw/Y8PK8rIMnQAnJJ+//2Ht0nKwNlF06pyGdXTVuf321KRf6QP1uMjMpNIe599D1icRu/z6AwLwCeCsRaLmiah+FpGIae2hdbtpvqTp6wXIIBs8/UMlDTCGIJG9vpri3ldAV5e+q5T0tOrfn+0ndxPfCbOlkBg9aOOAnLIdQc5bHXNrN+RxPRhD1ghremaXiAqQ9DPSvXVVfgfT4IBA7+fYQQR4zk93BpYRa1TWof5tF98c92PKob2lXmRep4wkPToKktyuSy3F7Hcz2PKXymjm2rsgPxhE11Q2ef/W26/XdO0AS/x+x1/+Dq535OWau6mNGYW8IfT/84W6YdT7AwDzu/kFBcIx51sF0Pwxn8uGYoMmZ6pBhQ8m8eTzjEEjaxhNPnOZ6nggm6qeM39dRx7vodTZw3wPFrT0Ptaj+qbFt9/yen0g41Cy8U6s68W70aNm5UQb39+f0wfz4sXAgnnqhu5V3/rzRNdZwWh93B7vsGOx8LNUcIR+3UBfJkANzxPO599D3GFQYxDY32cCLtsErOZtRQM55aO+OpEjNe13+SjTPCUYslX/szE0pzuPHS+b23OduGJ5+E739fjcWkhQvhllvg4ouhqEjVx9NHJ1duVAN65513Xq/sBU3TyMrKYvbs2dxxxx2UlZWN4tqNHZWbQvz4kVXE03wpDCQ5uG3H5aZ7/qJO7tpjtHVFp32mRn5OAJ+hD3oFMLmxJrvr9pSwXExDw3JcnJiX9gS15+tbO+NdUyLUBpaXZbK1qpn/eugdxqXS0NWVlomluXzq0nkHfEBzsIFLMTySO979d7C6rrb3gf4+oeYIOh7VbZ2pIqcFOf7UF8OOva1EetRJcD2PzojFjr3qKnnlphAvvbUL23bQNbBth5fe2sXsyUUsmlvOknNn8fMnVtPQEsN2XExDNZ646XK1DTiuS894pNd1ladnN62BgnITS3Opqm3HcZ1UQBAPpo7PS23L0YR6rKElwo69LXz1X09h0dxyFswsYeOOxtTnu55HJGqxYGbJMPxVxHB57LXNvZoTJWyHUFNYZWRq6gqi54Htebg4aCTHgUeoOZL6+4ajFnf/5p8EfDpXnaemEFRuChGJWWoqgaf238m6IGbX9hOO2TS1RUlYLpoGt93719R+cs60YjX11oVQUxiPrpMH1+OxV7dQXBBgXEGQtq4MveQ3cM9N1e1a/6KCQK/ak0MumZAM4oXDqjud56mr5hLQE0LQXax//3ISnkeqDjTQJ+vC89QxZ1VdB5qm8e/3LkdDo6U9RlsHZAdUhp7leNB1yBztKjkQT9j8/InVfOSMaSxftZdY3E7Vqm1sjTIh32HJs//D8e8tV5+t6bw+fzEvn3QJenExWn4h+2yDeLuNqWtqP+6Bz1AncMNx3Dlmp0eKQXnAzuo2fKZB0K/THrH6jV2lQtQe6mIgKgCyt66DhuYIRXl+KoqziFsOy1ftBWD9jqbU9++CmSUsX7UX09R6dbUHyMnyje75TizW3cwiFhu8E20iAR980Hv6bG1t+udOnAgnnKACdwsXwpw5KqgnRtVQ9n3pjiEHa9pSXpxNU2sUo+ucsuf3RThqEY6mTyJK8vb7OWENPBYtW9XD/N5D/+TsEyfS1tTO3BV/5iN/f5LChpruJ551Fnzuc/DhD0Nh4UE3QhpOoxrQO//88wmHw9xwww3ous7TTz9NOBzm2GOP5Tvf+Q4PPvjgaK7emPHLZ9YSiR9YMK8nzyNtlNyyVQfEc06cwLIV2/np4++rjBBDZ3JFXp+6ZDUNnbS0x3HTfEM5roeh6+Tn+PtkdFRuCqlAYHOkT1aI60FDa0zVDPM86lvUF1LyJHN3bTv3PPwO155/zAEVrMzYzk5HiPnTi1i/ozntclB/n+8vfTcVEAF1Vf2myxew9MWN7At1pmrQ2bZHQ2uMSeVqh9kzmNdTcvnSFzf2mk5oOx5xK9GrHlgkZhHv2rE7rkPP3b7fNNJeUfWbKi28clOIHyx9h4StXlPfHGHL7ia+fuNpLJpbzhnHj2d3bXvqLZObyxnHj+eBZ9b02pY9DyJxhweeWcND37qIt9bVsH9yo+vBW+tqDr5gqxhWlZtCPP3GNlzPS2XepZqWdC0zDTXNxoOuqdtA15SxdMmrccvlj69u4Y+vbhnws23XY/u+tl7LPE/tJ+/+zT8B+q2vmlzW1BYnErNTz0v3XNNQWYGGDkX5WUOrj7J/EC8chnfegTffVFfYP/pR+MEPBvz9hBBHh0Vzy/nbtKJetXYPhO2ovVdVbUev5XErfSmB5GtaOuKp/WyyvqnfgMu3/ZWrXv0tuVH1fjtLp/HomZ+gZfJsKCwg5AXoCFt4njrOcByVQZ+bbTK5Ig+Q407RNb3PclJZP4PzqOsKYBu6hmnq5GabqcCI40JDa6THmIXmtijrtzdiGhqlRdkDdrUfikOub+443Vl4kYhqTpHmPHH9jkZee6cKe18N89r2cLodYtzuLSrjyUoTmAkEYMGC7gDeiSeqaYxizBls39ffMeRnlxzPZ9NkJW/b28K9j75HJGalslkPhUfyO2No/NEIZb99gM+seo6CzhYAXDTaz/oXCr/yRTXldgTr4w3FqAb0KisrWbZsWer+t771La6++mp+8IMf8Mwzz4zimo0dlZtCqSDX4ZBsVtCV+JE62WzfEWfTriZys/xMrsijJD/ABzub+t2oPE9lmfpMvVfwMLkRB/064X5+Dcf1cDWv15llz0+xHTVfPplhNRQydWGUaf2kHHctX/bXrb2CeaCujCz761Y0tLRTXjW0NG/Y1966jgGXP7hsbSqYlwxqxC2XB5et5TffvBCjn3p1RtdV+Psfey8VzEtK2B73P/Yej373Ep56Y2va1z/1xlYsO/3209ASA+hzcpLU33Ix8pat2N51AUPrkz0Cal9oJ2t9dO1Q3f4iZ4fBUD4mYbnoes+pbN3bQklBkMJcf68DsnTT4B3T5dW3d7FoUrY6iO/oUB3m/v53FcSrrOw7RUYCekIIVJbzm2tqBn/iYeS4HrNjIT730v9wzO4NAER9QZ5bdAXvL1yMW1RCkx6gNepgGg7ZAZNwTAX0/KaG40E4aqcy6OW4UxyonkEG2/WwEw6h5gjjClVmU31zhJ5JrOpnL/XahpYopUVZlBZl0dIeI2G7FOVnDXncHXQjF8vqvoAXifSfhRePw8aN1L7xNtrf/sFnanekAiR9TJrUHbg78USVfefzDfo7iNE32L5voFJK37/1zF5j7bHXNvPEX7b2Oj49xHjekOVH2rhy3Ytc8t6LZMdVoN3WDdbNP5PKD1+JdfwJfOHSs8EcexXrRnWNwuEwnZ2d5HalKnZ2dhKLxUZzlcackSpqmi4ryHU8wrEELe2qq0xW0CQStdJmmIA6OGpoiTK5PC+1LLkR52YHaWrrvztU2rnvWvdjrusdcC0nmbowerbs7pud13N5uuy95PLC3PTT8no2FBhIf+MzuTyVBdo1vrpmQqaW93cVx+46qkoWVN1fcnl/Qbv+lovMEmqO4DP17qy8fjj9DcQxIBmQNA2NgN8kN8tHWdc0nvU7mvockP1y2Tryskx8hk7Q1MjVLHyxCPbGHfDbf6oA3ltvqbo3Pem6urp+9tnwhS+Mzi8rhBhznl+5E2+krnKkEfRsPrn6WS5580l8jvrurpy2kOfOvg5n6gzCgRzqOmwsW2UzT5mQT3VDOHWBMVmnNDtosn5HE9d3va8cd4pDZdnqXErXB89M8vBo7YgzsTQHQw9SlJ/F9289c8ifNVjN6l6SU2nDYRWo2z+I53lqqmzPqbMffACWxXhgfM/f0fRTXTGd+qnHcOonLlbHCVLvLqMNtO87kBp7z6/cOeLHz6XtDVy1+k9csPZV/La6EB03/bw192z+fvrltE6cTta4Qhoa4mMymAejHNC76qqruPbaa7n44ovxPI/XXnuNa665hkceeYQZM2aM5qqNGaHmCH5TJzFQa6XDyLY9lY3heti2S0GOn5b+uiN2neDWNoVTdfR6Fnc/UMnvMU3rm/mX9Nhrm/sUj5WpiaOvv/E6lHFsOelr2CVrJ/Q3pXCofWD7rWnStdyy00+V6G+5OLqUF2fjdHXdymTJAybTcVUHsHCCt9bVEI07fabdzByfh9vRQW68g7L165iy+X2m7ljLxLpdfTeoigpVX+Sss+CMM6CgQO3EJ0wY6V9RCDFGReP2oKW1DpeT6zfzuZf/h4omNd23MbeYp8+6nm0LziCSnU+7YxDv7FEaA/A8j4TlYOgapYVZqeYDnueNjeYD4ohiO26qBuRAHMcj6tjsDXX2qgXd00BTatMFWoI+g7aOuJpKG412N7TYfyptLKamy/ZsXtHQkHY9mwpKqZk0i5oJs9k3cRYNpZNwDINIzOHU84cegDwg2lDPCsThNliNvZ5jdLC6eMNpUvM+rql8lnM+WIHpdjXH8Gfz5oLzePuMy2korqDZ0om02RgdLf02shsLRjWgd8sttzB37lxWrlyJaZp8+9vf5kMf+hAbNmzgyiuvHM1VGzPKi7OJxBKjFtDzIFWzyUk4aWuL7S+ecPjeQ//smvc+DOvgqfdsbIvy7/cuJxqzaemIp6Zs6roqFh9L2Dz26hZefGsnkZhaz4NtqiFGj9VP7ZHk8v6G1FCHWsCnE7fcPnGIgE9Nqe3vJGO0Tj7E6Op5oJEdMGnpiNLWOXIHHIdbrGu/3tqpMmALc310RuI89tJGshIR5tvN3LjhzzT++TVm7dlIdqJ37QTb8LFr4jFUzzmRCVdezDH/coocSAshBpQVMEf0xA2gINbOLW8/wjlr/gKophdvHHcey8+5hmhpBfWWQWeHjc/00LXe2VF7Qp2YhkZuti8VzANptibGCg8vzdXqwabUJgMtOVk+AqZBNg56IkZB0IVdXRfskrfqava8+iaNK/5BadVWJjTswXDTHK9nZanadz2mzy59dTftnXECPiP1tITlUFxwiDXINE3ddF01x/D51M001b9jqMbZ0awkP8CGHY2p8y5D13A9j+qGMJd9+Xk0DXKyTMqLsmng8FeomVW3nY9XPsOpW/+J3vVprdkF/G3hRbxz+uWEsgpoS0C8wwG6T/6CfmNoU9JHwajnDc6YMYOSkpLUjmjjxo0cd9xxo7xWY8eSc2dxz8PvjPZqHDBnmIMfHupKVLKWmKF3nzC6LljJAvXQ62R7T107P39iNV/8+MIxt/GJ9A4lu28oKkqyqarrTLtciJ4qN4X4+ROricRsLNsZlgsUY1XAZ5Dt0yizw5y84R1mblpFxX+vh4Z9TAB65tfVFlawdfJ8tk2dT92MeWjZWSQsF2eLxcenNrFgVqk6wA4G1S0QkANrIUTKFefMGLQJ0LDxPC7YupJP//W35EXaAdg1bipPL76RmtnH06gF6Iw44DnkZPmwbTe1v9c1KCvKwjR1wlEbx/GIJaTpxdGoclNo8CeNgvEl2eRk+Ygl+k6V7W9K7bNdz7v23Jk89/I6gokO/B1RIuE44ajFZedMVU2tktl3a9dCQwNTgCn7fX58wmQCp5zU3Xl29uw+0xIvPM3jide2EMfB79PV8YLjceFpUwf/BQcK2vn96t8xOg3ySHUgjVSS9VKTTeSgb0kaz4POiE1npB1dO0w18zyPBXs3cG3lM5y4e01qcUN+KStOuZR3TruEej2bjriDHe4bqC4rziYnaKbdzsaCUd0Cfvazn/HQQw9RUlKSWqZpGm+88cYortXYsmhu+ZiuxTRa0u0M0u0AXE/VXuvZ4VQc2QabkpsumDfQcnH0enDZWlqGWLsxEwV8BtkmzGnZzbw173Ls9veZWb0Vv9M7cyYWyGbHlHlUzVzAzukLaC8YR21TBPCYlJeL6TPQgjptjs7SyibG13icf9YsTpwo+1whRF/XXziHZ5ZvSzWoOlzGt9Twxb/+iuN2rwVU04sXPnQl75xxBU3+XFpjDq5r4/cZBP0m/3HdQpat2M7m3c34NCjOD/bKyDMNg7wcvzS9OAqNVE3zwfQsw5QTNGntjNPQGsU0dDoivb+7e06p1XUNv8+gMAB6pAOqqznRF8Wcm8s/X3mX/K0fMLupimNbqsj+xQ6w7T6fHfcFqZ0wg+qJs6ieMJNdpdMxy8bx5U+cPOA6L5g5Di6E196porktRnFBkAtPm6qWQ3fQTtNUkC5dtp0E7caEA22k8vzKnaCBoem4Q5jqNNwhD81zOXXHKq5d9QzH1HY3LawumcTy0z/GqhPPo8HzE4nZuF7fMZ+UE1Tjr7/af6NtVLeO559/ntdee43y8kP7Mnzqqaf4wx/+kLq/b98+rrjiCr7zne+klv3iF7/gmWeeIT8/H4Brr72WG2644ZA+V2QGD9Ul9LHXNkt9vaPAoU7JFQLUQUuouauBCkfO+An4DMbZYU6tep95W1dx7M61FHX2blLjolE1bipbpx7HrOs/ysN7DLKy/ei6js80yPL7CHpqOotXXkhd1KWmNYZluSSiLhF/lC1Pr+OzY3BaghBibCjIDaSaUQ0307G4+r3nuPYf3U0v3p9+Ei9c/G/UlE6lMQ7xsI3P1JgxsYBYwqYoPytV2P2me/5CXpaJ1qN8QMBn0Bm1+Z+v/MthWWcxtu2t6xjtVUDXNeyuiIcGqa7Lpq5hOS5OzOtV42vCuByi0QQlfo+AE0drD2M1NTO1cQ/c/zqsWcNxa9ZwXFNT+g+cNk1l3Z14Ij/f6tE5cSro3dNmPTza24bWzHLBrFIWzC7rDtolA3b7B+7EmJbM+nQcj5q2MJbtYuhav4kzkZiF54EzwkfRhmNzzpY3ubryWaY07kkt3zl+Nm+cdRXvzTmDZlsnGrGB/gN5SdUNYQrzAhg6Y7LMwqgG9MaPH3/IwTyAa665hmuuuQaAbdu28YUvfIF///d/7/WcDRs28JOf/ISFCxce8ueNNE3T0tZGEAfmqTe2MXtykZxgCiEG1etqfIZH9LIMmNe4g1N3VjJ3+3tMrdmGvt93SmtWAR9MnMvGifPYNOFY4tl5FBYEqWz2U1iRg+P3oWdlEdEM4p5BdawdO+5gx6C6MYJte6CRynTpt1OeEOKoV7kpdNiCefP2beS2Nx5kUtNeAJpyinn2/E+x5oRzqbcMop3dJ28l+UHVuG2/qbODFXEXRx9ruGsJHYSiPD8+Q6e+JZrKZNIAu6tzfX6unz//fSeLjhkHkQjXH1/Aij+8xoSqLUyq3c6Efdsob9iH4aX5XXJy4Pjju6fOHn88FBWlHrb++B7xzjgBvfslCcvtXQdv/0y7dAE7CdpltFBzBB2PxrYYGhq6puG6HvtCnX0aRozGNHW/Fef8jW+w5L3nKG+rTy3fNHUBr3/4WlZPPZG2uEci7NKzPh4MfKhv2Q71zRHyc/xpm8+MtlEN6J1++un86Ec/YvHixQR71NeZP3/+Qb/nXXfdxe23305xcXGv5Rs2bOBXv/oV1dXVnHLKKXzta18jEAgc9OccNMcBwxj8eT34TJ34EJpRiP4ZutrhyAmmEGIoQs0RfIaG5XiHp57HYVYRa+XUPas5add7zNmxhpxY7ynllm6yvXwmH0ycy4aJ86gbNwmf38T0+fDlZlEyrhAtEKDVAgeNcMRCs10CPo24ZWEaOkZXM6JkgyI8jcI89b06VqclCCFG3+GYvpgb7eDTf/89F67vbnrxtxMv4NUL/x/7fAV0hG28rilVGuD36XhoFOVn9Zk6u+TcWfxq2TpiSL08oZjG6DZ70oBIzCYW730+qOka2QGDfB+U2e1ULH+T1373EyZXb2Na/U4+H+kns3DGjF6NK5g1a8Dz0wtPm8qTf9mK40EwaOK4EAgE+chF86CkpO/0WGmOdcSp3BQiHLVSDY18pqaSjlBZoulqOPp9OvHE4Q+GZ8fDXLL2Fa54/08URlQzT1fTWDv7VP7y4Y+zofwY2mMOTpr6eEmaDuli3X5Tx/U8TEMFzcdiHGFUA3rLli0D4JVXXkktO5Qaem+//TaxWIyPfOQjvZaHw2Hmzp3LV7/6VaZOncodd9zBAw88wO23337wK3+gWlvhuuuguRkmTIDJk2HqVJXOPH06zJwJBQVpd4CG7BQPmeN6+ExNTjAzgNZPQVTZDMRIKi/OxnFcWtpjeBymIr3DyLQtTqzfzCm7V3PCzveYWF/V5zl1+WWpLLxdk+fgZeegBYNowSyCAR8R10DLDWL6TZpsFy8OnufRGbX43JLjWbZie6p2VPIKpSqMHEXXNIoLgqk6I5LNIoToz7BOX/Q8Prx5JTf/7SEKuk7kqsqm8cxHb2X9xPm0RB0cSwXydA2ys0xyg/4BSwIsmlsO++3zpF7e0W1KRT7rtzeO2ud7QLQrmBfwGQRNmNW6j2P3fsCU3RuZWr2VCc3VfbLvAZzsHIyTFsIJJ6jg3QknqHPO/iSz7CCVabfg1BL0igpefb+G2tY4BUU5XHLmDOYdW3YYflsx1iRr5wX9OuGu5GrLdjEMDQ2NooJA6hw72TSjZ2fbw6Ug0srl7/+ZS9e+Qk48DIBtmFTOP5tXzvk4Wwomqfp4kYGn1QZ8etqarjkBg/GluUDyeHjw6bmjYVQDesuXLx/W93v88cf59Kc/3Wd5Tk4Ov/71r1P3/+3f/o1vfOMbIxvQW78eXn114OeUlMCkSSrYN2UKTJ/O7kAxc1qi7Mkpo8OXheO42M4YP7McozxvbM57PxIdSlBuSnlu2gYVU8pzh2HNhBiaZIZGbraP9rA1+AtGmucxsaWGU/et4aTdq5lbtZ6A1buBR9QXZPP4Y/lg0ly2TVtA+7gJkBWEQJAIBmFPJ25DPO5w3TmzWb+jiZb2KLrefVCTDMwla0vtb9Hc8tSBnqGrAx7JZhFCDCQaH5596viWWj7/xoOcuEc1vYj5grx0zsf5y+lXUp/QSYS7T758hkZ2lo8pFfksmFnCshXb+eWydf12aexvnyeOTiX5Iz+rS0NlDYFGoRfnuNBW5lV/wLQ9m5havY3cWPpmbrWF49lZNp09FTNpmn4s8anT+PINp+z35lr3vz5fdzOKnll2Pl+vA/f5JSXMXzjjsPyuYmxL1s7LzQ7SEbZSjVkcx8Pv02hoiRIMmNz3aCVvravFdQ/v7JbS9nqWrHqOCza+TsBOABD3BfjHwgt4+cyr2RUcRzRuwxADcP01aHJ7PWfsXqgelYDer3/9a26++Wa+973vpX38W9/61gG/ZyKRYNWqVfzwhz/s81hNTQ1vv/02V199NaBOOMyR7pZz1lnwwgvw+uuwezfU1EB1NYRC3Z2EmprUbe3a1MumAXd3/RwJZNNSUEpzUTmNBeWECsqoyy+nLq+UutxxNPtz8ZA0pv54HnKCOUL624kPZede15Q+i7K/5UIcLh7emArmZcfDHL9nPafuXc2Ju1ZT2qM+SFJVyRQ2TZ7H1mkL2DNlLm5OLo7fT9jVCbs6lu2RCDt4Xnf9kNxsk7fW1QBQ0xjBZ+gU5QcwDW1IgTnJZhFCHAjLPrQzPdOxWFL5HB//55OprtzrZp3MU5d9ga1ZZUQiNvvXR7IcdYS8YGYJy1ftHXKXRiEAVq6pHrHP0jyXae11zK/fytyazczau4mK+j3oaSp8RfxZ7Cqdxs7S6ewsm86ucdNwcvIAD03TmVSRS8L2IBBI3z12v6CdEOnsretQ9UYdD01Tpaw8z8P11Cw4AEOHFe9Xq8cP05Ca3LSXq999hg9vXpmqBRkJ5rLy1Et56dQrqDHyiFsOxIeeSTe+JJvaHueYyc3B8yAWdzLiQvWoBPTy8vIAKCwsHLb33LJlC9OmTSM7u2/kNBgM8uMf/5jTTjuNSZMm8eijj3LBBRcM22cPiabBpZfChz4EkYiqpWfb6t+6OhXcq67uDvR1/Wvt3YfPUYMyOx4hu74q7VQqUJHploJSGgvKqC8sJ5RfRn1eGbW546jNGUdLbhGepqd97dFgUnmuHKxlgP6ukvS3XIjhVrkpxM+fWE1rR3zwJx9GmucyM7STk6pWs6hqNcdUb+5TzLotK4/Nk+ezdeoCts9eSEdJBTHNJEJX9p3tYnWo4N34kiChHmUHdE1NLfY8VdB4LcQBlwAAIABJREFU/LhsygqDtHTEqW+JMqU8j5sunzek/aZkswghhso9hNSNedUf8IW/PMCU5n0AtOQV88xHbmHFMWfRHrXxYv2fyHVGLZ5fuZOiPH+q4YU08RFD4R7GQ9DseJhjQ9s5LrSVObWbmblvS5+6t6A60Cez73aWTmNn2QwaisrRfT5MQ0f3+9B9PoJZWTimiaPptOcHycrJUWWeBpCcJhlqjvSbtSqOTo+9tpm2cBzPU+EMvSuYl9yNJ+vUJy+Aex4c4jWbPmbXbuWad5/h9B3vpJa15RXx19M/xksLL6HBDWA7LrgH1nPAZ+rkZPnQNXA9NZ09yXIcQKMzao/5C9WjEtC77rrrACguLuYTn/hEr8f+7//+76Dec+/evVRUVPRadvPNN/PFL36RBQsW8N3vfpdbb70Vy7I46aST0k7NHRElJeqW5Diqjp7rqp9dVwX6uv79+v3LyW5pori1joK2JorbGijqaKKoo4nizmaKO5vJslTL8IAVp6JxHxWN+9J+tGWYtOSPo6GgnPr8MurzSwnllVKbO476/DKacktwjFGdhX3YmIbGjZcefLMV0UNVFfzudxAOq65YWVnqlpOjbtnZnNW6lZgRIOoLEjXVv3FfgLimxlfAb+C56sqO63m9vhiEGG2/e/ED2sOJUWlsWxhuYWHVGk6uWs3C3WvIj7b3etzWDXZWzGLrtAVsOvYUqifNJopJp2eo4F3EwfVcfEbXVUbVfBbd0DAMDb/PwHJcNKC0MIucLB97Qx2Yhq5OcP2Qm+0nlrDJyxmbxX+FEEefnFgnn175Oy7aoJpeuJrGm4su4YnFn6LWCWAPUiMJwHY83LhNRXFWr+XSxEeMFM1zmdhczdzaLcwLbWVOzWYmNOxNm30X9menAne7K2ZQPX4GVnYumumDgB/8AXyGQdTRaPd0Eq4a417cw4l4FOaZdHS4fPaC6QOuU7JshmStiv1Vbgrx9BvbUvc9T02z1XX1c1Gen/awlcrSG1aexwl71nHNu09zwt71qcWNRRX85ayreHX++bTYOq7lsX9G9lCNK+z9XeB6Xiq4p6GRl+3nN98c4SSwgzAq0ZvHHnuMWCzG0qVLice7MyAsy+Lxxx/nlltuOeD3vOSSS7jkkkt6LetZN++iiy7ioosuOviVPlwMY8CuQnXBIqzSAozymZh4+DR1M/DwaaA7NtnhNopa6ihqrqe4NURRWwOFHc0UtTdS3NFEbleRSJ9jU9ZSR1lLHelCW66m05JXQkNBGfX5ZYTySwnljiOUX0ZDXikNeeNI+EahM/AwyA6a8qU0XO6+Gx5+eMCnfK2f5S4a/CyLhz0Ty+fH8gVI+AKpfxM+P/Gu4F/CDBAzA8R8AWK+IHHDDw81sXjHZmJmgLjhU0FDM0Dc9BMz/dDYSMCKkzB9R3U2qjg01Q2dqZrQhzvQbDoWc6s3c1LVak6qWs2M+l19ntOQX8qW6cezZfbJbJ69kGYzl4irk7AcEuHk1NneBzO6rqZBGLpGQZafS86czvodTXRGbNyYRV6Oj+ygqbrUOh5lRcFer5cTXCHEmOB5nLPlTW5e8dtU98J9FTN45PLbeK94FvGEAwdw+SUrYBK3nFSGHozt2kgis+XEOjmmbhvH1m5hXt1WjqndQk4s3Od5rqZRUziB3eUzqBo/kz0TZ9NQNkVNlfX5iGsGMVcj5unYrodtu9gRF8/zQPO6ymhAdsBE03WyAzoTSnOHlFWUrI8mWatif0tf3Jiql9d1jVjxwDA0IjFn2IN5mudy2vZ3ufbdp5kd6u6IXlM+jVfOvpbXZ59JZ8LDS8CB7PvTyQ4YxBK2uqgdMLBsD8t28Zk62TkmE0ozo377qAT0TNNk69atxGIxtm7dmlpuGAZ33HHHaKzSmBYZYPqAphnoRglG2Tj0Cg1D19B1DRMPv+biwyPXijCutZ7ilhBFLXUUt9RT1NZAUXsjRe2Nqa5guudS0t5ASXsDc9iY9vNacwppLCjrms6rMvzq80upzyulvqCcqD8r7etGkwaEozaVm0LyxTQcbrlF1X6sq4NoFGIxdev5cz90PIhEyAOIHsRnv/YgXxro8V/fzNNdPyZMf1eQMEDcVMFC/vHffL8uStz0dwUM/anAYdz0ww83cfnqHan7cTOgMgtNP3FfADZtoqwt1LUsQML04+r9B+RF5tIAXdNwDkNEb3xLLQurVnNy1WqO37OeoNV7m4n5AmyfPI8tsxay8dhT2V04kYirE0842HEX4g4w8LQC0zQIGhpTKvJTB/TXdz2WnFqTrHdnGga20/v95ARXCDHaKlprufWNX3FS1RoA4v4gL/3LDTx90uW0xz1IHNj0KoArzpnB8lV7iWET8BljvjaSyBya5zK5aR9zardwbO0W5tZtYXLj3rTP7QzmUFU+g6oJs6maMpc9U+YSycoljkHMhQQ6tqOCC3a8+6JdwKdmtdiOSr/3PFIxjXNPmsiXb1h0wOsdao6Ql9U7JCAX9Y4e+0+3XjCzhPU7mthT105bZyL1vOTRsKmD44LP0LsuqAwPw7E5d/PfuGrVs0xu7p5tuHPKXF4++1pWTllEJO5AfPiOy5PTac9ZOEnVVs3RMvJ7YVQCetdccw3XXHMNr7/+Oueff/5orELGmFKRz6ZdTf12tvU8cDxvkOh4FmRPxcidhj5VBfx0TQX/fJpHthOnrK2e8vZ6xrXVU9RcR1FrvZre29ZAQWdLqm5TYbiVwnArs2q2pv2kzmCuquFXoOr31eePI9QV+GvIL6M9mDfixVc9VArt0hc3SkBvOHzoQ/D882rqbbqiIp7Hf/73q/jsBD47gd+2Uj8H7AS3XTaHh56q7HpM3Uzbwm8n8DlWalnylnwPv5NgfI5Be1O7esxJoA8QbEm+nmhH98LQLhYM9Lv94wluHujxR7/Cb/dblDB8WF2ZhTz/ZX7R4ZBIBgK7Mg0TXQHBmNl13+dPBRPjvgAxIwAv+zmheqPKUuyRnZgwfMTNzMyMzVQTSnPYF+octquOWYkoC/au5+Tdqzmpag0VrbV9nlNdOoXNM07kg2NPYd2k+XTgVwcUjgfhwQN4+4vELDwP2sN96wDuX+8uOd1GTnCFEGOB6VhcWfkcH3/nqVQHw/XHnsrvPnIrO3zF2Ad5QldaFOT6C+cwe3KRNPERhywn1smc2i3Mqd3K3LotzK7dSna8bxDM1TRqSiZTNVEF73ZOncvewklEMVLTZC3bwe2E7u/69N/5FeNyuPHS+Wzb28LzK3cSjdtkBUyuOGcG118456B+j/LibFrao5K1ehTaf7p1TUMHH+xsIifLpDOSvilcV8IeAd/wBPQCVpwLNvyFJZXPUdrRmFr+wayT+fPZH6eyfC6xhNN1MXt4fa7HtPJM/l4Y1YJpJ510EkuXLiUcDqtOKa5LVVUV991332iu1piy5NxZ/HhvS5/siYPhuOkDfy0YVAfHQ3A8lKlil0aPmw+X8s4GKlpDlLbXU9oaoqSlnsLWeora6inqaEo17siNdZIb62RaaGfadYj5gjQVlFJfWE5Djzp+obxS6nJLac0pPCxTJT0P9tR1SJbecDEMmDSp93zE5M+aRnjitK4fk8HbHs/7f4t5t3YiWtfz9eRztO73SNYS0TQt9Tw0+Nnt53LnT1agaR6a56HbNj4rTsCK4YvH+ca18/np0n/gt2L4rIT6NxHHZ8Xx2wmuWDSe11duUUHCHst9VhyfnWBWSYDafU2pYGPyX2OAIqt+x8LvWGoKRUcTA5cdHsCffkj6vt9dfmF21ytM3rKzIS8PvvY1+MhHDvaTxX5uvHQ+P35klboSeBA0z2V6w25O3v0+J1et4djqzZhu70zrzmAuW6Yfz+ZjT2HtjJPZl1VM3HLV1IYYwNA7dKWT3Gz21nb0Wwun51XZ7ICJh5cRxX+FEEeuudWb+MLrv2Rq0x4AWvNKePLSz/L69DOIxm3o5wL3UHz+qhMBaeIjDpzuOkxp3su8uq3Mqd3KMTWbmdiUvmZ5ZzCXqgmz2T15DjunzmPL+GNp8eWQsF0s21XnYhGPg/me31PXwdIXN3LjpfN5/HuXDP6CIVhy7iy5qHeU2n+6dSRm4+HREbYGncyabIJxsHJinVy69mUue/8FCqNqtqCraayddybPn/lxNhRNUx1rhzELsCdD13pNK8/k74VRDeh96UtfIhgMsn37ds444wzefvttTj755NFcpTFn0dxy8nL8ROIHMz/x4Liuh+t69NxMW80StowrgXHzgO6gn2nomJpHSbiFCe0hytrrKWsNqem9XfX8ittVXTOAoBVjYuNeJvaTgm4bJk0FZTQVlNFQoKbxJht41OeVUp9TjIV+UHWtPE8Vu8/UjXVM0TRV16MfNeEBipNmZ1Pd2fPxgf6Y+z1WUMD2TlDRPw3wo2l+NCMPcjQ491z+9lKyiYCWWtVkWPGK/76MB7/+gnq1tt/jmsbj37uEL3/7JTTAoDu4aLoOQTvGLz53Kt+6/3UCXcHCLCuGz0kQTMTwW3FuOHsKz72yXgURu5b5um7q54T6t0ew0Gepf7OxIdGd2t6HbUNHh7rtr6BAAnrDLOA3DyigVxBp5aQ9a1lUtYYTdq+mINza63FHN9hdMZMtMxeycc6pbCyfTcTRiSVstT+LHloArz8uqlPX/rVw9r8qmzyA/5wUwRZCjIKcWCc3vvl7Ll7/GqBO7P5+yiU8et6nqbNM3PjB7SM11InbpPI82beJoWtqgnfegbfegn/8g8ff+idZib7nYo6mU1MyiT0TZ7N76ny2TZ3HroKJxFyNRDLL3gKsoQc/fKaG54LtJi9ud1+k8zyoawwPa9OKRXPLYcnxGZudJA7e/tOtLdtNTb46XHWkC8MtXPHen7hk3Stkd21TtmGy6oTzeO70q9mWU4Flu2AdnkAegN5VJ/tImVY+qgG9mpoaXn/9de666y6uu+46brvtNj7/+c+P5iqNSc3tcUxDw3W8g+zhMvxSQb+uvNsOI5/dRflQNBumqoCfz9AxDDWttyjWTkV7PRVtIUpa6ihqDlHcWk9RewNF7U3kdDXuMB2b8uYayptr0n6uo+m05ZfQXFhGU0Epjfll1BeWUZ9fTl1BOfV5pcR1E8fxcD21jkmapordiyOL53WF/bq+dbqnp6f/FhosPbyjnxRzCML06f+fvXuPj6uu88f/+pxz5p7Jtcn03gItNgV6gXATbctiC2yplQhqrYCiUnFXwJ/WL1aUhV0BEWSXXelW3cdvlUXBL0aKchPF1BXctQWkrYRLCi2FtJM098lcz+X7x2dmMkkmmdzmlnk9H4+Q5Mwlh87n3N7n836/8YqtDrClf8bW/28z/v9jj8cPFDK1XcR/FsllMkioANCEJWu1wcIPb74If3/Xb+CKheGMReDQI7BFwrBFQ7BFwvjSxlOBYFB2Fw4G5VcoJNOeP/e5DP9KNBFNza3wuDR0949MV01QDR2n+d9AwzsvY/VbL2Hx8UMjnnPCOwuvLz4Db7zvbBw45Uz4bV6Eo4achRcc2cgiW/oCUWjq0JMWFsEmooKQrumFbzF+uvkG7K1eKlOtJkBVRPJGnWkBc2a5oesWrtm4PAsrTzOCYQB/+QvwwgvAn/4E/PnPwKGhx/REhfA+pxdHZsdr3510Ot5eWI9OzYOgAYSjhrzuCE4tEGFZiTvNVvz3YatrWtA0Ma3H62KenUSTNzzd2qYpyazA6Q7m+XqOo3HfY/jQX38HuyGvtSI2J15ouBiPnXcF3tEqoBvmYE5vlggBqIoCRcGMSSvPa0Bv1qxZAIDFixfjjTfewIc//GHoenZmKRQ70yycYN54mKaFiGkgMc2vFx4c9p4EeE+CsgBQVUXO7lMAp2LBGx3AnD4/ZnX6Udl9DNVdfpnO29eJ6v5OlIfkrCvVMlHd24Hq3g6MNhG8z1OJ7opZ6Kr0oTse+GuvnI328jp0VvtkAERhB9R8qq1yoqN7ZPOM0ZYXk8FtdYJHQrcbRwYE5GmjC1ABxQOIMgEhBL60ZVO6Pya/xuiUTeOXSEE90HoCyrBSn0IA8wMdOOvIyzjzrRdRf3g/nMPu1kc0O96c+z68cfJKvLb8XLxTswi9popQRIcRsyZ0h346xQwLTsfQMcIi2ESUb76e4/jic7tw5uGXAciGQE+v+Th2n38FukImzEmkWtltCirLHOjqCwMWUFXu4mwjkkxTHoePHRsM3O3dK4N5AyM7z0LTgGXLgFWr8F/tLhxZvBwdvkUIQEPAVFMaVU3ftasQiaDK6Fd9Nk3h8ZqmxfB0a1Wd/jr3C08cwRV/bsKa1/87WZM/4PLiv8/ZiF+d8xEcg0tOxhhjzE8nRQiYlgWPwzZj0srzGtCrqanBj370I6xatQr/+q//irKyMoTH6JBZqubWenDkWJo0uyJlWoAZryMBAP0AOuDEW65FUBYuhrZYQNMUaIqAAyacigWPHkZVtx81nW2o6jyOyt52VPWeQGW/DPhVBXuSDRLKB3pQPtCDRW2t6VdgZyUwdy6wYIGsA7dwofxavBhYtAioqZEHcUWR31U15408ZjqP044TCCc7dIl4L3SP044OZHcfoKkibZMZLQsHsakyLQxtYTacojA4PU0SKaix+J1JRVFQYUWx8ugBnPnWPpx26CXUdY1sZvFu1Ty8tug0tC45E4dOPRM9qgv9hkAoasAcyN0svEypEe+1B7Bj5/PJC1sWwSaifFENHZe/uBtb/ucR2bwKwIGTV+PRTV9Ei3sOQsFJptcKoMJjh6oKVHmd2MYSAqXHsmT5klhMlioJh4H9+2Xw7sUXgZdflk3d0qmtBVatAlauBM48EzjrLHlN4HTiN3c3Ixi1EBkwII/r2Tm2WxZQ6XWgs3f0UksKeLym6dFQ78ObZy9INlgxTWvaUm3f1/Y6rvzzozj3rb3JZT1l1Xju/R/BU2f+LU4Ytvj1WBbyetNQFTnzVRECc2tlc5mZcnzIa0Dv9ttvxxNPPIGGhgacfvrpuP/++7F9+/Z8rlJBumDFXBw59vqojysifuE/A5imhahpyZS0IexQPAthK18MbYmApgAOYcEpLNhhQo2GUNHlR3XnMVT1tKO8txNVfSdQ3d+JmkAnqgZ6YEsUpe/pkV+vvpp+JTweYN48GfSbNw9obJRfNG2CER1up4qB8OC0bo9TzmTKNpuWPqBn0wovoEe58/h/vwW7JjDv6Ju4/NCLqG99CScfbYFmDGtm4fCgZW493lh8OlqXnome2QvQZ2no1wUiER2mlb2aH2OZVenEaSfVoPml90Y8lrgf0d0XStbdYRFsIsqLF17A/T/9ChZ2yKBKt6cKj234DP54xoU4ETQnXSsPkPtBC4Kz8kpVWxtw9KgM2r38spx5d/CgLFEynKYB9fUygLdqFbB6tbzR7/HIhmNuN2AbrK/SHchNBpmqCLgdKo7HRg8YDkQM2IIxfPbDZ+RknWjm2tfix3N7j6LKa4fXpeF4V2hqwTzLwuojf8HH9v4Cpx89mFzcXjUbv7vgo3h2xYfQFVVgRHMXyPO4bFPqAl0M8j5D7+qrrwYAbN++Hdu3b8fzzz+fz1UqOIkNbSwzJZiXSSKNN5Ima01V3NCqT4E2awns8WCfXZhwQE6vF9EwvN0dqOjpwBVLXVig9wHvvScP/m1t8udQ/G7YwADwxhvyCwAefVQ2IrCNUjiNJs6yksG8hIGwAY8r82C2aUpydufw5eMRiqQ/SRptOc1w774LPP00Lt/5U5z8ZppmFkLB27WL8er85XjzpBU4trgeuqcMfZaGgC4QHtBh5SmIl6AqArpuYe2ZC3D4WD+OnRiAEa9zCmHBNAHDsNDZG4bbqaGpuRV3XH8Bi2ATUe50dwNf/zqwaxcWQja9+O8zLsITl1yLI1o5gtMQMNF1Czd8nLPySk5XF3DzzcAzzwDvvJP+ObW1MmiXCOCddhrgcgF2uwziuVzyK09ZDzZVgWGZMC0LJ3rDGUMdlV4nxzlNWWo95fd6J19nXjENnN/6P/jY3l/gZP9byeVH6xbjdx+8As31a9AbsaCHsxvIS2R8WQAcNgWnLqqW57szXF4CegcPHsQ//dM/obKyEnfccQeqq6vR1taGO++8E3v27MH+/fvzsVoFqam5NZkCRqMzTAtG1EAEwNAqGAKa6oBmc0GbUwP7vPfBXFSBr1y5Qk7HT3xFIvKE4L335AV+Ish37BjwwQ8ymDfNuvrSp9WOtjzVvNoyHPX3Q1FEcnaqaVqYV1s23atJM9mbbwKf/rSso2NZWJ3yUJenCn+dtxyvzl+Ot086HbHqWdDdHvSZGgZ0FEQQL8GmKoAAgmHZ0OKajcuT3WvbOgaS3coURV7s9gai0A1Zk5RFsIko6ywL+PnPgRtvBPx+AMA7NQvQdOnncfDkM3EiaMAITz2YJ1L2g9yvlZjdu4Ef/nDwd5sNWL5cps6uXi2/z50rB4miAE7n4Ew8hyN/651CUQRgCkARWDi7HC1vd6bNJgFkv4xcZLTQzJdaTzmmm9AUkeyuPB6aEcO6lj24ct8vMbdrMEPkzXnL8Nyaj+FPS85Bb9iAHszNpInU2YVVXkfJ1JnMS0Dvtttuw6WXXoq2tjbs3LkT5557Lm6++WasWLECu3fvzscqFSx/VxADIe60p0I3rHjHHgMCQMvxEFBePvRJliXr6J1++mCQLxqVX1VV+VjtolZZZkdPIJp2OYBRT1JGW57qmo3Lcc9DLyIYisGCPLFxu2zsYEcT89RTsqMdADideK1uCQ7MWYa/zl+Onrr5UMs8MFxu9Fo2BGIWwv0GgMLaF9tURV4EwIJumGjvCqKh3oc9i6vwh7+0JWdvCwBavHGKblrj2s6IiKbs7beB66+XM6cAGUC56Sbcj1V4T7gRmMY0RlUguR+kEnPFFcBbb8mA3WmnyWBeIlAnhKyFnQjguVwy3XaCpquu2GhM04JpAfPrPPB3Bcf8WxaAQCiGz377Wfg4u54mINH8zd8VhK/aDbdDQyRmwGnXoCgC0TFSvVM5YmFccuA3uPzFx1HTfyK5/MBJq/C7tR/DKwtWoCdsQB/I/XmzEJCNNzUFVeWuzC+YAfIS0Ovv78e1114LwzBw8cUX46mnnsJtt92GjRs35mN1Cpqv2o3OntELo6qqwKwKJ/xdoz+HBnk9tvRFZIWQ0+7t9tyv1Iw0Wj06uTxxYpTaayTx+3hOmGyqgN2mwDAtqIqALaWhhaIgOSsp1XRlUYxWs3J4V1QqcJ//vDyxdzqBVavw2ydeR1dMQa+hodtUEYxZCAcKK4inCAFNkydcAvE7+pDjUVMV1FW78bPfvIb//kvb0G0L8kJXUQRgxWf1ERFlSywG3HsvcPvtg+VM/uZvgH/6J2DVKrz1D79FTJ/efatQFKhCsFFAKfJ6gX/8R1k/LxQanIWXCOA5nVNubueyawhmcVacogAehw2f3ngamppb0dsfgWkZo54TO+0qvC5tSG1cBvVoLInmb5omkmMnEIxBCIFQxEBsHMG8slA/Prz/SVz20hPwhmS2hyEUvLT0HDSvuQKvzX0fukJWXgJ5gIyLwALKPfaSqgudl4CeyyWjpaqqIhKJ4Ac/+AGWL+fsmnQa1y3B64e7YIwy/dXrsuGisxfip8+M3jQjVwQAj0tDoIBnFBomSmbjzqeYYUJRZHAuEagTQi4HgLoqF/xpCq/WVbnQ0RMaMyDX1NwK3bQQ0y2YlqwPZrNZyTQbp01BME09PKdtfEEMBel7lyVeXVPhQEdPZMTjNRWFkbZB4+RyyaDe8eOAy4UPbp6FH/zqVQyEdfQORGDlqFjvRLicKtT4HVQLssudogACAmUeGxrXLcE9D70ICEBTFJjm4MWAYVrxny3EDBP7Wvw8+Sei6fenP8l961//Kn/3+YBvfhO48krZMVRVYRjTm36lCDnDKbEfpBLlcgEVFTKQN4lZeGM5ZUElDrSeyPzESVBVgVMXVQ+ZaXf/Iy8jFjBGnIkIyMkJVV55zum0awiDqeaUWWq9PADJ79GYmbFuY3WgCx/9y+PY8Jdn4IzKmzRR1Yb/rb8Aez54Bd6uXYTusIVYIPflaFIngzjtGmyqgrm1ZSU1czUvAT0r5Sq+qqqKwbwxNNT7cMVFS/Gz37w+IvghBBCKGHjy+bfHfA+HXUEkmv3c9UqvA/3BkWmWhUTXjZLZuPPJMs0hQblEYM+KL7zo7IX42TOvDzl4iPhyAGkD1J9Y/z4AwKGjPUPukpqWhUAwhkNHZTODdMG8sZYP53JqGEhTz8fllLvLdMG8sZZTgZs9GwCwsqICn4GCpuZWGIaFUFRHJFoYdfLiNX4xENKhqQJlbhsiER0xQwa0fdVOfKFxJRrqfQhFdCT6w6hCQE85cIh48M9pV7CraT/ePHsBDhzqTKZelNLJD+VWNGbAblPzvRqUTT09wP/5P7KWWeJO3qc+BXzlK8DJJ8tZVHHT3cxNVRXMqy3DNRuXcx9WymbNytpbN65bkpWAnqIA8+vK4O8Koqm5FYC89rvh46vx4ydexdH2fpimBSGAhb5y9PRHRtxAdthUpppTRqn18hJ0QzZhEQDsmkDMsIbEG+b0HsPHXtyNtQd+C5shr41CNif+ePo6/PGDjXivYi66IyaiWQjkKQJQFCU+eUOulBrPwko9hCSyTz6+/tQZ3cl2LHkJ6Jmmid7e3mRgL/VnAKisrMzHahWsLRuW4cnnDyMcv8C0IDt6KkLOushUGNU0gTK3DYFgmvaw06g3EIWqJC49R2fXFETTdCmdjNE6niYMT+mMsXZUTghFgRBy556aWivi0+wOHOpEdYUDwbCOmG7CpilwOzUcONSJxnVL4HHK1IbEa90ODUsXyFqG4Zh83+GfbWL5VKUL5o21nGaORJOI1LQE3bDQ3RdBZJrG12TYbSosy0JUN6EqCmanpJSFozqqyl3Ji1iXQ0M4qkMT8iIXMJMFju2agsoyBzwuG7r7I3j7KAitAAAgAElEQVT0d2+irtrFtB3KOrtNxaavjF4j+Vf3bs7h2tC0sizg4YeBm24C2tvlsuXLgdtuA84/H6irm/bGYomu9ooQOHVRVUl0MaT8ysZxMXE9ZBhm2uNwur+5Y+fz6O4LJWdXAXK2PlPNKRNftXvE2Onui8CmCiiKgK5byXjMSZ1HsGXvL3Buyx+hWPI6u89Zhj+s+BD+9P7N8JfXoidiIZKl1FpVFbjlM+eiqbkVrx3ugmVZ8dp4KqDKm4SJK3qnXcPmNSeXbDAPyFNA74033sB5552XHDTnnntu8jEhBFpaWvKxWgVtwWwvuvtCOHYiCMO0ENNNCCFPakZLxwXk475qF5x2DW+Feid8VzRzeE6SdcUsaOMoUTFdwTwAI4J5c2Z50NMfRigyGExK5XLkZciXHJuqDPm3T/ycqN3l7wqissyBKq8z5TkW2uN3KKvKHZhj9yQfC0cH0wkS+43hn601fAHRJP34iVfR3R+BYVqwaQqqK5w4dmIg8wuzIBG4TgxvfViq2vA785vXnIxHnn0DumlCFYAVf31lmQ2zKgdP+AdCMRimNST1gmk7RDQhhw4BX/gC8Nvfyt/dbuCGG2QHcZ8PyNIN+phuwqbKboxMsaVcme7GGEIIOGzKhI7DjeuWYFfTfoShw2FTEYkZJVUrjCYv3diJGSbqKp0QQqCjJ4Qzjr+Gj//5Uaxs3Zd8XaenCr9ffTH2nbcRJ1xV6IlaiExjQ6N0FCGSQe3PfvtZKAI40ROGaVlQhAz4mRbwzWvP5Tkr8hTQe+211/LxZ4ta47ol+JeHXxoSvLMswDAsCCHDbsNrfymKnMHnsKkYCMXGH51LMZ6nl7ltcNgUdPdHMc1lUUbIdDD1dw7A7bIBSD+b5uS53rTLaXrZbOkju4nlvmo32jr6R8zQm1vrhb8riMBABMHI4GfodqiI6fFZRjY1bSpkIp2rrsqF9u6RTWLqqmTtTpdDQShN+q3LMb4ae6ONweQsxDEed9hUhNOsu9POVLRCsa/Fj3f8/fKEQRGIxHQcO5G/2ZkCsjaUBQuaKqAO6+4SiRlwOlTs2Pl8MnX2g6vmYm9LO0IRHS6HBrdThWNYumNiu0vFtB0iGpdYDLjrLuCOO4BwWC678ELgW98CTjlFzspzZLeurKIIzJ3l4cUc5YxdUxAZZxfQTASQDKak0nUTrx3uGrWDbUO9D2hcgabmVrR3BVHHchk0TunGjqoq6OwJYkXri/jqn/4vTn3nr8nnt1XMxu/OuhT7z/oQelzl6I4gazPyhovpg7WeEzMLa6tc6OmPIBbPVpnP/X8SpysViYZ6Hyq9TgSCsWT6lKYKWABMy0z+7FBkxNqygIoyO8JRAz2BiEyHFQrMtOX+J292jRuaKqfpfmL9qXhu71EEwlEEglPf4BNtp42UemyZ7oyZljwY+qpdIzr/CgG8dqSHxeBzoH9ApneLxH8sGRxOLD/jlBq8+lYnIABVyFmb0f4oLj6vBu8c6x0SzAOAYMSATZOvVUX6QZBY/qFz0jeJ+dA5sj6fZaUPNiaWV5TZ0BsYmZ5eUSZThhbO9uLIsf4Rjy+c7Y2/T9q3h2XJQsbpAnpez/SmI9HkNTW3wqYKmKa8YZKuQUu2Ccj9lWnJLwVypy4nJJvo7o+gssyOSMxIdihLTdnp6Ariq1vPSu7nEinEqXdlFUXAM6yWCtN2iCijPXuA668HEtk0dXWy6cWGDbLpRXV1xo6iU53p5LCpqPI68OmNp03+TYgmqNLrGHFtMVl11S44HdqQBjEDoRg6esLQVGXMUhijpeMSZZIYN03Nrejo7Mc5B/+AS/Y8jAXHB+vxvz1rEX571t/i9ZUfRJ/Li64IEMlxswshkJypmphZqGkCc2e5k7NSr9nIHgwJ45uSQgWhpz8CLV47TxEChmHBincurCp3QEAWt1QVgYoyO2yqgs1rTkb/QAymZUFPuTKVte6mRlUFQhEd3f1R9A1EsfsPb6FvIArLElCnOLIURd4JAzDhWYWGacGCgNOuwqYqcNjk7BS7psA0rWTRWcoeWetLAImT9vhsp0S69YFDnaj0OmDXVJiWgF1TUel14MChTvSNUusxsTw0SoOXxPIDhzpRU+GEy6FBUxW4HBpqKpw4cKhzyLqlzqhLXbexAnIAcMGKuWkfH215qlgs/ZuPtpxyz98VRJXXAQvWmOUMppumiGTDC6dDhaII2DUFCuL7dVXF7Bo3Ksrs6B+IorM3gqpyFyq9TnhcGpx2DULI7mWaJobs5xrqfdjWuAJV5S4EQrLm3pUXLYVNVRGO6rAsC+GozrQdIhpdRwfwmc/ImXgtLfLgedVVwFNPAZddBsyfLwN6GYJ5AEbMGJ6oObM82MZ6n5RjgdD01CL3Vbvwo29swKc3ngZdt5LH4a4+Odu1usI56vGcaCr2tfjxn4++iLP2NOHu+z+Lzz9yZzKY9+rcZfjXy76Mf7v2Drx47t/isOLFsX4jLw3iLAs4eOgEdux8HgBGnMNy/z8UZ+gViX0tfgTDMRiWrOkUM8xkwwCHJgNWZS4bKr1OhCI6nA4VAgK/3XsUesoMNyEGu8G4HRpCEX2i8TIAMpinKQIuu4aYYaA3EJXvY8k7WF6XDcsWV2FvS7tM980gkQ2sJGalmEDENKEIWajTjDezGM9dXd0w0d0XRkyXMxfj88RgWrKmIFPKsi9RmN+uDp6066YJV7xOiL8rOCLdL/HZZAqoJb4Pb4qRWO7vCsKmJkaU/LKpIvm5uxwaQpGhY9KCBZdDzpJLzCIcLrH8+f1tEMnXIfnz8/vbMhZkHQil7wI92nLKveTU/koXjncO7iuG17KbbomZ14FgDKoqoAohxzXkfnGBryz+TBtcDg1V5S7ccf0F+Oy3nx3RtSxd6my6O/pLF1QxbYeIxhaLAT/5CfD1r8ugHgAsWwb84z8CK1fK7rWzZgHa+C8pJttkyGFTMWeWB9dsXI6m5lbsbNrPDt2UM6HI1AIbqiqgCKCrL5JMqf2beLf59q4gTAuorXLB4xzcllgKg6ZNIID+W/8Rdz7zMLx9ncnFLy9ciWfPvBT+pSsQdJehM6ogNIUaeU67inm1HgQjBo6fGJhUnAGQ59ttHQHsatqPbY0r2PxoDAzoFYmm5lZ4PTb0BqKyXXMiuGECVeXOZEFVr8eOazYuT05N9bo0dHTL58rOuPKqVDdNhGMG7DbZJXbCE1EsORNO0wR6B3QICKiKgGlZCIZ1uJ0qnt9/DL54B0V/V2jMDTrx2Ij1EBb0+PFTBhGVjCeCqiJQU+7A8a4QdEMGdBKBQI/LxpSyHBhemD/+MWDzmpMByGDyUX8/FEXO5tQNEx3dISzweTPWqHPY4zX0hj3HEa9D53KoeNcfkMFgIdPBO3rCmB8PiJxdX4fml95Lvi4RDDy7vk7+Psr/U2J5W8cANFVASallZpom2joyN00Yrcsyuy8XjtSp/Q77YM1DTR27o/ZUpZY4NQwLiiZvZlgGRo71lBP8dF3Lxps6y7QdIhqVZQH79wNf/jLw+9/LZS6XbHpx9dWyRl5tLVBePqm3nihNFajyOvD+FXOGnOOyQzflijnFWfumYcEA4LANjt3n9h5NzjZKdLBNxVIYNGWdncC99wI7d+LCnh4AgKGo+Ovy8/H4sovQfdKpCLu9OBFVEOzXgSmW51JVea3e0x+BosqMwslQFCAY1lFT4WDDtgxmTMrtVVddhY0bN2Lz5s3YvHkzXnnllSGPv/DCC9i0aRM2bNiA++67L09rOXmJrqC1lS5omkieDCmKSN7JSVzkNTW3QtNEMgUrMYMoppuwLAumacmLR8uSqWUT7Xwr5Cw82Z1JTXbcBeRMkphuYiCkwzBMdPZGcKJ3MFU48foR75nyc2L2nxAyYCmEfN9EcfhM2Ry1VW6Uue2oKrMDkMGi1DRkppRl35YNy/Dx9afCadegm7Jz18fXn5qcwWYlIhSJmXXJXy2M9vEmln/0wiUYOv9OPvbRC5fEnyeSLxCDEzSTyzv7Iihz25LBbUXINMfOvsi4//+GbzKpvw+feZhpORWW1PRUh12Fosj9T9am5sUNf3fdMGFagzOTU6We4DeuWzIkZYeps0Q0ZZ2dwC23AOefPxjMW7cOeOIJ4NprZRBvwYJJBfOAcWXljqCpCrY1rsCBQ51DznGZlki54nFNrd5x4jhfXZ4+pZbHc5pWR48Cf/d3cl99551ATw9imh3/s/pD+MEX78Xvrvoqgmefh3dtFXin30QwMvX69zZVJGvrR6L6pIN5miJgi99I5yzVzGbEDD3LsnD48GH8/ve/h5Zmyn84HMaOHTvw4IMPYs6cOdi2bRv27NmDtWvX5mFtJycxC8PjssHjsuG9jgCiugm7NpjSmLjI83cFh6RgJWY0WRZgxlN23U4bwlFTBtoUMe5aUYqQMwJtqoJ5tWWyuLoYrD8mhAxcRGOGbFBhmFAVOfNOCIFKjx0P3nZJskh7zDAwENKTs2AUAahCQCgCKiwYJjCrwoGOnjAqyuwYCOnJGXs2DYil7HuEkP9OiQBnTaW8IO/si6CizMGUshzbsmHZqCmooYiB2konegeiyW6bFR4HwhEjYxvZpQuq4HKoCMXHtBCAy65i6YIqAEAwoqO2yoXeQMp7V9gRih+o/F1B+KpcENWDVxSWZSUPFrVVTnR0h0f8+doq2YlsXm0Zjvr7k63TE01o5tfJGYAXrJgzZAZgwgUr5uBPB48jEjWGBC0tDM4uzDQ7kXIjdebavhY//vOJv6KtYwCKMrE79E67iqULq3Cg9UTG56am9CbGgaYqyf13ODrY0CL1BJ8d74ho2oRCwG9/C3zta8Brr8lltbUyuHfxxYCqAlVV42p8MZa6qpGNy8Yyu8YNy5L7u51N+8dVZoBoum1ec3LapmsTUVlmGxIYTB27PJ7TtHj1VRnAe+QRWTIBkKURtm5F67rL8NxrQZiVlRjQnOgJRABLl+W84hN0ZlU68cWPrsJ3H9w3oSCfIoDyMjvm1npxxik1+Nlv5LaSmoGS6fWJc18lnvVn0xTOUh2HGRHQe+uttwAA1157LXp6evCxj30Mn/rUp5KP79+/H4sWLcKCBQsAAJs2bcLTTz9dVAG9RBpYokuh26kh2h+F26nBsqwhF3lNza1DUrAqyxxo7w7BpimYX+dJdkb0ODW0nQjCsmQjDQvWkFp7Nk1BTbkTXX1hxAwTLocNNlXB3Nqy5MXkvzz80pA0NCveZdayEJ/ZkpgFBZjCQizezWn4QUsNxeC0qwiGY9B1K9nh0aYp0DQF831lKPc4kge4M06pSdacSPz+i9+3Dql5Zbcp8LrtWLa4mnn3BSYRoJ5XW5ZcFo7KQqc9gUjaoFdihltTcyuqK5xDUgzDUT05HdtX7UZbR2DI34vpJubG/5Z8vB/BsJ4M+LmdGubWyi618iC2d0TA8IsfXQUAuGbjctzzX/Igl3jc7dCS3ZYSMwCDIT0e9BNwuzR09kXw0QuX4GfPvD7kwJY6uzD1Iif1AFhX5Zr8PzZNSSK4l7gJ0d4dHFeJAlURWLqwCndcfwE2b388YyAwNZBrWfIuZ02FA7pu4cMfPHnI/m74CT5TZ4loSqJR4PBh4PbbgZ/+dPDOwic/KVNuvV6ZYuvzAU7nlP/cFxpX4p6HXhxXjWUA6O4P49SF1QCmVmaAaCoSN44nQwigttIFu21otkbq2N3X4kdTcyveOd4H3bAQOd6fnL3HYzxl9L//C9xxB/CrXw2eVM6aBVxzDbB1K1BTg/qqKoRXBvF/f9+Kjvg55Wc/fEba8XXKgkq8+lbnuCb9yAk/DthUFWecUoPdf3greR2XaD6ox2frOWwKIjEznoEnoCjx+IEhs7QM04SJeL1/j8ZZquMwIwJ6fX19OP/88/HNb34TsVgMV199NU466SRccIEM4rS3t6O2tjb5/Lq6Ovj9/nyt7qQMD4DNrfXi4vNqRr3ISw3+qaqA1y0bZgRC8YYZQsBuU1BX6cSJnhB005INJBLpZRCoqZCFWd1ODYGQjh99Y/2I9ZJNOAzEdAOATJPVVDljTxEimSJrWTJAIZtUDP4/pc6C2dW0H26nht5AVBaIT9mQP/vh00bsbLbEv+9r8eNfHn5pRBeeaMxEZ28YZ5xSM02fAk2X4QHq1ID0zl+8gvboyJqLFR6ZQj18Biow9A7nGafU4NW3OmVnXQFEdQPRfgMXn7dolMdNRPujuPg8OU4a6n3YftXZk75DOtYMwKXrlow5uzBxkRMMxZKpxG6XDV9oXDnBf2Gabk3NrYgZxrgzb71uLTkm16yam3bW5nCpN1YM04KqKsl935aMryYimiDTBE6ckDM5br8daG+Xy5ctk7+vXCkPVBUV8sJQmZ7SEQ31vhH1bMcSiZqoKXcAGPv8gShbEtcp451tlEpRgE+sfx+WLqgadewOzVyS54DhlKYArBFJaVkW8JvfAN/5zmB5BACYNw/43OeAxka5/66uBsrKACGwepkXq5dlHkuN65bg6PE+9ATGbtxnUwUMC8mZec/tPYpwRIemChjx81mYFuyagqhuorbKBd2w0NEdGrzZLWTDGCUe+BPx5eGogYvXLOLYz2BGBPRWr16N1atXJ3+/4oorsGfPnmRAzzRNCDH04loUYQ5bulkY6S7y0k3ZTo2+79j5PAzDlHc37UCZ247u/jDCURPReAptdYUzmbo61p3PYETH/DrPiH/fd/wBlHtsw2ZB2ZKzoMZaZ92Qd6ZSZwOOtSE3NbciFNFHPcg+v/8Y1p7p586ggIyZViAEKsvs6BuIJWe4lXtsyTGW6e78gUOdqPTak2PPHp+Bd+BQJ7YkH3eM+nhi/UYbL//5xF8RjhrQFCUZrA5HDfznE39NzhAcbf0yzS5sqPfhq1vPYrpFAXrneF/yJHs8QhEDC2ZXAAC+srUBALDn5feSAUFVEaiLlwg4fKwfhiGPU3ZNRaXXAVUByj0OfvZElD0vvQTcf//Qphdf+pKc0aFp8qu2Vs7Qm0b7Wvx4fv+xCb1mb4sMNjItkfIhWZ/coY7Z7Tb1WsSmKZhb68GnN6ZMShhl7O7Y+fyojQbZFIBGMAzg0UeB734XePHFweWnngp8/vPA3/4t4PHIEgle76RKJDTU+3DjJ87EXT/+MyKx9I0yFAH4atyoKnfhjusvSI5ju02FbpiyiaCQTTRNU87OS1wDCSFwvHMAhikbGlZ6HYBlob07BE0dzCp8bu9RLF1QxfE/hhkR0Nu3bx9isRjOP/98ADKglFpLb/bs2ejo6Ej+3tHRgbq6upyvZ64kpmz7u4LwpTnRSTfDqbLMgUBIxxe2noVdTfuhKhiRypvufUcLXsyt9SASMVBToY37Dupk08b8XUEYpjXqhbZpWjwQFrDhn1tiTM2qHEwzTaTjApnvzicayFR5B9OCUmvkycftqPI60j6eSVvHQPIuEhA/RppWssvtmLMPJ1D7h31vC4tuyH2MTVWSpQPGEtXNIfu7r2xtwFe2NuCz334WXpc27KaSBUURWDxn8KJ5ImOSiGhSrroKCMRLVKxdC3zrW8D8+fLAVlYmg3lpalNPVVNzK0xTlnsZbw3nUEotJ5YZoFxLXDtVljkQjgRHPUfTVEU2eBMCTd/ZNOLx0cZu4v1j8QwnYLDRIGtEUlIwCDz4IHDffcDrKfUcV60Ctm2TzYucThnIKy+fdK3T1Gt+WQJLwLRkp+ahjQDVEddgXpeGSq9DzsCDBSEsRGPydXWVg9dmHqcmM1MsYF6tBwDwXkcAipCz+hKNY8LQeR2fwYxou9jf34+7774bkUgEgUAAv/zlL7F+/WB66MqVK/H222/jyJEjMAwDv/71r7FmzZo8rnH2JKZsd/eFki3RdzXtx76WwRRjX7UbkdjQu0uJGUSpHR4DIRlE2da4AgDSvu8Zp9SM6MgUCMYgIBCK6ujuj6KzN5J8n2xsjL5qN1RFpO2OmqgFyANhYRlrnGbq8jXaGE2MrbHG93geH4+xutyOtX6+ajd6AhG81xHA4WN9eK8jgJ5AZEj9lEzbL+WHTVVgmda4gnmAnIGXTrrxpyoCmjp6XR0ioqwIh2XQ7r77gF27ZDBPVYG6OmDOnKwE8wB50QdY4w7mAYDLMSPmIFCRShy7PS7bmDESE1Y8QFE2+pPGeH+bpiRn8idqifN8gNDVBdx9tyyH8IUvDAbzPvAB4Cc/AR5+GNiwQdY5XbhQptlOIZi3q2k/2jr60ReIIKabiOkWDGPk5JlKrz3tNZjHqaG2ygVNVWCYgNOhYYGvDJo29Fx3+PlvTDeH1E0H2PRoPGbE0fHCCy/EK6+8go985CMwTROf/OQnsXr1amzevBk/+MEP4PP5cNddd+FLX/oSIpEI1q5di0suuSTfq50VySnh8Rlz6SLbmWY4pbt7lJhCO/x9DxzqxLaU6eOJ+ny6YWBWhXPIe2crst64bgn+5eGXEI2NzPFXhIDHZeOBsMCMNU7vuP6CjOk0Y92dzzS+p1p/J1OX27HWL1P9vvFsv5QflV4H+gYi43quqghUlNnTfm7pxp/LIWfsjdbJlogoKz7yEeDmmwdTal0uGcxzOMZ+3RS5HRrax3dvBIBMY9y85uSsrQ9RJqnH7rFq6ZqGhUqvI9kobaLvP1otcZ4PlCDTBI4dAx54APjhD4FEtqEQMnh33XXA6afLGy+VlTKIp6pT/rOJmtG9gWg8/RtIdy+7zK2hrtoz5Dw3dTtxO1Soimzuljo5aKzz30TzjMqULCoGtDObEQE9ALjppptw0003DVm2e/fu5M/nn38+Hn/88VyvVs5lahgATK7+yFjvmxq8GFKfD7kJSCRy/B/4xV/Q0R1OLlcVeRFuUxUeCAtMpnGaKZ1mrLTyTON7qvV3rtm4HPc/8jKCYT1eH0JBmcc2rpO3TPX7xrP9Un6MltSfeqIjANhssju426ml/dxGq3EKgDWhiCi3brppsL5SdbX8ykGN6dGLpGBIYXRA1lz66N8sxZYNy7K+XkSjaaj34c2zF2D3H94asySKpim44eOrJ3z8nkotcZqB2tqAO++Us+/6+uQymw348Idls4uTT5bBu8pK+TUNgbwEf1cQAyFZy1FRBBSoMMzBzBJFyEaF1RXOEee5Ga+xMpz/zp7lQV8gmrb0F41uxgT0SMrUMCBhovVHxnrf1OBKd18YZS4Nnb2RZDOMijJ7TgISqlBQU+FAXyCKmGHBMGVX3Wyl+tLkjXecppOYCq5pYkhaaroOYKOddE2l/k5DvQ+Xvn8xdv/hLcQME5qm4NL3Lx7X+/m7gkOmkQNDU8Kn8u9C2dXTn352nmHK2hWWkDPzEqm2Y31uo42/qeynMtVOJSJKy26Xs/LcuTvOhCJGcob7cKYF2BSBeXVl+Lev/k3O1oloLPta/Hhu71E47SoGQrFRn6coAjub9k/qOMzakAQAeOgh2dgiFJK/u1zAlVcC114rSyEkAnkVFRMui5DpXPFnv3kNJ3oGu88qJpI1HRNURUF/KAZFFWmbXY41jsdz/ptYR97gHr8ZUUOPBmWqPzbd73vGKTVDan5ZloXu/iiiugFVAXTDREd3KOu1T1KnBwMCdk2Bqgp09Y0vRY5yayrjNDUtNVEwVdMEmppbAWS/Dl3ipK7Ka8dJc7yo8trx3N6j43p/t0NDR3cIumGm3T6ytf3S1OmGBZESsEtlAsnosa6baO8OIRCM5exzY+1FIpoUtxtYsCCnwTxA3rwaS0w30ReIch9GBUNeZ5jx64zRxWIyWM3jME3aL34hg3nl5cAXvwg89xzwjW/IGqfV1cCiRUBNzaSCeWOdK/7sN6/hkWffQOp0CNOCTP+OEwJQFPmM/oHsnOc21Ptwx/UX4EffWI87rr+AwbxxYEBvhsnUMGC63/fAoc4hwZVEEN8wZFHYxD5hrPSK6TB8erAQApoikh1uqbBMZZz6u4Jw2IZOLU9NS80U8Juqqby/NbhBpN0+srX90tTZVHkGY6YpnqMoMtXWpqmwIAv8VnqdOfvcsj3miWiGqq2d1lSt8WpctyTt7LwETVPgcWnch1HBkNcZMdlsT01/+awIQFUV9AaiPA7T5O3cCTzyCNDcDNx4o9xPV1fLZhezZk26WVGmc8Xdf3gLEIBNVUfcvFYUmYVi02STC5uqwO208fqkQDDltkhlqiGWjQ0s3fvubNo/pOaXZcmaUqYpL3xtmoIKjwPhiDH87aaVr9qNzp7QkB1QojsU648VpsmO00xpqdmuQzeV9w9FDHjdNvQNxOJNNQTKPbYh2wdTLgrTgtletHUE0NUr63QKIdMQTNOK3zwAFvo8AGTdj0BIn/DfmGzaLGsvElExaaj3QVUFDCN9VM805T7s6PF+7Nj5PEsJUN4lrjM0VQBCwAYl2fVeQKbaqoqc2BDT5fLEcZglMWhCfD5g82bg3XflLL3KSlk/b4oynSuGIjoSVYE0VYEirOQYt6kqqiuc8Djl68NROelgNBzzucUZekWokNKrEu2pE2yaAggBp0PD4jnlmFcrW1RnuwZY47olUBUBIz7tybTkDEF2uJ15MqWlDh+TwPTWoZvK+7sdGvqDMaiqgMMm08L7g7Gsp6TT1DWuWwKbqsBuU6GpApqiQAhA0wSM+M2DhMmMt6ns17M95omIptuCupG1lxJsmoKeQBTBcKwgznWJGtctkc1aTAuWNTQF0enQYLcpsKzByQQAkl08C+WajYqIpslyCLW10xLMAzKfK7ocGlLvsSiKkNcrdhVVXkeyUUWmckCFFKcoFQzoFaFCSq8aHlxxOzXZZt2p5bQGWEO9D1dctBSKkJ3RVEWgoszODrczUKa01GzXoZvK+2dKuaXClRh3c2Z5YFoy/WBWhRPlHvu07POmsl9n7UUiKjbXbFwOj2vkhaqA3J/2DUTh9dgK4lyXqKHehysvWgpVCBimBVUVKHNrUISA26mhwmOHaVkwTQsVZfbkcV9pPygAACAASURBVNiCVTDXbFREVFU2LJpGmc4VN685GbAA3TRhWSZ00wQs4KMXLplQOaBCilOUCk4LKUKFlF41vD313FovLj6vBgcOdea8O82WDcuwdEEVO+OUgEwdlMZsmT4Nf3uy7x+KGKitdKJ3IDrYBToHKek0PRLjLrUD13Tt86ayX8/2mCcimm4N9T58detZ+PETr+K9jgBMS5YvcDlsmFtbBt3oQ2WZY8hrWEqA8inddcYZpwwe/+f7yiAgEIrIoEfjuiUjShMBHMeUH5nOFbdsWAZA1tILRXS4HBo2rzk5uXy855SFFKcoFQzoFaFMNcRyLV1wZUte1oT1x0jK9jiYav2/ebVlyWWZ6lBQ4cnGPm+q+3Xu+4io2Iy139qx8/mCOtclAiZ+/C+0azYqbZnOFbdsWJYM4E0Wx3zuMeW2CDG9iqg4cdul0XBsEBEN4j6RZgKOYyo1HPO5x4BeEcpUQ4yIChO3XRoNxwYR0SDuE2km4DimUsMxn3tMuS1STK8iKk7cdmk0HBtERIO4T6SZgOOYSg3HfG5xhh4REREREREREVERYUCPiIiIiIiIiIioiDCgR0REREREREREVEQY0CMiIiIiIiIiIioiDOgREREREREREREVEQb0iIiIiIiIiIiIiggDekREREREREREREWEAT0iIiIiIiIiIqIiwoAeERERERERERFREdHyvQJEk7GvxY+m5lb4u4LwVbvRuG4JGup9+V4tyhF+/pRtHGNERNnF/SwVG45ZorFxG8k9ztCjorOvxY9dTfvR3ReC16Whuy+EXU37sa/Fn+9Voxzg50/ZxjFGRJRd3M9SseGYJRobt5H8mDEBvX/7t3/Dxo0bsXHjRtx9991pH7/wwguxefNmbN68GQ899FAe1pKmQ1NzKzRNwGnXIIT8rmkCTc2t+V41ygF+/pRtHGNERNnF/SwVG45ZorFxG8mPGZFy+8ILL+CPf/wjfvnLX0IIgc997nN49tlnsX79+uRzDh48iO9973tYvXp1HteUpoO/Kwiva+jQddhUtHcF87RGlEv8/CnbOMaIiLKL+1kqNhyzRGPjNpIfM2KGXm1tLW6++WbY7XbYbDaccsopaGtrG/KcgwcPYteuXdi0aRNuv/12RCKRPK0tTZWv2o1IzBiyLBIzUFftztMaUS7x86ds4xgjIsou7mep2HDMEo2N20h+zIiA3tKlS7Fq1SoAwOHDh/HUU09h7dq1yccHBgZQX1+P7du345e//CX6+vrwwAMP5Gt1aYoa1y2BrlsIR3VYlvyu6xYa1y3J96pRDvDzp2zjGCMiyi7uZ6nYcMwSjY3bSH7MiIBewptvvolrr70WX/va17B48eLkco/Hgx/+8Ic45ZRToGkarr32WuzZsyd/K0pT0lDvw7bGFagqdyEQ0lFV7sK2xhXsoFMi+PlTtnGMEU1cdNhdeaKxcD9LxYZjlmhs3EbyY0bU0AOAF198ETfccAN27NiBjRs3Dnmsra0NL7zwAq644goAgGVZ0LQZ879ekhrqfdw5lDB+/pRtHGNEE2O3qdj0ld1pH/vVvZtzvDZUDLifpWLDMUs0Nm4juTcjZugdO3YMf/d3f4d77rlnRDAPAJxOJ7773e/i6NGjsCwLDz300JCGGURERERERERERMViRkxT+4//+A9EIhHcddddyWWf+MQn8Nxzz+GGG27AGWecgdtvvx3XX389YrEYzjzzTHzmM5/J4xoTERERUS5EYwbsNnXSjxMREREVohkR0Lvllltwyy23jFi+ZcuW5M8XX3wxLr744lyuFk2jfS1+NDW3wt8VhK/ajcZ1Sziddwbj502FgmORqPiNlQ4MMCU4n7iPpWLDMUvFhON15psRKbc0s+1r8WNX035094XgdWno7gthV9N+7Gvx53vVKAv4eVOh4FgkIsoe7mOp2HDMUjHheC0NDOhRwWtqboWmCTjtGoSQ3zVNoKm5Nd+rRlnAz5sKBcciEVH2cB9LxYZjlooJx2tpYECPCp6/KwjHsNo2DpuK9q5gntaIsomfNxUKjkUiouzhPpaKDccsFROO19LAgB4VPF+1G5GYMWRZJGagrtqdpzWibOLnTYWCY5GIKHu4j6ViwzFLxYTjtTQwoEcFr3HdEui6hXBUh2XJ77puoXHdknyvGmUBP28qFByLRETZw30sFRuOWSomHK+lgQE9KngN9T5sa1yBqnIXAiEdVeUubGtcwQ49MxQ/byoUHItERNnDfSwVG45ZKiYcr6VBy/cKEI1HQ72PO58Sws+bCgXHIhFR9nAfS8WGY5aKCcfrzMcZekREREQ0puiwOjxERERElF+coUdEREREY7LbVGz6yu5RH//VvZtzuDZERERExBl6RERERERERERERYQBPSIiIiIiIiIioiLClNtxMAxZN+b48eN5XhMqdrNnz4amZX+z45il6cRxS8UmV2MWKJxxWzOrDi6nfdTHI1EdDvvo/yahcBSdJ9pHfXz+/PlTWr9C9+677+Z7FbivpaLEcUvFphTPEaj4jTZuhWVZVh7Wp6js27cPW7duzfdq0Azwu9/9LicXRRyzNJ04bqnY5GrMAhy3NH24r6VixHFLxYbnCFSMRhu3DOiNQzgcxsGDB1FbWwtVVfO9OlTEcnVHiGOWphPHLRWbXN5957il6cJ9LRUjjlsqNjxHoGLEGXpEREREREREREQzAJtiEBERERERERERFREG9IiIiIiIiIiIiIoIA3pERERERERERERFhAE9IiIiIiIiIiKiIsKAHhERERERERERURFhQI+IiIiIiIiIiKiIMKBHRERERERERERURBjQIyIiIiIiIiIiKiIM6BERERERERERERURBvSIiIiIiIiIiIiKCAN6RERERERERERERYQBPSIiIiIiIiIioiLCgB4REREREREREVERYUCPiIiIiIiIiIioiDCgR0REREREREREVEQY0CMiIiIiIiIiIioiDOgREREREREREREVEQb0iIiIiIiIiIiIiggDekREREREREREREWEAb1x0HUd7777LnRdz/eqEI0LxywVI45bKkYct1RsOGapGHHcUjHiuKVsY0BvHI4fP46LLroIx48fz/eqEI0LxywVI45bKkYct1RsOGapGHHcUjHiuKVsY0CPiIiIiIiIiIioiDCgR0REREREREREVEQY0CMiIiIiIiIiIioiDOgREREREREREREVEQb0iIiIiIiIiIiIioiW7xWgidvX4kdTcyv8XUH4qt1oXLcEDfW+fK8W0bThGCeaGm5DRJlxOyGimYz7OCpVpTT2OUOvyOxr8WNX035094XgdWno7gthV9N+7Gvx53vViKYFxzjR1HAbIsqM20lhiMaMKT1OROlxHzcKg/uUma7Uxj5n6BWZpuZWaJqA0y4/OqddQxg6mppbZ2zUmUoLxzjR1HAbIsqM20lhsNtUbPrK7lEf/9W9m3O4NkQzB/dxaYTDQFcXMHduvteEsqjUxj5n6BUZf1cQDps6ZJnDpqK9K5inNSKaXhzjRFPDbYgoM24nRDSTcR83TDAItLUBsVi+14SyrNTGPgN6RcZX7UZkWPpBJGagrtqdpzUiml4c40RTw22IKDNuJ0Q0k3Efl6K/Hzh2DND1fK8J5UCpjX0G9IpM47ol0HUL4agOy5Lfdd1C47ol+V41omnBMU40NdyGiDLjdkJEMxn3cXE9PcDx46ydV0JKbewzoFdkGup92Na4AlXlLgRCOqrKXdjWuGJG5oNTaeIYJ5oabkNEmXE7IaKZjPs4ACdOAB0dgGXle00oh0pt7LMpRhFqqPfN2AFJBHCME00VtyGizLidENFMVrL7OMsC/H6gry/fa0J5UkpjnwE9IiIiIiIiIipuhiFTbAcG8r0mRDnBgB4RERERERERFa9YTAbzQqF8rwlRzjCgR0RERERERETFKRKRwbxIJN9rQpRTDOgRERERERERUfEJhYBjxwBdz/eaEOUcA3pFbF+LH03NrfB3BeGrdqNx3ZKSKf5INBZuG1SKOO6JMuN2QkSFivunSejvB9rbZe08KincXiQl3ytAk7OvxY9dTfvR3ReC16Whuy+EXU37sa/Fn+9VI8orbhtUijjuiTLjdkJEhYr7p0no6ZFptgzmlRxuL4MY0CtSTc2t0DQBp12DEPK7pgk0Nbfme9WI8orbBpUijnuizLidEFGh4v5pgjo7gY4OwLLG/xrTzN76UE5xexnEgF6R8ncF4bCpQ5Y5bCrau4J5WiOiwsBtg0oRxz1RZtxOiKhQcf80TpYF+P0yoDeRYN7hw0BjY9ZWi3KL28sgBvSKlK/ajUhs6PTiSMxAXbU7T2tEVBi4bVAp4rgnyozbCREVKu6fxsEwZPOL3t6Jve7JJ2Uwr6UlO+tFOcftZVDWA3qBQACXXXYZ3n33XQDA17/+dWzYsAGbN2/G5s2b8eyzzwIAXnjhBWzatAkbNmzAfffdl3x9S0sLGhsbcfHFF+Mb3/gG9Hj3mra2NmzduhWXXHIJrr/+egwMDAAA+vr6cN111+HSSy/F1q1b0dHRAQCIRqPYvn07Lr30Ulx++eU4dOhQtv/Xs6px3RLouoVwVIdlye+6bqFx3ZJ8rxpRXnHboFLEcU+UGbcTIipU3D9loOtAWxsQCIz/NZEIcOutwJe/DAwMALW12Vs/yiluL4OyGtB75ZVXsGXLFhw+fDi57ODBg/iv//ov7N69G7t378b69esRDoexY8cOPPDAA3jyySdx8OBB7NmzBwCwfft2fOtb38IzzzwDy7Lw85//HABw22234ZOf/CSefvppnH766XjggQcAAP/8z/+MhoYGPPXUU7jyyivx7W9/GwDw4IMPwuVy4amnnsKOHTvw9a9/PZv/61nXUO/DtsYVqCp3IRDSUVXuwrbGFSXZ2YUoFbcNKkUc90SZcTshokLF/dMYIhHgvfeAUGj8rzl8GPj4x4GHH5a/f+ADwO7dWVk9yj1uL4O0bL75z3/+c9x666342te+BgAIhUJoa2vDjh074Pf7sX79evz93/899u/fj0WLFmHBggUAgE2bNuHpp5/GkiVLEA6HsWrVKgBAY2Mj7r//flx55ZXYu3cvvv/97yeXf+pTn8L27dvR3NyMhx56CABw2WWX4fbbb0csFkNzczNuvPFGAMDZZ5+Nrq4utLW1Ye7cudn8J8iqhnpfSQ5aoky4bVAp4rgnyozbCREVKu6f0giFZJptPEtvXJ58ErjlFjkrT1GAG28ErrtO/kwzBrcXKasBvcTsuIQTJ07gvPPOw6233gqv14tt27bh0UcfhdvtRm3KFNi6ujr4/X60t7cPWV5bWwu/34/u7m6UlZVB07QhywEMeY2maSgrK0NXV1fa9zp+/HhRB/SIiIiIiIiIZpxAQDbAMIzMzwXkTL477wR+9jP5e10d8L3vAWefnb11JMqznIapFyxYgO9///uoq6uDy+XCVVddhT179sA0TQghks+zLAtCiFGXJ76nGv576msURRnxmsRyIiIiIiIiIioQvb1yZt54g3lHjsgU20Qw7wMfAB57jME8mvFyGtF6/fXX8cwzzyR/tywLmqZh9uzZyeYVANDR0YG6uroRy0+cOIG6ujpUV1ejv78fRnwDTzwfkLP7Tpw4AQDQdR0DAwOorKyEz+dDe3v7iPciIiIiIiIiogLQ2Qm0twOWNb7nP/kkcPnlsoutogA33QT88IdATU1215OoAOQ0oGdZFu644w709vYiFovhkUcewfr167Fy5Uq8/fbbOHLkCAzDwK9//WusWbMG8+bNg8PhwIsvvggA2L17N9asWQObzYaGhgY8+eSTAIDHHnsMa9asAQCsXbsWjz32GADgySefRENDA2w2G9auXYvd8UKY+/btg8PhYLotERERERERUb5ZlgzkdXWNL5gXiQD/8A9Du9j+5CfA9dezXh6VjKzW0Btu2bJluO6667Blyxbouo4NGzbgsssuAwDcdddd+NKXvoRIJIK1a9fikksuAQDcc889uOWWWxAIBHDaaafh6quvBgDceuutuPnmm7Fz507MmTMH3/ve9wAAN954I26++WZs3LgRXq8X99xzDwDgqquuwre+9S1s3LgRdrsdd999dy7/14mIiIiIiIhoOMOQ9fICgfE9//BhOROvpUX+/oEPAHffzVl5VHJyEtB77rnnkj9v3boVW7duHfGc888/H48//viI5cuWLcOjjz46Yvm8efPw4IMPjlheWVmJf//3fx+x3OFw4Dvf+c5EV52IiIiIiIiIskHXZb28UGh8zx/exfaGG4Bt2zgrj0pSTmfoEREREREREREhEgGOH5ffx/Pcu+4CfvpT+Xttrexie8452V1HogLGgB4RERERERER5U4oJGfm6Xrm5x45IlNsX31V/s4UWyIADOgRERERERERUa7098sGGIaR+bnDU2xvvBG47jqm2BKBAT0iIiIiIiIiyoWeHqCjI3Mn23QptvfdB5x99uT+rhBAWdnkXktUoBjQIyIiIiIiIqLs6uwEuroyB/OGp9hecAHw3e9OPsXW5ZIBQadzcq8nKlAM6BERERERERFRdliWTLHt7c383OnsYquqQHU1UFkpZ+gRzTAM6BERERERERHR9DMMwO8HAoGxnzedXWyFADweYNYswG6f+OuJigQDejPIvhY/mppb4e8KwlftRuO6JWio9+V7tYiKDrclKgUc51QqONaJaKYq+P1bLAYcPy472o5lOlNs7XY5K6+8fOKvpaJU8NtBFrE1zAyxr8WPXU370d0XgtelobsvhF1N+7GvxZ/vVSMqKtyWqBRwnFOp4Fgnopmq4PdvkQjQ1pY5mPfkk8Dll8tgnqLIwN6PfjTxYJ4QMrV2wQIG80pIwW8HWcaA3gzR1NwKTRNw2jUIIb9rmkBTc2u+V42oqHBbolLAcU6lgmOdiGaqgt6/hULAe+/JoN5oIhHgttuAL39Z1surrQV+/GPg+usnXi/P6QTmzwfq6mTdPCoZBb0d5ABTbmcIf1cQXtfQj9NhU9HeFczTGhEVJ25LVAo4zqlUcKwT0UxVsPu3QEDWzDOM0Z8zXSm2qgpUVckvNr0oSQW7HeQIZ+jNEL5qNyKxoTvNSMxAXbU7T2tEVJy4LVEp4DinUsGxTkQzVUHu33p7gWPHxg7mDU+xvfHGiafYJppezJ8v6+UxmFeyCnI7yCEG9GaIxnVLoOsWwlEdliW/67qFxnVL8r1qREWF2xKVAo5zKhUc60Q0UxXc/q2zE2hvBywr/eOjpdh+8YsTS7HVNMDnA+bNAxyO6Vl3KloFtx3kGAN6M0RDvQ/bGlegqtyFQEhHVbkL2xpXlEx3F6Lpwm2JSgHHOZUKjnUimqkKZv9mWTKQ19U1ejDvyBHgE58AfvpT+fsFFwC7dwPnnDP+vyMEUFEBLFzIpheUVDDbQZ6wht4M0lDvK5mBS5RN3JaoFHCcU6ngWCeimSrv+zfTlPXy+vtHf85TTwHf+IaclacowA03ANu2TWxWnsMBzJol02yJhsn7dpBHDOgRERERERER0fjpOnD8OBAcpflAJALcddfgrLzaWuDee4Fzzx3/31CUwaYXE+18S1QCGNAjIiIiIiIiovGJRmXzi0gk/ePDu9i+//2yi+2sWeN7fyEAl0s+3+mcnnUmmoEY0Csy+1r8aGpuhb8rCJdDhcD/Y+/N4+Sqyvz/911q631JL1maAAmYgGGRBkNwQhRli2E0gLIJfsUZYNQBZ+SrBpUXSFSQGYHfVyIuI4ogRsjADAkBCQYwuJBACEKArKTJ0nt17VV3Ob8/TlV1VXdVV3fSnXQn5/16Nd11qu5S5Ln3PPdznkUjlrRpqitj8YKZR2yoqUIxmuReZ/tzbR3o9grFcBktW1M2qzicKGTPgLJxhUJxyBiP8+x+n1MiISPzUqnC769eDUuW9KfYfvnLcP31YBjDOzHTlB1vq6uH/2UUhzVqXi+OEvQmEOs3t/PAik2YpoaO4P32CAANtQF6Q3EeWLGJLae38Ma27iPesBWK/WX95nbuffRV4kkbxxX0hRPc++ir3HjZh4Z1LeVep5UBM3ttcgQVZ1UcHA7U1jLOUdu+MLGERWW5h5oKn7JZxYRm4HWxpzPM0l/+FccVeE2d2kpl4wqF4uCxfnM7v1r5Frvaw3gMbdzcg/bbh4hGpZjnOIPfSybhzjvh4Yfl65Gm2GoaVFbKqDxTyRQKSSFbve93ryGEoKLMM8h+4cgS+sY8ET0SifDJT36S999/H4CXX36ZRYsWce655/KjH/0o+7nNmzezePFizjvvPG655RZs2wZgz549XHnllZx//vnccMMNRKNRAEKhEP/8z//MBRdcwJVXXklnZycAqVSKm2++mQsuuIBPf/rTbNu2DQAhBHfeeSfnn38+F154IRs2bBjrrz7qrFi7FdPU8HtN+qIpdE1D1zX6Iin8XhPLcfj9mi30huJ5hr1+c/uhPnWFYsLw4Mo3CccsXBd0TcN1IRyzeHDlm8PaPvc61TT52zQ1VqzdOsZnrjjSOBBbyzhHvaE4iZSNIwR9kRSxhK1sVjGhyb0uYgmbvkgK2xEIIWu3d/UlcByhbFyhUIw5mbl2b1cUXRtf96D98iH6+mSabSExb9cuuPzyfjFv3jx44onhi3k+H0yeDM3NSsxT5FHIVmMJm3jSHmS/D658M+vfHil6yJgKeq+//jqXX345O3fuBCCRSLBkyRLuv/9+Vq1axd///ndeeOEFAG6++Wa+853v8MwzzyCEYPny5QDcdtttXHHFFaxevZoPfvCD3H///QDcc889tLa28vTTT3PppZeydOlSAB566CECgQBPP/00S5Ys4Zvf/CYAzzzzDNu2bWPVqlX8+Mc/5pvf/GZWNJwotPfE8HlkqLJlu2ga6Jr8GyAat3FdoYQEheIA2NMpnS5d19DSormuyfHhkHudZvB5DDp6ihQMVij2kwOxtVznyHYEpq6hoRGMJEe0H4VivJF7XQQjSTS07Ht6jp0rG1coFGNNZq51XIGha+PqHjRiH6K7Gzo6pCo5kNWr4dOfhjff7O9i+/OfD69enq5DXR20tEBFxX58E8XhTiFbtR0XxxV5Yz6PwZ7O6BEXWDGmgt7y5cu59dZbaWxsBGDTpk1Mnz6dlpYWTNNk0aJFrF69mt27d5NIJDjllFMAWLx4MatXr8ayLF555RXOO++8vHGAtWvXsmjRIgA++clP8uKLL2JZFmvXruWiiy4C4PTTT6enp4c9e/bwwgsvcOGFF6LrOscccwyTJ0/mtddeG8uvP+o01ZWRtOSKiMfU5WqzkH+DFPYyf2c41JOFQjERESVeD0XudZohaTk01pUd8HkpFLkciK3lOkceU8cVMtMls0CkbFYxUcm9LjKLn5kf6LdzZeMKhWKsycy1mXkWxs89aNg+hBBSyOvpkX/nbZCE22+HG2+ESESm2P7yl/ClLw2vXl4gANOmSeFPdbBVFKGQrZqGjqFreWOZzxxpgRVjeuUsXbqU1tbW7OuOjg4aGhqyrxsbG2lvbx803tDQQHt7O729vVRUVGCmw24z4wP3ZZomFRUV9PT0FNzXvn376OjoyAqLueMTicULZmLbgkTKprrci+242QmhrT2MpkF5wJO3zaGeLBSKsWD95naWLFvHtUv/wJJl60Y1jHpqQ0VaLBeAwBUyVWtqw/BWDXOvUyHkb9sW2eKtCsVoUcrWhrpOcp2jmkofQoAjBKahK5tVTGhyrwtd00jZLkLI51DbdRFCRsooG1coFGNFZv7tDSV4vyNKwGdkfcvxcg8alr/qurJeXjA4WMwrlmI7d27pgxsGNDZKMU91sFWUYPGCmURiFm3tYXbuDdHWHsY0NAI+c5D9Tm2oOOICKw6qFO66LprWr6QKIdA0reh45ncuA1/nbqPr+qBtMuOFjqFPsJWA1tlNXLf4JGqrAsRTDrqhYRqZZBINn8fAdZWQoDi8ya39NRa1Ea5ZeAJV5V50TcN2BLqmUVXu5ZqFJwxr+9zrNBK3qa0KcJ0qvK4YA4aytVLXSa4jX+YzqK6QNu/zGspmFROazHVhGHo24lSmuoHjCGxX0DypXNm4QqEYE3Ln3/oqH7bj0hdJUVlmytrMgnFxDyrpr9o27NkD4fDgjZ9+ev9SbDNNL1paoKamP3RaoSiB1HG0tK6s4fUYXHjWMYPs95qFJxxxgRUHteJkc3NztnkFQGdnJ42NjYPGu7q6aGxspK6ujnA4jOM4GIaR/TzI6L6uri6am5uxbZtoNEpNTQ1NTU10dHRw1FFH5e2rubmZjo6OQceYaLTObqJ1dlN61SeO4wi6+uKkLIekJRXo6gofkbhN4xHQ1UUxfinUXnw0bHHF2q1YjkNf1M6mmZf5TVas3Toq+2+d3cS/fvZUVqzdSkdPbL+uo8x1qlCMNYVsbf3mdu5+eAOJpI3Xo1NT4aM84CGBna0hsmLtVuIpGzsu8Bg6Lc2VfPlSNV8oJiaF5puqch9TG10cR9Ddl8CyZXSJ19T5/MITla0rFIoxIVs3zxH0RVMIIRBAKGZxwjH14+rZrKi/mkzKyLxkMjv0xrYu1qzbyoef+hVnvv68HBxJF1uvF+rrpaCnUIyAFWu3Uh4wqa/uj+ZMpGze2NbN9244a/AGi09ixdqttO0LYzkuwnW5++ENWX93PF2Do8FBFfROPvlkduzYwXvvvce0adN46qmnuPjii5k6dSo+n48NGzZw2mmn8eSTTzJ//nw8Hg+tra2sWrWKRYsW8cQTTzB//nwAzj77bJ544gmuv/56Vq1aRWtrKx6Ph7PPPpsnn3yS1tZW1q9fj8/nY8qUKcyfP5/HH38823F3586dzJkz52B+/VGlbV+YaDyF5eSHP9uOoC+S5F8/e+phZaiKicX6ze3c97vXiCVsuTIZTnLf714bFbvctS9ENG6hockoOlukuxiGRunslSCnOPTsGudYhQAAIABJREFUryCeiQxIJG0MHWxb0BmMA1DmN9m1L8QDKzZhmhqTqv0kLSe7cqlsXjERydi8aWp50ajxlM2kaj8xx8ZxRbYWatJyR20+UigURzaF5ur2nhg6gq6+BBoapiEzyFzBxJhr43HZyTaneeQb27r4w/KXuGzVMqZ0vAfA1qNOwPr+ncxuPX7o/WmajMarqxteXT2FIk3m+npzezdeU6e2yk+5X8pXQ9XFy1xjD6zYhOFAX8RG4JIQsKczwgMrNsFhFKV/UHNOfT4fP/jBD/jKV77ChRdeyLHHHsv5558PwN133833v/99zj//fGKxGFdffTUAt956K8uXL+fCCy9k/fr13HTTTQDceOONbNy4kYULF/LII4/wne98B4DPfe5zpFIpFi5cyNKlS7nrrrsAOP/88znuuOO46KKL+Jd/+ReWLl2Kf4Lm7K/f3E4sYQ0S80DeM2MJ+7Du5KIY//xq5VuEoilcITANDVcIQtEUv1r51gHv23bkg1luF1qRHlcoDgcOJK08Exng9RgI8jvqJS1HdrQ9wrp/KQ5vcjs259q07QiSlkN3KIHjCmSyjvSTRms+UigURy7F5uoyn0lvWHbYzviqaFLYG/dzbSQi02xzxDyAHb9czr88chtTOt7D1TRe+IeL+c3F/86qdwuk4+aSaXrR0KDEPMWIyL2+vKaO5bh09saJJqRtlqqLl/ENYglbCuu6jq7L14eb33tQIvSef/757N9nnnkm//M//zPoM7NmzeKxxx4bND516lQeeuihQeM1NTX85Cc/GTTu8/m48847B41rmsbXv/51vv71r4/09McdK9ZupbLcQ3dfctB7hq5jO+5h3clFMf7Z3RlB00BP18bQNRCaYHdn5ID37TF0EunCwromOz0j5LhCcTiQK1AA+L1mNl221Gpie0+MyoBJTaWPzt44LgJNE6QsgW3L9NojrfuX4vAmY/O5+DwGHkPHtgUpy82OC8Cj6whGZz5SKBRHLsXmaoHAcqSPCtJPFQJqq33je67t65PdbHObXySTcOedXPR72fgiUl7NkxfdwHvTT8CDoKcvUXhfhiEj8lSdPMV+knt91Vb66AzGEQh6QwkM3V+yLl7GN7BsN+951LLdw87vPagpt4rRob0nRk2Fj3DUImW7ee85rnzdE0qwZNm6iRHarTgsGTh9j9Z03tJcyZ7OCLFETg29cpMpOV1ox6p+38Hav+LIpphA0dETK2l7TXVl9IbiMiWhNkAwnCRlOfh9Jtela4r0huLZBxAYXvcvZfOK8UrG5nNtOhhJkkjZhOOpvM96DLlC77oqoluhUBwYxebqrr4EhgaWI7AdITNOK3yYhkZtVeAQnW0JuruhpydfzNu1C266STa+ALYddQJP/eMNRMurAUhZLnXVA7LdNA3Ky2VzDK/3YJ294jBiUJptpawDDdAbTpKyXWqrAlk/tJh/mvENPKZc3NPSQSAeUz/sut6qkJYJSFNdGUnLyeaQ5yLS0Ur11f5R7/6pUAyXKQ3luAJcV8i6Ia6sHTKlofyA9714wUw8hk59tY/pzRXUV/vwGHp2lWasu+CO9f4Visw9Ppek5eD3GSVtb2D32vpqHw01Ab525Wm0zm7Ke3+43b+UzSvGMwNtujecoDckhezchSQBoz4fKRSKI5dCc3UwkiQcS+HkLBoIAX2RJJGYNf46bQoB7e1S0MsV81avzuti237VF3nwU/9Gj7cCgSxn4DiCcz88vX8brxeammDKFCXmKfaLgmm2wTjRuEV5wMOkGj8nHlvP9244KyvmFfNPM75Bmd9EILBdF9eVrw+3rrcjEvTa29tZv379WJ2LYphkDDSWtLPh3Ll4PDoVAY+qjaQ4ZHx+4YlUlnnQ9XRqrA6VZR4+v/DEA9536+wmrlt80qA25ZlooWL1lEbrOhjr/SsUxUQ3Da2k7ZW6Pkq9Xwhl84rxzECbTqRcdF3DMHQMXcdj9ru6tju685FCoThyKTRXh6MWupa+9xh6NttUCKip9I+vyHbHkc0v+vr6x1IpuP12uPFGWU+voQF++Uuavn0znzl/NlUVPmIJh6oKH5899wPMmTGpv+lFSwtUVR2676OY8OSl2Vb50ZB10nvDyYIL0EP5pxnfYEpDJeVpXaSyzMuUhoqSfu9Eo2TK7SOPPMKGDRu45ZZbWLx4MRUVFZx77rn8+7//+8E4P0UBWmc3weKT+N6Df0PTNAJeI10vKSZriuVk4R5uOeKKiUHr7CZuvOxDrFi7lY6eGI2jnKI3VBfaodIVR4Ox3r9CkbnHD7x+lq3YNCzbK9WleaRdnJXNK8Y7uTZ97dI/ZLs8g6zlahqySYauaxw/vU6ljCsUigOm0FwdidlE4ik0TTbD8OoGIFNv40m75D4PGpYF+/bJjrYZBqTYMm8e/PCHMn0WmDNjkhTwcvH75ftlh0/6ouLQketvZkrH9IYSg9JsC30+Q65/OlJ/d6JSUtB77LHH+OlPf8rq1as555xz+M53vsNnPvMZJegdYlpnNzHr6Lq8ujFBUydlu3hzVqMPtxxxxcThUN1EC9VTGs3rYKz3r1BA4evnUNmesnnFRKKproy+cDLbOAlAQ8PnkWLe924469CeoEKhOGwYOFcvWbaOd9/rwXX7e0G4AkxDHz9zZjIpxbxkTnPF1avhlltkVJ6uw5e/DNdfX7wzrWFAba38UU0vFKPEQH+z3G9i6H5qqwIF527ln0pKptxqmsakSZP485//zNy5czFNE9d1S22mOAgMDPUu85sgkLniw6yNdDBZv7mdJcvWce3SP7Bk2TpVf0lRlAOxlf2pETYSxnr/ionFwbyvHSrbUzavmEgsXjCTMr+J6woc18WyHSzHJWW7hKMp5XsoFIoxY/GCmQR8Jq4QuK6Lk1O3K3fOPGTPRPE47N7dL+alUvDd7w5KseVLXyos5mWaXkybJrvYKjFPMYqM1N9U/qmkZISe1+vlZz/7GX/729+44447eOSRRwgExmmHnsOUYt1bBoZ6T2mo5Ly59byxrXtM0hwP9Ds8sGITpqnlFa3kMMthVxw4B2orxdIVRzPdt9T+VUfQI4PRuK+NxFbG2raLcaiOq1DsD62zm7hg3tE8/setJFOyYL2hQ0NtGbbjKN9DoVCMGZmSMw+ufJM9nVE0YFpjBdcsPCF7zxmu7zDqvmQ4DB0dsnYeDE6xPfNMuPvubIrtIExTvqfq5CnGiJH6m62zm9hyegtPvrideNIm4DP5x/nHHnHze0lBb+nSpfziF7/gzjvvpLq6mg0bNnDHHXccjHNTUPqmXygt67icCWDF2q1saevljW3dh1RcyC1aCeD3miSws0UrFYoMK9ZuxXJc+qI2lu3iMXXK/OaIbOVA031LOVFD7V+J10cOB3pfK2Qr9z76KjWVfmJJu6TtZex02YpNY35vP1LqkCjGN0PdmzPvte0LE0tYVJZ70ADLcdHQsgWzle+hUCjGklLz5XB8h98++zaPrdmC4wo8po4zYDFixGJfMAidnf2dbJ95BpYsGV6KraZJEa++Xop6CsUYUuj6KWbv6ze38/wrbdRWemmuCxCMJHlszRZWrdtJS3PlEbP4XPKqPPbYY/n2t7/Ne++9hxCCO+64Q0XoHURG+sA48AFxT2eYt7Z3U1Ppo6bCO+riwnAnFFVUXTFc2vaFCcdSskuhDrbjEgwncRyR/cxYRsAdqCCnxOsjg/Wb23l7Zw+uK/B6ZGOicr85ovvaQFtxHEE4ZhFPOkxrLB/S9pRwrDjSGMrmgex7iZSNIwR9kRSuK3AFgKC9O0ZTfRllPuV7KBSKQ8dQz0TrN7fzq5VvsXNvCJDRxY4j72fVFd5sd/kRzf9dXdDbK8W8VAruvBN+8xv5XkODjMqbO7fwyfp8MiqvvHzUvr9CMRKGmvtz/eho3KIvkkIAiZR98CJfxwEla+ht3LiRj3/841x33XW0t7ezYMECXn311YNxbgrkTd/nyV8tGeqBcWD75ljCBg1iCXtQO+cDJXOB9YbieRdYoToQTXVlJC0nb+xILFqpKI3luKDJzoSgyd9aepyR2d3+MFQL9OEw0mtWMfHI2KCuga5J0bmzN040YY/ovjbQVoKRJLoGjitK2t6B2qlCMdEYyuZz37MdgalrOWIeaIArBJ29cYKRlPI9FArFIaPYM1HAZ/LAik3s7Ypmxx0XhBBoaETjNh3p7Kthzf9CyOYXPT3y77Y2uOyyfjFv3jx44onCYp6uy4i8lhYl5ikOKUPZe64fHYwk0dAwddnVvtB1MdbPkIeKkoLeXXfdxYMPPkhNTQ3Nzc3cddddLF269GCcm4KRC2EDHxAt28XQ5O8MoyUujOSBUhWtVAwX09Dkw5crEELgugItPQ5jL2QcqCCnxOvDn4wN1lX5SQf/AIKevsSI7msDbcWyXQTgyelUXsz2lHCsONIYyuZz3/OYOq5IX5ZpRPa3IBRNKd9DoVAcMoo9EwkEpqmlF/XkQgSAI+Rry3ZprCsb3vzvOLBnD4RkpB/PPAOf+pSsl6fr8JWvwM9/PrheXm7Ti/p6+VmF4hAylL3n+tGW7aJpsqt0xo8eeF0crovhJVNuE4kEM2f2Oz5nn302P/rRj8b0pBT9LF4wkwdWbCKBjc9jkLQcIjEL0zC4dukfBoWKDmzf7DF1UraLN+cBMWk5+H0GS5atKxpuOpxw1JGk0aqi6orhclRzFTv2BInFbVwhI6DKAiZHNcsivGOdvt1UV8aezjCxRH4NvykNlcPavtA1myvyHI6h3kcaGRvUvNLdDkaSWLbAFYLrRpDyOmdGfV6NHIRAoFFT6ct+JlcMzrWdaNzCcVxqi3x2pCi7VIx3Bvo3kG/zmft2IunkiXkZDF3DY+j4vIaybYVCMeYMt6lh5plo2YpNVAZMdB3snHVhIaSoZ+gaixfMZMXarUPeC7EsGZkXj48sxXYMm14oH0NRjFK2MdTcn/vMZRp6tmZuwGewuzNKynLw+8xsBN6BlsoZr5QU9EzTpK+vDy3dlnr79u1jflKKfgbe9P0+A03TsB2nYN2EOTPq+f2aLbjpB0TT1MFyKfObCCGygqCmaTiOW3Afw63NVMq5LvRd1M1bkaHYDXzOjHre2t6Npmt4NXAExBMOc2bUAyO3u5GSOT4aGBqkbJdUOMV5c+uHtf1Q4rWqe3Z4kGuD5QEP5QEPiZRNbVVgRN1tn3+ljcpyL6FokkS6G6euCVKWQ5kvXwweaDuO4xAMJwGoqfAOEo5HgrJLxURgqMWSLW29vLW9G1eIgmKepkFjXRmGDrVVqg60QqEYXQb6tHNm1PP8K20jamooF5QjeTWjMwghuOTjx2e3KbpwnEhIMS+Vkim2N95YuovtGDe9UD6GohjDsY2h5v7cZ65wzMJJCAI+g75ICjRp2n6vzr2PvoqmaeiymhO249LRE8MwNBxHZEW/iWqPJa/a66+/nquuuoquri7+7d/+jXXr1nH77bcfjHNTpMm96X/l7j8SS9j0RZKAhhACNLj9F3/Ba+pYtouuaRi6hmW7uK7gH06ZQncomRUXTMPAdpyiRfuHW9S/VCSS4simVDfCYjfwN7bJJi6ZCDlvOkLujW3dXM7Y212p44+EgS6Z7ODrDNnBV61ijn+Ga4NDdeW6++ENxBMWArn6rqXrRmoahKMpHEfkdehasmxd3n25ttIPQCLlEInbWeEYGDL6uhCqkYtiIlBssQTgyRe3I4TINnAciBDQ2RtjUnVA+SgKhWJUKeTTPrZmC5XlXjTdYE9XjJTl4LqCpb/8K1MbK9DQBnWzX7xgJt978G+gyTIzdlrYM3WN+ho/b2zr5rl0dtbHTm/hjW3d2XvhxQtmctr0Splma9v5XWw1TXaxveGGwV1sfT4ZtVc2dmVhlI+hgMI+8VC2AWQ/H/AZaGh5/m7GdnJ1kt8++zaP/uFdXFega1BV7qW20k9bexiQpXI6g3Fcx8UVsmY1yEtkIovMJQW9j33sY8yYMYN169bhui5f+tKXmDFjxsE4N8UA1m9uZ1d7GER/1zZyfiUtWSdP02X+eGY1ujuU5Hs3nJXdz+duXS3rNTgyiq+m0pfX9W24KY0Z5/rBlW+yqz0CwNSGitH/4ooJR6kVl6Fu4O09MWoqvHmphEKIrP21zm5iy+ktPPniduJJm4DP5B/nHztqN+BSx898v/0RK3ftCxGNW2jpZh+2LTuX2U5oWP/fFIeW3H/3Mp+JQBCJSxs0DMGyFZuy9gCFu9BtOb2F519pI56wsgX7IT+lprE+QG1VIO++Xei+XFPhIxK3+fktn8ie3/7Yz0HtQu44EA7LKILm5tHfv+KwZmBUS8bmo3Gr5La2M7KUeIVCoRgOhXxaxxWEokmE0BCIrHBgO4K2fWE0TaOhNpDnG7y8aW9ezXOvR6c+Xau3ozeOx9Szc/vzr7Tl389CIdi7V6bZ3nUXPPSQHG9ogB/+UEbn5aLrUFsrf8a4Tt5B9TEU45Ji/mki5VBf7cv7rM9j0LYvnPf5zML59Tk2XywqVgO8poYQGuG4hd8nr0chRDqjxqE3neEC0vwTSQefx+DBlW9OyKCKklfwkiVLmD59OldccQVXXXUVM2bM4F//9V8PxrkpBrBi7VY8hlZ0BTqDmy6mGgwnB90w129uJ5awsBwXQ+/vzpjb9W2kRf2TSYemugBHNVVgO86Q3WLWb25nybJ1XLv0DyxZtm7Cd5VRFKZU0dFSBU6DkSS7OyPs3Btid2eEYCSZV0fs+VfaqK30cszkSmorvTz/Stuo2VIp+y/VIWmo7247Mh1M1zUZ+q1rCMiuwh6uxVoPBwb+u9uOQzLpcM7pLSSS9qASBg+ufLPgv+Xjz2+hN5zIE/NyEaKwozuc+/L+2s9BaeSSSEBHB+zcKX9bpQUYhaIUK9ZuJZJIDfvzE8ExVygUE4tCPq3H1NO1dd1BKbSukH5gXySF32tiOQ6/e+7ddBRRP7btgqbRG0riMYaY23t7ob1dzq+XXdYv5p15puxiO1DMKys7qE0vVLM4RTH/1HLcgrZhOe6Q/myhZ7Hfr9mC5Th4PQYC+YyloRGMJDF0DdOQtp4pcQMyMs9jGGgahCJJ3m+PTMgOuEUj9G699Vba29vZsGEDPT092XHbtmlrazsoJ6fIp70nRm2lj3098SE/J4SMKLJst+ADX2W5h2A4lY3oA+juS2AaGus3t48opXEkYdQD1fk9nWG+/+DfKPN78lLLFBOfUqtxQ9XBK1XDbjg299tn3x4UwXf5ubOyxxoqwq6U/a9Yu5VY0iLSa+MKga5pVJT1p80O9d09hk5CkN5OOnUI8KQnGbWKOX4pZndPvrid2kovfq9JNG4RjCRJWS6uEFSXe+juS2TTq30enaTl4jG0IY4ka50KIbjsW6uyNnz67EY6e2KD7HLOjPpsim1vKEF9lQ+8/Xsbjv2MWRq760I0Cn19Mmqg1GqUQjEE6ze386uVb7G7U2YETGkoJxhOEovbw97Hb599O28uUCgUigMl16fN+AHJtGjguoW30dNdawGicRsnnTUF/WmAroDOnhgu0Fjjz+47U1KpJ5Tka99ZgdYb5LPONlofum/oFFvTlCJedfWY/b8ohCrRpBj4fBONW/SGk1K8sxwqyz3UVPiytf4TKZt93bbMJKzwUR7w5PmzhXxy1xWEIim0dNkxWcoGUpZGZZkHTdPoDSeJJ/t9BiEgZTtZ99TUJ2ZqeFFB75JLLmHLli288847nHfeedlxwzA45ZRTDsrJKfLJTBjedOfaobAdgWkw6IbZ3hPDcfpDv3Pp7I1z92/W01BbRjxlY8cFHkMfJLat39zOgyvfZE9nNDsZGbqW7RiTm76bS+7FF41b9EVSCCCRslVq4WFGqcYVixfM5N5HX6WzN47jyjTDgM/k2ovmsGLt1iFr2LX3xNAR7O6LZIWS6nJv1uZ+++zbPPrsO9kIqGjc4tFn3wHg8nNnyfplv1lPLGln6yptfz/I165qzaZzDZXSu313kGj6AVJDinOhqMX23X3D+u57OiP5HXTLTaakU9XHuuGHYv8pJrbGkzbNdQG6g3F6I/mRQsGIha6Baegkkg7xpHTwrQIFrzO4AnZ3RhECDEPD1OU98qWNewbVQx1YdLsvrNEZTKBpGuUBDzA8+xn1LuTJpEyrDYVkLR+F4gD5j4fXs/bV3Xlj7+0NF/l0cX77zDusXLeDo5qr1CKiQqHYL4ql+vUmE/RFUjK9r8Q+UmkfECCVjlCyCjzb2ekmh5GERSLpoCGL+FcETCa7MZzd7Vz0l8dpfWut3GDSJNn4IjcqT9OgslKKeR7PKPwfGBmj7mMoJhwDRe/OYJxM9bCU7dLdl6S7L0mZT8fn9WDqOpbtkEg67E3G8Jo6leUepjRUAoV9cl2T/rUHuWguS9nIg5xyfANTGip4bM2WQeeWu9YskM+NGR96ogRVFBX05syZw5w5c5g3bx7Nzc3s3r0b27aZPn36wTw/RQ6ZFY7Kck+67tbQ04XrCkLRFD/41d+wbDdbfL3o5wVEEzZ2V5RpjeWDu8ggJ7F7H32VcMySDTnSOK4gZTt09saprvBmBYpcci++YCSJhpZO+xUTSgVXlGbxgpnc97vX6OxNYDsupiFFuWsv6heXZefsdGMXtGwn7VI17AI+g/fbI+hafx26zmCCaU3S5h7/41Zc2Ssmiyvk+OXnzmLZ468TTeSvzkQTNssef51ffOtc1m9u5+mXd2LbLhoy5eHpl3dyXEstrbObsqJM+nTR0vvIrPgsXjCTHz70CvGUk212EPAaXHvRHADuffRVXNcFBK7r4jhuVnRXq5jjl2Jia8BnEowkCabFPI38Zigypdot6dznkrm1amlnJLMAs/bV3TTVBRBp63550968aFEtffDOYILesFzF13WN+adOK3nMA+5CLoQU8cJhiMWGnmwsS3bga2nZ/+MpjgjWb25n2eOv09E7dGbCcBFAMuUMbxExcwNXKBSKNIVqgT3/ShsfSy8EO5nSKpksjCIIASnLZev7fSWP6boukZiMOPKaGjU+k6ZUGP+OLXzx+Z8zvXsXAO9MncUHfvdzWTcvg9crRb6KQ1vj/IB9DMWEJvN805tM0hsqXnYmlnQRWJT5PfSG+1NjM6LflEnlLFm2jt5Qgr6wRnnAJJ50sOz+1HbLGSyMv/jabupr/DTWBXBcGcRk53xOQy6iC6RGMZJF8fFAyaYYiUSChQsX0tHRgeu61NbW8sADD6jGGIeA3BWOeKIXx3GGfEh00yLDSJOcHFdk89VzRbZMZ8ZM8emBfq7jCAwDQtEUX7505qAVrDKfLGrp95pyFUpAyhaQjkipruiPslKdPic+UqhLiwyIPAF4xdqtOK4r0waEQAgXx3VZsXZrySg1LS0C2umOhpomb8RaWuTIpDkMtPvMeLEHw8z4r1a+RSiaQtc1TENLR+Cl+NXKt2id3YSbnoUG6hWZ8S1tvcSS/ZOQEBBLOmxp6+W4ltqiQiaoVczxTDGx9dgplbyxrb8sxaD7rYCh46mLYxfweNp74tRWeukNxdndEc0XD9MvbMfFccDnNSgPmDz/SltWkB51kkmZ4tPXN3Q0XiQCL70Ezz0HL7wgXz//PCxYMPrnpDgsyDw4dwZHR8zLYDtu6UXEZBI6O2WdKYVCoUgzMNXPcaE3nOT3a7bgCpFd1RtKzBspGd1BA2oDJtWRHma8+gJX/+k3lKXiuGg8deqFrDrpfL4U0pjTgHSOM00vBna2VSgOMpnsp8fWbCl5bcSTLvFksuB7b2zrob7aT32Vj/beOMmQU/BzA3EFdPbK8mJCCAZqfs2TygHo6ImRslyEEAcvqEIIuRAei8l60/ux2F1S0Pvud7/LF7/4RT796U8D8Pjjj3Pbbbfx61//euQnnOZzn/scPT09mKY8/O23386uXbtYtmwZtm1zzTXXcOWVVwLw8ssv8/3vf59kMskFF1zAV7/6VQA2b97MLbfcQjQapbW1ldtuuw3TNNmzZw8333wz3d3dHHPMMdx9992Ul5cTCoX42te+RltbG3V1ddxzzz005K5gTBAyKxxSnR78QDeQ/ZlPHMdld2c0L30241gnBuSdD95WgCFFjdxUsN5QnEjMyooXuqaRSl9NpqFnm3O0NFWqTp+HASvWbqWizMOkmkB2LJHqf3gaKm31a1eeNmSUWjBc+CZfbHyk7O6MpOsuZGwVhCaydZsyddAG4vPI1Inlz71bcL/Ln3uX2cfUo+vpQq2ulv0796FSrWKOTwqJrfVVPl7auGfQZ7X0f4QAv8/IRnWOFn0RC7/PM+T93TA0ait96Y5e+cLFAS+YCCEFuUw0XrEiQV1dUrRbswZefllG5WXw+cDvH/4xFUccmQfn0Sy9aOhaNs2taCpNKCTFPFXzUaFQDCA32yiasOnsjQMCV/Qv7I4FugbNFSYnGiHmrPwZH938AgB9gUp+Mf//8M6UDwDwk//exIknTmP+OSfzwUmTxux8FIqR8sa2bhrrAnT3JbBtUTCSbjjEEjY1lb79mqKLZTcmUzY+r4mmycCmXe0RpjZUcO1FJ4zNM5nr9ot4kQg4jvQ5zJLSXEFKbtXd3Z0V8wAuvvhiHnzwwf06GMionZ07d/LHP/4xK+i1t7fz1a9+lRUrVuD1ernsssv48Ic/zLRp01iyZAkPPfQQkydP5rrrruOFF17g7LPP5uabb+aOO+7glFNOYcmSJSxfvpwrrriC2267jSuuuIKFCxfy4x//mPvvv5+bb76Ze+65h9bWVn7605/yxBNPsHTpUu655579/h6HmvaemBQaxmDfRo7AVl3hpaLMw90PbyAWt0oeT9fB1HUeW7OFynIvFWUybTKzkmUYOlXlPvZ0RQHSF46bvSijidSIGm0oxiftPTFSKYs9nVHZzUuDqnIPli3/oXMFjlybiiftkjXsLMcdnNeoFQ6x3l9cV+C4Tl4EoJFuZBDwmSS2mV4lAAAgAElEQVStwV0VAz5pr8UmC9sRtO0L0xdJZsUex3XTHVLVg+NEIGODGTHsze3dZKJQB9bgyNhnoZo4B0JGAO8skYKY6exVHvBg2y5v7+zh2qV/IOAzCEVSlAfMvAWTLae38Ma27qFFvlSqP63WsgoLHjt3yii8556DjRvzP+PxwIc/DB//OCxcCK2tB/z/Q3H4knlw1jUZKT0aaBrUVEi/ZFAqjetKEToYhNWrpRD9ve/BiSeOyrEVCsXEJzeLpLsvnvcMM1YYusbkcp2pO9/k4tXLmNq+E4C3Jx/PL+Z/nlCZbHIRKPOh1dWxTZTz2pNvc53hVc9NikPOfzy8nhc37skK3j6PTukqk8VJJG2Co3VyaXpCSQw9hRACU9dwHJf39oX44UOvMKOldnSypTKN4jI/rtvvI/f2wp//DHv3wje/CTU1I9p1SUHPcRyCwSA16R3ndrzdH7Zv3w7AF77wBYLBIJ/5zGcoLy9n7ty52WOcd955rF69mjPOOIPp06fTkg49XLRoEatXr2bmzJkkEolsc47Fixdz3333cemll/LKK6/w4x//ODt+1VVXcfPNN7N27VoefvhhAD75yU9y++23Y1kWnkNQHHSkFIqm0BDs6x7dNBToFy9c18VxZffbvkiyZL2+DK4L5RUmfZEU0biVVwfN5zGIxG3+39fO4tqlfyCVsghGrLztu4IJLEtQX+3LG58oRSkVEiHcvH9bV8gGAQ21Muy/2Cqm6wrWb25n1bod2LaDroFtO6xatyObMihcNy8gSHZ1BlEsSmgAHkMr2JQg03m0ptJLZ28if/9AfaVsHRqKWYO2HWo8l3jSyhN7MvfxeLJ/W5VuPn4ZGD3c0SP/AQ1dwyng0WtacYF3f8nszSlh75bjYjnw3r4wjuPiMQ0qAybvd0Rk3VKfiaZpOC509cV55Jl38Hl0ait9+VHRsxqHjsZzXfj736X48dxzsHVr/vvl5XD22fCJT8D8+f11fAIBFIpirN/cTjRu0R2Mj5qYB/J67A0nZUF6Q+9PpUkkoKMD3noL7rgD1q2T4yedBN/97qgdX6FQTGwyNaL3dcdGfX4vhMfUmeIXnPqXVVzx/C8JWAlcNFaecgErT74AoeuYpkGgrpqgr5LumMPRQsM0NRUIoTjoDHyGQbh5ZWkAkpaLz6Pv9/UjIK9T7WihadKlzX1GjCUd9nSG9z9TcKCI56QDWlIp2LBBZq+sWyd9j4yvU18P//f/jugwJQW9q666is9+9rNccMEFaJrGqlWruOaaa0b2ZXIIhUKceeaZfPvb38ayLK6++mouuOCCvPTXxsZGNm3aREdHx6Dx9vb2QeMNDQ20t7fT29tLRUVFNvIvMw7kbWOaJhUVFfT09NDUNL5vdIXST+999FVC0cERQqOBEIMjnYZ7uWka6LpGPOngMfVBkSm5q+FNdWVs3tEtt8s5jhAyNTNpmarT5wQmHE3XWcz8Jy2KZcaH4sGVbxKOWdmmF64L4ZjFgyvfpHV2E5quo2npOnk5Ncs1XaZRDYyWypD53KUfP55Hnnln0PuXfvx4AEJFzjEzPpQYCcULIeta4Zpo0D+u0s3HNwOjhzORQ64Qg4JGjXQ6te2Mzer9cPeZuQ+XBzICnowozKSoy8LAcmeuC119CaY1VFBXCX996U1aA/HB0XipFLzyihTw1qyB9DybpaEBzjlHRuJ9+MOyKLdCMUwy90G/Vyc5yq6OrslrIhxNcck5x8n7al8f7NoF998Pv/iFtHeAj34UbrppdE9AoVBMeJIp+6CIeT6vwXQtxkUrfsLZf/8jAFZtHZ4f/SevvaVhdEcpryojUVXLrpRBPGLj9ZQoKVAEtZisOFAKPcO839GfkZd5FoR+Ua9QCaNDha5pFOo8EI5ZNNaawxfIHUcugOeKeELAO+/0C3jr18uFxFx8Ppg7Fz7zmRGfe1FB70tf+lJWzJs+fTovvfQSruty6623Mm/evBEfKMOpp57Kqaeemn19ySWX8P3vf58bbrghOyaEbMrgum5ewfhS45nfuQx8nbuNnhYAxjOF0k87e+OjWmx1IAWyGYf+fI6AogmRV2evN5ykpsI7qA7a4gUzuW1r16AD6jqkbPlZ1elz4pKyXQxdSze8kDZiaBqpYaQf7umMoqfFYUhPAq5gT6ecFDyGLsU+XcuKZ64r8Bjyeq4q89BXQJSrKpPRuMe11OI1NdmQJY3X1DiupRbob54xkGLjA9F1DbeAo6frWklxXKWbj29ya+cAVFd46Q0nC9cTdUW2O+2hRtf709w9po5ty4Y0wXAyK3SbhkZ1uZdqzaKsr4sa02FPXwIWpJsCRCLw4otSwHvhBRmxl8uxx/aLeCedJA+qUOwHmftgRZkfr2mwt3v0ovN1XePoyVUkUzY7d/fK9JYVK2Rq7Z50PcypU+Fb35K2XF8/asdWKBQTnwdXvklimP7ggRDwmZzc9x5XLb+T6V2yi+3WabP4w2f/lY80Hodnyw7KmifRoZfRG7FxhY2ha9RXydq0IwmEUIvJitGg0DNMHhpoA0Q9j6nh85pEhpHlNJaYRvFnVMtySwvktp0v4rmuXOz+85+lgPfnP8vavAOZPRvOOkv+nHaazGo5+uiRn3+xN0477TRuv/12AK644gpuuOEGKkah5fX69euxLIszzzwTkMLa1KlT6cz5kp2dnTQ2NtLc3Dys8a6uLhobG6mrqyMcDuM4DoZhZD8PMrqvq6uL5uZmbNsmGo1mU3zHMwMfIGH0azINZOAjaKlVKEPTsh1HMxqJhhRiuvsSBCNJWhorixaWzAg+HkPPvrhOdfqc0AR8JrFE/s3ZFYIyvxTVSkXRDXxL9oOVtDRXsqczQixhY9kuHlOnrNxkSoO8P9VU+QsKejVpJ+fBlW8OsmnbEdkIwANlqBp6Pq+B4zh5IrlANoaBwte7SjcfP+TWzonGLRKp0Q/5L4XH0BHITp1DYaYFZMcVuK6sORJN2NRU+OjojUvnxXIo8xnU+XRqSGKGgsSjCfpsB09NgGlGApYvl5F4L7/cH7mU4ZRT+kW8Y48d3hfQNNlxTzXEUBQh9z5YHhjdsigeU8cwNKZVmVRv+Cv88uuy+zLISNIvfhGuu07Zp0KhKEimNvRYUhEwOW/zH/nMU/dnu9g+/aELef3jlxCM2/T+dTdWU5Osp5+up2saGtUVXsr8JomUPaJACLWYrBgNCj3DDIXfa5CynUMu5mmA19SxneJCfUGBPCPiRSL9v195RQp4L78MW7YM3lFzM8ybJwW8M88ctUXDov/Xv/CFL/CFL3yBv/3tbyxfvpz777+f8847jyuvvJLjjjtuvw8YDoe57777ePTRR7Esi//+7//mhz/8ITfffDM9PT0EAgGeffZZvvvd7/KBD3yAHTt28N577zFt2jSeeuopLr74YqZOnYrP52PDhg2cdtppPPnkk8yfPx+Px0NrayurVq1i0aJFPPHEE8yfPx+As88+myeeeILrr7+eVatW0draOiHq5+U+QAJE49aYTyQjRdM0dE1kz0tqEzJdUkdg6DrBcIJlj79ObziJ47rpdMr+1EQhpOCDgGmN5arT5wTn9NmNrH11d/Z1Rrw7fXZj3uuBCAFTGypoaw/jCpG1ESFgWqMU7BYvmMndv1lPImVnG0voGlnHJZ50qKnwEIpaeQ05EukIpfc7IoOuIVfI8bHG7zVIpZxBEbB+r6wt2FRXNlis9PeLlYqDT24aSsBn0BtKEk8WduhNXSuaVj1aWI6LrhcXxTM4bn7JYQHs7eqPfi33m1SKFL5ECE8qQTgsm7U0Bvdx8q5NnNr2Bkft2za4qcXcuVLEO+ccSC+YDUlGwCsrkyKJ3y/TCopEzyuOPAamegV8BsFIMnsfHE0m15fT4oQ4bfkvmPuXleCkRfn582VU3vTp8rXXO+Ki1AqFQnGgNHoFn1/9//EPG54B8rvY+iM2Rl0de8sqSUZk6QzHBY9pUFPppbGufL8CIdRismI0GKhZAPi8OsnU4NIzGjLz6WBKGoVKImWSBGPJ4mKeoWvYtuCSjx4nRbxMFF44DG+80S/gvfba4IXvsjJZeuass6SQd+yxhf1fTZM/Pt/g94ZBSRn1jDPO4IwzziAYDPLkk0/y9a9/nYqKCn7961/v1wE/+tGP8vrrr/OpT30K13W54oorOO200/jqV7/K1VdfjWVZXHLJJZx00kkA/OAHP+ArX/kKyWSSs88+m/PPPx+Au+++m29961tEIhFOPPFErr76agBuvfVWvvGNb7Bs2TImT57Mf/7nfwJw44038o1vfIOFCxdSWVnJ3XffvV/nf7BZvGAm9z76Kp29cSzbHVdinhRKvERiqex5eUxNpj+7/SmTlu2QsuRF6zHkezay5lRu/TzXFVSXe/n8QtVRbqKzc294ROO5XLPwBO773WvEEja242IaOhXlHq5ZeAIAW9p6iSb6I6OEgGjCZktbL62zmwj4DLqDcQxdx0yLHuGYTXWljLgo1lF2tDrNDkxZzx2vqfQRjqbyJjZNk+MAc2bU8+a2ruz1ZDsuyZTNeXOnj8q5KUbGwDSUYCSZZ3sDGWsxL8Nw+r8UOhOvqVPl06kjiR7qxXBswuEEjV27+MSeNzhh20YmB/fmb1RRIZtafPzj+U0tiqFpUvjz+2XjC59PRTspirJ+c3ve/b4vnATEqNfV0TWoCxh85LVn+cT//pyaULrkx5QpcMstUqDWNDBNqK2F6mqVNq5QKAYxtaGCnXtDo75fTYPZqS6+/PBSWtp3AP1dbKOVtVTUVhEuq6IzJnBisfRamY6hy4XtzmCC6xefvF/BEIWEGFW7XDEcfvvs2zz54nbiSRuPqWPqGn6fQzRuYdkuuq4xvbmCto5oXg1yrUi98bGk0PFyh3Q937/WkHUsZ02t4rKzpnFipSUj+v/0Jyni/eUvsgYvA3Zy8slSvJs3T/5dKIBM16W/kbvQ7fPtt98x7LhIr9dLWVkZ5eXl9Pb27tfBMtx0003cNKDQ8KJFi1i0aNGgz5555pn8z//8z6DxWbNm8dhjjw0anzp1Kg899NCg8ZqaGn7yk58cwFmPENeVhcNHIRJB1gHUxoWYl6tuN9QGSKQcNF2nvtIrL17HxbHddAOAwREkdm7UiCZTDU1Dw7JlXcQbL/tQdjJSBVonLm0dhYW7YuO5tM5u4oJ5R/Pki9uxHBfT1Llg3tHZf/vlz71bcLvlz73L5efOQsvIxOnFjkxXWa1kNUhJdYWXvsjgSuzVFcMr7O8tUuTV69Gz55CJrso29EiPv7xpb3Y89/fLm/Zy+bmzhnV8xegxMA1lrJoRjSW6BlUVXmo0lwo7TqI7iJ1IMHPPFk7dtZGT3ttEVTSYv1FjI3zsY8NraqHr0lkJBPKdEoViGPxq5VuEoil0XUNDkLKdUW8i4/MYfDC6m0sfX8aJO18HwDU96F+8Fq6/XtquacqIvOpqGVGqUCgUBbhm4Qnc9vO/jOo+dQ0u2PUXrnnyXgKZFNtTL+R/TzqfQGUZnto6dtseomF7wHZpnxLwGOx3iuziBTN5YMUmVbtcMSJ+++zb/O4P78rneV0GIaRSgnjSRtM0PKZOecCkL5LiqKZKYkmbrmAc1xXjQtMYiKHr6LrAZxqUmxqNPsHnT63mA9tfh7uWySi8XbsGbzh9en8a7Yc/DFVV+e/LrqH94p3XK3+PYqZoSUFvw4YNPPbYY6xZs4Z58+bxla98hTPOOGPUTuCwJJmETZvkP2Btbf8Djtfb/3uYCuyKtVspD5jUV/vZuTck06gO4UWQewF29Mal6ICshRjwGiQizqDP5ZJ77kLIeoCmYVBd4WVKQ2V2Ivrts2/z+zVbZLMDU8dxXFWgdQJxIFFw6ze3s+KPW7NFh6NxixV/3MpxLbW0zm4askYdQCxpU1kmU24tIdA1japyz7BbnNdW+glFUpArugk5PhxqKn2098QLjmc6iw4kM767M4JhaBg59wfHddndOfbpwIrBZNJQonGLrr44lj0OPZAieE2dCp9OvWahhbrQgr0cs+N1Ttm1iQ++/yZlqXwb7aibTOMli6SIN2dO4TkqkxIwMPrOHH7NFMWRwXAX5HZ3RhBCjNm1NcnjcNm63/CxPz+BJ5Ne+5GPoH/rW3DMMUrIUygUI2JL24EFtQzE59p86eVf8dG//S8gU2z/a/7n2Tb9RMrraunxlNMTd3DdfB9WCPnsJasVCWor/fudIts6uwlU7XLFCHnyxe1pMU/6i6YGyXQdumOnSFFrb2eEaNIhGEkVzWA6mBQqV6Nr4PeZVBiCGjfJMdte56Rdb3D0jr9zVPuOwWkx1dWy/MxHPiKFvGnT8g+gaf2iXUb38fvHtNRMUS/8Zz/7GY8//jjxeJxLL72Up556KttgQlGCa6+Fhx+Wf9fUSKfx2GP7f2bMkD8VFfkiXwFnMreugZ5uPjFeyJyKAHpCSVmbaT9CaONJh3jSobsvyaXffApd04jliC9OyiGRcqgq96gCrYcCIWSdAI9HPvyMce3Jex99dVAHsUTK4d5HX+Wh2y4ouX1/yq2GqWnplFuL6srhRQ0JRLqDrpa98btCIIY5DfWGCot2vaEkHo9RsI20ldPgQIj+KBUtfU0V69atGFtkTcMwfZHUqKVkjyW6BgG/hzrDIZCKU972Pse/u4GT39vIrL3v4sl5IHDR2Nl4DDtPOJ2/H3My1lFH8+9XnJa/w0z9u0z0XcY5STtvUrR5XUVRK/IYTsfEjOA3Vk2+DF3jnN0buHzVT5jU1wFAT3ktz338Sj5z55flPKaEPIVCMUKKZYnsD9MiHXzjqbuYvmcrIFNs/+vs/4PdPBmq69iV1EhEiy9Gp9IZUdXlXkxTp7YqsN/nomqXK4ZD7mJdNG6l6+aD47g4aWFACNj6ft+gbceDF515BDN0Db/PpEqzObbrPT6w4W8ct2MTM3e/g98e8Bzn8cCHPtTfyOLEE/v9htxGbxkf2e8/6H5FUUHvpZde4qabbuITn/gEhnJ2RsYJJ/T/HQzKIomvvZb/GY9HKrq5Qt/xx8ttm5qyQt/05kq6gjH6Qomi7ZTHC6MRPjtUK/hQ1GJbW5Aly9apB8iDxV//Ct/7nnyAnzIFpk6VP0cfLX8yonRG6EtH6piGXrILZzGCBdJdhxofiIaG4woGllodbsptPOnQUOOnL5rKNqaoLvdlm2qUoth1mrJlPcDchR6Rbvgh0hdPTaWXzt5E3vuOgLrq4aX7KkaP9ZvbCUdTdPcVFmjHEx5Tp9KnU6dZNL73d2Zv/gtzdmzkmM6d6DnXgaWbvDP5eDYedRKvH3USkbJqGuvKcBzBZ+cenZ8+m4ksL1I2YjiijeLIpFTHxFzbKdXcZX84Kt7F9WseYM67rwBg6wZ/OPEcnj7lfKbNmAINDUrIUygU+0WxLJGRMn/7X/jy0/cRSMZw0Xjq1AtZc8YijEmT6NL8BCN2yXujaUjPNhSzEMC1F80Z9BlVvkgxWgz0+zoBxwXhOoxvhUKSEfFaEj2cvGUDs7ZuYMbOv1MbHRx1u7t2Cm0z5jD3ny+G00+XzS1yo+8G+smHmKKC3v42vVAAS5bAP/2TLJy4bRts3w47dsifnTtlbT3L6h9bsyZ/+9paGdU3YwbX1U3huVCA9+pa2Fs7hahmkhA6lu1i2S7OeExCH0NiSZs9nWGicZvuYJx3dvZwyTnHqfpiY8Wvfw0FalhmmTSpX+ibMkWK1NOnM6+nm976yYT8lSSFRlLopISWFfmKPcQN5+FO1zTZEbnAOFA05WC4qQiZqKxcLMdlSkPlsLYfCk0vLCpmxvUikXjFxhVjQ67ToutaXiHf8YKmQcBnUmc4fGDX3znxjT/xwe2vMjm4L+9zcY+fN1o+yMajTuLNqSeQ8MoVfNPU8Xs9NE6bxEfnzeSE2VPB7+e17b2sWL2VPV3RIZ3/UqKN4shlqI6J6ze3c/fDG0gkbbweY1RTcHxOiis2Psmidcvx2LLT3FtTZvG7uZ8hPPVozOpqOipqoK5ulI6oUCiOJNZvbj/gfZi2xT+9/GsuXN+fYvvLBV/g/RNPJ1lWTUdCYNnDKxHjMY106SKNmkr/oLlXLbwpRpOBfl9tlY+eUHJci3mmoVOpWZy2+01O2raB47e+ytSutkGf6wtU8daUWbwzdTbbjjoRrakBwzCYe85Zhzz6bjiowjdjRVWV7Gxy0kn9YTgAjgN79vSLfLliX2en/Exvr/x59VWagCvTu7R1g66qBjrrJtMxaRodjUext+kodtW20B2oImnLmnT7Gxk1UegJJdP5+oKULXjkmXd4edNe5p00mTe2datVqNHkO9+R0QwbN8Lu3dJ29+3rryfQ1SV/Nm3K2+zm9O+YN0BPRT3BqnqCVZPoqW2Cn+/jY8Ee9lU30xGoJakZWI7Adlwcxy35cFcs9TUznrAKR9IVGx/InBn1vLG1K/vadmRK+Hlzjx7W9kNhFTmHzHhncHDtvaHGFWNDrtPi8+jYtshLiz6UeEydasPh9F0bOfnvf+LELRuoieU3tegtq2ZTyxw2Tj+Zd5qPxzFMTNPA6zMp9/shUEZCM+l2dWoq6rlnzftM2tDNnBn1PP9K27Cc/6FEG8WRTbGOiX6fIQuvJ22MdAHt0YrOm7vrNf7p+Z/S2CO7NPeW1fD7D1/C2yeeiaipoRsfoYTDCWWHfiVdoVBMTFas3XpA2zcF9/HNp/+DGXu3ADLF9uHzriPccgztrpdIZHhCXoaaCi/lAQ9CCCLxwduqhTfFaDLQ76ur8iOEoDfcn0Fl6NohDzby6DAruIvTd2zgxG2vckzb23gcK+8zSdPLlqaZbJ4yi81TZtHZMI2mxmrKKgPUBfzEMPBUlPOaVc4Ta7azuyMyrmtLKkFvrPD5ZJ0825bReI4j/3YcGYH3gQ/0j2c82nBYCny5It/27djbd2A6Nqbr0BzcR3NwH2zPT+ENByrpqJtCR8M0OhpaeL++hR11LeypaiLpalij6DgfaoRg0MP1zr0hdu4NYRoaFQEP777Xw3f/668c1VTJNQtPGJcX34SgqUmKejvSRUGFkHbc3i7FvYzIt3s37N3b/zolb+5lqThlPe8zref9/n2+8AiZHtcpw0Owoo5g9SR6ahrpqWumu6aJ9qpGdlc101E5KR3ZJ7JCdTE7zowXi6YabpTVU3/aXnT8QCNB7SLnkBkfWHc1Q7FxxdiQ67TUVPgOuaCqaVBHirN2rue0zeuYvfVVAgOaWuytbmLj9JPZeNTJvDfpKEyfF9NjEgj4Ef4AMc2kS+gkLEEq5uAKF3DZ1x2hzGfQG4rz+zVbqCr3UFEmG8AM5fwXE20a68rG/P+HYnxTrGOiaWiYpoY3LZLruoamgziA+1tDqIMbXvolp7/zZwAcTWfNBz/G8/MWk2xoygp5Trp+ZNu+MEuWrRu3TrlCoRi/tPfE9qtWOMCZW/7MTc/+P8qSUdnF9kMXsvZjl9NbVkN33MF2RibmAQQjScoDnqJzr1p4U4wmhfy+8oCHlC2orfTS3ZckZQ8veGLUzy3Ww+nvv86Hdr7GrO0bqYyF8t530Wirb+GtKbPYPG02bVOPA38APeCHsgDoJttdAyehY9o6uqbxsdn13P+YjHCtGOcRrkrQG2tMc+gOgK6bL/gdfTTMny/H0mLgT363gci7O6jY10ZjsJ3m4D6aQh009+2jOi5TAyvjYSp3v8OM3e/k7d7WDbpqm+mYNI29DS201U1jZ10Lu2qm0GeWjctUsgPBdgTBSEo26NA19nZFx+3FN2HQdWhpyRelm5pkUVDb7v/JqE6uyzduf5KacBe1oW7qIz3UR3uoi8ifFjskxWvA61g09rXT2NcOu94cdGhX0+irqKO3uoHe2ka4+U9c+k6MvVVN7KtsZF/5JGK6Z1Tbn4ei1ojGR8KBio2Kg8NAp0XXRjMxcPg0JPr4yM5XmPvuyxy/YxOmk9/UYkfD0bx+1Em8fvQp9DZMwfR6IeCnzOcnhknQ1Uja+QLeQLr7ktlakY7jEo3b1OZklxdz/ouJNosXzByL/xWKQ8hIazAV65h476OvkUjZpCwHV4Dx/7N35/FR1ff+x19nlkwmG1nIJCSEfRFQRI0LatGrVUBErlx7q9KraFuq/nq13kpdr1zba722WtveVu29t61Wa6u1KCqKO2q1LrgAKvuaEDLZ98ls5/z+OElISAIhJJNM8n4+HmOcM2dmvqPfs33O5/P9YvQ6mOeKhPmnT1fxz39/ioSIfQNpS+5knj33SkrHT+sUyGuV2BK81nlB/AiFoyS4uy5xOtRrIn0tFIoc8fmmKxrmqrcf5aJPXwDs0r4n5n6HzTPPoDTioukIs/LaC0dMmkORbo+9uvEmfaH1HGBvaR0NgTBYFq15NU6nwVeOz2Pz7mqSEl0Eanvfn4+ENxTghP1fUrjnU47b9Sm5lfs6rVORksmmvGlsKZjGjrEzCKZlgtdLNCGBJtNBk+UkHDUJNkTBMjFbzpFdToN//uoUNu6ojJsMVwX0BprDcejBFC2LglNDrAkn4xo3jZ3YGVJGJIwVjpDYUMPIqv2MrNqPr2q/HfCrLSW7rgK32ZLVV7mP3Mp9zNzyQYePrktOxz9yNCVZ+RRlFlCUkc/e9DxKkkdiOuL7BMm0wNEyOYLLZQzKjS+uJPRgUobW7L1olNoJU2k0puAHDDPaEgwMY0Sj3P//zuDWe1aTXldBem0FGfWVbY/MxmqyGqoYEbDvrDgsq+01ijfDxre54qCvrU8eQdUIHxUjsiH6Jl/b1Iw/LZv9KdmUpoykPiG5T/9TeBKcBLuYvMWTEN/bjBzQGqyqDjZT2xCKaSivoHofZ+7+iFO3vc/44i2dJrXYPGoKG8bN4stJJxBIH4mRlEyk5eSk0XQQjlj2yQk9u0saiZpt5Y+mZU9MtHt/HW6Xg/QUD06n0eXJf3dBG+1nh5bejsF08IyJf3plM7WNwQ0kFOAAACAASURBVA4Z1r2dOfqE3Z9y7Zv/y6jqEgBqvCN4fs6lfHLy+d0G8lr5K5vISPOQlOjSeUGcSHA7Wfj9VV2+9vz9i2LcGhnOejo5W6ucmlJuXn0fk/12qe6WvKn8afG/sTtzNNVNEcxu9lNgXx4ahtHtftLAfj0jzdvtsVc33uRodZjECqtTf4xGLdZ+sg+30yA9zdM2h1pfVwU6zChT/NsoLN7IrN2fMWnfZpxmx/PcgDuRLaOmsmXMdLaPO47KnDEYSV6aHW4aTAfNUQiFTSJB+wa3YRyoXjQMcBn2RISRqMXKN7eTmOAia0THGM1gzXBVQG+wMwxe/ayU4vrWTmvgdCTgcibi9Bo4k7PYlzuBBEwSDIsELIxoBEeomcyK/fjKixhZtZ/slmBfTk0pac12dlRaYw1pjTVM3vN5h6+MOF2UZeZRkjWa4qzRFGXks2dEHkXpeTR5+jY40p8iUZMEt2PQbnxDjmHYM2S63RQ3HtiTOwwnDocbp8OLw2XAhAkU5U5gf+543Aa4MHE7wGWZYJoY0Siu5kbSq8rIqCkjvbac9PpKMuoqODXdpGLTDjIaa3C2pHakNtaS2ljL2JJtsOm9TgG/gCeJqhHZdsAv8DKXbg5QmubDnzyS0pSR1CSnYxmOnv/Ow9X8ypCQ6HHhL23Csuxx65xug1C472ufDctkUul2ztz1Eadt+zt5lcUdXm9K8PJFwQw+n3giWyeeSDA9k0iChwbTQZPpIBSOEq5vzb470L7RvmTKqgKkJidQ2xDsdmY+RzdnX5GISVl1gNQkd5cz50HnoI0MPX0xBtO6TX7+8vq2o27LyPpyvvXW7zlj63uAXV779vFf5eXzrqDEk37IQF4rC6iuC5Kg8wIR6UenbXuf773y3yS3lNi+eupFvHD+UvaHXQQbelDxYUHWiESq6po7Hb8dBoxI8XD910/oVba0jtvSU63nANGoRe0h+m04alFe3dx3X2xZjKop5YSi9Zy0dz3H7tlAUrCxwypRw8Eu33i2jpnBtvEzKRo3nUiilybLSaPlJBQxD1mhctDXEWm3mTWHopimhdNpkJF6IKg3WDNcFdCLA0X+jjNuRk2LqBmFbrYrh8ONy5HA3tx0nHnTcRsWHuNAwC+poQaffw++8mJ8lfvIriohu9pPdl0ZLjOKKxohr3wveeV7KTzos2tSMtifmW8H+tLtjL7ijHzK07IHZVZfKGyyp7SBfF/8BCKHGtMCM2rSfliF2qauLrqMA8E/jxdnfjbOgmNxYeHCIsFhcepNZ3P3fW/gjIZJq60go7qUjOoyMqv9ZNRWMDvTxP/5NjLqq0hoGQDVG2wiv2wP+WV7YNu6tklmWoWdbqpGjKQ8zQc1z7FkazP+lGxKU+1lFSlZRJ3tyxW6Pih0t1ziS4cZbg0DhwMsy8LjdvZZQM8VDXNc0efM3vEBp+34kIyGqg6v1ySN4PPxJ/DF1JPZPuUEAgnJNFpOAlH7ZCIStLAz8LrPwiupaMIyLRoD4W6DeWCXexvGgXFJDQ4/c54MHz0dg+lQZbmPrv6ScKT3244rGmbRx89z6QdPkhgOArA9bworL7yWL3ImUxuIEu3ymNK11qDelLEZvW6TiEhXXJEwV71zoMS2LimNP/7j9/j7hFOoaYpgWT3LnjctKKsOkJPpxbQ6BksS3E7mnz6uR8dm3XiTo9F6DlBU1dDv1SqpgTpmFm3kxL3rmbVnvT0c00FK03PZWjCd7ROOZ9vkE2hISqPRch64wd3Q+QZ3d7rKw2g/wk5qspu6xhBej3PQZ7gqoBcHjnRAfNO0CJkWdHMC7XBk4MrPxDnmJFxOww74YeKxIoyqtrP6fGVF+CqKya4qwVdVSmpLVl96QzXpDdVM29sxqy/sdLM/M499mXZGX1F6HsWZo9mXmU8gwdur391XIlGTuoYQ6zb5dVAb5LoK/nWQmsr2BjAMN47EPJz5+TgKDJwO+zF7xfnc9sM1uDHJaKrBV+Mns7qM9Go/GbVlzMkyKf50Cxn1FSQH7QtSdzRMTtV+cqr2w+/Wc+nBbTIcVKdkUj7CB6VPceWOEGWp2ZSljqQszUdZWjZBd2K//neR2GmfkZTgdrbMxGnRGIhgGL1PxPQGmzhp9yfM3v4Bhbs/JinYMSCyP2MUn08q5IsZs9lRMI063DRHIRiKEg1ZwJGNS9I6LmNzu/Lw1va3/x0ul0E4YraU74AnwUV+tn0DpLuZ82T46MkYTOs2+fnlk5/S1BwhEjWprQ9y3x8/ZmR6IrX1IWoagr3+/pl713Pt6//D6Gp7fJy6pBE8/9UreG3m+dQETSKNveufkag5KE/KRSR+5dT6+cEL9zHFb2ckbxsznd9+7Ra2OdMJHcFNh/bKqwN4E92kpySQkuRuCyy88VERkwsydF0j/WbdJj+1DcF+y2Z3RcJMK9nMrL2fccLeDUws3d5hmBmAhsQUthZMZ+vE49k65WT2j8ih0XK2lM9GiTYc/gb3EbHseF6C2x52JhK1yEjzDvoMVwX0hqHuA34OdnvycY4ZjWv8GTgcBm6nYQdHmusYXVlEXmUxOWV7ya7Yh69yHyNry3GaUdzRMGPK9zCmfA+zD/rUqpRMSjLzKcrIpzgjj+KM0RRn2ll9R1TqeBTqm8I8svqLQbkRypGzLIhaVuep0V0uyhrtnfo+RsCIETgypuJ0GDgcBnPuuZAf/PuLuLBIDTWSU1dGTo2frNoyMmv8nJNtsfujL8ioq2REYw0ADsskq76CrPoKeOJLLumiPXVJaVSk+WDXoyzbG8Wflo0/NdsO+KVm05CYQtvAEjKodZjhNtWDv7LxwCDYRxjMy2io4tSdH3Ha9g84fu8GXGbHSS325k7g82mn8dmM09mZMYamqGHfAWw88gBeT7QfK8TAnjgoa0QiHreT4rIGIlGL9F6WFhzpxAkSH3oyBtOjq7+kpj7YtnlEzSjBcJTmYAS3q3fH+Kz6Cr751u/5ytZ3AXuCpHdPmsdT5yxlH17CTb0/eTeA0Tkp6p8i0mPrNnXOFmrvtG3vc8MrvyQl2GSX2M75Gn/8yhJqmi2so8hQNi1oDNgVJ8FwlPQUD8led7dDH+hYLEdr3SY/j67+kr2ldX066SCWxZjKvZywZz2z9n7GscVftGXdtwo7XezMn8q2ibP4cvJJbPdNpMFyEopahMNRzD4+PzYAr8dJIBS1z5ENcBoGWSO8BMNRxuSm8eNrz+iz7+svCugNcoc7gPSHtpJeINCyrJJktmccAxnH4Jpq4HQ6cDkMPFaEvJpSCqqKyKvaR255Eb7yYnKq9pEcaABom9302L0bO3xPyJXA/ow8ijMPZPQVZ+azLyOf5j7O6otETfaW1itLbxgyTavDLLL1TfaJUTUe9iYVQFIB5IHTYXDOTy/iB7etxuEwSIyGyK0rs4N+dWVk1fiZO8pg+3sbyKitIL2hqm1A1rSmOtKa6uCZ7Szsog3NCV7KR/goT8umPC0bf6qPstSRdtAvNZvqFJV+DRatGUlREypqAkd8MpNftY/Ttn/A7B0fMHX/QbOOO11sGzODjdNPZ93U2RR7M2kOm3Y5YmMf3V3sAcuyT2KyRiTidDpoCETIHZlMXUMIZ0uJ8ZGUFvR24gQZ/HoyBtNef12Xse6oaRHtYgKhQ3FGI1z06Qtc9vc/4w3bJWa7R0/l8QuvY336hJaM06MrfTccBksXzDiqzxCR4WXl2u1dLj+4xLY+eQS/X3wTb406nlCgb4diiUQsymvsK7OkRFeXQx/oWCy9tW6Tn0dWf0GRvwHLtPqkxDa9sZoT9nzGrD3rmbV3A5mNVZ3WKckew5aJx7Np0kmsH30stY5EgmGTSNSEpv65wQ32WJROp4Pl/3Iyj6z+gmJ/Ay6ng4w0jz1Z3CAtr+2KAnqD3Mq123FwtKevfSsStYhEowSBRqDKm8vn+bmQf3LbxuFyOkgP1jOmqoiCyiLyK4rIrdyHr6KYrJoynGaUhEiIseW7GVu+u9N3VKVksi9rNMUZ+RSl51OcaT8qUkf2OqvPsuxMAh3UpCut2X6BoH3gaMSgMjGHLxJzwGevM/f+Rdxy6ws4HXbmqq+xity6Mnw1pYysLePCAieb3v6MjNpyMuor8bTceUoMBSgo30NB+Z4uvzvicMGqMfyXmUJ5mh34K0v14U8diT91JGUpI/v/P4AAdkbSL5/8lLrGUOcM0C4Ylsnk0u0t4+F9wOiDJrUIeJLYNPEE1k+fzYcTTqHSmUQwFLEDhTEuZ3U4wMBoO2FxOQ2CwSjXtJzst97ZP9LSgr6YOEEGr8ONwdRX8wEdt3cj177xGwqq7G2oISmNZ89bygvTz6MxGIUjDA52xQDG5KSqX4rIEfF3UXZ4cInt9rEz+OXFN7PbmXZEWXnthu3qfh3Dzqo3TahpCHY5A72OxdJbrcHg6vpmDHofd/CEg8wo/sIuo92znnEVna97alMy2DLheDZNOpFPx86i1Jtp30SOWhCC/grgHcy0YEx2Sts5Tmtm4r5yOyEpPTWBR1d/yUMrNwz6bFcF9AY5f1UTLpeD0FGka8eSaYEZsTNOAnjZnzmFDzKnwGT7YOR0OPAQJa++jIKqYsZW7CWvqpicCnuCjoOz+o7bs6HD5wddHvZn5VGS2RLsy7Bn3+1pVl9RWf1h1xE5lGC7i8paZzrbMtIhYwoAF96/iDtufh6n04HbAZnNtYyqLcNXawf8Mqv8pNeWkVlTRkZdJcktMza5zAjs3El3OSMmBjyVC2PGwNixMG6c/Rg79sAjJaV/f/gwUTgth7SUhJZMzq5PsV3RMMcXf87pOz/k5G0fdJ7UIjmDL6YUsn76GXw0Zhb1pl2qSASIDMyYdE6HQaLHRUZqQtvJfmMgTHV9Mz9+5EOOGZfJ4rMn9aq0oKcTJ0j866qcy+GwZ8DrrcyGKq5+6/ecteUdwC6v/ftJ8/jjOUvZZyZiBvsme9UwwO10cOWC6X3yeSIyfORkJnU4ph08i+0rZ/0zvz/tcprC1hEPz2EYBtYh7ow4Wsa9DUXsssBwFBoDEb55UcfsIR2LpSe6Oo63BoPDEfOIKlMcZpQJZbvaAnjTSjbhjnY8zw26PewYO4PNE0/gk/Ensj1z7IEMPIDmgRurubG54xj7zcEIOZleIhGT8ppmqmqDZGd4B322qwJ6g1xOZhLl1UNjR2xZdulrBINtSTlsS8qB0ScB9sHK5XSQEapnTFUxY6uKyK8sJrcl0JdV7cdpmXgiQcb5dzHOv6vT51elZrE/a7Sd2Zc5mqKMPPaOyKM8Jastq+9oLjpEeiIUMSFiEgDqSGZ32nhIG48xxg5ou5x2yXqCYZEaamBUXQXZtX6+c0Iqr//1b2RU+8moqyCjvpK0xlocWPYgsfv3248PPuj6izMyoKDADvpNmADXXw8TJ8b0tw8VtfUhotGON1GSQ02cWvQZs7f9neO3r8MbCnR4fX/GKL6YcjLrjz2TDaOm0RhpCf4Goc8G6z0KUdPCMu3ZesEO5vmrmrBarj227qniF3/+hBsuPbHLk5VDjcvTk4kTJP51Vc71yyc/xWEYRHtRnOOMRrjws9Us+fuf27an3XmT+dOF1/FxxiQ7CN6H8+rZF8JmW+ncYDwpF5HBafHZk9i4vQJXNMzStx9lUbsS298tXs7a3JlEwr1LvjAtC4dBl4EUp8MgLTmBusYQZkvQz57YqvPKOhbL4XRXlt0cipLocfYomOer9TNrz3pO2LuemUUbSQvUdXjdNAyKcyeweeIJbJh4EutHHUOT6TyQnDSAAbyDlVc3t537ts9w3VfbgKNlwOnahhD52cmDOttVAb1BrvUAMtSZlh0I8TuS8Y+cykcjpwIHAn2JRpTRtaWMrbRLeHMqiu3ZeKv2k9SS5ZRZX0lmfSUzdq/v8NlBt4eyrDxKskZTkjka/tQExxwDU6ZAcnLMf6sMT20B7ShAlEagmkT2Jo2GpNF8Z/kiHqqchtNp2ONTGiZeM0ROfTkjq0u57qR02L0biopg3z4oKbEDfGF7TECqq+3Hhpas1tJSePLJgfmxcao1aFXTEMRhQG5zDbN3fcgpW/7O1F0bO01qscs3ni8nn8TGmV9h98hx1EQcNIciWEcxYH9/cRj23f09++vBMA7cGW1hmt1PHnS4cXl6MnGC9J9YDYK+cu12wlGT2sYI4YiJwwGRiInDoNuL0e7MKP6C6978H8a0DENQ701l9Tnf4KVZ86luNrHC/bMNGTDo77SLyOCUU+vn5tX3Mbm0pcR2zHQevORWdhipmNGjq6TyJDhJdDtpCtpDchwzLpPjJmbxxkdFVNcHMQxwGQ4sLLLTvTidRqfggo7F0pX25wjVdc32uM2AwzAYkZJAOBqloSkCDV2/PynYyMyijZy4dwOz9n7GqKqSTutUjPCxZfxMNk85iU/HzKLMnUowHLXHMA/B4Bo8rKPahhCPrP6CmvogwVCUSNQkGrVwOMDlcLT99xrM2a4K6A1yw/1kszXQF8Lgy6RRfJk0CgpOsWfgdTlwOwx8zdWMrSxmdOVesv178VXsI7tqP1l15XZWXzhIQekuCkpbsvre+dOBL8jPh8mT7eDe1Kkwfbr9KCjQrKQSc8FwFMLtlzjZ68rF4cvluhsW2Yssyw7ihcMQCtnBvV277GDf3r12oK+2Fq69dgB+Qfxat8nPIy98wdjqYq5a/wYnbv474/Zt7bBO2Oli86ipfD7xRDbPOJ3q7Dyqok4ag1EijSaD8YSldZZRw7CDL6YFLUl6HdZxGHZEpqS8sdNnHG5cnp5MnCD9o6eDoPdF0K+otJ7ahgOz2bYmnloWpKckUNMYOux4eumN1Xz7b48y54u1gB0Y//txZ/Ps/G+zy0glGOjfYLhpQdQEl6vzxbCISHdeu/3n/OKl/ya52S6xfe30i3niH66kMnDkJbZdSU9NpKY+SCRq4XAYbfvoyQUZ/PiRDwF7v5Wekkiy141lWZ2CCzoWy8HanyOEw5G24BTYmaHV9cFO73FGI0wt3cpJRRuYteczJpZsxWl1PL9t9CSxffR0tk4+gc8nF7JrRD5NYXtCNUwgOHiy8HqiyF+P0+HAtCychkEEi6gJFiYet33uO5izXRXQG+QGYpbbeGCaFsGQPTFHA6nszJoGWdNwT3fgdjnwOCDFDDK6poRR/j34yvaSXb4PX1UJOTWlB8rl9u2zH2vXdvyCpCS7XHHy5AMBv+nTYdo0SEtTsE9iqkPmi2FAQoL9SE62S22PPdZ+zbLsIF8kAt6+nSl6yAqF4G9/w/GT/+Wuj98mq6LjncemBC8bR89gw7hZ7JxyIqGsHGodHuoiEKiPEKvBe3vLtCwMjLYBtY0urj1M08LhNLCwM5gO1pNxeQ43cYL0j54Mgt5XMx8GguEur1stoLohdMj3Oswoizau4bK//RFv0O43u3zjefaCZXxWcBzVTREsKzaZrZW1ARyGQUlFE7c99K4ueEWke6EQ/OAH3PLMLwCo86byxKLreWfibOr6aGIrw4Dy6oB9nG55tN9HHzMus8eltDoWS3vtzxFKyjsGgI2WsRmxLApqSjip2A7gTd+9odOwMhGHk105E9k27li2HnMKW/KnUmu5CYRaZ6Md3OfCh2K1/CMtOYHahhAW4HIaRKIWpgkjUhJoDkUGdbarAnqDXHfTpEvXwi0TcjQB1TgpSizAOX4M7skO3E4Dr8Mi2WHyy69Phk2bYMsW2LHDfuzcCcXFdu1ZUxNs3Gg/DpaXZwdQHn4Yxo+P+W8U6ZZhgMdjP6Rr4TDU1MAbb8Dzz8Orr0JZGSe2W6U6KZ31Y2by6djj2TN2Gs4R6YS8SVSZLpqCUSLR+DlxsUzwZXntiwUAw56pvL2oaWHZU68w2td5chWNyzN49STY2lczH0aOpKa2nZn+LVzz2kMU+HcD0OBJ5oXTL+H9MxdREkkg0Bjb7SnUMs5Vgsuh8lsR6d6uXfD1r8NHHwGwJW8qT3xtOZuTc2nqw1nqjdaIgmXfWMtMS+xQUqtSWumt9ucIZrsU+sxgfVsA79idn5JZ13l4r5L0UWwbM52tk09k++QTqHKnUh81aA5FiTZZDPYb2kfC4TBIT0kgwe2kpj5IOGLidtkJFZYFGWneQX3zb9gF9J5//nkeeughIpEIV155JUuWLBnoJh2Sv6rpiMemkY6ipkU0FKUZqAeSvW47027aNHuFSMS+AxcKQX29HeTbvNkO8O3caR/Qd+6EhpbBBUpK7Mezz8KNNw7UzxKRI9HQAE89BStX2hm5jR1LS8tG5vNJ3rF8MuZ4inPGkZjsxUhNo6E1G69h8Gfjtdd63DAMSPI4cTrsu43Rbg4mpmmRkerpcgZQXUwMXj0JtvbVzIdHOvmFL1TH1W8/yhkbXgfs8tp3p57Bq19dQklWAeVNUUxz4LapSNRU+a2IdO3ZZ+Gqq+wbgIbBSydewMvzrqI44iHYh4P6n31iPu9u2I9lWd2W1KqUVnorJzOJmvoAGW443f8FJ+z8mBm7PqOgdGendWu9qWzJn8b2sceybWohldn51JrOtlJaKzT4xofuC8mJLrIzkgiGoyQnukhOtM+XmkMRMtK8/PjaMwa4hYc3rAJ6fr+fBx54gJUrV5KQkMCll17KqaeeyqRJg/eiJCczidr6ZoK9nDlJOls0Z0LHBS6X/UhKgvR0e/y8c86BYPDAOGXNzXb23s6dsH27vezqqwfmB8SB5EQXjV2c8LTuJEekuKltCHd6vbvlIkft9NM7ZtwaBsyaBV/9Kpx3Hg+/tp+ahhBGcjKupGT8USeNzVGiAxhwOBpOhwMHFp4EFw2BCKNGJlNT30xNS2mkgV1m0FZyAVz/9RO6vEDQxcTg1ZNga19lWOZnp7B7f91h1/M64R83vsTFbz7WVl67e+QYnp6zhJLphZRaHuobBm67MrBnjjQcBjX1QfJGJg3aga5FJMZCIVi+HH75S/t5Vhb87Ges3pHOvoBBJNo3QQ2HAQW5qXx/SSGVde8edh+tUlo5IqYJn3zCv25/kcALayjY+TnuSMehMUJON9tyJrFlzHR2TDie/WOmEvR4qY06CIRMQvUm8XQj+0g5HFCQk8rSBTMA4vrG9bAK6L333nucdtpppKenAzB37lzWrFnDd7/73QFuWfcWnz2JX/z5E4LhQ49PIz132fnHHH4lh8Meg6z9OGT5+XDCCQfGKBsxov8aGedu+kYhP37kww6Dr7pdDm76RiEA37v0JP7r0Q87BKo9bgffu/QkfvHnT9qCDu2lpyQAHQMQ7fV0WEO3y9GhXe2XAxw3MZONO6o6vX7cxMyW9QzCkc4NcLs0ruKgZVkHSpFPPx3OPRf+4R9g5Ej7dZcL47MQntxEdpQHCNRHifeTGNOySE1yc8OlJ3YYS+1Hv/vAnnXMALfTngwjYpokJrgOebGgi4nBqSfB1r7KsLxywXTu++PHNAa6vuniSXBSWLaZb6z+NaNbymsbE5J45qSL+PTk8wlkZFMasAhHBm7bSnA7sEy7vAYswhFT5eMiYtu1C772Nfj4Y/v5KafAL34BM2dSvOI1ombfJFcY2ON1tQYSlAUvR8007aSTV16B116Dt9+GykpGtV8Fg/2+MXw5aipbC2ZQPvU4GhJH0OB0U9cSxIvUD84J3vqSYdjb3+N3ze/4QhzfuB5WAb2ysjKys7Pbnvt8PjZs2DCALTq8wmk53HDpiTzwp4+pazy6zKXhXrrbejes1zQ+WY8VTsvhtqWndLtjLJyWwy1Xdv36DZeeyL1/+IjmdqndiQlObrjUHuVsbG5al1kiY3PTAEhLdne5raQluwH42rmT+dPLWzoUjhktywF+fN1XuO3BdzoE9Y6bmMmPr/sKALctPZUf/e592p/XORz2chmkDAM+/BCqq6GiZZyQ1qB9WhokJxNMK6Wmpon01ERC4aZuS1MHK6fDzsoLRUwMA0bnpLB0wYwOJyOF03K49LwpPPnqVjDAwLLHRbO6yFyWuHG4YGtfZVgWTsvhpiUn8ejqL9lTWtd2Y8WT4GRsuJZ/fvH/OHXD2rb1351yOqtOvRgzv4AKdwrVDZHDzoJ7tLweB4Fg1xcjhgFZaYmU1wQwTbCwcDocunAWEXj6afjWt6C21t5ZXHcd/Nu/2eNmJyYe1TmBy2lgmlbbeefY3DSuXDC9wzlxPAcTZACEQvb57Nq18Prr8NZb9njwB8vLs29kn3EGjtmzyR81ivzkZM5LTobERB544mPe+LiYoR7Ea+VyGoxISSAvu3M8IJ5vXA+rgJ5pmhjt0ngsy+rwfLAqnJbDH394AX96ZTN/fWNbr8pvczK9XLP4eAAeWf0FJeWNXWYpHSlHS7bUwcERlwvCPbgJ7zDs4+bIdC/NoShNzRHSkhNwOw38VQEs7DvpbqeB02GQkpRAZW0zLqeDjDQP4UiUqtpgt6P6GAYYhv1+r8fVdjdM+l9PLjK7K++7+YqTuz2xuXLBdH755Kc0NUeIRE1cTgdJia62sb9uvOwk7nnkA0LtsugSXAY3XnYScCBDc9XbOwkEI3g9LhbNmdAhc7M1eNddu//96tO6bd/Y3BT2lDZ0et/YXHuygUO91l3Q3TH4d1ODn2HYOya32w7ipaR0CM7/45yJbTOBZmd4qa4LEgofyYhhR8/pMEj2uggEoyQluhiTm8ZxE7N4/aO9lFUHsKyuS2UdBmSne3G57ODEdw4xwH9P+r8MPX11otr6Oes2+fn985+TSoRT33iKuW/+maSQXbYamDgF7z3/SX0og8iOJoqbnf0+8YUvw8tXTxnDxh2VbN1T1eE8yeEALPvGkNNpMHJEItX1QcJRGD0yucOFtYgMM8GgPR72Qw/Zz7Oy4L777Ez+3Fz7nAG4fO5Unnh5yxF99Nkn5nPWiQU9CtTFczBB+pll2UM/BQLwwQd2Bt4778Cnn9oVY+0lJ8Opp8KZZ9qBvAkTIDHRPudNSuqUlHLj5SdhqlUK3AAAIABJREFUWhZvf1aCaVo4HAZzZuUBsPaTfb1qbvtrFrfLgdfj6rLyKtYSE5wke124nc4hdxNvWAX0cnNzWbduXdvz8vJyfD7fALboyFx2/jFdXnSt2+RvC9JFTROnYbRc8BnkZ6d0Ollt/+9/emVz24Wd22mQnuqhORQlErWwTItQOELUtC8gHQZ4E91MyB9xyDtH6zb5Oxy8jpuYxbsbSigptwehz0j1kJToJhCMdDq4tX/vmFGpGBid1mu/Tl52KnNPG9fh81t/M6C7XXHqUCc2hdNyuP7rJxwy++/Wpace8v99d9tSX7TvV8vP5bs/fb1D4G5sbgq/Wn4uwCFfW3XfIhbdtKpDUM9h2MulDyQlQWpql/XZB98hnzI2g8VnT2JbUfWBfaTLQaLbQV1juEOgz+N2EDEt+w68Zd+EMNv9TzxuYiYYDsqqmkj0ONv2a16PCwuLmvogkaiF2+mgIDe1y/7aXvt9YOtnNAejPZ6F62j7v0jh+BFkZpWTfOft5JTYg2tHU1Jx/tuNeC+9FFJSmOfzkb2zhr+266tlVQ00tWTQGQYcOyETf1WAsupAh8/PTvfQFDQ7lPcaBqQluUn0uLs9pl/W8rf9uU1r0HpyQUa77TtT5wQiw92WLfYstuvX289POQXuvx8mToScnJa7AbbWY2ZPgnojUtx879KTOmbgifRUJGIH8IJBu4++/jr87W/w/vtQd1CFktMJM2fCGWfYAbyZM+2gnddrB/eSkiAh4ZBf9/0lhXy/izlC87JT+Oub2wm2q5hqvZmc7HVz8jQflXXBTueircdnOHAdftwk+wb1xh2V7C2tIxiK2hNttGb6ux3MPm4UlXVBikrrCUdNLNPEcDhwOx2kp3raPr/9d7U/p26NOWzcUdnh+q99O4ZqPMCwrP4ugBg8/H4/l112GU8//TRer5dLL72UH/3oR8ycOfOQ7ysuLubcc8/l9ddfZ/To0TFqrUjvqc9KPFK/lXg0rPptc7M9MdSPfgR/+cuBNNHFi+Gmm+xxKTMy7CyXOKiAGK4GW59d+P1V3b72/P2Lun39+ft1s2s46bN+a5rwxz/Cd79rB0gMA669Fv71XyEzE7Kztf+SPnPYftsavAsGYf9+O/vu3XftR1FR5/XHjWsro+XUU+0b1a3DyLRm4rVklsrwMKwy9HJycrjxxhu54oorCIfDXHLJJYcN5omIiIgMa83NUFkJv/+9ncFSU2MvP+YYWLECTjzRzgLw+eyLCRGRwaimxr758Nvf2s9bS2zPOMMO5mVlDWz7ZHipr4fnnrMz8N59F774Ag6efCU93Q7gtT7y8+3l7YN4ycn2sDIyLA27//MLFy5k4cKFA90MERERkcEtGLQnk3nvPfiP/4CNG+3lqalwww1w2WV2JkBqqp3V4nQOaHNFRLoUjdpjjn3zm9A6IWJriW1urn0zIi1tYNsow8tvf2sfRxsbOy53u+Gkkw6U0U6ffqD82+Gwg3et5bQK4gnDMKAnIiIiIocQCtmZLHv32he8Tz55oLz24osPlNc6nXYgTxfCIjJY1dXBn/8My5cfKLG97jr4f//PzizOzbUDJCKx9NJLB4J5U6bYAbwzzoDCQjvzDuy+6nQeCOAlJenGmXSigJ6IiIiIHAjk1dTYY+Tdf7+doQf2BceKFfbFBtgXFj7fYQfcFhEZEKEQlJTAXXfBI4/YyzIzD5TYulyQl2fPAioSaw8/DFdcYd8cGznywHLDsLP0WjPxvF6N6SiHpICeiIiIyHAWDNpBvPp6u6z2hz+Ezz6zX0tOhuuvh298w74Adjjsi+KMDF1kiMjgY1n2/mzDBnuii9ahAlpLbH0+eybQ3Fz7r8hAGDkS5s61M+HBvjnWGsRLTNTxVXpMAT0RERGR4ai52b7wbWiwM/F+/nP4058OlNcuXAg/+IF9AQz2xa/Pd6AcSERkMGluhvJyeP55uPXWziW2Tqe9/xo1SuOPycBzOOyJWJKSlCkqvaY9mYiIiMhw0txsB/AaGuzB4p99Fn76U6iqsl+fPBnuvNPOaAH7glgTX4jIYGWa9v6rrMzel3VVYgv2jKA5OdqPyeDgdtt9VOQoKKAnIiIiMhwEAnYgr7HRzsLbvNmevfbTT+3Xk5IOlNe63fYyp9MuDRoxYsCaLSLSrYYGqKiAnTvhxhs7zmJ73312AA/syXtyclTKKCJDigJ6IiIiIkPZwYG8ujr45S/hj3+0M1sAFiyAm28+cPELdgmQz6dSIBEZfMJhqKy0x/589dXuS2wNA9LT7RsTCuaJyBCjgJ6IiIjIUNTUZAfymprsQJ5lwapV8JOf2BfCABMnwr//O8yefeB9rRfAWVn2GD8iIoNJba2dlRcI2BNdtJbYZmXZJbetJbaGYZc0ZmUNWFNFRPqTAnoiIiIiQ8nBgTyALVvs2WvXrbOfJyXZWSxXXmnPrtfK5bLHyktNjX27RY5AKBwlwd39WGiHe13iVGmpvW8rLu5cYts6iy3YwTyfT8MFiMiQpoCeiIiIyFDQVSCvvh7++7/h8cftCTAA5s+HW26B3NyO709Ksi+A2wf4RAapBLeThd9f1e3rz9+/KIatkZgJBODDDzuW2F57rV1i2zpzrdNpDx+QkjKwbRUR6WcK6ImIiIjEs64CeZYFL7wA994L5eX2svHj7dlrTz+94/tby9IyMzXGlIgMbg8+CH/+s/3vB89iC/YNidxcjf0pIsOCAnoiIiIi8airQB7Atm12ee2HH9rPvV67vHbp0s7ZdwkJdoltcnLMmi0i0mtPP23/PXgWWwCPB0aNUpaxiAwbCuiJiIiIxJPuAnkNDfDrX8Ojjx4or5071y6vzcvr/DkpKXaJrUungyISJ9rPYtt+35WUZGfmaX8mIsOI9ngiIiIi8SIQgJISMM0DyywLXnoJ7rkHysrsZWPH2rPXfuUrnT/D4bBnfczIiE2bRUT6yr33woIFHZelpNjBPM3KLSLDjAJ6IiIiIvGkfVbejh12ee3779vPExPhmmvgm9/suuzM47FL1DS+lIjEo8LCA/9uGPYsttnZGv9TRIYlBfRERERE4k1joz04/COPQCRiLzv3XLjtNhg9uvP6hgFpaTBypD0DpIhIPGudzCcra6BbIiIyYBTQExEREYkXreW1P/4x+P32sjFj4I474Kyzun6P02mPlZeaGrt2ioj0F8Ow92kjRgx0S0REBpQCeiIiIiLxYNcu+Pa34fXX7eceDyxbZi/zeLp+T1KSfeGrWR9FZChwOu2ZbFNSBrolIiIDTgE9ERERkXjwzW/Cm2/a//4P/wC33w4FBV2v21qOlpmpsaVEZOjIyVEwT0SkhQJ6IiIiIvFg8WKIRuHyy+2AXncSEuysvKSk2LVNRCQWustGFhEZhmI+t/czzzzDmWeeyaJFi1i0aBEPPPAAACUlJSxZsoR58+Zx7bXX0tjYCEBdXR3Lli1j/vz5LFmyhPLycgBCoRDLly9n/vz5XHzxxezYsQMAy7K49957mTdvHhdccAEff/xx23f/7ne/Y968ecydO5dXXnklxr9cRERE5Ch897uwZg2cc07366Sk2JNiKJgnIiIiMqTFPKD3+eefc8stt7Bq1SpWrVrFjTfeCMBdd93F5Zdfzpo1azj22GN58MEHAfj5z39OYWEhL730El/72te4++67AXjsscfwer289NJL3Hbbbdx6660AvPzyy+zYsYMXX3yRX//619x6661EIhE2bNjAc889x6pVq3jiiSf4yU9+Qk1NTax/voiIiEjfczggOxvy8sClAgwRERGRoS7mAb2NGzfyzDPPsHDhQm666SZqa2sJh8N89NFHzJ07F4DFixezZs0aANauXcvChQsBuPDCC3n77bcJh8OsXbuWiy66CICTTz6ZqqoqSkpKeOutt7jgggtwOByMHz+eUaNG8emnn/L2229z3nnn4fF4yMrK4pRTTmHt2rWx/vkiIiIifcvjsbPyMjIGuiUiIiIiEiMxD+hlZ2dz3XXX8dxzzzFq1Ch++MMfUl1dTUpKCq6WO8rZ2dn4/X4AysrKyM7OBsDlcpGSkkJVVVWH5a3vKS0tpaysDJ/P1+PlIiIiInHJMGDECDuYl5g40K0RERERkRjqt5qMl156iXvuuafDsgkTJvDII4+0Pf/Wt77Feeedxw9+8AOMg2ZgO/h5K8uycDgcWJbVYZ3W5aZpdrv8YA5HzOOZIiIiIkfP6bRLbNPSBrolIiIiIjIA+i2gN3/+fObPn99hWX19PY888ghLly4F7GCb0+kkMzOT+vp6otEoTqeT8vLytmw6n89HRUUFubm5RCIRGhsbSU9PJycnh7KyMsaMGQNARUUFPp+P3NxcysrK2r6z/fLWCTUAysvLGT9+fH/9fBEREZH+4fXawTzN9igiIiIybMU0RS0pKYn/+7//Y/369QA8/vjjnHfeebjdbgoLC3nxxRcBePbZZ5kzZw4AZ511Fs8++ywAL774IoWFhbjdbs466yxWrVoFwLp16/B4POTl5TFnzhyef/55otEoe/bsYffu3Rx33HHMmTOHV155hUAgQFVVFe+//z6zZ8+O5c8XEREROToJCfbEFwrmiYiIiAxrMZ0Gzel08vOf/5z/+I//oLm5mXHjxvGTn/wEgBUrVnDLLbfw0EMPMWrUKH72s58BcMMNN3DLLbewYMECUlNTue+++wD4l3/5F+68804WLFhAQkJC2+fMmzePDRs2tE2Ycffdd5OYmMjMmTO56KKLuOSSS4hEIlx//fXk5OTE8ueLiIiIHB2nc6BbIBIXQuEoCe7ut5fDvS4iIjLYxTSgB1BYWMgzzzzTaXl+fj6PPfZYp+Xp6ek8/PDDnZZ7PB7uvffeTssNw+Dmm2/m5ptv7vTa1VdfzdVXX93LlouIiIiISDxIcDtZ+P1V3b7+/P2LYtgaERGRvqdZIUREREREREREROKIAnoiIiIiIiIiIiJxRAE9EREREREZVkLh6CFfDx7m9cO9X0REpL/FfAy9eBSN2gfs0tLSAW6JxLvc3Fxcrv7f7NRnpS+p30q8iVWfBfVb6TvDcV87evToAfvunoyxd7jXi4uL+6NpcWU49luJbzpHkHjUXb81LMuyBqA9cWXdunUsWbJkoJshQ8Drr78ek5NX9VnpS+q3Em9i1WdB/Vb6jva1Eo/UbyXe6BxB4lF3/VYBvR5obm7m888/Jzs7G6dT09tL78XqjpD6rPQl9VuJN7G8+65+K31F+1qJR+q3Em90jiDxSBl6IiIiIiIiIiIiQ4AmxRAREREREREREYkjCuiJiIiIiIiIiIjEEQX0RERERERERERE4ogCeiIiIiIiIiIiInFEAT0REREREREREZE4ooCeiIiIiIiIiIhIHFFAT0REREREREREJI4ooCciIiIiIiIiIhJHFNATERERERERERGJIwroiYiIiIiIiIiIxBEF9EREREREREREROKIAnoiIiIiIiIiIiJxRAE9ERERERERERGROKKAnoiIiIiIiIiISBxRQE9ERERERERERCSOKKAnIiIiIiIiIiISRxTQExERERERERERiSMK6ImIiIiIiIiIiMSRuAnoNTQ0cOGFF1JcXAzAe++9x8KFCzn//PN54IEH2tbbtGkTixcvZu7cudx+++1EIhEASkpKWLJkCfPmzePaa6+lsbFxQH6HiIiIiIiIiIjI0YiLgN769eu57LLL2L17NwDNzc3cdtttPPjgg7z44ot8/vnnvPXWWwAsX76cO++8k5dffhnLsnjqqacAuOuuu7j88stZs2YNxx57LA8++GCPvz8SiVBcXNwWHBQZ7NRnJR6p30o8Ur+VeKM+K/FI/Vbikfqt9Le4COg99dRTrFixAp/PB8CGDRsYO3YsBQUFuFwuFi5cyJo1a9i3bx/Nzc3MmjULgMWLF7NmzRrC4TAfffQRc+fO7bC8p0pLSzn33HMpLS3t+x8n0g/UZyUeqd9KPFK/lXijPivxSP1W4pH6rfQ310A3oCfuvvvuDs/LysrIzs5ue+7z+fD7/Z2WZ2dn4/f7qa6uJiUlBZfL1WG5iIiIiIiIiIhIvImLDL2DmaaJYRhtzy3LwjCMbpe3/m3v4OciIiIiIiIiIiLxIC4Derm5uZSXl7c9Ly8vx+fzdVpeUVGBz+cjMzOT+vp6otFoh/VFRERERERERETiTVwG9I4//nh27drFnj17iEajvPDCC8yZM4f8/Hw8Hg8ff/wxAKtWrWLOnDm43W4KCwt58cUXAXj22WeZM2fOQP4EERERERERERGRXomLMfQO5vF4+K//+i/+9V//lWAwyFlnncW8efMAuO+++7jjjjtoaGhgxowZXHHFFQCsWLGCW265hYceeohRo0bxs5/9bCB/goiIiIiIiIiISK/EVUDvjTfeaPv32bNn89xzz3Va55hjjuHpp5/utDw/P5/HHnusX9snIiIiIiIiIiLS3+IqoCe2dZv8rFy7HX9VEzmZSSw+exKF03IGulki0gPafqW31HdEekbbihxMfUL6SigcJcHt7PXrItK/htv+XgG9OLNuk5/frNyAy2WQ6nVRXRfgNys3wOKZQ7qjigwF2n6lt9R3RHpG24ocTH1C+lKC28nC76/q9vXn718Uw9aISHvDcX8fl5NiDGcr127H5TJITHBhGPZfl8tg5drtA900ETkMbb/SW+o7Ij2jbUUOpj4hIjI8DMf9vQJ6ccZf1YTnoDRuj9tJWVXTALVIRHpK26/0lvqOSM9oW5GDqU+IiAwPw3F/r4BenMnJTCIYjnZYFgxH8WUmDVCLRKSntP1Kb6nviPSMthU5mPqEiMjwMBz39wroxZnFZ08iErFoDkWwLPtvJGKx+OxJA900ETkMbb/SW+o7Ij2jbUUOpj4hIjI8DMf9vQJ6caZwWg7fWTyTjDQvDYEIGWlevjOEB3kUGUq0/Upvqe+I9Iy2FTmY+oSIyPAwHPf3muU2DhVOyxnSnVJkKNP2K72lviPSM9pW5GDqEyIiw8Nw298rQ09ERERERERERCSOKKAnIiIiIiIiIiISRxTQExERERERERERiSMK6ImIiIiIiIiIiMQRBfRERERERERERETiiAJ6IiIiIiIiIiIicUQBPRERERERERERkTiigJ6IiIiIiIiIiEgcUUBPREREREREREQkjsR1QG/VqlUsWLCABQsWcO+99wKwadMmFi9ezNy5c7n99tuJRCIAlJSUsGTJEubNm8e1115LY2PjQDZdRERERERERESkV+I2oBcIBLj77rt57LHHWLVqFevWreO9995j+fLl3Hnnnbz88stYlsVTTz0FwF133cXll1/OmjVrOPbYY3nwwQcH+BeIiIiIiIiIiIgcubgN6EWjUUzTJBAIEIlEiEQiuFwumpubmTVrFgCLFy9mzZo1hMNhPvroI+bOndthuYiIiIiIiIiISLxxDcSXhkIhHA4HLlfvvz4lJYUbbriB+fPn4/V6Ofnkk3G73WRnZ7etk52djd/vp7q6mpSUlLbva10uIiIiIiIiIiISb2IW0KusrOR//ud/ePXVV9m/fz+GYTB69GjmzZvH0qVLyczMPKLP27x5M3/961958803SU1N5aabbuLdd9/FMIy2dSzLwjCMtr/tHfxcREREREREREQkHsQkoPfss8/yhz/8gXnz5vGrX/2K0aNH43a7KSoq4p133uGqq65i6dKlXHzxxT3+zL/97W/Mnj2brKwswC6j/e1vf0t5eXnbOhUVFfh8PjIzM6mvrycajeJ0OikvL8fn8/X57xwI6zb5Wbl2O/6qJnIyk1h89iQKp+UMdLNE+pX6vUjvafuRoUZ9Wvqa+pSISHwbLvvxmIyhV1tby9NPP82yZcuYPn06aWlpeL1epkyZwje/+U1WrlxJbW3tEX3mMcccw3vvvUdTUxOWZfHGG29wyimn4PF4+PjjjwF7Ftw5c+bgdrspLCzkxRdfBOwA45w5c/r8d8bauk1+frNyA9V1AVK9LqrrAvxm5QbWbVI5sQxd6vcivaftR4Ya9Wnpa3Hbp0wTqqsHuhUiIgMubvfjvRCTgN6VV16Jw9H5q8LhMABOp5OlS5ce0WeeeeaZLFiwgMWLF3PRRRcRiURYtmwZ9913H/fccw/z5s2jqamJK664AoAVK1bw1FNPccEFF7Bu3Tq+973vHfXvGmgr127H5TJITHBhGPZfl8tg5drtA900kX6jfi/Se9p+ZKhRn5a+Fpd9yrLA74eWaysRkeEsLvfjvRTTSTHWrVvHhx9+yLe+9S2WLFnC1q1bueeee7jgggt69XnLli1j2bJlHZYdc8wxPP30053Wzc/P57HHHuvV9wxW/qomUr0d/xd63E7KqpoGqEUi/U/9XqT3tP3IUKM+LX0tLvtUZSXU10N6+kC3RERkwMXlfryXYpKh1+qnP/0ps2bN4rXXXiM9PZ3Vq1fzu9/9LpZNGFJyMpMIhqMdlgXDUXyZSQPUIpH+p34v0nvafmSoUZ+WvhZ3faq2VqW2IiLtxN1+/CjENKAXjUY5/fTTee+99/jqV7/K6NGjMU0zlk0YUhafPYlIxKI5FMGy7L+RiMXisycNdNNE+o36vUjvafuRoUZ9WvpaXPWppiYoL7dLbkVEBIiz/fhRimlAzzRNNmzYwNq1azn99NPZunVr2zh6cuQKp+XwncUzyUjz0hCIkJHm5TuLZw7J2VtEWqnfi/Seth8ZatSnpa/FTZ8KBqG01J4MQ0RE2sTNfrwPxHQMvWuuuYbvf//7XHLJJRQUFHDOOedw++23x7IJQ07htJwh2TFFDkX9XqT3tP3IUKM+LX1t0PepSMQO5kUiA90SEZFBadDvx/tITAN6559/Pueff37b81dffRWn0xnLJoiIiIiIiMSn1hltg8GBbomIiAywmAb0du7cyf/+7/9SU1OD1W6sh4cffjiWzRAREREREYk/ZWXQ2DjQrRARkUEgpgG9W265hZkzZ3LyySdjGEYsv1pERERERCR+VVZCXd1At0JERAaJmAb0AoEAd9xxRyy/UkREREREJL7V1UFVlWa0FRGRNjGd5Xbs2LGUlZXF8itFRERERETiVyAA5eUK5omISAcxzdAzTZMLL7yQGTNm4PF42pZrDD0REREREZGDhEKwfz9EowPdEhERGWRiGtA777zzOO+882L5lSIiIiIiIvEnGoXSUohEDr9uOAw1NeDz9X+7RERkUIhpQO/iiy9m3759fPjhh0QiEU455RTGjh0byyYMOes2+Vm5djv+qiZyMpNYfPYkCqflDHSzRKQb2malK+oXIt3T9iGHMmT7h2WB3w/NzYdft6gIrr7aXn/rVhgzpv/bJyLSB4bsPjxGYjqG3jvvvMM//dM/8dprr/H6669zySWX8Nprr8WyCUPKuk1+frNyA9V1AVK9LqrrAvxm5QbWbfIPdNNEpAvaZqUr6hci3dP2IYcypPtHeTk0NBx+vd274RvfgL17wekEr7ffmyYi0heG9D48RmIa0PvFL37B448/zq9//WsefvhhnnjiCX71q1/FsglDysq123G5DBITXBiG/dflMli5dvtAN01EuqBtVrqifiHSPW0fcihDtn9UV0Nt7eHX27HDDuaVlkJyMjz5JGRn93/7RET6wJDdh8dQTEtuw+EwkyZNans+efJkohrgtdeKSutpDkWIRC3cLgfpqR6SPE7KqpoGumkica2/Ur/9VU2kejvudj1ubbPD3dH0C5UpyFDXm+1D28XwEcvjasz6VUMDVFQcfkbbLVtg6VKoqoK0NPjtb+GUU/q+PSIi/aSn+3Ad17sX0wy9xMRENm7c2PZ848aNeJUW3ivrNvlpag4Tjpo4HRCJmpRXB6hpCOHLTBro5onErf5M/c7JTCIY7ngTIxiOapsd5nrbL1SmIMPBkW4f2i6Gl1gdV2PWr5qb7XHwDhfM+/JLuOIKO5iXng6PPgozZ/ZtW0RE+llP9uE6rh9aTAN6y5cv55prruHyyy/n8ssvZ9myZdx0002xbMKQsXLtdlKT3RiAaYIBWFjUNYZYfPakw71dRLrRn6nfi8+eRCRi0RyKYFn230jE0jY7zPW2X6hMQYaDI90+tF0ML7E6rsakX4XDduns4aqXNmyAK6+0Z7TNzIQ//AGmT++7doiIxEhP9uE6rh9aTEtuCwsLWb16NevXr8c0TWbNmkVGRkavP++NN97gV7/6FYFAgDPOOIM77riD9957j3vuuYdgMMj8+fO58cYbAdi0aRO33347jY2NFBYWctddd+FyxfTn9yl/VRPpKR4SXE5qGoKEIyZupwNPglPppyJHoT/Ldwqn5cDimaxcu52yqiZ8ShkXet8vVMItw8GRbh/aLoaXWB1X+71fmaYdzAuFDr3exx/Dt78NjY32WHmPPgoTJ/ZNG0REYqwn+3Ad1w8tJhGtVatWsWjRIn7/+993WL57924ArrrqqiP+zKKiIlasWMFf/vIXsrKyuPLKK3nrrbdYsWIFjz32GKNGjeI73/kOb731FmeddRbLly/nP//zP5k1axa33XYbTz31FJdffnlf/LwBkZOZRHVdgGSvm2SvG4DmUISMNJUwixyN1m0rMeHA7rEvy3cKp+UogCed9KZf9HdfFRksjmT70HYx/MTiuNqv/cqy7DLbQODQ633wAVxzDTQ1QW6uHcwbN+7ov19EZAAdbh+u4/qhxaTkds+ePQBs3bq1y0dvvPrqq1xwwQXk5ubidrt54IEH8Hq9jB07loKCAlwuFwsXLmTNmjXs27eP5uZmZs2aBcDixYtZs2ZNn/2+gaDSPZH+oW1L4oX6qkhn2i6kP/Rrv6qshPr6Q6/z7ruwbJkdzMvPh8cfVzBPRIYFHdcPLSYZetdffz0A99xzT5995p49e3C73VxzzTXs37+fs88+m8mTJ5Pdbqp2n8+H3++nrKysw/Ls7Gz8/vgeRFGle/L/2XvzMLmq8866xvdcAAAgAElEQVT/c+69tXV3tXpRd2tBwmbxoLAEYoGNsQXGY2PGYMYaTxyIt3kgP7wm8W9wxgOMExIbklgxgTCWCTaGIRiwcTvYBmMwjGwQZhHYkQINaEFIIKnUe9dede8988epe7uqu5Zeq7u6z+d5QF23qm/d6jrn3HO+532/r2Z+0H1L0yjotqrRTEb3C818MG/tanQUhoerv2bbNvjCF5TH3vr1KjJvzZrZva9Go9E0CPq+Xp26CHoXX3xx1ed/+tOfTvucjuOwY8cO7rrrLpqamvjsZz9LOBxGCOG/RkqJEALXdcseb3R06p5GMz/ovqVpFHRb1Wgmo/uFZj6Y83aVTEJ/f/WKtr/8Jfz5nysx761vVWJej27bGo1meaHv65Wpi6D3v/7X/5rzc65cuZKzzz6bjo4OAP7jf/yPPPzww5im6b+mv7+f7u5uVq1aRX9/v398YGCA7u7uOb8mjUaj0Wg0Go1Go6lKNquKYLhu5dc89BBcdZWqenviiXDHHbByZd0uUaPRaDSLn7p46DU3N1f9bya8973v5cknn2RsbAzHcXjiiSf44Ac/yGuvvcbrr7+O4zj87Gc/Y9OmTaxdu5ZQKMTzzz8PqCIdmzZtmsuPqNFoNBqNRqPRaDTVsW0l5jlO5df85Cfw3/+7es2GDfB//o8W8zQajUYzibpE6H3xi1+s+JwQgscee2za5/z93/99rrjiCi677DLy+TznnHMOl156Kccddxxf/OIXyWaznHvuuXzwgx8EYMuWLVx77bUkEglOPvlkPvnJT87482g0Go1Go9FoNBrNtHBdJeZls5Vfc//9cO21KhX3lFPgu9+FtrapnX8JWAppNBqNZurURdB7/PHH5+W8H/3oR/noRz9acuzss8/mJz/5yaTXnnTSSdx///3zch0ajUaj0Wg0Go1GU5WjR1Wl2kp8//tw3XXq5zPOgNtug2i09nmFgNZW6Oycm+vUaDQaTUNQF0Hvtttu40/+5E/42te+Vvb5a6+9th6X0dDs6IvRu20PsaEUkZCJQJDK2vToKi+aJUhxe19ubXw5f3ZNeWbSJnQ70iw3dD9Z+jT89zU4CGNjlZ+/8064/nr185lnwre/DS0tJS/ZtXeAR555ncHRDJ0rwnzgHcdy6gldKh23vX0eL16j0Wjqx2zH+4a/X0yDunjoRQs7S21tbWX/01RnR1+MW3t3MjyWxkDyRizBwVgcQ8DwWJpbe3eyoy+20Jep0cwJxe09GrGWVRtfzp9dU56ZtAndjjTLDd1Plj4N/33F4zA0VPn5224bF/Pe9S71uIyYd98jrzCWyNIcNhlLZPnX7a/z7+mQFvM0Gs2SYbbjfcPfL6ZJXSL0/uiP/giAL3zhC/V4uyVH77Y9WJYgHLR4czSBIQQIGE3kWNvVTAab3m17lqzqrFleFLd3gHDQWjZtfDl/dk15ZtImdDvSLDd0P1n6NPT3lU6rVFspyz//v/833Hyz+nnTJrjlFgiFJr3skWdexzQFoYAJAtq62hiKtHLPUwf5+mnr5/EDaDQaTf2Y7Xjf0PeLGVAXQe/iiy+u+vxPf/rTelxGwxIbShGNqK8qb7sYQiCE+hkgFDA5OlTFj0OjaSCK27vHcmnjy/mza8ozkzah25FmuaH7ydKnYb+vXA4OHy5f0VZKuOkm2LpVPT7/fPU4GCx7qsHRDM1hE8MQhFe2MxRuJZ62ScQX+d9Ao9FopsFsx/uGvV/MkLoIeqlUimw2y4c//GHe8573YJpmPd52ydDT0cTwWJpw0CJgGdi2RAIBS2VMZ/MO3R1NC3uRGs0cUdzePZZLG1/On11Tnpm0Cd2ONMsN3U+WPg35fTmOqmhr25OfkxK+8Q1VwRbgggvgH/4BAoGKp+tcESadtQmu6iZmRMhknMX/N9BoNJppMtvxviHvF7OgLh56jz32GP/4j//I6Ogo1113Hdu2baOjo4OzzjqLs846qx6X0NBsPu8EbFuSydmsaA7iSonrSla0BMnkbGxbsvm8Exb6MjWaOaG4vUspl1UbX86fXVOembQJ3Y40yw3dT5Y+Dfd9SanEvEym/HNf//q4mHfRRfDNb1YV8wA+eM7xuF097M9ZpLP24v8baDQazQyY7XjfcPeLWVKXCD2AjRs3snHjRjKZDI8++ig33HADiUSCSy65hMsuu6xel9GQbNzQA5tPo3fbHo4OpTimpwWBIJ21aW+N+I3z6q3bl0UlF83SZmJ7715G7Xnjhh52n7mOB369j3TWJhKyuGTTccviszci9aigNZP+sJz7kGZ5UK7vXan7ScNTbUxtuO+rvx+SycnHXRf+6q/gvvvU4498RIl7tbKXgkFOfs9pZI4Z5UeN8jfQaDSaGTDd8X4u5gSNTN0EPY9wOMyFF15IU1MT3/ve97jxxhu1oDcFNm7oqdqIb+3diWWJkkoubD5tyTZczdKmWntfyuzoi/H4cwdpjwZZ1REhm3d4/LmDnLiufVn+PRYz9Rx3Z9Iflmsf0ix9KvW9KzefxvWfPWda59L9ZPEwlTG1Yb6voSEYHZ183HHg2muht1c9/tjHlLhn1EiYamqCVavAsnj7hjBvb4S/gUaj0cyCqY73czknaFTqknLr8bvf/Y6/+qu/4txzz+W+++7j0ksv5cknn6znJSxJiiu5CKH+tSxB77Y9C31pGo1mGui+3Djo70qjWRh031uaLJnvNR6HwcHJFW1tG/7H/xgX8z7xCbjuuupinhDQ1gZr14JV9xgMjUajWfQsmXvHLKjL3eGWW27hJz/5CU1NTfzn//yfeeCBB1i5cmU93npZsNwquWg0SxXdlxsH/V1pNAuD7ntLkyXxvabTcPToZDEvn4erroKHH1aPL78cvvxlJdhVQgjo6lKCnkaj0WjKsiTuHbOkboLemjVrWLVqFU8//TRPP/10yfPf/va363EZS5amkMUbR5M4riRgGbRFQ5gGS7aSi0bTyFTzCFpuVZkamYX+rurh36fRLEZ6Opo41J8glbHJ2y4By6ApbLGmq2WhL00zC+ZiTF3QcTGXg1hMpdVOPP7nfw6PPaYef+Yz6nE1Mc+yVIptk773azSa5ctUxvSFno8vBuoi6N1www31eJtlyY6+GCPxDLbjqiouWZfDWRvLFGw645iFvjyNpiGZr0VBLY+gzeedwK29O8lgEwqYZPPOkq7K1Mgs5Hc1V/59WhTUNCKnHt/JS/sGQYApIGc75OIOF7zz2Iq/o9v64me2Y+qC+kk7Dhw5wq6+QzzyzOsMjmboXBHmgtNXccqNfwW//rV63Z/+KXz+89XPFQ4rMS8YnN9r1mg0mkXMVMd0794xnM2QTKuNPtNYXjpIXQS9c889l46OjqqvGRwcpLOzsx6Xs6To3baHlqYAAhhO5Eqe02b6Gs30mc9FQbHPA0A4aJHBpnfbnnHz12VUlamRWcjvqlY7mgq6mJKmUdm1d5C2aNCP0AsWIvR27R3k0jKv1229MZjtmDoX4+KMkBJiMXa9+Ab3PfIKpiloDpukh8cI/9nX4MBL6nVXXQV/8ifVzxWNQnd37Yq3Go1Gs8SZ6pi+cUMPu89cxw8f241byFZsjgSWlQ5SF0Hv6quv5h3veAebN29mxYoVJc8lEgnuvfdennnmGW677bZ6XM6SwssbH8xnCJgGhiEAiePiG0Iuh4as0cwV87komIrPQ8NU8dMs2Hc1F34hC7b41WhmSWwoRVtLiPZo2D8mpazY/nVbbxxmM6YumI9Sfz8kEjzyzOuYpiAUMAlm0/zhj29k/cFX1Gv+5/+ET3+68jmEgI4O0IENGo1GA0xvTN+1d5CejkhJ2m0mt3zu83UR9L71rW9x++23c9FFF/HWt76VY489Ftd1OXDgAK+99hqf/OQn+da3vlWPS1lS7OiLkUznGRxJ47oS0xSAwJUQsIwFN4TUKS7Lm0b9/qdyA5npZ9M+D5q5oFw7GklkyeRcLv/6ozSFLCSSdNap2D61ibCmUSn2DRZCaSGOIwmHLHb0xXRbX6Z446LjSAbHMuTzLhIIBYyy7WJOGBqC0VEABkczNIdNQpkUH/vhFo55U1VYfOC9n+CSamKeaaqovGh07q9Po9FoFhHTWT9Ndc20oy/Gy/uHkLJQS6AlRHMksKzu83UR9AzD4IorruDjH/84Tz/9NPv27UMIwfvf/37e9a53EdQ+EdPGSyEJBw2yOZCA7UgkLgJBWzS0oELBVFJcGlXw0dRmoVOcZtO2at1AZvPZtEfe0qZeY9rEdjSSyDISz9EWDWEIOBiLA9DVFq7YPrW4rGlEJvoGu4ViooaAcNAsO8/wNj6DgfGJvm7rS4/N553ATfe+wFgy57cLgGze5a+/+zTHrmrlUx/6vbkbk+NxGBz0K9p2rgiT7x/k0t5vsubIa0gED3zg0+w9+/2VzxEMKr+8cLjyazQajWYJMN3101TWTN45DSFwpMS2Jf0jaQBMU9S8zy8VLaIugp5HOBzmvPPO47zzzqvn2y4pvIb38v4hDCHoWBGmq81kYDRN3pa4jmRFS4Ch0TR5R2KZZsWdyflsxLVSXBZa8NHMLwuZ4jTbtuUtCvqH0ziuxDQEkZDF5R8+1f9secdlNFlaYXEqn20qHkFL5eay3JjrMa1aO/Da0R0PvsiBWALbUQbAKu0wjVtYYA7Fs6zviZbte1pc1jQi3/rR7xhN5jwNBVARepZlEAyYDI1muP6OZznpLR2cenwnjz93kHDQJJO1ydku/SNpcrZDwDR1W18CTBwnQ0ETmZj8Oinh9cNj3Hzfb/nTj50BMLv7bDoNR49S3BAvPGkFbd/6Cmv6D+AKwY8/eAW//Q9n87F3VCjW0tSkxDyrrksxjUajWRCmujYsHte9jJOB0Qy2IwmYBr3bVPTzxg09/ppMIrEdiRASQwiGxjK0R8NV7/NLSYtYEneRv/u7v2N4eJi//du/pa+vj2uuuYZkMsnGjRu57rrrsCyLQ4cO8eUvf5nBwUHe+ta3smXLFpqbmxf60qdFccOTUuJISf9wmq72CMeuaiWRynF0JE08lccyDVqbLA4PJPib259hfU+0ZGdyvhtxrRSX4k6dTOcZSWTJ5V223P08V/3x2xuuI2lKme8Up2pix1yIiUKo9HUpJSAKjxUHj8QZS2aRqLm847pkczaOIyudroRqHkFL6eay3LjzwZcYjmdxCoa8bdHQjH1Mp9oOslmHno4IRwZTuFIyNJYtOU8u73IgFqcjGprU93QBFs1CMpONi3seeZn+4cyk41Kqtn50KIU3VA+Ppbn/sd1Em4O0R0MEAyYj8Sy5vEMm5/KFPz5Dt/UGZOJCbySeoaUpgIHk1deHyOZdACxT4DiS4ruyBMaSOb7d+28IxMzvs7kcxGKqsq3HwAC/95dfgv4DuMLgvgv/Pw6duYmPveNYTj1+ZenvCwErVkBXFxTNLTQajWaxM5ugg6laGhXPf7N5h2TaRgDt0SChgFkyZu97c4Rk2gZAUFiXSQkCrqwxpi8lf11joS9gtvzmN7/hxz/+sf/4y1/+Ml/96lf5xS9+gZSSH/zgBwBcd911XHbZZTz88MOccsopDenZV9zwApaBQCAEjMTVIs6yDCKhAKtXNtHRGiKRzuO6KhXl8ECSW3t3sqMvNulcQqh/vcXnXNDT0UQ275QcK05xiQ2lCAVMkuk8/SNpbFtiGpDJ2iXXqWlMan3/s8Eb7IfH0iWTca/NeG2rmOmIib3b9tAcsVjX08Jb17SyrqeF5ojl941MzlbpPLIwF5fgSnV8tsx3v9TMDzv6YhyIxXFcF9MA23HpH05jO5WN+qsxlXYw8X7guuXPlcu79I9kCIcmV03cuKGH6z97Dt+55v1c/9lzGm4Co2lMao3hlXjg1/sANWkvh+NKZMFDOBy0cFxJMp0HoDlssbarmbesjtISCei23oBMbDeHB5LEU3mSqTwDoxlcd7xt2BPEPMD3Wzw6nJ75fdZx4MgRJep5xGLw8Y/Dq69CIIDxTzdz6Y1f4r9f9vbyYl5Xl/LM02KeRqNpIGZ67/aYytqw3Pw3lbFJZ+1JY/YdD75IKjMu5nkYhhLnat3nZ7teXEw0tKA3MjLCjTfeyGc+8xkA3nzzTTKZDKeffjoAmzdv5uGHHyafz/Pcc89xwQUXlBxvNIobXltLCIkEKQs7zja2rUJRPU8lgcAwBKYhcFxZMmGZ70a8+bwTsG1JJmcjpfSvzwt99Tp18XVKBMGAqQWMJUCt73821BI7Zism1uobOVud24vQ8xYN3vHZsJRuLsuJ3m17CJgCgYrsNITabBkey85IxJ5KO5h4P6iFqCiDaDT1ZaYbF+msrVLLq7zGcaXfHwKWQd4uVbq1d17jMrHdOK7EEDCazBXNdyv/vmUafgTHjO6zUioxL1MUJXrokBLzXntN+eHdcgu8v4JnnmXBmjXQ1ja1D6zRaDSLiNkGHUxlbVhu/ms7Lo5beucPBUwO9Sf9RVghzgIA11VR2rWYz+CTelNXQS+ZTHLdddfxqU99ipGREb761a+STCZnfL6vfvWrfOlLX6K1tRWAo0eP0tXV5T/f1dVFLBZjeHiYlpYWrIJPhXe80ShueM2RAF1tEQyjMIkxDcIhi2QmzxtHk+Tyrr/5V67q7Xw34o0berhy82m0t0ZIpG3aWyMloa9ep1bXKXGl2llvi4a0gLEEqPX9z4ZaYsdUbhg7+mJcvXU7l3/9Ua7eur1kd6lW3zANA0OMb64LoaJgTWP2w+lSurksJ2JDKdqjapPFdaVK1ZYS23FnJGL3dDQxksjxZn+S/YfjvNmfZCSRK2kHE+8HAau0/XlTGUMIutojpLOzjyDVaOaCmW5cREIWCCa1daAgpauxuDkSIJnOY9sOjis5GEuQSOfndGNJU38mtpuAZSBRc1z/fmwYBCyDYJk2krfVojAUMGZ2n+3vh+I1y8GDSsw7cABCIfj2t6GSR3g4DGvXQoNZ/Wg0Go3HbIMOprI2LLcOskwD0ygV6LzXhIImhlG6JhPA+lWtZa+heP03lsySTNvzEnxSb+rqofe1r32N7u5uBgcHCYVCJBIJvvrVr/IP//AP0z7XD3/4Q1avXs3ZZ59Nb28vAK7rlnhdSSkRQvj/FjPx8WJnR1+MsWSWQwMpAqZBe2sIyxS0R8Ocf+Y6Hn/uIJYl6GwN0T+S8ZVsw8AXyoonLPUwRK/mFeb5N225+3kyWVtVn4uGaA5bZHJ2SUVRXSCgMan2/c+GWtU5a3mD1fInq9U31nQ1c+BwfPyCClF6a7pmP1HffN4J3Hzfb+kfVlUcLVMV3Lj8w413c1kq1BqDvCqaGT96SFXeNA3BmpXNM+oDpx7fyUv7BkGAKVT0Zy7ucME7x83VJ7bT1uYgI/GsP5lBCKSErvYIpgHtrZE5+GtoNLNnKpXEy/W5SzYdx32Pvoo7IUbPMgXRpiBjyRyWKUikcvSPZABBW0uAdNbm6HCa9T1RLv/wHFY51cwptcbaSMjkjaMJ36c0HLTI5R2EUPN9L2reG/NyeWV9UOKjJ+HsU1fz8v7h6c1/BwdhdHT88f798KlPqYi9pibYuhXe+c7yv9vSAj09YE62PdBoNJpGoda9eyrUWhueenwn9z76im8jY5kGoYBBwDLJ5ErH7LVdLcRTOeyERBhqQ892JaYQZcfzcv58UqoCoom03dBe0nUV9Pr6+rjhhhv41a9+RSQSYcuWLVx00UUzOtdDDz1Ef38/l1xyCaOjo6RSKYQQ9Pf3+68ZGBigu7ubjo4O4vE4juNgmib9/f10d3fP1cead4obYGuTxWgyz5HBFOGgyeb3nsCuvYNYljIAVtXf1PTFcSWWadC+IqR8nYomLIvBEH3jhh6u+uO3+58tFDBL1HFdIEBTjqmI0dVuGLVMUGv1jXNOW8PBI6/gFoV5G0IdnwuS6Rw52+vDDlJWMEfTzDu1xiDvea+KpiMlAgiHLLI5h/6hNH907UNYpmD9qtYpj7G79g7SFg2SyqhKysFCJeVdewe5tPCaie10TVcLF7zzWLbvPMQbsQSWIcqO/RrNQlNtDK/W5y79wEkA/Ojx3SVFiGxHMhzPEgoYrFrZzJtHE7iuxDAE2bxLxwol8ESbg3rusEiZ+L0f6o9zwx3P0hQOsG5VlFOP72QskStUMQTbdhnL5wgHTZoiFkOj2UljXiRs0bEiRDyVJ18olmEagv2H41w5nflvPA5DQ+MVbffuVWJef7+KuLvtNnj72yf/nhDQ3g6dndovT6PRNDzzHQy0oy/GQ9tfo3gXxnZcHMdlZXt4kvAGcGvvTla0BBlLZsnm1S92tofLnr/c+g/U3OCfrnrvnHyGhaKugp4xISXNcZxJx6bK9773Pf/n3t5enn32WW644QYuuuginn/+ed7+9rfzwAMPsGnTJgKBABs3buShhx7i4osv5l//9V/ZtGnTrD5LPfEaoONIEmkbyzCQqBTVx587SCbnEA4aDIxmVOUu00BKVb559cpm0lkV1uo1/qu3bp/3iLepRtZVE0+u3rp9yVSf0cwdsxWjY0MpDCRvjibI2y4By2BFc7AkZLyaILhr7yDtrWFfbAmUEVuqUa1vfOtHv/PFPI+cLfnWj37H7ddeMKXPp5k7Kom/dzz4Ir3b9vDy/iEMIehYEaa7o4mReJZsziaZztMcCZDO2FCImDvUH5/yhkRsKEVbS4j26PikRMrJBTbKtdNLP3CS38aODqWwTBPTlGzt3amjnDWLgnJj+KnHdxb1KehoDSOCYtJ9/9IPnMSuvYMc6k8wEs/6dh2gNjHPOW0N9z76KqYpoJBCc3jAJmgZxFP5hf3gmooUj7XJdJ7RRA6JKjZVXLG4u6OJwdE0+byK08zZLivDAfJ5Sd5xSWdtf/Nka+9OApaJ6+axLGWV4biSAzEVYX/9Z8+pfWGplCp64TWyV16B//bfVMReNAq33w6nnTb590xTFb9oLZ/2pdFoNI1GtfXXXGTU9W7bU/DKNTCBvKM2YiQwlshhCoPPTJxDbz6NOx98yd/Ua4+GsCyj7Hy7WpXdRs8IrKugd+aZZ/KNb3yDTCbDE088wd1338073vGOOX2PLVu2cO2115JIJDj55JP55Cc/CcBf/uVf8pWvfIWtW7eyevVqvvnNb87p+84nXgM8NJr0jX9BTUzyjsNYKsdIQk02ApZQacZAMGCUqM5TiTaZi8Y83ci6SuLJVMpba5Yns0nnjYRM3oglMIQqXmDbkv6RDMf0tEzp95XYEqQ9Ol6IYKLYUqkv7eiLcfN9vyWVsbEdl9F4lpvv+y1/+rEz2Lihh4ERZbZdvJkvJf5xTX0pNwbZtsvhgRSrV7pIKXGkpH84TVd7hLVdzbxxVAnFjqMihAwhcF1JKmPTucKa0obExLSGZDrP0FgG25VTivjz+oeOctYsVorH8OJ26roSBPSPpAHlh1d839/RF+Ol1wb9CD0hIGAaiIJY88Cv9xEwBXnbpdhDO2e7yIzNjr6YbvuLkOKx1iuWpiqGS79i8VgyixCCXH48aj1vuxw8Eqe7PUKLZfnRIhs39NDT0cSrrw8XfG7VTVUAAZOpbQxnsyql1sv9euklJeaNjKjCFrffDiefPPn3gkGVYhvRNgcajWZpUW79NVdzzdhQqlDsSJB33IJ9jFoH5fIu/SNpttz9PFf9sYqI9tZZyXSe9miwZBO8XABQpZThcMhs+LlyXQW9q666in/+538mGo1y44038p73vIfPfe5zsz7v5s2b2bx5MwAnnXQS999//6TXrF27lrvuumvW77UQeA0wb7v+pMSV4EqXwdFsyWvztotZqLbYviJUIjJUSzUEFbaadxySaZvBkTSv7B/io+87kRPXtU9L6KuV0uhRS0Cci1x9zeJloXZD/GqfhcIWEkBOvQroVPyfbrr3BdJZG8eVjMYz3HTvC/zZH/0Bdz74EiPxrH+DcqXyRrvzwZfYuKHHDwKQpUF6kx5r6kM5YS02nEZKGBzNYBR86hAwEs/SHLb8qE1VXVOSc1ykBNtRYmC5DYmJfeHU4ztV9DU2tu3SP5LxrRQyORvpSvpeG+Rv9g2yvifKpz5U3hdsqmOxRrOQeLvrXiU7zw77yFAK0xCYhmDVymZ/bC1Ot5VS7eKbhiBgGaSzNt1tYY4MpSe9T2tzULf9RUrxWJvNOcoPz1FCXDKdxzQEucKYOhFXwpGhNJGQSVN4fNNk83kn8De3P4MpiqvSS9qj4dobw7atxDy7UExo5064/HIYG4OODvje9+Ckkyb/XlOTEvMCgdn+STQajaYhmOlcs3ju2xSyGI1nsJ3ierXjP0rANCCTtbnp3hcQQtAcsYhGLAZH0mRzau8lk3PI227BT7e0GFyllGHLFA0/V66roBcIBPj85z/P5z//+Xq+bcNz6vGd/PCx3X4jN01RMqGdiHShu3OyEXq1iLfebXvIOw6jiVxhZ1TgSMm9j77CiuaQ32lqqdY7+mK8vH8I15UEA6Zf6GJiZN1U1Px6FO7QLAzzHTlUTSxMZW262iOMJnLjKbcrglOuAlqrXd7x4IuMJXN+dIjtSPJ2jjsefJGDsbgvIMK4UHcgNgZQJASVUq6qo2b+Kf6ux4U15cNk2xKnUIjJAHJ5h0zOxjDUJCOeypPLFwkPQGwozfrV0ZL3uOeRl/nhY7txC0bvjuPSP5Ti/DPXsWvvIC/vH1I2CgWbBelKHAmuoyYhhweSk/qO1/5f3DdI0DJobw3THFZjv45y1iwmdvTFCimQ0g+E8lBCuLIPGRjJcMeDL5LO2hiCkug7UNF5bRELM+f6aToTCViGbvuLFG+sHc5mSr5bYahoTbvKnNcjZ7ukR7MMjma5eut2Np93Aut6WjgykPQLabS1hDFNQXtrpPI8wXWVmJctbJi/8AJccYWqcNvVBXfeCccfX/rmQqj02q4uVY1Oo9FolgnF+kIyYzMSz5LLO8SG0pOi4r1x9+CROKlMnmhzgCfyRVwAACAASURBVIBlqvVRjegF25WEAlZhvSboXKEi8kxTRW4PFwrDmYZB3nFxM/mS96+UMry1d2fDZwTWVdD7zGc+U/b4t7/97XpeRkPhGUTKopluNTEPKDTmyUbo1SKLVMiqXZLSawnI5r1UMdVpqqnWnkhjCEAoI8v+4TQUKo4VR9ZNRc1fDIU7NPPDfEYO1RILvX6wtqgqbSZnT7kKaK12+ebRBIWsMfU/qRafbx5N+ALexJRa73hT2GQ0MXkx2hTW1fEWguLv2hPWTFMJaypa2gCh0gOQagNl0xnH8PhzB7Ht7KTzSVC+egV29MW4/7HdOK6K4svkHLI5h2hzgF17B7n+s+dw+dcfJRqxeP1IQlVuLJrwmIZQxY8s4fed4vYftNSkxhuHm8OWjnLWLCp6t+1R1gdV5jWGIchkbd48mgBU1TvbKU2pVamUJhdsegs/+OWrZc8zMJJmw1s75/LyNXOEN9Zuuft5jEIEu2EKLENgT1RvK+DNjQ2Bf98//8x1PP7cQb/wmrcBd+rxnWXnCcZHf58/WOEq7zyAZ56Bz3xGPV61Sol5b3lL6RsbBqxcqdJwNRqNZhmxoy9GMp1ncCTtBxwpuxk1FpcrJGdZgkxOFZIbTeTUxrghQAqsQoXyckgX2qIh+odTvviXzNiTovbtQtR+tCUwaV1ZLmV4KWQE1lXQu+CCcVP3fD7PL37xC0455ZR6XkLDcceDLxJP5TGEQdBi0iQWCuKAHA9QNQzhF8HwOpAXHeS6YJmClW0RLFP4ol/vtj2qMxrjSsN4hFFpx6qkWnsiTUdrmP6RNKIQijQ0mqE9GioRF2v5403cOZ1kgqlpaGJDKQwBb/Ynx6PkWsYLU9zzyMs88Ot9pLM2kZDFJZuO8ysc1qKWWDgXkZ/VPPwcr+N4XanQP51C1UXHkZOyhjwRPZEuHyVY6bhm/vG+a09YS2Ud+ofTuEiEkDgudLaFubJojDpxXTt//d2nS87j+TgNx8eFvt5teyaN6RIYS+b5970DXL11O00hJcIFLCViFIvCrlRryYGRDIcGUly9dTtjyazf/tujIfpH0kgkw2MZTCOso5w1i4qDR+KT5hgTkVKNnX6FUykLG5fCL4rRFAn4Ua2VxEHb0W1/MbNxQw/NkQCrOiKksg4j8ayaH5gGjuPUPkERg6MZcnmXB369j0s2HceuvYMlG3B3PPgiw/FMUeReiEjY5De/+nf+4Lxj1Em2b4fPfQ4yGVi7Vol569aVvpFlKaGvqXEWfhqNRjMXeAJdOGiQzRUJcYVicB2tKiLaW38Vr89sR2IZAtdVdjTBgIFEbcwUlk1laQ5bDHmRQyi7G6OwuV2M40qSaZsDR8Zqfo6lkBFYV0HvIx/5yKTHn/jEJ+p5CQ3Hof6kUrkLC/6ApRpaMcURqgHL4OpPn1WSenXTvS8QT+UxhQCh0leODqVYv6qVyz887r30yv4hHCmxCgtFKdVOeLHIB8qwOJNzufzrj5akKXginQgK/3V5W+JKWbLYhepquDZyX/o0hSwOHBnzfW0c1yU7pKrT3fPIy9z36KsgwDJU9Nx9j6qIi6mIerXEwvmO/Kwm2q3rjpZ8biHAANZ1qzRM1x03eveQcvy4ZuHwxqzmsAXtET+lIByyJo1vGzf0+NXGzaL0K2dCTmFsKDVpg8ZDShVlkkjlEULQFLaU/2IBwxB+u3CEJGgZDI+lOTSQorstDEFVUABgOJ4lZ7slGz0TafQKX5rGJJ2tXXm2eAws9hl1pMQQasf+wne9xY/EKsZbGAhU+qZu04ub4nHWswnI5Gz6RzJkc1MT9VwJ6ax6bTKd5/7HdvPR953IpYWqtjv6YhyMJTALmyy2LRmOZzg1HKB/z1E47xjYtg2++EXI5WD9eiXmrVlT+kaRiPLLCwbn7PNrNBpNo+AJdC1NYYKWyZHBlFrfuNDdEaE5EkBKyYEjY1y9dXuJDcz4JrVEAtmiqDxRQdGTwHA8QyRkIYSK8svlHSbIFD55x8XJyJrFsJZCRmBdBb2JSCk5evToQl5CQzCxTVdTrs85bXVJA/RKQBuFcFbDAFdKHNvlQCzO39z+jB8B9dH3neh79QUsg+ZIAMdx/U4TCpiMJLKMxHNEwhZjiWxJ8Yxika45EqA5EvBTGSd2impq+FyYa+oF6eImlcmXRiUV9K9UJs8Dv95XEPOUEGIJsF210+4JetW+66aQxeuHx/zCE47rkhm0OXZ1q/9+tarkziZC8JjuFg4eiZd8PkOo45/60O+VVLm1TIOmsMWnPvR7QKFIhywV6b3jmoWleMxqCpmYRgjbnrxZ4bG2q0VFRRdEB2+T5Jju8WrKPR1NVT06HEfS0hTANA1am0M4jiSdzZOzXSzDwJWqiIDrgHQdVagDJeC1NAVJpvOFjRWXSMiqKuZVKuSix1DNVJjp/Xeq6ZQVhW9Uv/rR/91DvlBMoQQBAcPAlXLKlcw1C0exl14ybatCb4bgXaet5te/fbNiO6hGzna5r5CG7fmSSqmKrwQMA9OA1RFBfP+brOpogkcfhS99CfJ5OO44uOMOJdx5CAHRKHR3a788jUazbCnOtmuOBAiHTGzbRSL8DeWRRJZUxmZ4LF1iA9PaHGA04UyKrIPyhQAFaujN5NwJVW7TGALaIwGGE7mS33EciRTSr4xbS9Rr5Pnugnrovfrqq5x11ln1vISGo9yiEMqLepGQweBYqW9TcQloD8d2cQFciWmoHczv/+IVApZBwDQQAYF0JZmcQ8A0aG0Jks7YxIbS2IUy0umMXTinJGdLvv+LV+huj/iG/rVCVqup4TMxp9RRfY1FcdrhxOOOK5lYA8IU+EUraokPyUyubOGJZKZ0oK/EPY+8zD2/eMXvX8l0nnt+8QrAlATFT3/o5JLrMw1BJGTx6Q+dzMYNPfzpx86ouAu0rifKgcNxvMv3eu26ntJCCpr6M3HMCodMLFOwtXdnWQGjnHjb0hzgXaet5uqt2/2qXtUYGE2zvidKIm1zy1Xj0SV3PPgih/qT5O3xu0BxVIrtSva9MYow8NXgcNCsOCaOWzsIDKFSIOKpPHc8+KIePzU1qXX/rTZeGkIgDVl2I8Oj2iamlDCayFZ93i5ExgoEO/piAHrzb5GycUMPu89cxw9++aqfOi0E/NvuATadsZZtL7w5o/M6juTeR19lzcomFe1Z8LbNug5roibWQIxEMsd/bT4Ef3YdOA6ceKIS81auHD+RENDZqSrdzgN6Y1qj0TQKE7Pt2lpCHB1OY5kCKSXZvEM8mae1OUg4aBEJmmQSDiAZGiu/DqxEIGDQ0Rr25wneONnRGmJgJM1IovwaTwhVGXeqc5JGZcE89IQQXHrppbz73e+u5yU0HOUWhW3REKlMviQ81TQFeVtOyhXv6WhiNJ7BdcejfIqTvoqta/K2i+tKImGLTN6hLRqirSXoR+W1RUOMJrI4jkqjlUZpVbrRRI5IyMQyTRJpu2bIaiU1fCbmlPNZZEEz90xMPSw+HgmpyM7izClHQqQgftQSHwZHy98kKh2fyI8e3z1pcSgLxy/9wEk1F68bN/TwZ3/0BxVFu2q7QNXEQM3C4313U9lAKCfennp8p58WGI0ob7zi1NmJ2LYsGfuK33d9Twt736zsDeIW/hcMCDpXqIIYmVz5MXGitYMQgCs51J+c9d9Ms/Spdv8FqvYVb9PSNJWJtu1K31Q7ErKwTEEqY5et/u1RK2graJm0t4awHYeb7/stUqrIV735tzh5audhpFQWMt5G9lgyx/7D8YqV4KeCW9S2vKiQlS0BmkcHSCQynH/od6y/47uqyu2GDXD77aXCnWmqSL2W+Yn01BvTGo2mkZiYbWeagmhTgLZo2NcBEimbthaVMRJP58tWqa+Fl73UP5xmZVvYHycNAf3DmYoRfRL1XuGg6RePg+pzkkal7h56uVyOdDrtVyeJx+O06cpQFakU0bPl7uexXemnJYLahZ5oBr35vBN8Dz1cWXPiaxiCVNpGGJDK2LRHQ8STeRxXFbcQQvjnmKjJKG8/yYqo5DvXvH/Gn3km5pQHj8TJ5Gw/XbgtGqIp1Fglp5cTAcskm3MoziSVheOXbDqO+x59Fdt1MYUS85BwyabjAHyRwS5UBvWKDXjHK4kjxcer7c54QvlEHzvveO+2PeQdh9Gk7Xv0NYWtSRWaK90Yqr13LTFQs7B4393L+4cwhDL8FUGB46ro0uvveJaT3tLhf2cT28HVW7djWcpj8dCo8ng0ROkmSzGS0mrlE43cp4JpGL4XVbVI53Iits701kyFar6ltTbbym1ahoMGK9vCpLMOPR1NxJM59h+ubWxdDkPAuqJU2/7hDCBZ2RYpez2ahefN/kTBGmZ8VBJCHa+0GQiq4BtQtWLy4cGU77e0osmiMzVMOpHi3bt/wx8+eTcg4ZRT4LvfLa1aGwqp4heh0Kw+WzX0xrRGo2kkymXbXf7hU4HxCLq84/pptwJBwDLI2QU/1Ml242WREn++PBLP0tUeIRy0OFDIYPQEvXJioZTKZ9eb/9YaZxs1eq+ugt69997L9ddfTz6vTJCllAgh6Ovrq+dlNCzFbTRgGmQkpam4Uh0vxhMIvBQtt8pkCFRnyEtJUAjytksyrfyavPeXlXJiCriu5I1YoqYBZTWma065oy9GKpNXBT0MgV3Iz1/REmRNl/bMWYxEghb5vDOpOEQkaPlprZU87FwpcVzp+ylQMEefqvpQaxfc2wmaiCfwHTgyRiKV86Nbbcchl3eqLiKm+t7F6DIYi4vi7851VXvrH0mTyTlqw6TwjR3qj3PDHc/SFA7QFg0hkb4wcfBInHDQYGA0g0BFmE4cU4vTC0NB0/foK2fkXg2vHRdHs1SKdJ6K359GU4mmkMXBWBzDEJgG/j14XU+0ZkX7iZuWkZDFSDyD47j+GJlI5aum3VYjGDBLHtuOO8mTtJalh2b+KLd4coqqeXt4Y5kQ5VOwBbCyLcLR4XTNCBBXQnPIYpWTIDk0xntffZI/fPL76skzzoDbblMeeR4tLSoyzzTLn3COqNVXNBqNZrExceN64jrHcVxG4llcVxKwREnRTSldahS5L8GVyhM1FDBJZmxyebdk6edKMAsR2N4tIBgw/AyV7o6mquNsI0dJ11XQ+853vsM999zDySfr9LGpUqlxtUVDmEWpKAHLoKnZKitgeY3QiyzBdctGhJiG6miGEOQLZaOPDJZOJKpNqr2IEcsQs95RnI45Ze+2PUSbA4wmcn5qsYtkLJnjC/+1cUpOLyfWrYpyqH9C+w2Pt99LP3BSxSIUlmngOOO7O8XHAUIBoyQd3SMUUM/X2p3pbo8QG0pPWlB0t6uIjkzOwXFL9UPHVcc9Ku3wTGVnqFFvJkud4u8uGDCVMCCV1YBpCpACIdRjifJsjKeUp0dXW5jhsTSpTJ5EWnl5eemtElXNGaGi6YqLpfzpx84oGb8FElXkvIaYx/hYbRrjXiaVIp0r+f15xVrmHSkhmVQVJefJm0ozf/hTZ2+3XY4fn4qFRvH9/uqt27Edp2SMBEik81PaNJmIZ8ztoe4TpeepZemhmR8q3e+qiXGmgHJ7GZYlyNuOb7pOlbYSCpqsMTJk+0e5aN8TfOjJewA4eOxJrPvOd8ZTaoWA9nblmVeHylQzsZvRaDSaxcTEdU57VEU1K490JbB5G84CAxd3Wpt1UsIbR5Pk1GR40u86nnBYWAZ2REMqg6+o8GalcbaRo6TrKuitXLlSi3nTpFLjkkgCpkHnilBJWuqpx3f6huuekADj+eJSSgxT4JaZ7DiuLKk2Uy5Bt/iIZYqSCbYXCRK0jElefvNJbChFW0uIoGX6FR0DpkEoaC76Drhc8VLBVcSoxHVdHMetmlbtEQ6a5CZUMxSF4wD/5fwT+X6hiEUx/+X8E4Hau+DvO3N9SVEM7/zvO3M9oCI8YPJNxDu+oy/GN+56jnTOKXg+pNh7cJgvf+LMmu/dyDeTpU7xdxcJmQyP2eNtwJEli1ABqoKiZYCE0WSOtV0tRJsDDI5m/dQwb6dyZXuEdNZm/apWDh6Jk3dcsjmbLXc/T8A0WLcqyu4Dw1PeyVRODIKmoEF3R/MkT9NygnO1Yi3zRjoNiQTE48qEPhLRgl4Dks46dLWFGU3mxlNum0Nksg6f/tD0LDTKjZG2IytaKdRiLKlE9baWINm8Q1PYQkpJJjd1Sw/N/FDpflcNrxVM3FzO25LB0SyhoFE1WD9gGqwN2GSPDPChFx/lPz31IwD2rttA+sZ/Yp0n5pmmqmIbrV9BqpnYzWg0Gs1iotw9vK0liONIwkGTvOMylsz6Rd3aWgKMJfMlc2jToOp8N5efXNG+MO1VEdjhoF9v4OiICtAwDMGdD77Eu05bzePPHSw7zs6kKOdioa6C3rvf/W6+//3v8773vY9QkQ+F9tCrjNcxkum8L1ZZBbHqzyd4bXW2hvjhY7sLYa0GjuNya+9OwiHL921yXbXwFEItNjtbw8QGUxU9nCphGGrnO1lm19x2XVIZe1Zpt9PB29VsjgT83fhMzqa9NTLv762pTC0fAiFUHJFKORSFx7UJBcyyfl+hQmrVievaaQ5bpLK2n87bFLI4cV07UHsXfNfeQTpWhCdFD+7aO8ilVE47945/60e/I5V1io5DKuvwrR/9jlWdLVXfOzaUwkDy5miiaGEcbIibyVLHazeOC2PJPIapxlQo49lR+Nfb5LAdVS25rSXkV+LKFaJIAwFl8r5+Vau/oDMdGE3YSFwyEg71J/wI0HJR0qGAWbpbKQTHdLf4lZWLKY6KMQS8+vowf3P7M6zrKf/6OSebVdF48biKyKth46BZ/Hh9Y21RhoB3Dy620PDEasscN6ee2N7Kjc/DY1kCVvnI61qEggbxZA7HkaxbFeXyDytxRPuULjwTF37JdJ7hePXiVd4iz7PbmDh6ZHOV24hhCNZHBeLIABf+9kH+046fAvDaCb9P+hs3csrvrVUvDAaVX144PN2PNCumazej0Wg09WA6vnKV1ljrVkU59fhO7n9sN66rgn9cVxJP2YVUWTDEePSeM01lwkWJem9Z3co/XfVe7nnkZe599BU/Uk9KycFYnJ8/leXCd72FXXsHJ42zjRwlXVdB75//+Z/J5XL89V//tX9Me+hVp6ejiUP9cUYTOd9zKZt3yOYdbrr3t6xbFeUzm08D4IY7nsUpFArI5ByyOUdFhIxl6GxVpaS9haeUakGZs12kUN55gYI/SDbvVLocH0Oo6LwVLUGGRrO+gboEpAut0SB3PPhiXYwl9a7m4qNW6mjvtj00Ryw6V4xPmCtV4JzIaCHiYmJBDe9477Y9tLeGWB1sLnvuzeedwM33/Zb+4UxJeqO30IsNpQiYfmsGJAFT+KKaV9BjIgFL9Z+B4UzZ6x4YzvC5/3J61bYaCZm8EUv4FXxtW9I/kuGYHu1lttB448zASLrEn2Oq9I8oX8+O1hBDo1kMU6iiL65kJJ7lgnce60esjCZV9J/rKrPf4bHxRW659y02/feElOs/e07Z6/Dew3FhYCSDECqN7chAcv7Su217XMTLZCZXVNI0NLXuwV57urV3Jy2WRShgVrQT8M41nM2STOfJ2y6OK33LhOniOJLujsikPqFFkoWnePGUTOfpH0kjKW9sPpGZVElc3WTAkSO8f3sv/+nffq6eOP983nrTTUrEA2hqUmKeVdflkc907GY0Go1mvpmuFVC1NVbvtj10d0R8wSyZsRkazeC4ysrIMJU+YdeYI1Ya/l0J7zptNTv6Yr5wCGq96Loq8DqVsdm1d7DsHLmR9YS63rF27txZz7dbEmw+7wRuuOPZQhUXWRLMMJrIYvYLbrr3BTI5xy9e4SFRkSQCSsS8YhJpVaDEMsblkUpFAYqxHYnM2USbIhhFBpRexdGAKXgjlmD1SmVsXWwUv25VdEri3lR3BPSu5uKjViXYWqmn1b77vO1iGuPpip4g4UVDTcVYWkXTyYItjiyJuqslqlmmoFwMgefhV6nrSFRb3X3mukkFP7zPJlB9aWIwudD1RhecjRt6+NVb2tn2wvSjJU2VeUs8mae9NaRSch2Ji4rQizYF2LV30G+7ubxbYn/g1hiQy1UXrYT3HocGUv54LVHComXN3v90/KJdJeIlEupfLeItWaZyD56Kf6hXvMtxJ6fYziQ6D1Q6cCKV99N7NIuH4sXTcNzbGBZ0dzYxFs+QzNbeXJ4qK5stmkb7+eCv7+MD//5LdfCCC2DLFiXmCQErVkBXV1388jQajaYRmK4V0O6Dw4wls0XR1MpC5s4HX+JALE7QMpSvnhD0D6cpXjXlp1MhowJP7TzM9p2HJmkiStST2NKtOEduZD2hroKe67p873vfY/fu3Vx77bXcfffdXHHFFZjzXDmqkdm4oYdAwCCXntzIJTA8pqKBqu1WSsYFuuI0BdNQ1RqbwgEyORurMIcRZdIYyuE6kqNDKSzLUOKHIXClxDINhuNZLNPwd15HEzkcVzKWzPLSvhyv7B/io+87sWLhg+nuCOhdzcXFgSNjJNN5P6rUtiWjiRy2o7wVVeRpomxRjB19sRKD/tF4lpvv+61fICASUtWKgkUVnW3XJVK42dQKme7dtoeWpgAr28ZTsosj+HzxTBTEbQA5LqrlKiwsc1OIbN3RF+Px5w7SHg2yqiNCNu/w+HMHOXFdOxs39FS8yeiU24VnR1+M7TsPz+h3XanSCwwhiA2l/WhmIcC2XQKWEpzH03qnJz7YjjupumglvPfwhHFQ94eAZczeK0RKSKXGo/GcKSzIYzF46inYvl397r/8i4qQ0TQUte7BtSrL3XTvC8RTeRWdVdT+a3npTIWRRA7TyHP51x+d12wBzfQoXjwdGkiphV5rGKQka8/dBkB7k0VHcpiLH/s/nPvv/1cdvOgi+Lu/Y9frI/zf377JSCiKu6KNi86Rum1oNBpNgelU397RF+OHj+0GIQhaQqXOui6ZnMPhgaRftKh/JI0QqpCcM4NiV9XYf1itM4vtafx3kOBISSKdr2gL1qh6Ql0Fvb//+79naGiIXbt2IaXkiSeeoL+/n2uvvbael9GACExT+OlXxXhiXbXqs14JZxiPaAqYhh+VdMmm47jv0VexXRdTMOWsde+9bdvFMAS2q5TApmaL4XiW7naVTjmSyPrXLoGgKXCkVJ0e/MiUSMhEIEhlbUYTWRzHBQQBy6AtGsKyRN3SeDWzw3a8AivSb3PecYBTj+/kpX2DqrKngJztkIs7XPDOY7nzwZcYiWehECnqSvXcnQ++xMYNPZPaq1PIjL1k03HAeMGN/mEljJiGIBKyuPzDpwK1b06prE20SZm05qXEEILW5gDprDLrzldYaFQ6Xkytna5MQRQsDhCQEv+4ZuHo3bYH23arjrXlEIBpCla2hQu7kUWTjMKYODCcZsNxnX7EyrSR48Kz60oODyYrihe+T58hcFzv80jaWsIz9wrJZFQkXiIB+Xz1EO9EAp59Vol4Tz0Fe/eWPv+b38BHPjL9a9AsaqpttPRu20M6a/sbg8VC8Bxs2BfOIzEEunL4IsNbPF29dbvfPt7sTxQ20Ga/0GsOWfTkx7j4Z7ey6ZUn1cHNm+FrX2PX/mEeePJ1ZE8XYzJAcjCh24ZGo9EUMR1fud5te3BdiVXwmHaKMgttx6W7o4n+4TQSqTazTSX6TcVmYboIQ1mATcQQqojiUhvrZ2ZKMkN+85vf8Ld/+7eEQiGi0Si3334727dvr+clNCSWWZjalGnsfuRdlW+yXHU4V0ocR4kdv3zuIM0RC+lKcoW0lOaIxerOJiIhE6NG9oErCym4EsIhFWW1vifqV3LM2+MlqYVQvomWIbBtlx8+tpvhsTQGkjdiCQ7G4uRyNtmc44s/XtRJIpXnjViC4bF0SdTejr5Y9QvU1B3pCbhFno1SquOgRNxI2PTbnHQlkbDJrr2DHIiNlUSVeqLHgZjadbn0AyfxntPXKB9IW73Pe05fUxLtOV5wAyYW3OjpaCI2nGLfm6PseWOUfW+OEhtO+TenSMgknspjGoKgZWAagngqTzg0tUjiSt1FoMREr3iHR7GY6Kf+yqL/io9rFowDR8aKv5IpI1EVGA/1JyumDdqu9IW3KwueqLWwTNU2A6bAslR0NEJiGGqTpdIY6b3H6pXNuFIVOFq5Ioxpiul5heRyMDQEBw7AwYPq53JFLvJ5eP55uOUWuPRSeMc74LOfhbvuGhfzmpvh/PPhG9+ASy6Z2vtrGorN552Abavqsl6VWa+9xYZSOK6yQJhpNdupMDiaIRy0/NRyzeKhuH2oOePs20E4aLKWBB/p/SdfzHv2lHP5h1M2s2v/ME+8PEBuVQ8jbgDHlbptaDQazQSq3bsnEhtKEShE4dkTgpBcV5LN2RjGeFRe3lEj/XRu+2YtUcJ/v8nHLFPQ09lMeyFIqNxYv6MvxtVbt3P51x/l6q3bG0ZjqGuEnmVZGMa48hQMBrFmYTx7yy238POfK2Pbc889l7/4i7/gqaee4oYbbiCbzXLhhRfypS99CYC+vj6uueYakskkGzdu5LrrrpvVe9eT9ataOdQfZ3gsW7HRV9vNnHhUyvHOZDsuuZxNMm0jhGBVR4ThsQyZrENrs2BtVwvJdJ7Dg9XTsI5f28pIIks8mefgkTgrokGSaRXRZJkGdmHH3fMZ8yrtuq4SFj2PPyFUcQPv0ziuS9AycZGMJnMELbNsdBOgI/cWEZU8v7zjB46Mkck6mIaBVYjEy2QdJZoUp4cXKBYHd/TFeHn/MGtWNvmmpS/vH/bDp3u37cEwVKSHcIX/sxcF19kaYtceu+iaIJGy6WxVlbdrpdwGLKNsNF7AUm270q6QMJSY+NqhEVJpVdXJENAUsXjrGlXpuykcIJ3N+59XFArWREKBqfzZNfOI7SixzHWrR0RXotaE5c4HX2Jr706aQlO7L5mGwHZcJIaftq4KCIBAcmggCd/R4wAAIABJREFURVs0RN5x2HL38zRHAiVjo+db5nmFtLdGao+btj0eiVepuIWUsG/feATeM8+oFNxiLAtOOw3OOQfe9S71s2UpQ3qjrvuMmjpRyZsGVHVT2wu1nkfswrg969RyzZzj+cv+6PHd/mbubGL0ApbBOjPDx+77JmfteRaAxzecy28+9N+w0zY/feEoh60WTCkQYvxddNvQaDSacabjK9fT0YTjuGRHx7ONxgOPBMNj2aoBSFNhqpY0E6P+Apbg2FWt/uNyY/107b4WE3VVtN72trdx99134zgO+/bt44477uCkk8p7qNXiqaee4sknn+THP/4xQgiuuOIKfvazn7FlyxbuuusuVq9ezZVXXsmvfvUrzj33XL785S/zta99jdNPP52rr76aH/zgB1x22WVz/AnnBy9Fqr015HvReSGqSnAQICAUUKr4dLzHHVcyklDVQU1TMJrI0dEa5uhwmqHRDNIN0j9SvmqnRzBgkMrYjCZySCCZzpHO5snmXT+NRohxcSLvOEjXE0pkacGOCf59UqrQXtNQP7cXRBePUMDkwJGxhu2AS5VMmSqwxcftwq6Mt9MihIpSUqKJCtWeqAkahdfWSls9eCROPJXDMITvKzYSz/oi9nN9R8tem3c8lbVpbQ4wmhhPuV3RMp5yGwmZZQW9yBQi+GqJiV46sTAom06sWTgCpkEGgWkWoojmWHt4/fAYhiHon+JkZUVLkGTGJpO1EUJ5OHrpiaZpYDsuscGkH52qNmtKx8YpeYU4jvK2i8fVv+VuMIOD4wLeU0/BkSOTX3PcceMC3llnQYuu3LyUqVTYqFhI/sd7XyCVsf1o/nox49RyzbxxzyMv84NfvuqLeTDzIdY0BMcE8nzinhs4Y98LADxyyvv45bkfY2UgQNPKDt5wQ/QPpmmPBqeUSqbRaDTLkakWqIRxvcIT8rx1XLE3brmAh/nAlWAZIIWyLGttLtUPyo310y0AUldcV/1XIRitroLeNddcw/XXX8/g4CCXXXYZ7373u7nmmmtmdK6uri6+8pWvECyUmj/++OPZv38/xx57LOvWrQPg4osv5uGHH+aEE04gk8lw+umnA7B582ZuvvnmuRH0slm1eIlEIBxW1bJCoTmtklWsjqczw2TyLiCJhANcsuk4Htq+n0zOLpjyT29Ps1g0cRxJ2rHJ2w6GUIUGBseyU6qvOTiWURFM0iXvQgCBVciNb20JctbJPWzfeZhcXqXfGkVRTF6qTbWsQsdVO64TJ/7ZvErNXbQdUFOWgGmQkSpiz99Fkep4y4owsaH0pN9ZuUJ5MtbywMurECWMQh80BLhC+tWTkoXKzhPxjjeFLA4Mp4rMVFVBj/Wr1Puns86kXiYKx6FyMU/Xhd/sKl9UwTvupQ1PrIJbqXiMpn6sWxWdVMgll7fnzONLUqigPAVBr60lRE9nsyqg0RxkJJ4lkx0XigVKyJaF3HXLFBwaSBUKYQjfj7IYb9I2MJJmXXcLHzlzNaf0hFU03sTiFuk07NgxXszilVcmX+TKlXD22UrAO+cc6NFj8XKh2i434D+XzTk4rkvernHCOcI0BQdjCfKOi2kaFU2xNfVlR1+M+3756pyYowsB60IOf3L333Dq/t8B8NBpH+Snf3ARx6+MQlcXR9wAjuNgFWwGMth+tH8t24HpLG41Go2mkZlJgUo2n8aWu58nk7UJBkzfxsgtU3V2uiN+La1gIo4LoaCBYQkChYKdyXSefMH7f9MZx5S8fjoFQOYVKZW+lMupfzMZ9W9Hh/qvDHUV9I4ePcr1118/J+c68cQT/Z/379/Pz3/+cz7+8Y/T1dXlH+/u7iYWi3H06NGS411dXcRic5gT7f3BoRCGZowLfOGwEvhmWcnX6zi39u6kwxL+5OPx5w4SChokUm4hym32EyJDqKIVhlAdICerG/LnbbdiNJXjKrFtcCzL1Z8+q6STh4Mmw3H1dyu2DivGMg0/Nbc9GiKZtukfzmA7LpapBL5M3uHwgDpnWzREc9jSaROLnHLiSFOz8l8cS2YnhUobQvkzQvUKuaBEEaQkW1RIwjTwxeBKNwRPg09l8iXv7Xn4pTLjQqBpCsyi1EBnimGxlTzUio9f+oGTtIC3CPF2HjtXhLAdyfBYdloTi1oIIDeFwioC1X8OHBkreI2qPuBFQDsuvnjtoSJiHaxCIYwDsXiJmLGjL8ZdD71Em+XwH5ps8gf3c//LryLPP4FTj1+pBL0XX1QFK7ZvhxdeUN54xUQisHHjeBTe2942pxtbmsah2i434D9nTzOjYLbYjsQ0JN1tYRzHnVkkv+PMej6nKWXrj/5tziodrgm5fO5f/pINr+8C4IEzLuKh0y+kJdrEWNtKUraF47pk8w7rV7Wy+bwTppRKBo2djqXRaDTTZSoRa+U2Oa7647dza+9O8oUMqXKRQTMZ8ac75/YK0rW3Rjj1+E7uf2w3jisJWAbNEYvHnzvIieva/c8ynQIgc4aU4zpSLjcu3rnu5A9c5Q9QV0Hv05/+NOvWreMP//APufDCC/3outmwe/durrzySv7iL/4C0zTZv3+//5yUEiEEruuWmOJ7x2fNT34Ct94KnZ1q8fK2t8GJJyqDb89nyMs1DYXGBT4vim8a7OiLTRLDMjnbjwqaSyTKL6y1OchwPFtzTTZJzCu8Pu+4IAVHBlN+xFVzJMCqjoj/90+m81UXsXZhYWqZgkQqRzBgArJQ6tohb4NhGAgh/eIZtEcwDXTaxAKi2ufkthkOqoVQsTgycWd8a+9OWptVlVnPZ661OUCm0NZPPb6Tf98z4N8MbMclk7W54J3HAtAWVanpxTiuOg6Vx0Pv+OBY+RRz7/jarhYOxuIl0YVSwjHdc5NCqCMAFh/ed5LO2WQSDvm8Q8Ay6G6PMDCaKUkTmylT3o8Rqg+8vH8IV8qS6NBqv+86kpw7XnX6zgdfVO0qm+XZJ15kTXIQYed9Ibxt+AhH/vevOdV+A55+GkZHS09oGHDyyeMC3hlnqHubZskx3TGp2i53NucoU21H1lXMAzimu7lkoj7lSH7bVinn8ThEo9DePs9XunzY0Rfj6PDkiPyZ0BOw+f//5S9524EXAeh9+yU88vsfoKW9ldHmdva8obw8A5ZJU9ji8g+fMDXbgQKLOh1Lo9Fo5phaEWvlNjluuvcF2qJh4umc76W/UNiO5M2jSU44po1dewfp7oiUzgFypeO3tzadTtT2tJko3nl+1LOMEKiroLdt2zaeeOIJfvzj/8fefcdJVpYJ3/+dUKmrcw4z3T3MDBNgCDIEAUVhBRVRH1QM7AO7utG0aw6L+CAKuurDI+su++qDH3dXAdOsiLwqviAisCsMaWCmJ3fOubuqK53w/nFXVVeH6q6e6VQz1/fzOXRVneqq08ypU+dc93Vf13/y9a9/nauvvpobbrjhhOvoPffcc3z0ox/l85//PNdeey3PPPMMg4OD6fWDg4NUV1dTW1s74/GhoSGqq6tP+u/hX/4FfvObuY9v3Dgd4Estzc1qmhKoqynTVBkNqUCfz5e1GPjeln6+9cDz6SmBkZiVrue13DRUVlxpkY8Cn8FIciptqhh8Lpxk3TvFxbHBNFR2oYZLe+9kuqhlrvXPLdvFtm0Cfg8ba4oA6B4MEbecdMaVlrwiHhmPUlbkW94PoFiSS86u5fHnu+d9HBYushrwGQyPRWY0zJicsigpUlNen9rXMzdXW1OPv/fq7YxNzh+Qy/b4bNm6LKYev/nanXzjB3uZilnp4EiBz+Tma3fm9PoL2dvSz9f/41kicRvXhcHRKY51jvKp/3mhXDCskcwTlsoSP10DITRNo7wkQNBvouk6vUPhxV9omTTWFvHysWGKk1NtrRxr7qUChj6vQbFXxxua5JGfPMnBI720HBuixIpw7vAxtne30Nz6CmXjg3NfpLFxegrtxRdDScny/FGpga88aVR1OjmRrKRso9x+n8HweGRZAuAnonswjN9rUFroIxjwLJzJ77qqmUtqcDZ1AlRUtHobfBr4t4cPLMvrVOpxPnffF9nc2QLAjy96B4+f8ycUVpYxYBYyGso8Z3ZPqHN8/8gUOi7d46H07ICSoFdmg4g54gk7mYBwYuuFWA8CPoOugVA6q6200IdhaOmEme8/vJ/RyWh6vd+jpteGIollncFyMlzg8ee78Xn0OYkXs88BltIAJCeWpYJ3qSUaVVn+iwVUHAcGBqC9XS2trdDRAQ88kPVXVvXsWdd1rrjiCq644gqOHTvG5z73Oe6//35aWlqW/Fq9vb186EMf4q677uLVr341AOeeey6tra20t7ezYcMGfvnLX/KOd7yDhoYGfD4fzz33HBdccAEPPvggr33ta0/+D7rnHvj2t+HZZ1UNoYFksf3OTrU8+uj0c71e2LJlbqCvulpFtTRNBfYCAfVcvx88qrPl9x/ez0Q4Ps8GLL/SIh/RuMXg6BSGruH1GBQGPExFLWJxa9FOjR5DIzHPybrjQCiaIDQ1c5rWUupPqYYbCcqSmVbxhIPtuNi46SlnrqPqsv21TIFYU629E4s+nm1kXEMVMHW06WyizC6zXQOhebOQuwZCAIyH5q+Rl+3xE+H1GFi2m576vVwnZv/ysxeZysi6dV2Yitn8y89e5Hu3XLMs7yGWJjMrIxy10nVA+4enqKkoIOhf+a9RDdANDUPT+LNrz+JbD7xANG7l3O3LY+oEfTpluoU/FsYZDWOFwhx89necP3SEt7XuZ+NgB/qsFL9IoJDAFZerAN6rX60Gq07qD0kG7jwe9T2XWlL3pcPtunMiWUmzR7nHQjEmwwksx806YLIaXFdNax8cU4OrmRcmabGYCuBNTqpp5anpMM8/rzJVzzoLPvShNdj6U8/eln7a++Y/V1iKcjfGF+//As3dhwH44avfzX+dcyX+qko6bS9TUzMHwHVdxzD0JWfWBXwGXf0hdE1D11T9vcGxKBtqpMGPmMnrMbjuEw9mXf/QN9+2ilsjxNLtbelnIhTHstWsOMtyGBiNUFTg4QNv3cXeln46+0MYyZrlluUyGludWMWJiCUcxkLxdAwhHLUYGY/iuC4f+cbvcHGJxOwTnxll2zODd7HY9DnEfNFN14WhIRWwa2ubDt6lbkdzS0JJWdWAnmVZPPbYY+zZs4d9+/bx5je/mdtvv/2EXuvee+8lFovx1a9+Nf3Ye97zHr761a/ykY98hFgsxhVXXMEb3/hGAL7xjW9wyy23EAqFOOuss7jppptO/g/atAnuuENFTV0Xxsbg8OG5SzisTggPHFBLptLS6eDetm3T03aLitJZfL7wJDUFOmHXIG45xC1nRU6KNQ011x0VPLNsF59HJxq3cRw1TVljbvfRFEPXqKkooH8kMqcLqOO6c4J5S5Ga2hiN2+lR9syLWctWbXMNQ10Qpmr1SFBvbfQMhtE1tR+lgnJa8vGU+x85OG/zh9HJ6Izph6n9bTSZYZet1s5y1eAxdG3eDBIjo8tuNG6ls1Btx0bXSV8c6JqGM8+HJNvjmQZH5z+AZ3tcrLzUlINw1GJwNJIOeTmuu2qZeS5q/y4v8/H75zsZDy9ev880NAp8JqWGjT8ehdFxKrrb2Np1gJ09B9nadxSvPfOYnDBMjtduoeOMszmyYSevufEN7Np6AtnsmYE7n0/9zAziSeAub5xIkejMUe6OvgmmohbFQS/D42t/HLNtF0PXGJmIUlbk5x2v36JOxMNhmJhQMykcR51UP/mkqhn5xz+qDs8pf/7nUCAlPU5GKvPzZLM4yhJhbv/prTT2HsNB4z8uex/Pn/t69Koq2iMacWtu6Q8rWddpqecMqUFFkoe31HmKNl+BKCGEyGN7Hj9KMGDi95kMjUWwLDWYnSqntOfxo3gMXZV+0TQsZ/lLgC23kYkoY5MxDF1Ll/vSNGjrnUADasoDudVGte3pqbOpzLv5gneuC6Ojc4N1qdvhRa4hNA3q6qCpSS0LWNWA3uWXX87WrVt55zvfyd13331SNfRuueUWbrnllnnX/eIXv5jz2Pbt2/npT396wu+Xk9JSuOgitaS4LnR1zQzwHTqk/iFtWwUBn3lGLZk2bEgH+rYfjNNX3chYZT1uQRAt4CeqewjbGlFHI5Zw0rXmTkbAa8zIDgIV0Y4lnHRzioXaTZuGjmW5OWeN5CI1szLzJeOWPWfKcerzY9kOtRUFUqx4jdmOM29jiVSa8f2PHORHvz0MmmorHo1b6j6Ld6FdaYtNuT3SMTqnPmAkZnOkYxQAXXPnzWTN9rhY31LTB8cmY7jL0HToZERi1rxT2VN0DQI+k1LTJWjHKe4+yhnHXmR7Vwvbeg5RHJ2c8zt91Y20bjqbQw07eLm0iSlMtmws5eqLm1RDjMXoulp8vulFMu5OGSdaJDqVgf35e55K//56COiBqqPs93n4u7du4+xyTZ2PjY2ppi9PPqmW7nk+Zzt2wPvfL8G8ZZDK/JzdAGspSqOTfGXPrWzsa8XRNL7/mpt45VWvJ1ZSQV/YydqsKjXgPDEVX1Kn46mYRVVZgPFQfHrKbYl3xUrgCCHEWkkN5k1FLVzXTcYBXBKWaigViVuUFfsYGouScOxVr4l7IlwXbHdmnCKzKefwRJSm2mKiWDz4xDH13TA7eJeqf5cZvJuYmBmsa22dvj2RQxZ6dbUqzZYK3GXezrHnwqoG9B544AGam5tX8y1XnmGoQJ5lqehsPJlumvqH1jQ1TWnjRrjqqunfi8Xg+HEV3MsM9KWm7XZ1qeWxx/jL5K8kDJPeklq6yxrorWigv3oj/bWbmKyswyrwMeUYTLk6McshkbCXdJJk6GpqX7aTq1wChqVFXv76+nP40r3/nfsbLyJzUwxdNeqIxi0idvaRgMKAmqosxYrXjtecvymG11RTUx984nj6gJr5rAefOJ61vtJy1V3ymPqcDNLU45D94iL1+Hx/14zHU3OEZ8v2uFjXUtMH4wl7WQcrTsTUPAWGNU1NgywyXarjE2x5+Rm2HH+JbV0t1I7P7eY+HCyjpX47LfXbOVq/DU9tNZPhOJbtoOsadWUBPvG+C+a+eSrrLnOqbOYiTkknUyR6b0s/B1qHsW13XeQw+TwGhT6dMuJs8IY4+9Az8N0nVBbeSy+pE/dMFRVquvnll6vakVVVahEnLXWxeKKH1LKpMe7c80UaBtqxNZ3vXfHnHNr9esYKShkKWbll/rnunIHfzAYwBT5zxjSsAp+JZds0VAXTLxGNW5QVB07sjxBCiDWQS6Or9GB2KJaspa/huOD16JimhhVxMQ2NqrIA/cNT5PP1jWloeEwDvwmVPvB5NaJjw2oGZip4Fwplnx47MrL4m1RUzA3WpW4vwyDhqgb0gsEgf/VXf0V7ezs//OEP+cxnPsOdd965PA0q1oppzjzBc10V3EsticT0z9Rt11U18nbsUEumWdN2e556nvK+DvxWDI9t0TjSReNIFxyb/pWQL0hPWT09lRsYqGqkt34TvRu2MuErIuzqRG1VgHWhgEgqXncy16sj41H+7eEDy1oI0zTU9EePqVFZqupVDY9Fsnb3zbxoWGxakFg7J5OFZxjavFNlDCO3S0bbcefrqbFswZrFAoIiv+zeUcORCzfyQDKDdC1l7kMFPpNiLcGungNsO7iXrW37aOpvxZiVRh3x+DlUd2Y6iNdfXJ3uMu4Cxng03cnccVyiCYf97aOctbVmuiO716u+6xZo3iROTSdaJDrVzCt1rF6rw5+uaxT4DMpNh5qBDs48+AxbW19mR+9BiM06P/B44IILpoN427fL/r5CUheLJ6I8NMJX99xK3VAXlm5w75V/weHdV9JvBhkP5ZYtZxgaXtPANLX0wG9mAxhdg87+SVxXTdEeHovg4hLweSgrYuU6IAohxArKtdHV9GC2g6Gr80/XVbX2fR4DT3JWnmkuXk5oPdF1DZ/HwGtAgeYQ0B2MeAxiUTwjIer6xwn2dVEXHoa9/z4duBucp1HcbKWl08G6piZVmq2xUQXuVrih1qoG9G677Tb+5E/+hB/84AeUlJSwfft2brnlFr7zne+s5masrFTdoGRDizkcZzqwlxn0Sy3l5ap7YHLa7l13P0EoHKUsNELDaE/G0k3N+ACG61AYC3Nm3xHO7Dsy462GiirordhAX3UTPfVn0F2/mfayjUxiErdc4pa9rMG3hO3SlqUZwlJoGpQX+6ivKuKOv71sxpSdcCTBaCh70U0X6OifxHHUSVhtZTDrc8XKme5ynNvjS1EYMOdtcFGYrPOU6no8Wypo4TF1YrOy7FzAay7PhdtCU3YXyw4U68/eln4ee7aTsiLfmk8Z9Hl0zhzv5oK259h+5Dk2dxzAn4jNeI6t6Ryv3sTBZACvs2YTcXc62G0auqoHqWkYho7P78XxeDECfoIlBViazi86bM56Q/OM181lRFecmrI1MFrI9x/ez/gqNfOaj99rUEGUV3Xs48yWZ9jW+hJ1Y31zn7hpkwreXX45XHghBLOcM6QyVMWySF0sLjVvvWpikDv23ErtSC8Jw+TeN/wNh3a/nm7bR2Qqt2CequmrpS9MUwO/ex4/SsJ2GA9bRGNWertcx8Vr6lgORGMJzNIAoYh18h0QhRBileXa6Co1mPeNHz5HNGbh9eiUJhtKdA2EcVwXr0enb/jEBmZWg66BxzTwenQCmkNQd/BHI5T3tVM50En5cB+Vo31UTwxQPT5A+dTY4i9aWJg9066sbGX/oAXOQVY1oNfd3c0NN9zAfffdh8fj4VOf+hTXXXfdam7C2susNTQf254R8PPWVBGMRIlFSzhau4HDtpr2ZdsOejxG7Xg/DSPdM4J9ZckdsnJymMrJYXa1vZR++YRh0l9WT19NIz11m2mrbuZo1Rn0BcqJW86aTykDFYzxGAa7Nlfw+XueShfV9nkNpnLI4IonHHQdXBsmQkurkSKWR7ZA8XIEkKei8wcFsz0+m6HNvxHZHl9OBX6T8XkC0gWr0ClVnJjUyU9hgQ/XdRmZiC3+S8uoOjHBhZ0vcX7r82w79hKlobmp/d2ldckA3jYO127FV1JEPOFiOQ5ej4EGGIaB7vWCX33/hG2NiKujmybBAg8+j0HUcXEdl1DfzEK9uY7oCgGku9+t9qC9x9DYPt7JRa172XF4L2d0HcRjzwzyTHkDHKnfTve2c9lfv5NPfXaebpOZ08tTGaqZ3ZjFSUtlPt/3m0M5/07NeD93/PRWqsf7iRse/u+1H+HAeVfQG9WIW7nXsTMNncrSAEG/STRupetBdvZNMjkVR9e1GUFGtR9rGBrYLhQFvfzTJ1+f8/sJIcR6MV+jK8tyONg2wge+8tsZA7a7d9TwyRsvSJ//WbbL4KgK4BUVqLq46yFuACrzzmvqeAyNoJNgw0Qf9cNdVA10UDnUTcVIH1Xj/ZSHRtAXOTmx/QGM5lnBuuZmtZSXL+/gXuZrpW6bpirplvppGCp+FMhe3mFVryI1TcPJqJoYCoVm3BdM/8MldTo+Yhi4/kLMAvBqLj7NxaO5eHEYtRsYTZzDK4kEJOLYtoMvPEntUCd1wzMDfalpuxuGOtgw1AH7n0y/T9gfpLe6ie7aTbRVbeJY1SaOl29kUvOuyVTBgbEpHnjkEB7ToKzYh+04S+uS62pUVxRgZHQfFTlItdnW9emLmlTR+9TtHA5kJ1PoerEMu/ky3DIfXyyYGInP//vZHl9e2f6nrI8vRDFX/8gUugbdg2ESloPXoxNPrNy+4ktEOb+3hQs6X+Sc1hepH2if85zxQDEt9dtoqdvOwfrtjAVLMQ2djbVFbDBNHNPDcMTB7/cRdXXCCZeIo2E5kEjYWFEXTXPRcNB0m7FQnKoydYE7X8ODXEd0hQC1v+jAahxRS6OTXNSzj92tz7Hz2AuUhEZnrHc0jbbKJg407OBA/Q7aqprRTA9VZQHKSgPqOy2zA7N0Y141T+3ryfm5daM93PHTW6mcHCJmern37R/nxbMuoz/sLOk6QtdUJ0OfxyAat2ZMmU3YDmiqI/185yGuq7LppZSLECJfzW50FY4kGByLYhp61gFbx3XpGpg+7k3X3dew1+D6Rdc1/LpLbXiIptFuNo52UzPUTdVQF5UjvZRPDM0pPzNb3PAwWFTJYHE1gyXV1Jy/g8KdW3lkQKfD9lNRGsi9ORxMX6RmXiOnYjqpgFzqtqbNfCx1nT0rBrQUqxrQu/rqq/nkJz/J5OQkDzzwAD/5yU9405vetJqbkHc2VBfR2jNGaN6pBBqG7sU0/BgBDTOo4cHBV1lLpHkzXbjsTSRwE3G0WIzSsQFqBjupHeyifriL+tEeaibUtN1gNMyWjgNs6TjAFRnvMFxaQ3dNE22VzRyv2sSxikY6impx9BPb4XKVOj+LJWz6h6dyPlykAkmO69I3FMZj6kwuJRB4Onv8cXjiCdV+2zTVhU3q4GKaM5fUtPLUkroQSi6vnurANkxs3SRhmMR1A0szsAwTRkao9bvENBNX13BcLd3J2HVd3OS/n+uonqKpx9xlSvdYyezBxUyE598Xsz0u1l4snpgxxVtb5iiF7ths7j/G7q59nN/+Ilu7DmI6M4/3UdPLkZottDTs4GDDdgYqN2B6THSvF9fnI+jzEdcM2k0TTC+jkxHiCYdExEHDmff46bpQ4DOIWQ4uLqMTUQzdP29NqPlGdKVG6ekpl6nXHX0TK1ZTx7AtdvQd5qLOF3lV6/Ns7D2GPmsPHyko5UDDTvY37OBg/TaiBUV4TB3DNPH7fHiDBRglBVz5hh2wqeGET6DFyensn9t1ez4bhjv5ys++SHlohIjHz73v+jR7t1zM8OTSvzcrSv2UFQfmrQdpGhoaqjyGoWlYGfuw47i4uAQDnkU7PAshxHo1u9HVyIQqJVNe4mcqajE0HiFhudz2f/8bXVcjG7MTNGyHrF3El5PmOlSHR9g42c/GsR42jHZRN9JD9XAPFWP9mPbCmdmWbiSDdlUMFFcGbNKqAAAgAElEQVTTX1zNQHEV/cXVjAVL8Xo9NNUVc/XFTQDc8/B+4pYDJIgNOfzo0cPopsFZmyrUtW9m0C0ViMt8fBkCcydqVQN6f/M3f8PPf/5zHMfh6aef5t3vfjc33HDDam5C3rn+dVu48/vPZF1vOy62Y8M85zWapmHofkwzgOHTGSypob35LHwaeHHQ7ATmVIjq/g7qBjqoGeykbriLhpFuSqfGAagY66dirJ9zDk1vQ8Lw0Fu1kY6qJlorm2mtaORYeRMjwbIVqTGzlMuCzIOOC8Qth3gozke+8TtuvnanZJNkMzEBb3iDmuq9DD670MqvwXeTN21Nx9F1HN3A0XRsw0zft3UTO7XOUPf53Ze4e3AKWzcyFhNbN7B0HTp/yOcODmLpJlby8elFh394hpufaU0+X72+rRnJ+wZ8b5g3HHw5fd/WdCzdVO+v6fB4Cbt6W6bXp7dRvRcdHVRHx9LrneRiJ/++zM+Hlh7Nmf5f4/ca6cfnWZ1d5sVzZiv11O3UkgrOipzc/8jBOfUaTzpO4brUjvdxXvtLXND5Ers69hGMzpzimsoqOtiwgyONO+nasA07UAA+H7bHg+UaTDgacUdlpibCDq7rAHFqyw0iseku5wttbtx2qCoNMDoZI245lBUHFux2lhrRBebN5BOntlynXlv23AuAk1E71svu9he5oONFzmrfRyA+s2ZP3PBwuHYrBxp2cLDxbIYr6zG9XtyAH83rw9AM1SDM1UnYLnUlQd75ph3skvOBNbO3pZ9crgebBtv4ys++SMnUOFO+Ar7znlt4dsM5TMxTR3cxXlNH13Tu+NvL5l3fWFtMz+AkU1GLhOWmm7KBaqIRDHjwGIY0wRBC5K3Zja4cF6rKAuC69Cfvp2SrCb6sXJey8Cj1Y71sGO9lw3gf9WM91A93Uz3ai9dauBavrekMF5YzkAzWDRRX019SzWBxDWPF5WCa6LqGpuvpn5ph8NG3n8vOrdXpQNzX73sOp6oGXdNw0Ig4GuMu/OBQhDvfsP6P+at+Zff2t7+dt7/97en7Tz31FJddNv+Xq1AfvAK/h3ho6XWbXBcs28GyAWzCs9YbuhfTW0lHcxXmGRfgxSWgq6m8wdAYdT3HqO1vo26gnbqhLupGuvEnYnjsBI19x2nsO87lGa8XChTRWdVEe1UzxyubOF7WSHtlI1Fv9jnfq6VrYFJqPi2kqAg+/GH43e9Uhp5tTzdtyWzkknrctqdvnwTDdTBsBxYZZUnrg00LrW+BSxda/1/wzoXW/wY+utD6n8AdC63/Lty7wGpbN3CSQURHN7CNZCBTN+D+Qv55IjYd3EwFApNBTX5/53SGZOYIUSqTMnNd5s/M2xdeCO9610J/gUja29K/bJ1tiyITnNuxj/M793Fe+0tUj/fPeU5/cTWHN+zgaPPZHN18LtHSCuKawZRrzJkuC9m7fI+H4xi6jpGcMW/oOpGY+nx5TB3LdsBVgT7LUhknhqFRVhzIeqE7e0RXujuennKdeu0xTm6qaiA2xTmdL7O740XOb3uBmnmaWXSVNXCw8SyONJ9Na9NO7GAxjsdL1NWIoj4ziYRNYspJZnfbaJrNe6/exnuv3n5S2ydO3p7Hjy76nDMGjnP7z75IcWSSsD/Iv/7p/+KPVTuIRE7svMPrNQhFEnPqRKWkjnMVJWb6OBeOWBQXeonGbGmCIYQ4JWQ2uko1nhwej67cTCXXpTgyoYJ2Y700jPfSMNZL3WgPtSM9+OMLN9Zw0BgpLEtPjx0orWGorIaRslpGSmtwfL7kdY4nHaCz0XDRsVyw0NTiaunZYN/8Qz8lz4/huA7hiM3AaBQNDdNIpVG4OI7DSGdumeRrbVUCeq+88gpf/vKXKS0t5Y477qC8vJyenh7uuOMOnnjiCfbt27cam5G3NtYWMX40tuyz1FPZfbF5Bjp1vYyDTRdhnHExpq7h1xwC2FSP99PQc4y6vlbq+tupHeqkeqxfdduNTLKj4xV2dLwy47UGSmvoqGqmrbKZ1vKNtFY20V1Wv+LTdjNZtkvCdqTmUzaaBnfdBSMjMDSU+++57szgXzLQ968/eZ6BwUmsaBwNB4/jEPBo1JV4ed9VW/nWD57BtW1018FwbHRH/fTigDP9uOE4GK5ar7sO/+OyZh7+/WGM5H3dVc/RHRvDsbn8rBr+uK8r/fzU46n32LGxhKOtg+p+er2Dlny/6iIvo6Ph5PNtdNdNPjf5Gif5bZfaFs98KbWTw1Qv9MtdJ/XWGa/TBQ0Ny/Rip5b7HznIg08cZyqq/n1O9J/bY8XZ0dPCqzpe4ryOfWzqmzstcNJfyJGNOzjSvIvD23YzWNFA2NGJOBpx2yUxlcqyy70ztGFoJCwnXQPKdqCxJsjRLpVxrWsapjHdadmFOXWk5jN7RFcubE9PuU693lhbRKg1ns5uWozmOmzuP87ujhc4v/0lzuxuwXRm7veT/kIOb9zJ4TPO49C2Cxgtq2HK0Ym4OnFbZapaMYdkqHre9/F5DAnmrROdfQtfJG3tPcyX9txGYSxMqKCYu//n7TxXsol47MQHESNRi9Iib9bs0vmOcx94qxznhBCnrtRARjwxf3mWpQhGQyrLLhm0qx/toW5EBe0KYrPTiuYaDZYyWKKCdUNltQyV1zFYuYHhijosfwG2rmO5KjCXQCOevO04Lo7jYlsuTtzJyDLMngaesByGx9R046pSfzJj3EXXXfTkFCmXHGdJrQOrEtC77bbbeNOb3kRPTw/33HMPF198MZ/97Gc599xzefDBB1djE/Lars0VvHx0CUGWZeA4LrGMqbwTycfbzRqeb67F3PIaTEPHq7kE7SiNw500DrRR19tKXX8bdYOdlIZVcerqsX6qx/rZfeSP6ddPGCbdlY20VzXRVtHE8fJG2qqaV2zaLsDIeFRlp4jsTBOCQXU7VRA81Rwjs+DnQrc1jc7qEUKFCRzUyAqo2jT9BSbve/NrOfiy6vLszvm31nBdN3kI1nBxcdzpuaf/45ar+cntj2T5Xbj81mv459t+M/MVU7/uunz/1mv4yu2PzKnHp2uAC9/7hz/h03f8Fp3UlFgXzU0d3F3++WOv5WPffDQdbDRtC8OxMGwbzbG59U/P56v3Po1uWxiWhebYGHYC3bYxrIR63LbQ7WTA0LHQbQfdsbjxqq386Nf7VTDSttTPZGBRc2zecnHjzCzJREJlT2YGU7PdTt0/+2yoq8tlTzjt3P/IQX7028OQpSnLQjTX4YyhNl7V+TLntb/I9s79c6YJxA0PrfVbObLpHA5t283R2i2EMIlZkLBsrMnsmXe5UrOqNWzHxbFV7cnj3RPp9ZbjYOqaeo7tpjPzcgnOZY7oitPTQlOv97b0828PH6B7MJSugbqQyqkRdne8xPltL7Cr7UWKpiZmrLd1ndbaLRzafB6Htl3Ikbqt83xeHJbSeiOWsKXr/ToRjmSfRrW95yD/a8+XCManmAyW8r9vvoMXChqwszTEyoWua5QWeSkr8gPZs0vlOCeEOJ2kOo4vNiNFzfjQKIhHVAfZsV7qR3qoH+2mbrib6pEeCiOLZ7ONFxQzXFLDYHktQxX1DFZtZKByAz3l9URMPwk0Yq6O7TIdqHMc7Ck3eW7ushyNBOMZ3ycjEzG8pk7ccrBsB6+pJzP5YEN14Um/12pYlYDe5OQk73//+7Ftm2uuuYZf/epX3HbbbVx77bWr8fZ57+VjwxQWeJbW5XUF2Y6LHbeJJafxjmLSVbiJpws3YW69EtPQMQ2d8ug4m4ba2NTfSn1/K7X97dQNduJPRPHYFs39x2nuPz6jCcdkoIiu5LTdtspmjlU00la+cVmm7bpAKJKQE/qFFBer5SQdGLaSU70h8+BrRhIQDNIVdjPWLYHXy/DUAkEP02R03gYySR4PQ+EF1vv99IXnu2hIbmdpKUenTOYcOnXQDeDCC/nvH/cmg4gqS0rXtHTnPEgGDzUNXT2MrrloLtz4yTfwm8gjGBrouOrLE9Bx0DV4y99foQJ4rjvzZ2pJ3bdt5hQnSkWoysqkc2MWDz5xXP07sXjXLl3XqA8PcV7nPs5rfYGdrS9RlKw7muKg0V25kSObdnFo6wUcaNrFqBEgarnEEzZuGLJlEp0olXU9c9szmxPYtgq0eEyD4gKTj777/JM6FubSIEGcOq5/3Rbu/tELDI6qwTHT0Cnwm7z2/Aru/tELTITj6pjHdGha08A0dAKuxa7u/Zx//Dl2HX+e+oGOOa8/UFzN4aazObRtN69sfhVD3kIiieX7vLgu3PH9Z9jeXC776hpLZMnePLvzZW79+VcIJKKMFZXzjzfdySv+mkUDxNmkvoN9Hp3SQt+MdQs19pFjmxDidPD8wX6eeqmHhqog46E4hutQYEWoHemhbrSX2uFuakd6qBruoXKkh+Lw+KKvOekvZLikOhm0a2CoaiN9VQ10lTUw4S0k7mokbBfbdrCSQTtiQCx17XJyg9u5SuZyqBrShV7sqTi2A7GE2g7D0Lj0nPxIgliVgF4goIIxhmEQi8X4zne+w86dO1fjrU8J/SNTTEXWRzBvMZbtYtk2YBOigI6Knfy+YifG2RoeU8djaGwY7+WMoTYa+1rV1N2BdqpG+zBch6Is03YHS2voqm6mvaqZ1qpmjlc00llci60tbdqu67gy7XYVZJtqlesUrHyUut6YDqgsPVg5uFCwsrR0iRs0K+jnuhLMW0AkZmHqkJiVxWsamgqAJaY4r/1Fzml9ge3HX6J6pGfOawwXlnNo406OnnEeR3ZcSE9BOSFLIxq3cWLZpwIut2Q8GddNJs2igipasgv4mU1l6Sm2n7/nqRO6aM21QYI4tajsZjc5aOHiui5P7+tlKmrhMXV8HgPT0PC5Nk2Dbew8+hzbjzzP5o4DeOyZ5zERj5/D9dtU1urOS+isbGTC1ojEHayEA4nl/7w4jiv76jp1XvuL3PLgHfisOKMllXz1pq9ywFN5UskYHlOnqMBLNG4TS9g5NfaRY5sQ4pSRmqWTuhZI3Q6H4dgx+v79/+P6zlYqh3sI9nZRMdZPaXhs0Zed8gYYKKlmqKSG4fJaBisbGKreSF91I2P+EqaSjdtSJa8cx1Wz/lbge305jIfjc5p5aS786uk2tm4sW/fH/lUJ6GVObysrK5Ng3hIV+Mxl7Ri3FlJZfVGgxVtFS30VWsOFeAwdj6lT4CTYNNLBpoFWGnqPU9vXSt1QZ/qgUjXWT9VYP+cfzpy266G/agNd1c10VDVzvHoTbZVNDAXKsObJVAF1MZttRFaIU0oqeLfKrdPzVYHfxLYdPKaGV4dCN8GOrgNsO/o8W4/vo7HvGIY7M9g35Q1wuO5MjjSdxdEzL2CgbhMTeJi0NGJxCye0OqOMs2ka6LqO6k2gprHbjovH1LGTAcsjnaM89mznCV+05togQZw69jx+lMICD1VlAUxDJ56wmZiIkpgMs8HvUDQxzPYDL7L12AtsbXuFsmTZjRQHjfbKRlo27OToGefQufkcpgqKGLV0pmI29ip8XrweQ/bVdeiC43v5/ENfw2snGC6r4c6b7uSQUb4sr11a6GV4PIZluTk19pFjmxBiXUoF51JBOduermWeup+5RCKqbnZrK7S1QXs7ky1HcI63UjQ+jI7Lmxd4u6jpZaC4hoHiKgZLqxkuq2W4soHhmo2ESquI6yZTjk40mXGXsBxsy4U1OvddqswoweyQgQ7YrsvoZIyv/fuzfOamC9f18X9VAnqO4zA+Pp4O7GXeBihdaubJacZd9nYY64PrqjTXuOUQRmOwsIlnCpswt16J16Pj06EyNs7m/uPU9Ryjrq+N2sFOake6CSSieOwEG/pa2dDXyiUZrxv2F9Jb3Uhv7SY6qpvpqGqitbKZSW8Q23Gpqwyu2d8shFhHXFfVIozF+LNX17Jvz+/YeuR5tra/zOaew/gTM7uLW7rB8apNtDTs4Nims+lt3kk8WMSYazKVcIlN2bju2p/IOC74kh1tdW16Kq4dV9t2uH2UltZhSgp9FBaoaWipi9Z/e/hATlPNcm2QIE4RrosdibKpUMN04kQnwowPjnJuxyHObH+F7R37aRrqmNP8ZbSghAMNOzjQsJPWTWcTq6zFChQw6piE4w7xyaXVwTtZfq8a4JB9df245Oh/8+lffgOPYzFYXsfXbrqTQ/ryXBfEEw5joTgba4u4/nVbcmrsI8c2IcSKywzAzQ7KpepjZwbnrGRmW2aRZ9dVj/f0qIBdR4f6mQze0d2tfjdD0azNiBsehkqq6SuqYqC4iv7iagZLahipqCVSXI4W8KP5AsQNg7BjEHFVY7VExE6WdFn7c96VkOyRAUA0bnPH95/hXVdtXbeNtVYloHf48GEuueSSdBDv4osvTq/TNI2WlpbV2Iy8FYmdmh+WbCxbFaWcAkYJcqRyF57ac/Gausqc0Wzqxnqp7z5CXW8rNYMd1A11UzOuuu0GoyG2dBxgS8eBGa87XFxJb1UjNa/ZDWYLnHMObN8Ofj94PGvzxwohVkciAfH49M94HDo74ckn4emnuebpp7lmYGDOr3WX1tFSv52DDTtob96BU1qOVRBkwjEJJVyiIZvVmkq7FAV+k7HJGI42M1vZNHQc18WyXcYmo0xFLRKWg8fU8Xt1xsNT1FcWLJq1N7tBQjiSYGQiiuOqabxScyqPzf6sxGIQi1EfGcY91MG29v3UH3qRM7sPEkhEZ/xq3PBwtGYz+5NBvKHqjXgLg9iFhYy7njX/zETj6n2zTbcUq+vyQ0/yyf/3f2O4Dn0VDXz9z+7kCMXLUfM8bSIc58Pv2pJzw4uFmr8IIcQJ6++fDtalal2nAnQLdWNzHOjrU0G6zIBdW5vKwEssUpbL44HGRo6apfQXVTFeWcdoWQ0jZbW02l4SGJgeA93rxfUHsD0ephyDKVc1iojHklNmsTlVA3iLSVgO9z9yCGBdBvVWJaB38ODB1XibU1ZNeQFDo1N5P+32ZCQsh4TlJJtwQJe3Fu/WBjw7riSgORQaDr5omNpuNV23eqCDuuFuGkZ7KJtS03YrJoaomBiCY8/D97+jXtjjgS1bYNs22LFDdQE95xxoaFDrTFP9lGmLQuSXWAwmJ9PBCBwHQiF49ll46il4+mk4cmTOr00WlXG4YTv7qs+kpX4bsbJKzMLgzCDe5PoM4qVomhpR9Pumg22g6knpGd2hbUcNoBi6+jk6aWEauU01u/51W/h/9uwjioVlOQyOqcBOVVlAak6tshMu4G/b08HtZKZq+rPiJlu8hcPwxz/CU0/xN4/9Hl9P55yX6SmtZX/DTg407OBIzRZsn59AwAfFRSQMPwOWRiRs4bpr/5mJxGyOdo1jGhqvPX/DWm/Oae2Klt/z8V9/C9116K5s5K4/v4OjTuGSu4wvxlniC2Ye2xabniuEEDmbmoJodP51rgsDAypQ196upsmmbre3q+/phZgmbNgATU1qaW5O33454uWRvV0c6xoj4PdSXhqgoDiI6/dhD8eIujoRVyduQyJhY0VP7+BdNq4LP3n0yLqsqbcqAb315KGHHuKee+7BsixuvvlmbrzxxrXepEVd/7otdPZNMBZa5MN8GnFdNWIaS9iEgEHA0IO0bzwP36bzCGouBVi4sRjBsUGq+9qpHuykfqiLC4xxgh2t6kIlkYCWFrX8/OfTb1BaCmeeqZZt21Qm39lnqy6hqSCfaU7fzrhIFkKsA7GYOjnav386gPfii3NHMgsK4KKL4NJL4dJLufO3/fj8HqZsDSsQJKR5mExoRCYt1nMQL5PrQiyWwHFVR94U23FIzJrdmLDUtFwjWXPRsl3aeifwmKorZIHfnHeq2e4dNXD9Oex5/CgH20ZUZ/MSP0G/Oq2QmlOrI6cC/o7DvpYeHv/v44yPTFLuN7jy7Cp2bCyZDtylOI76PnzqKfjDH+CFF9KfmVSP0LAvyIH67Wpp2MFYsAwAv9+DrzCIFQgy6JqEok6ySdb6Y9ku9//mEE/t6+HPrj1L9tNV9ob9j/Lh33wbHZeOqia+/Wdf4ahbtOTg22J0HUxdX9IAQ+axbbHpuUIIkTPXheHhmcG6VLZdR4cK+C1E16G+fjpYlxG0SyeiZNI09reN8Iu97ZjBQoqaCxm3oM82sMYcdN0mFAE1wXT1Sl/kGy3jhrNOm2ueVgG9/v5+7rrrLvbs2YPX6+U973kPF198MVu2rO9Rt907anjzZZu47zeH1npT1jXbcYnELCIxUDl5Gl6zAE/lGfRUN1OgOfhsi1cqfXzw2jNVmvLBg3D48PTS2qqyFsbG4Jln1JKpoUEF+DIDfc3NKijg8YDXCxUVq//HCyGmPfYY3HUX/P73Kksvk2GoLNxkAI9zz50Oynu9lB01OTocZ9zWiUxZOOugJt6JsJLnZk5GZ2kny/ma44KT0d1X1zQsy2VwLEJJoZf6qqKsWWC7d9Twga/8lqKAiZYxsCE1p1bHnseP4vfpBP1eTF2j3K+DleCPTx5gdzkQi3HgcB//+dtD4DqYhsZAwuGHx3t599Xb2LW5EgYHVQAvOf2c4eGZb2IYcO659O98FXusWtorNhKKOSRsB9PUCRb4oaiYcc3LpKURCeVH8NsFugfCkk262v71X/nob/4JgOPVZ/Ddm2/jqFacbtiznFwHysv9GDpLugjLdXquEELk7K1vhfHxxZ9XVzcz0y4VuNu4UV1nzkfT1GKaqpSUzwc+Hw/+YYihkioMQ2dwKsLIZAxwks3TJBklVy5g6BoeQ1+X57anVUDv6aef5pJLLkk34bjmmmv49a9/zYc//OE13rLFvXxsePEniTmmm24oum4STQRg82aVmnz++Sr9ORpVNQ2iUTh+HA4dUgG+1M/+fvUC3d1qeeyx6TfxetXrnXmmer3PfEYdTIUQa+OGG2YGJZqb4bLLVADv4ouhKFkWWNNUMK+oCIJB8PvptI7TE45yKo1WekxVxDhXLmog2HJgMpxg1yUVC2aBSc2pVZZq5hKPE4iEqDQsCE+ixWPYlkPCtukJJ+CKBgB+9eQxHNvG51GlIwo0h5qug0S/vAeGj6jvudk2bIDLL1fLJZdAURE/uO85BkbChCMJfH4fgWCAiL+QPktnKmpjO/kX/LZtB9PU1uWI+ynpW9+Cv/97AI7UbuF7f3orR41SEvGV2Xd0XSPoN3Fdd11ehAkhTiPh8PTtqqqZGXabNqmfjY2LX0OmgnceTzpwh8+nrkfNmaGdY70higImtu0SidkYhoZtu7gueE2DmGOd1iW9ZjMMDVPXiFvO9OQFTQXzNDSCAc+6PLc9rQJ6AwMDVFVVpe9XV1ezb9++Ndyi3PWPTKFrc9sqi6VxHJeSQp+6Wg0E1JKSKv5dWwuvepUK7qWmI42NqXpbmUG+w4fVwTken562++CDKjjw8Y+v3R8pxOnuzjtVdt7OnSqIV18/c71hqM9pYaE6BmRkloWj6z+zaKn0JZQEMA0N01ABQI+h4/eavHxsGNPMXltPak6tsEhEfR+l6tzF4+l0y4KJEcZDsXSwDlQwtbxk+oJgeCxC49QAZ7Tu54zWl2nsaMGbmFXCo6BABbtf8xoVxGtsnFNKYjycQPf5CZRXETK8TMRhasrCstVnRkv+Z7lroK00ySZdJf/4j2rAE2ip28Z/vPdztHrKicaW75jrMXQsR12IaRp4k58LGWAQQqy5W29VM0QaG9Ugcq5SAbxAYDr7zu+fE7ybT+aAa8JyMHUNHQ3T1GioCtLWO4Fru3n53b3cVDBPlZ8xddVAznFcdE1l5gUDHjyGvi7PbU+rgJ7jODOmBLmuO+P+elZTXsD4ZJTY7AJIYsmyfhC9XrWksnccZzp7r6hITaW96KKZHYm6u2cG+cJheNObVucPEULM7y//Et79btUVLEXX1QlUYaH6mfzSnq2mvOCUvLjXcjhZS/0vaahSJ5rRuEVZcYD+kSmKAjNPFzKDIFJzaoWNjqqGLvO4+uImfvTIIWLYeD068YSDbbu8cWcZ/PrX8OSTfPaR31E8PjTnd/vrmqm57moVwDv//OxTeXQdCgsp376JvW2TxGIObnIqeuoUyjQ0muuKCUcSDI5FsOz8uDIwTV2CPavhy1+GL3xB3X7Na/j+Be+nu6CS8NTyDqC4uGioLGMNKCn0Eo1bMsAghFh7r3sd1CxyXjTf1NnUzyznrQvJHHA1DY2E7aABpYVq0M/QNQxdZ2NNIW29E3nz3b0SdFRsyHXVd0lVqZ9I3Kaxtnjdn9ueVgG92tpa9u7dm74/ODhIdXX1Gm5R7q5/3Ra+9cDzxBNxlvJRk6y+marK/Ll/EHVdZS0UJE/0VaV5taQCfY2NamrSlVeq53i9KoVaLChbcCGXoMNKCwY86a6gsx8XeSb1GU4F8XLoVn3967bw8tG5wY98ZjtOuqhvto9XYYGHSNTC0DVc152RZbfn8aOLTqmVmlNrY9fmSrgafvtfxyk41MI5/Yc4d+AQwbsPpLP4ipPPnQyW0Np8FoebzubIhp285e0XUrO5cv4X1jR1EZHKZDVNLr9U4w+Hn8F2XUxdw0kmsJuGhpGsxZM6To5M5McAZHHQK8GeldbbOx3Mu/JKuOce+n94lPHQ3O/ZE1ES9HDt5Wfw9L5eugdDGIZGRZGXoN9LJKYGJdbrRZgQ4jSn6yp4N3vq7OwGFycoc8A1NGXhRBMUBT0U+E2icYuAT9U/jsYtTEPHcW0cR21WtrrLpxo9WU9Q1zVsx002hfNjGBqN5UHu+NvL1noTF3VaBfQuvfRS/umf/omRkRECgQCPPPIIt99++1pvVk5276jh797zKr7/8H46+ycX/ZBpQE1FAaahiptfeeFGntrXk9PvnqqCfpMPvuO8E3+B1AWO3w8lJeqxREIF9uJx9XOddvRbbU21hbT3zc0oaaotBOCK8xt4/PnuOeuvOF/VfJpv3etepdbt2lzOy8dG5qzftbkcgKpSH4NjsTnrq0p96Tmb5WoAACAASURBVNdZ6PXf9toz+NFvD6uaCRrYLuCqx3PhMSAxz26Q7fFMAa9OJD73AxrwLn1U7rTn96t6JEs8Kdq9oybrPrLacglwa6gTkaICk4lwsrNt8uQk1TFS0zQaa4u49Jw69T3QNzljoKesyJueSlBc6CUUseaMRMqU2nWopweefJJdTz7Jrv/6L5iYmLne44Hdu+GyyzjSfDa/GPAwMhGjvMTPWy5uUsHA2QwDiotVIG9WHZ/dO2p451Vb+cmjR7BsddIbDHhwHBfXdYnG1f5hGBplRX6uvHAjv3q6jamoRTxhp6f0rIeBG4ACn0l9VaEEe1ZaTQ28//1qutiHPwxNTQyHWk745TQNCvwezmgomfFv996rty/XFgshxPLTNPUdm8q683qnf66gzAHXVIOzVMbZB966C1BNgyanEtiOS2HAIJ5wiMXteQeBNUA3NAxN1ZrLZ6ahURjw8ObLNvHYs52YppaX57mnVUCvpqaGj33sY9x0000kEgne+c53cs4556z1ZuVsdgZE6kPZ0TdBNGZhO2oKcVmRjwK/Z87IZOpkZ29LP3fd/xwT4eyjox5Tx2PoaLpGImEv6QOr68kuiSeQtqs67rh4TQNd09CSHWU21haxa3MFT+3rob13umtlLhmIuq7RWFPEzdfuXP6Tdo9nZsBgPVylrAPf/tRVfPjrj84I6jXVFvLtT10FwCdu3A3AEy/2qPoEusZrz6tPP77Qujs++Bo+/y9/mBHU27W5nDs++BoAvveFN/L+2389I6hXVerje194Y07vnfqcPPjEcSIxNXr1tteekX78oW++jes+8eCcv/mhb74NgD3/+Dau//SDM4J3HkM9Diz4uz++8zpu+NxDM4J6Aa/Oj++8bt7/z2IBJ3GC9Ikbd1NfVcie3x0lmizW7jF1cF0SKzwdQdOgstSfHnz4t4cP0D0YwnFnTiUzdA2/z6SsyI+LSzRms7HIj4ZGJDY3IJeSedGbeWJXVhzgA2+dP7AhU2rXiakpePZZ+MMfVFfa48fnPueMM6abWVx4YTrDfCvwiWyvm6rNU1y8aCbre6/eztaNZXP2BWDe/WO+5+7eUTPj/CUWt9Ofs+UyO2ho6OD3edLnE7L/riJdh3vvVY2KklPHsn2PZpP5HS+EEHmprk59R69hua9ssymyBfxS196d/ZO4rrqm3lg9fU29t6U/nWykBuxUxn7CctLnrMvJ59ExTXWOYtvOCZ076LqGx1Dn0I21xYuer+QDzXUlArGYrq4urrrqKh599FE2bNiw1psjxKJknxX5SPZbkY9WdL89eBB+8AN49FF47jmVFZ6puBhe/WrVzOKyy+Y2gFnIAtl44tS2JsfaRGLZppGJ09N6OkdYKCC9WMD6Z199S7phy3ziCXvB9SK/rKf9VpyaTqsMPSGEEEKIvLB3rwrWWRmNA3Qdzj1XZeBddpnqmJdDbcgZv5+ZjXcCRbaFOCESzBMCUN2XFwsICiFEriSgJ4QQQgix3hQVQWmpqrdz2WVqefWrp2u4LoVpqt8rKlrxej1CCCGEEGJ1SEBPCCGEEGK92bYNBgehuxvC4aX/vqapGnpFRWpZw7o9QgghhBBi+UlATwghhBBivVpqIM40p2vj+Xwrs01CCCGEEGLNSUBPCCGEECKf6fp0Np7UxhNCCCGEOC1IQE8IIYQQIt9omqqHV1QEhYVSG08IIU4Bi3W5lS64QohMEtATQgghhMgXhjEdxCsoWOutEUIIsYykC64QYikkoCeEEEIIsZ5pGgQCqjZeMKiCekIIIYQQ4rQmAT0hhBBCiPWqqAgqKqTBhRBCCCGEmEECekIIIYQQ61VR0VpvgRBCCCGEWIekDZoQQgghhBBCCCGEEHlEAnpCCCGEEEIIIYQQQuQRCegJIYQQQgghhBDrXDxhn9R6IcSpRWroCSGEEEIIIYQQ65zXY3DdJx7Muv6hb75tFbdGCLHWJKCXA9tWIx19fX1rvCUi39XW1mKaK/+xk31WLCfZb0W+Wa19FmS/FctHjrUiH51u++2GDRvW9P0XE0/YeD1G1vWxuIXPO/+/VyQaZ3hoYKU2bd2QcwSRj7Ltt5rruu4abE9e2bt3LzfeeONab4Y4BTz66KOrciIg+6xYTrLfinyzWvssyH4rlo8ca0U+kv1W5Bs5RxD5KNt+KwG9HESjUV555RWqqqowjOwjHkIsZrVGhGSfFctJ9luRb1Zz9F32W7Fc5Fgr8pHstyLfyDmCyEeSoSeEEEIIIYQQQgghxClAutwKIYQQQgghhBBCCJFHJKAnhBBCCCGEEEIIIUQekYCeEEIIIYQQQgghhBB5RAJ6QgghhBBCCCGEEELkEQnoCSGEEEIIIYQQQgiRRySgJ4QQQgghhBBCCCFEHpGAnhBCCCGEEEIIIYQQeUQCekIIIYQQQgghhBBC5BEJ6AkhhBBCCCGEEEIIkUckoCeEEEIIIYQQQgghRB6RgJ4QQgghhBBCCCGEEHlEAnpCCCGEEEIIIYQQQuQRCegJIYQQQgghhBBCCJFHJKAnhBBCCCGEEEIIIUQekYCeEEIIIYQQQgghhBB5RAJ6QgghhBBCCCGEEELkEQnoCSGEEEIIIYQQQgiRRySgJ4QQQgghhBBCCCFEHpGAnhBCCCGEEEIIIYQQeUQCejmwLIuuri4sy1rrTREiJ7LPinwk+63IR7Lfinwj+6zIR7Lfinwk+61YaRLQy0FfXx9XXXUVfX19a70pQuRE9lmRj2S/FflI9luRb2SfFflI9luRj2S/FStNAnpCCCGEEEIIIYQQQuQRCegJIYQQQgghhBBCCJFHJKAnhBBCCCGEEEIIIUQekYCeEEIIIYQQQgghhBB5RAJ6QgghhBBCCCGEEELkEQnoCSGEEEIIIYQQQgiRRySgJ4QQQgghhBCnmngcLGutt0IIIU5YPGGf1PpTnbnWGyCEEEIIIYQQYhlNTsLQENTXgymXfEKI/OT1GFz3iQezrn/om29bxa1Zf+ToLoQQQgghhBCnAseB4WEYG1vrLRFCCLHCJKAnhBBCCCGEEPkuFoOBAYhE1H1NW9vtEUIIsaIkoCeEEEIIIYQQ+WxyUgXz7NO7npQQQpxOpCmGEEIIIYQQQuQjx1GBvL4+CeYJIdalhRpXnO5NLU6WZOgJIYQQQgghRL6JxaC/H6LRtd4SIYTIaqHGFqd7U4uTJQE9IYQQQgghhMgnExMwOChZeUIIcRqTgJ4QQgghhBBC5APHUYG8iQlw3bXeGiGEEGtIAnpCCCGEEEIIsd5Fo6penkyxFUIIgTTFEEIIIYQQQoj1bXwcurtzD+aFQvDQQ9Dbu7LbJYQQYs1Ihp4QQgghhBBCrEe2DUNDuU+xdV14+GH42tdUNt9jj8Evf7ny2ymEEGLVSUBPCCGEEEIIIdabaFR1sY3Fcnv+wYPw5S/Ds8+q+34/vO99K7d9Qggh1pQE9IQQQgghhBBiPRkbg+Hh3LrYTkzA3XfDffdNP//qq+Gzn4VLL13Z7RRCCLFmJKAnhBBCCCGEEOuBbasutpOTi0+xdRz4+c/hG99QwT+ATZvgllvg8stB01Z+e4UQQqwZCegJIYQQQgghxFpbyhTbV16B22+HF19U9wsK4IMfhJtvBq93ZbdTCCHEuiABPSGEEEIIIYRYS2NjqvmF4yz8vNFRuOsu+PGPpzP43vIW+PSnoaZm5bdTCCGWUTxh4/UYa70ZeUsCekIIIYQQQiyVbauMqmBwrbdE5DPLUlNsQ6GFp9jatgri/Z//o4J/AGeeCV/4Alx00epsqxBCLDOvx+C6TzyYdf1D33zbKm5N/pGAnhBCCCGEEEvhumpqZEHBWm+JyGdTUzAwAPH4ws974QU1vXb/fnW/qAg++lHVwdaUyzkhhDhdyTeAEEIIIYQQS9HdDd/6FtTXw8c+ttZbI/KN68LIiFoWysobGlINL/7zP6cfu/56+MQnoLJy5bdTCCHEuiYBPSGEEEIIIXLV1wd/+7fwy1+Czwcf+pA0IRC5i8fVFNtwOPtzEgm47z64+241FRfgrLPU9Nrzz8/9vXRdOt0KIcQpTAJ6QgghhBBC5GJwEP76r1UwD+Dv/k6CeSJ3k5NqH7Ks7M/54x/hy1+Gw4fV/dJSlQX6rneBkWPheMOA4mIoKZH9UwghTmES0BNCCCGEEGIxo6PwF38Bv/iFuv9XfwWf/ezabpPID44Dw8OqmUW2Kbb9/fC1r8HDD6v7mgY33KCCeWVlub2PYaggXkkJeDzLs+1CCCHWLX2tN+BkhUIh3vKWt9DV1QXA008/zXXXXcfVV1/NXXfdlX5eS0sL119/Pddccw3/8A//gLXQyJgQQgghhBAp4+Pw/vdPB/P+4i/g4x+X6YxicbGYqrk4Ojp/MC8eh+9+F974xulg3nnnwc9+Bl/6Um7BPMOAigpoalK19SSYJ4QQp4W8ztB76aWXuOWWW2hrawMgGo3y+c9//v9n773DJLnKe//PqaqOk9POzOYo7Wq12hVaAQIjRLCQEUJ4L2YtiSCDTTDg6/sYgy/hAgYBNsL8hIMMxiBhxCrAwgqJoLgISSis0q6k2Zwm9uSZjtUVzu+P09XTM9OTZyes6vM8Pd19uru6evr0qVPf877fl//5n/+hsbGRj3zkI/zud7/jjW98I3//93/PV7/6VbZt28ZnP/tZ7rzzTq699tr5/QCvUPY1xdi99yix3hT11VF2XLae7Zvq53u3fHxmDb+P+ywG/H7qczZxRvtzMqnEvF/8Qt3/0IfgU59SIoqfznjGWdRj1eCgSrF1nOKPP/qoql6bO5ehpkb1rXe9S/nfTYRhqGi8ysrJp+P6zJhF3Sd9fHzOKha1oHfnnXfyxS9+kU9/+tMA7N+/n1WrVrFixQoArrrqKn7zm9+wfv16MpkM27ZtA2DHjh185zvfWZSC3mI/gOxrivHd3fsxDEFZxKBvMM13d++HHRcsqs/h4zMWM+3ji/037jOahfid+mOxz2Kn8HcVCekMJrKURIzZ78/pNFx/Pezere7/xV/A3/+9ElIaGiAanfFn8Rl7nFy0Y5XjqAq1g4PFo/JaWuAb34D771f3dR3e+174xCeU991EGIYS8SoqfCFvjtnXFOM7dzxHKmNjOy4DcZPv3PEcf7PzwoXdJ318fM5KFrWgd8MNNwy739nZSV1dXf7+kiVLiMVio9rr6uqIxWJztp+zxdkgFOzeexTDEISDquuFgwYZbHbvPeofBM8yFkJ/mw9m0scX7YmLz5iM9Z0euXgFB471zNvvwx+LfRYzI39XLZ0JbEcSDhkIofp1n2ly423PUBIJTP83ZppKzPvpT9X966+Hz3xGpTM2NkIkMtsf7RXJeMe+qYxVC2bekclAZ6e6HolpqvTa731P3QZ49avh85+Hc8+deNvB4JBH3mQi+HxmnVvvfZnBZBYEuFJiWg6m5fCfu1/g+5+7fL53z8fH5xXGohb0RuK6LqLAy0RKiRBizPbFxq33vkxf3MRxJQFDo7IshGEIdu89CjDuJOZMCQX7mmLccu9LtHUlAVhWV8oHrjxvzG3GelOURYZ3u1BAp7M3Ne198Fl4TKa/LZiJ9zTYdd9B9jxynLRpEwkZXH3pWq65fCMwsz6+e+9RLMdlIGlj2S4BQyMaNnyRZYEwnT6rvlNn2Heq64K7HjxCfXVkUuOx977NHXEsx8XQBSsbymf0m/HHYp/FzEiRx3Ykjitp706Oem42a+M47tTnPJalBLw771T3P/ABVQAjFFJiXig0S5/GZ7xj32THql33HeT2+w/huup+70CGmzqe5e2vXzO3iycDAyoyb2SKrZTw0EPwta+p6DyAJUtUn3r72yf2YgwGVUReebkv5M0zrV0JJBJ3xFcc602z676D+fngWBSbS8D453E+Pj4+Y3FWCXoNDQ10dXXl73d1dbFkyZJR7d3d3SxZsmQ+dnHa7GuKcToWRxOgawLbcenqS1NbGeZ0x+CE4slkVjjHS3cYq/2m259lMJnFzWUTnGwf5MbbnuFT111U9EBUXx2lbzCd3w8A03JYUu2nrJxNTNTfznQk2kzFwvFev+u+g9xx/2EQYGiQydrqPnDN5Rsn7OPjbbu5I048lUXTBLoGtuPSHzdxnDEq4vnMGdPts6c7BkmmLQQCTQhsW5I21VlAZ28ay1Znn7oGt9z7UtGIk+/u3o/luMRTKiJAAG1d8RlFaEdDBqbl+GOxz6LC68cvHuvGkz+EAMcd+zWWI+kbzFBVHp784ohtq9Ta229X99/3Pvi//1dF5DU0+L55s8i+phhNJ3qwHYkQoAuwHeiPm6QzNkIT9PSnCQZ0KstClISNUWPVvqYYdxSIeZA7fiay3PHAYRpromc+6t22lVdeIjE6xfbkSbjhBnjkEXU/EFAC8V//NZSUjL/dUGhIyFuEwQhnE9744x23i/GT3x7ijgcOownB0roSrr9y84QBFjfd/ixCiDNjGeDj43PWc1Yt8WzdupUTJ05w6tQpHMfhnnvu4dJLL2XZsmWEQiGeeeYZAPbs2cOll146z3s7NXbvPUpAFwgE5E4MhYC+QRPbkXnxxEs1KYzcAxWNEQroJNMWrV0JTrYP0t2f4XTHIDB0gOkbTA87mOy672DRdu+glkhbuJLcXimSaYtb73256OfYcdl6bFvSF8/Q0pngRNsgnb1ptqyrObP/QJ85xetvhRSuqBcKfsX67L6mGJ+9+TE+dMP9fPbmx9jXNPkU+bH68mS3MdHr9zxyPCfmaQihYWgaiFw7Q308k7WRUl3btmTHZevzviuHT/XR05/m8Kk+vnPHc/ltW44LAjQx9DtH5Np95pXCPpsyHXoGTLr609x42zPj9i3bkUhA0wRCCDRt6IQsa7tIQAK2C6fb48O2ta8pxo23PUNXf5q+QROJVP0OQSpjjxrnx6JYn+6PZ0im7aL91MdnIeL147auBFKCm7tMZnh0JQwmzMlFoDqOEvNuu03df+974XOfU155S5f6Yt4s4n2n3qKVlGoslK7ElZK0aRMOaggBWduhszdFR2+Kzt40zR1xPnnjw3zixof42i1PjdkPHEeOOz+eFVIpFXUXjw8X81Ip+Pa34R3vGBLz/uiPYM8e5cM4npgXCinxeOVKlV7ri3nzSuFxVJvgq3AcCVLSEktw0+3PDjuuF5v/pk2bVMY+I3NiHx+fs5+zKkIvFArxjW98g09+8pOYpskb3/hGrrjiCgBuvPFGPv/5z5NIJNi8eTPvf//753lvp0ZzRxzXlViOBAcMXUl7tiuJhIwxxRNPeOsbzNDbnzuxFEoosBwXJyPz6YMZ0x62AprBZs8jx6kqCxaNtIr1prC9yCExdCWlCkcvxvZN9Ry5eAV3PXgE23YRQp3w/vTBIwAThqn7LA4milKL9abQBLR2JfPpNRWlwXyfnUn0XrEUx6mkrU4UXZg2bYwRSyG6gLRpA6qPe74/nb0plhRE4X3yxocZSJhKxJHgSgcr4XDrvS+zfVM9hi5Aqv9VftuaUO0+84qX9pXM2HT1pVUkiQYZ0873TxidMhPQNTJS+exognw0M+SGzdxXK6W6vXvvUY409/Gzh45gWuoMNf86CQ4umiawbHfGqdyl0QDlJaFR/dTHZyHijc0DSRtdF1OOXLYcSca0xn+SlKqC7Y9/rO5fd53yNistVeKKX3xgVvG+U00TOK5Uc0jAyQ2UQuREvoLvOpGyqKkI47ouJ9sHJ/U+J9sHlVVNaYho2Jg9awEpobdXXQqFPCnhN79RRS86OlTbsmUqyvOtbx1bnBNCCXlVVarP+SLegsHrq46Ts20qVuikAE3TwJUk0vYwL8/mjjg1FcPT9R1XIkdsr/A8biH68Pr4+CwczgpB76GHHsrfvuSSS7j77rtHPWfjxo381DM1XmTsa4qRyli4qBQ/Jze5MXSN5fUllJeE8uJJMm3RnzDJWspn6Tt3PEdJxKCmPERHbxoAkRMHBIJQUOeuB4/gujKf4tfVl4aqCNGQTtq0aagebvrsHWTqq6OjJ0WTmF8fONZDeUmAgUQWgYo0dKTkrgePsGFFlX9AOgvYcdl6vrt7PxlsQgEd03KGRf9EQwanOwbzwpbjupi9Nisbymds1l8sxXEgkcV2Jjfxn8ivJxIyyGRtjIJ5tiNVu8f2TfVF97W5Mz4U0Zo7c3Fz7QBVZWEGE9n8SYwQ4LqSqrLwpPbd58zhidT9cRORi6J0XQgGBIYhuOXelzBNZ9Sku6IsiK6riDpPTLMdFynVcOktgpC7ful4Dy8d6x4m/BXedqRESEHA0CadIjteKve/ferNs/p/8vE5U3hjs2W7GJrAdeVE59SjGEhaY3tcSQl/+Zdw663q/jXXwBe+oFId6+t937IzgPedBgM6WdvBdWV+HimEuvQOqsIRntgHatErmZpAnC1AE4Ks7dLek0IA0UiAfU2xmc03s1lV+CI1Yh589Ch85SvwxBPqfjAIH/6w6ltjFVHxhbwFj9dX2waSaELgTHDC40qJRKoofVPSUB2hbzBNKmOh64KqsiFRT9cK85wU3vG92Jy4z8xMyYfXx8fn7MafnSwCdu89SllJICcCaAR0LecZ4zIQzzKYNEmmbfriGbr602Rz3g62I+mLm7R3pxhIWvkQccdxMXSNuqoItu3iupJgQENKgXQljuvS0Z2kpTORP2ksxDvI7LhsPXquB0lJ/gRVE7C0buw0glhvimTaVoJLLg3Nm5zPehqEz7ywfVM9H9lxAVXlERJpm6ryCB8pmGikMipVu1DIcKVqnyhddyKKpThKhq/wj0d9dXTMPg9w9aVrcZ2hqmam5eA6kqsvXTvhtt2cMuMJmXJUu0TTBIamETRUOq/af99Db77xUqmzloNAKjEBSWVpiFBAp60rWTSNXCAI6Bo1FSFWNZRSUxEioGvDxs5CXFcOE/BGoqJVXMysM2m7Aj+V2+dswBubNS2Xrj7NYdGzRxiGlEp0+cEP1P2dO+H//T/lXdbQ4It5ZwjvO60sCyEQGLpGQBcEAxqGruXTaMUIvSORsqZ0VLRdOZTWm9veVKw4RpFIqBTbQjEvkVAReVdfPSTmvelN8KtfwSc/WVzME2LIl3HlSigr88W8BYrXV61cdtFEWLabn3c6ruRY6yBtXUmEBoPJ7DC7i0jIIBo2ilpgFJsTJ9M2rjsHqeQ+Pj6LAn+GsgiI9aaoLA1RVxnBMEQ+ukMANRUhHMdFSkkybSMlBA2d8pJgPmXBlTL/Gl0T6LrGsroSSsJGPmKksjSE47rYuRVvTwAxNDGuz1J1xfDIIUPXKC8Jcv2Vm8f8PPXV0VEHRFdCwND8CotnIcUm3X1xE00MzVtVxJNqn0hQm4iArqnIN6lyFN1chw7okxvuxvPAG+szTfbEYqw5oNeeNh3qKsMYhsCVyhuzrjJMxnTGeKXPXOGJ1OGQgeOS+24ilEQC+f5aTIhOm/Yocfvdb9lAOBSY9r54/S0Y1Hno6eYJT0o9iwY3l9bj5lLb/FRun8XEjsvWk0zb2DMQ80D5/A77zUgJH/sYfP/76v7OnfDlL0NNjYrM8wWWM4Z3vNU1qK0Mq8hnCQ21Jbz7LRvyz/MWjaeKJqA0GsgvmnlkTAfLcacugEipKti2t6siGF7bnj1wxRXwwx+q9pUr4Xvfg//8T1ixYvR2hFCejI2N6vGysql/OJ85xeurIPKBE1PFlWBmXQRy2Jzgf//5q/ibnRcWXQQvNif2zt0K8avU+/i8cjkrUm7PdrxUr5JIgJJIgNauBFnbJWjoCKH8HBKpLN7xJZO1835eoOYamhAIjZxHieRYywB4aX2OSyY7PHhcCFhSHUXXQNe1vM9SOKRj6IL/7/ZnSWVsQkGdgC6Utx9KYPzojq3jVsfdcdl6Dp3sxXbd/CRNAJGSgF9h8SxhMj54uiaUx0gON1eebqJ0XW/7Y1WKXdFQxqn2ARIpG0tKNCEojRqsaBiaMHu+kWlTrYxefenafArWeB54oKI7NG3oBMNLC9rzyPH8Nr512z4eeb4N11URd5duW8rfXbc9F/E6eiLoTczqq6O0dcWHPWY5Lkvr/Mn+QmD7pno+dd1FuaqzDn1xk1hvKj92Hm8dRNMEwYBOJKSrVXSpIo8L+9C+phjmRF5e46BroAmNjGkTCmgTpqOvbCinrSs+LO03Gg5MqV/NtHK0j89M2b6pnvLSIKmMhe3I/KLldPjOHc/xNzsvZPvGJfCJT8B3v6seeM97lJhXW6sEPZ8zine8/c/dLxDL2cKAitbfsKKKUKD4MXOyuFJF8xUiBLjSpW8wQ1/c5LM3Pza58cyyIBYbHpXX1KTSa3NF94hE4KMfhQ9+sHjxFE/Iq6ycuLqtz4LC8wC//b5DM96W7cLXPvb6ou/hHWtv3r2f+uooW9bV8NDTzWSwVebVoKnO5RyXZMamJKxO5Rd1lfpMRvmTBqa/0Onj80rGF/QWASMFjmxuclNZFiKZVimKhfPaYquYsiC/TxQYrMNQau7w50NXXyr3fJGPuPNEmnTuxNAr3W7oKq3R8zqZSNB53QWN7H22Nf9+QlMh5H6127ODiXzwltaV0BJLgCvzfnGuhOVLSvKTppGCW6EYMl7f2rKuhpeP9yA0CAqBI4f3rV33HeSO+w/nKtUqAfyO+w8DQ0VZjjT3cbx1gLRpk0hbHGnuG5Yu7InQAnLRgKodlJhX2LddV+bv62OURvPavX1HqEIbWdslG8/yttf6v4uFhCslPQNDY2ahP7bjyvyiiiZgSVVkWB8FuOn2Z5nmAn/uPUBoypg7mbZHrcqPFN+2rKuhqzdFTYUxpkg+HjMtVOPjMx2Kichp02H5klJ6B81R85apMJjM8qN7XmL7zTfAf/yHanz3u+Ef/1FF5VVWztKn8JmII819yru5gK6+DP/4/SfQzkAUcWG0X0BncuNZPA5dXUNReQMDcNNNsGsX5BYjueIK+MxnVCXkkQihqqd3hAAAIABJREFUBLzKSiXo+SxKHt/fPqlIUd3z+BzjcdeVRYXkYsfah55u5s0Xr+Dx/e20dccJ6ILK0gDxlDr211VFMHSx+KrUZzJKHE8klB9lQ4Mv6Pn4TBNf0FsEjIwYCocMwkGdkrBBa1diXL8lUKKDMmdVwlvA0LBtFTnkSpkX5UZiOxJNg4Cm8d3d+5FI+uNZLNsZ9Z5ekY5CH7yRgk5HIslXfvBk/jUBAxxnSFyMRHQOHOvhmkn+X/yIkYVLrDdFNmvT1pXKVfcUlJcEsGzVca6/cjNfv+XJYWkLQUMJx/uaYjz0dDNVZUEaqiOYlsNDTzfnC6ZMJBYeONZDZVkwH40UzFX09PrWnkeO5yM7CpMYvAi7iQQ/IYQSyAvPM6QSvoFhYl4he59tJRQsXiHRs/dT+x4ac9995hdvsj2QMAnoIm9RUDhrLyxyoesapVEVpeH10Xgyy0AiO+198Izh7dzAaTlQHxrqV/uaYnznjudIZWxsx2UgbtISi/Mnr1vNgWM906poO9NCNT4+U2VfU4ybbn+WtGnjuJKe/jQHjnYD0DkL25fS5Z0//1f4wy9Uw44dcMMN6qSyvHwW3sFnsvzsoSNF57ESplzJeKq4LnkLhZHj2b6mGL99/Diyp4cyK8WbX7WcLWuq4Wc/g299C/r61BPXrVPFUy65ZPQbCKHSaSsrIewXt1rsNHfGJ2Wx4p1zjYUmlJB80+3PUlkWJmXa1FdHiSezRY+1B471UFYSZGltNP9YJGTRO5ihZyDDxtXVi+McqFDEM83p5dH7+PiMwhf0FgmFVTO9k8pM1p5UKoIEdE3DdR1KI6q6rASEO3bEkIfrQnV1mKxl0zNg5iPximE7LuGg8nCQMKxSaE9/mkRKrWwGDUHWlriuOqgFDQ0plafJ6Y7JVSL1y7gvcKSkv0C0cHP3l1Qp4eFIc9+oIhW2IznS3MeBYz3jigcTVaH1PCcLK8NKKfOPJ9PFUx299okEv3BAJ2Xao+Yh4UBxsW74Z1S/V+H9yftVuvl9dxwHM2vjSpWGHAoI3xdlgeAJWyPT/Qq7gndb11QBotauhKrKqWv0DmRIzdAPsdj429KZ4L1f/DUrG8rp7E0ymFQVbQ1dLdoMJrM8vr+df/3Um6b1nhP95nx8Zptb7n2JeMrKVZMev1DMlJGSjz7+I976RIGY941vqMgqPw1yztjXFFPVwWeQUjsTlO2HoD9usrQ2Omw829cUY/dvXqQiPYCTSNKbdXj0R79h3bM/I3r4ZfWkkhKVrv3e945Or9U0Va3WF/LOKiYrME+kU0VCBo4jiaesXNRxCX2Dadq6UyypGl48xTvWjjyvKokEiIYNEmm7aPrugsE0IZn0RTwfnzOIL+gtUkIhVVVxpNHvWGQt5ZFXKLKoaokTv769Ozn0GsYfi4MBLe/h0DeYzosyA8mh983aQxtwpUor9FLW4imLD91wfz5N7MCxHg6d7Mm/xvMj6xk0/TLuC5ixUqG89j2PHB91guZK1V4SCYwb3VdfHeVocy9pc+gkIBLSWL+iOv/4aL8wY9J+YRMJfiVRg1SBR6VHSXTi4VQTAserWSuHt4OKGulPDL2/K6E/YVFXNbFY6HNmKIwE7h1IT1pc8Koz2rbqw5bjnpFoE29Nxsw69A2mifWmcwU5xbBKoM2dQ96MU41u9nxcvfEW5tCvx3FyVXP8Gl6vJNq61LzD89qdNaTkw0/8mD954ucA9L3lCnZdfA2t95xCRDp51xv9RcC5wIvA7J9BtPJU8aKbAXRdVZMHlaUycjz7w2MHCXa209abIpwY4Opn7+a1Bx9D87Zw1VXw6U/DkiXD30TTVIRnRQWEQmfkc/jZKYsftcitisM5rrI96o9ncaWkoydFdXmI6nIlBBf2zekch2ezv0x6W34kno/PnOILeosEbyWzORbP23VMhdkaSic6IU2bDjsuW8+R5j7uevAIrisJGNqEJ8DeWC9dSVnEoK0rzsvHe1RFxoLXen5kqiqqMp+vLAtREjaGlXEHPy1sPhkrjdtrH080Kwkb40b3Id1hYh6g7kvVtmVdDS8d6873G9txMLMOb3vt6hl8oiF6+jPjto9l4h0KaFhO8f+Lk/tR9w8WF0LHavc5c+xrinHrvS9zOqY8ayIhY1ILICMZ6zufDXRNqEhBR+I4Dm25xRfXHSoy4y2WOI7MV/b0ops1JIdP9fKVHzzJyvoyPnDleUXHyskUqplVMhlIp9UJQSajIqcikYlf53PWYDuzLOQBSMlfPnEbV/3hZwA8veG13P/a95OJVpNyBJkBfxFwrrjl3pfmVMwDtSDs5Cp8q7msi0BlsOTHM9eFri7aXjzO4ECKSw//nqv23U00qzz+WquX8/urP8j+itXUPNDM5a/R2LKudkjIq6wsXgxjlvD9TOePiarJT4Ws5eaLZ0sp8/7jHr2DJgMJE1BRpJdeuJwNK6qmfByezf4y4bYymaFIvGx2lIh34Fg39z15ip6BDDUVYS5/zSr123FdaGlRv53S0intk4+Pj8IX9BYB3kpmPGVNS8ybSwI5A+NfPXYC6bq4LmSyk08xk8DxtsEJJ/JSVY7HdlxlplwV8cu4LyAKiwSMbJ8IL5pzhEVdvv3F471FX+e1P76/vWj03+P72/NFL2bCWOK01z7e42P9fr12awzBaKx2nzODN3Hti6sVdNdV0c1j9ev5YmSVz2L9y9tfQ2OYv6njSLoHMggEmlCR2GNN9Ceq/DxjbFsJeJ6IZ1lDOz6ZQcPnrGLXfQfPiJj3wSdu4+o//BSAfRtezZ4//ThiST1JR80b/EXAuaOlMzHn7+nkinAZOWHPcSSaUMW4rr/yPC5aU6GEhUyGxpNN/PXvd7GitwWAVDDK3RdeySMb30BddRklAY3BhMmeR05g1FSzadvqMyrkefh+pvOHd/ycDRxX9b2CeoVFngPhoEZJxMj7SH9kisfh2ewvhdsSAipLQxiOxZOPvsz2EnPcSLwDx7q5475D6LqgNAilRw/S/PAeVmVbKW86oIrMvPa18Ic/TGmffHx8FL6gtwjYvfdormKiStdbyAhNK/C+0dA0JepNZa8nO5F3XFWYQABdvSo9M2s5tHYl81F7i7qM+yImEtRImaPVhUhw4rQ5y3aViDIsJXUoum+s/uG1n44V92Ecq322mSg60Wfh401cHVfmfEbFcEPFRYYmoLYykvfh0QR09qZxpUQIia5pOK4sagzvUejjOmOkHB2FN5bavZAUVJ85Yc8jx2d3g1LygSd38ac5Me+ptdv56VUfJ1leS8AWwzRjfxFwbpisXcxsI+XQQojIDe01FWHCZgpaE9DeDjfeyN/s2aP2E8Efzn0dd190NQOhEgSqj4QiIaIN5XSLILue7+UfXz3zxcLJ4PuZzh+xWf4fT+YnIIRgIGGhaza33vsy//qpN03pODyb/aWrL01tRYgS4RJ1s4h4H3Y6TXvchDcuG/uF2Swv3nUflx15kTWth1neeoRQtkimy5o1U94nHx+PrOUQHMfLfKLHFzu+oLcIiPWmcqs5Cz9SwbIcTrUrr6a5EB8LU4BLowEypk3WdujsTVFZFiKga4urjPtZgiOL99Wx2gsJGBrmiKhOV6qU1ckwURScj89EeJPggKFhO27ep24xa0vdAxl0TVXmLRw3lZeqSv+xHXnmTgwtaygKL5lU3ngj/6FSqgiZF16A559XlyNH4Prr4eabz8x++SwIPG+m0x2DY1oyTAspef8Tu3j3H+4E4Ok1F3HXn/4NXSXVDA5alDsMK6DkLwLODflq8fOEK1XhoopogOhANz/7URPV8edp3PUDNT4Bp+vXcNclOzlesxJD19Bsh9LyKOHGOuKBKHFLYtsuia4hn+kz7W83r36mr3Dqq6NzLpymTRsB2A6cbB/k3f/wSyKhACsayob1rcJ+Fw0ZSCRp0yGZtnAcZ+ZjXCbDhbUa8Y4ONMcmk7Xz26oqH1H0JZ1Wx+6nn1aXF17gGnO0bUx/RS0nlm7gwuuuhFe/WkXo+fhMk2BA56q/2zPm47/81tVzuDdzz4IS9H7zm9/Q1NTERz/6UR588EHe8Y53zPcuLQiiIYMuV2IvgrPJ7DxGIWVMm7JokEzWJmu5ZLIOn7hum5+GMA+MFOQmai8kHBgt6Hnts4GmiaLRAdoEFZ89ZpJO7LM48E6aIiGdvkF7gcdFT4wrwXXkuB6AUqoV+BX1kyseM/Gbumpi7/nqZLOjVfVkEl58UQl4zz2nrnt6Rm+rpWV29slnQeKluFuOM7tiHvDeJ+7gz3Ji3r41F3HXu/8PHeFKBhI2JdEA8aRFJGTMjTekT56ALjDnK0oPMHRBfUSjNNlHeN8+3vf47TT2d6gnVFbS8v6P8F9iA5qhszSooRkG/VoYq6ScNgI4GTWWFYojc+FvN+d+pj55dly2ngNHu+f8fQt/JablYjtZ2roSfHf3fo5cvILH97cP8/rt6Vd+j3WVYcJBnf5cMbrK0tDk+4uUQxH0iQRYFm9YEeaOpgS6LggGNLKWKvR1xfk18LvfKfFu3z44cEDZaIygq6qBlpUbOb1yI83Lz6ErWkV5aYgL/+wi9QR/Eu3jM20WjKD3ve99j8cee4yOjg6uv/56/u3f/o1Tp07x8Y9/fL53bV7Z1xSjP56ZvaoWZzF2rgR8XVWEaEgnkbZ9MW+BMp4oljKdYdXoQKVVp8zZyXnUxxD09EkKepoQOEV2fjFE0PpMjh2Xrec7dzzHYDKL0PL1Vkalgp+NyDEONpOKPDHNoZOAdFoJeN5vxXXhxImh6LsXXoDDh4uHzkajsGULbNsGF14IO3fO8qf0WUjs3nsUy3HpG1RVHmeL6/5wOzv/cDsAz6x5FXf82d/RGignnrTRBNi2SzQcoKo8cma8IX3GRNc0YH4WgMNBg0bDovLEQd756B1cdOJZAFwhOH3Z27n34qtpzRpEQjrhSAgzWoqoqeJVK6p54KlmDNcqKqbNhb/dGfcz9Vn4CEhlbHRdsOu3h/JHbFsor19NA11oDCSzLKtTRSYyWYdE2h6/v7iuOnZ7It6IKPot62rhcvj9wweoePEAG7uOc17PcSLfOTL6OC4EnHMOXHwxXHwxTbVrue3prlFi4OWvWXWG/kk+Pq8sFoygd++993LXXXfxnve8h6qqKu6880527tz5ihf0du89Smk0gAD65rgimIdAjc2zeSIrgEBuUJ9NbMeloyeJJgThkMG+ppg/0VmATOSDp+siN+FXOLOYL2uPUXV0rPaRjCxEMFG7z+Jj+6Z6ykuDpDIWjguhkEZlaQhdF7R0JifewCLCE9dV5XBojiX47M2PjUrnGRl58sNfvoiBZNuK0qE02sJiFgMDsH//kIC3f79qK8a6dUq827pVXa9fD7o+tIOh0Bz8J3zmi+aOOPHU7Ip51zxxB3+eE/OeXfMqbn/Pp2jWykmmVeSIK9VJrp6z5fDnCXOLmOQC2qy+p4DqaID6dB+ve+Aurnju14RsNa8+Vr+OOy95Dy21K6lzg9TURLGipXTKEH/+9s1clOsfrlQej2nTJhIyuPrStfm+Mxt+ZZNZOJlVP1OfSTObRTHGQtMgaOjjFhN0XUnGHJ054FlpSAlCG/JtriwNkkjbfP9zfzx6Y15BqmRSXQoX4TxisXz67JZ9+9hytMj/QdfhvPPyAh4XXQQVFfmHNwE7q6q578lT9A5kqC6scuvj4zNjFoygZxgGwYIKUeXl5RjGgtm9eSPWm0JDEp/lNJTxCAU0zAKhTaLSEYUzVuzG1JGo1fEzgaoaJQkH9VlPd/CZHDNJS11WV8qp9kEc18kLDUhY1Ti5VEBdU9XBirXDxGKijw9A2nRYvqSUlOnQHzfp6s/gLjAjxpGRrNPB0LV8xKoLBA1tVKrY7r1HCQU1yktCRHGIhFzseJzH7n6MbTsuUCcFR44M9747PkZhg4oKJdwVXsrLZ/gpfBYzluOqAlezVEX6PU/exbWP7wLguTUXsmvnZzglSkibo9PAhMCfJ8wDljX6uziTBAyNhohg+wsP8o6Hf8ySgU4ABiLl/OLiHTy1/mI0XSMSjVC+ain9WoikJUllLH629ygXbapnX1OMh55upqosSEN1BNNy8tVHt2+qn7G/3Vyk7PpMn+aO+Bl/D9dlXDEPJh4jpVSXgKEmvaP6oG0r8S6RGIqkL3xxS8uQ/92+fXD69Og3CQbhggtg+3Yl4G3bBqWl4+7XlnW1voDn43OGWDCKWWNjI3v37kUIQTab5b//+79ZtmycqjnzQTKp/IACgaHogTNMfXWUw6d657QimFkkas4Zx3tpupzJj6RpgqqyEJns7KY7+EyOipIg/UUiSitKgkWePZzXXdDIqfbB/KRFqmLGvO6Cxkm991j9arL9LWBoRSvSepMjn1cG9dVR2roS9MdNXCkXpOA7G7ukCQGaJFc0nKqyEOGggYnNPY8eZ/s5tRjpJGuDLqK/H9vMovf3sqL1KEtOH4GfdyvPnFSRKBRdV2k3XuTd1q2qkp2fnu6TY9d9B2fVN+/PnryL9z12GwDPr97Gj6/5v5xyI5hFxDxQc5vxqjv7nBnm0m65JGxw/sAprr7ze2w5+QIAjtD43flv4t5tb0eWlrGsvoJuGaJPDyHtIG7OZ6Ewwm6ilNqZ+tvNRcquz/TxCkEsNIot7LlSUlGizoE0BO+5bC0MDioRL5UaEvGkVItvhQJeR8foN4lElP2FJ+Bt3TrzyHmRW8UJBJRA6Afx+PhMmwXz6/nCF77Apz/9aQ4dOsS2bdvYunUr3/rWt+Z7t4bz0kvqWteHBiDvYhhqcNNm96R/x2Xr+fL3n5jVbS40QgEloMymwGc7ktOxOK4rifWm/dTbOSYwRgGLsdoLeXx/+6jJicy1X3P5xglfP9MIPDGGr89Y7T5nJzsuW88NP3zyrE2lFsAbX7WME+2D+crkJWGDkrBBbUgQNiSZWDscOsTGw/uoPPwyK2PHWdZ2jKr+zuIbra0dEu+2bYPNm6GkZJo7mBP9dN0XAM9Sdt13kDvuPzxr23v3Uz/l/Tkx74U12/jRtZ/jlBUia4+OeDE0ga4LLNudclqkz8yZi0VqTUBD0OF/7f0Rb3rybgKOEmSOr9zEb9/6Xtorl7KkogStppqYpdPcEackKoalfhdGN02UUjtTf7vZSNn1OXMUG0cWAiN/SUuqIlSUBcFxWV1h8NZN1ZwXSEJHXPniHT4MTz0FzzyjRLze3tEbLS+HV71qKIX2vPPUee90KBTuQiF17V3OwHmzj88rkQUj6B04cIBbb72VdDqN4ziUThC6Oy/s3KlOLpYvh5Urh669y4oVKuS4cMDyBL9pDljbN9UTDo7vp7DYMS1X2SSNSPUNGJoqQOA401rNzVouhi7QhPDTFuaY/ni2aGGL/vjEPpCnY4NTap9txlqE9drHSnP0JYezi+2b6nGlnJW01oWGEFBdHuJkxyBCwtKKIFEsAtkU5S8fZkP3cZa1HGF15wn4ykmuzY7+3dqaTnb9uURfc9GQgLds2dTFN2+yr2nq2BkMDp/wBwK+oHcWsq8pxu33H541Yed/PbWbDzz6YwD2r9nGD679PKezwaLeqAFdU9XOpSRgaFNKi/RZHIQCGpefeJx3//q/qI6rytl9JVU8/MfXcei8V+MEQuy8eju7n+3kdEecuuowO968gYeebiaTHYqwS6ZtdN3kQzfcTzJtkcpkcRyJZbsEDI1o2GBp3ZAdyEz87WaasutzZtE1bV5tNyIhg8qyEP1xE9Oyka7yyvNSbMMhnevesp53bW9UGWWplCpU9dJL8PNc9N0zz0B8dOpwKlrO8aUb6Fy/mRVXvokNb3nN1DPRRkbcneGAFx8fnyEWjKD37W9/m7e+9a1EIpH53pXxMU04dkxdRiIENDQoYa9Q6Fu1Spl+19UNDXDegDeJE5Vw0MDMOgv+pHIm/jdSjk719dIeNW3625YSqivC6Bp+2sIc4rhu0Si7yRS3GOspC8W+LBox8sbqw9unuXrps2DRNQ0nl3q1EFNup0PI0AgFdaLSJtrTz8b2wyw/fZDaEwdZHTtBVaq/6OuydfWcWLKGYzWr6F+/iQveeSkyGOK+J0/R05yhZjDG5a8Jj+2RU2yyXyja+ek2rwj2NcW49d6X8xH0s8Gf7vsF1z/6IwBeXL2V71/3BU5njDGPN650cV0BEqIlxpTSIn0WPuemO/irn9/MuSdUeq2lGTxw/pt5+NVX0rhuBW6khLgW5idPttPRM7z4xIYVVfkIu0jIQEoLx3EpixhkTIvBpK2GMV2QtV2y8Sxve23NrOz3TFN2fc4sS+tK8tHsc40mYFndULR7Z6+DFJKgoRMNCKo0m4tXhnlXgwO//OVQ+uxzzymfvJHU18PFF9O6ehM/Haygt3YpwaCuqs8ek+xc1zfxsXzkcXyGASw+Pj7TZ8HMoM855xxuvvlmtm/fTjQ6tBq1efPmedyrEfzwh8p/4PRpaG5W16dPQ2vrUHW/9nZ1eeqp0a+vqBgezbd6tRL6NmxQ98PhoYGxgBUNZcSPZxd86teZOuF1XTV5smbg4+enLcwtcgzxbaz2xURdZZRkenS0YF3lAl+M8JkS+5piSCnPqNfnXKBrglBQp0RzWT3QyprDL7H6dBOr2o6wrKcFvciPMqsHaG9cS/Q1F1F32SWwdSvB+nrOBc7NPefAsW7uuO8Qui4oCeskUll2P3wUzdDZvK6uuGgXCPiT/Vcwnul/X9xEE8yKicG79v2CDz5yCwAvr97Kf173RZoz+rhioeNCKKgRCRosrSv1q9yeJUTtDNfv+yl//MTPMVyV1XJg2Xn87PU7SSxfg11RSUuolO5+E9dNUhoNFC0+sT1XAOPG254hY9qYlktlWQjLlmr4kgJXCoK5CL0Dx3q4Zhb2f6Ypuz5nluuv3DznFkiCXFFCAa1dSSzbpTQSoL4iSNg2KR/oYtXBF1nbeog1LYewO09iOEXSTFauVKmzngfe8uUgBLf/5BkGQyahgIrGCwV0TBweePo0W9bXDVWZH3ks94U7nyJkLYdgYG5qDPgMZ8EIei+88AIvvPACd911V75NCMGDDz44j3s1glWr1KrGSBxHmYiePq2qA3lCX3MznDqlRECAgQFlHn7gwOhthEJDKbyrVsHatbB+PWzYwDll0BLWybrKG86ynUV/kjlVnOmqhQL64ya6FvLTFuaQsb6t2THxL17gQpujrLxYb2JK7T6LD094WIxReUJAMKBT6aTZ0nGIc1qaWHmqiZVtRynLFI8u6Cyro7lxLUdrVnN8yRpidSuoqIjiOJKd685lS33t8DcQgt8f6KCsroJgNAKBAJamkchK9jS7bP7jtXP0aX0WE57pv+NKdE3gujMTzK9+Zg8fyol5TWu28m/XfpHWjDbMA20sIkGd//3nF/piydmAlLzl+ONc/9B/UxlXfmBdpTX87HV/xpHNl2CVV9Jp6aQGbaLZNCVhg2BYG7P4hDf+Z0wbXQPbcenqSyOlxNAEroTVjWW5t5azulg8k5Rdn7MPiSpwEQ4YlBhQ7wyy4cXnWHP8AOtaD7GiuxmtyKJcrGYZJ5duoPFPLiN5/jZ+dSxFz0CGmkyYy7MRtuSyw/riJuUlQQxDR+QW4cLBIP1Zqc5HJ5lJ5uMDau551d/tGfPxX37r6jncm1cWC0bQe+ihh+Z7FyamslJF2dm2EvFsW4WPCaHEuGJVeaWE/v7hEX3NzUNiX2fOXHycVN73I3hnaRU9lfX0VDfQU7uUzuqltFY20lK5lP5QGbbjqsISZ6nSN910S8eRZKWftnA2MdMqtjMlbRbvjGO1+yw+du89iuW4Cz4q2iOgwdrBds5vb+Lc1iZWNR+koasFrYiEng6EOVm3mpNL1nCifi1Hq1eSDJeiAUITCAQ1lRFKI0FsKfn9S11suWDVqIi7g3oz4YiKhHKy6n2klLS1+8K2T3E80/+AoWE7LpoQkxLfivHOZ+/mL3/3QwCa1lzATdd+kbaMNqEI73lipk2/eujZwOqeU3x87/fZeEotlGf1APdtexu/f92fkqqqocs2SCVspFRRS+GgRvdAhiVVwyPqi1WzDQY0bFsqv0UkrguOhGBBxXvf4+6Vwy33vjRn76UJCAUNlpm9XHDqABuOvcCa0y/T2NM66rjuCkFrzQqO1K/naMN6kpu3ko6WYVoOOhrWc70EgwZV5SGyEu5+qg29qpLzzmmg7ry1dCUsCIawXYnjSJLJLJXl0ZlXsfXx8ZkzFoygl0ql+Od//mceeeQRbNvm9a9/PZ/73OcWVnGMqqrREXqesFd47d327tfUqMvWreo1hTPOTGZI7POEvhGpvBqS6kQv1YleNrQ0jdqtZLgkJ/Y10lmzlI6c0NdS2UB3pIqss/jTxqaD57sXDhl8xC+IMZz+fmWMq+tDF00buvYuhe3+Kp3PK4Tmjjjx1MQFXOaLymyCzV1H2dR2kHNaD7K69TARc3SUiIugq2Yp7cvWcbR2NS+Vr6C9ogE0DcPQCBgGQoNSXUcGggRLwpRXlqKHApjomAja007RxarSaNA3cPcZl31NMXbvPUqsV/mURUMGpuVQWRaiqy897cj7q569h7/a+wMADq3ewrev+RLt6cmlf0lUhVvHnd3IKp+5JWomed+Td/Anz9yTtw14ftVW7nnL++lcsZ5OSyeZsIHh6YepjE1AF/QNmpQW+N56Y9e+phgHT/YipVRF2VwX0BBCAhKkIBo2kFL6HnevMNq6kmd0+5omWJ7u4cKWl9jcvJ91J15kSV/7qOc5QuNk7SqONKzn1LJzSWw8n+NxlQ4eCho0VpUSCRiEAgFiCYeqpSUQCJJCw0InYVrseqGfr7z2PF7/unP57u79GEbG92308VnELBhB7+tf/zqO4/Dv//7vOI7DT37yE77yla/wT//0T/O9a+PjiSETMVLsc92h2zU1cP756rZXrij3mn++8R7/ORXSAAAgAElEQVSM1hbq4t3UxbuojXfnbncTzSqj05JMkpKO46zsOD7qbS0jQE9lPd1VDXRUL6WtslFdyuppLa0jqy2YLjDreP/Gizct8cW8Qr75TXj0UdVvw2GIRNQlHIZodPh1JKJue9dlZVBSoq5DoeGCX4EYWBU1cBA4klxalVTXs6Asj1UgxdcbfWYLy3EXTNlizXVY23ua82JH2NR+kA2tB6nvaSv63ESohON1azhZt5qeNedyomYl1Svq6epPk7UloWiIqNQgEMTRdbJCx5QaoWiIZMamLGpgooMJIMlkLarKi3tD+gbuPh4jhTuvD6gTRZH3KUukLIQQlEQMaivDdPRMXVB7x3P38OG93wfg0JoLuPGaL9ORmdyPVQCGroQ/TcMXnxchQrq8uWkvf/H7H1GRVAV8YuVL2PPW9/PiljfQZSshz4vIG0nWcqmrDNPVnxlWzda2JVvW1fDd3fuVkCclUirrH4TEcSESDnD1pWs5cKzH97jzmTlSsnywg20dTVzQ/CLnnHqRmoHOUU/L6gFO1K3mcMMGjtav48SStbiRCIahowUD6JEw4fIAtjAIl0eIh8NYCBKZLG1WiqwTRLhebLINEtq7lTjp+zb6+JwdLBg154UXXuDuu+/O3//qV7/KlVdeOY97NMsYxuSq+Hminyf2XbiNlqXraLFthGMjLSUMOrZNOBWnpr+T6v5O6ga7hol+VakBAAK2RUN3Cw3dLZw/4q1cBP0VtXRWNRCraqS9spG2ikbayutpKV9CMlgyev8WIY8818rSulKuuXzjfO/K/DMwAJ/5zOxUMDGMMYXAT7ensAJBsoEw2WAIKxghGwxjhiLwzUNcc6wZMxAmHQiTCYRJBcKkjBAZI0wqGCFthMhoAVyhUqg8QRBgSVWEWO/oql0jU2h8fKaLoQsEM6vcPV0qk/1sih1mU+wwG9sOsrbtCCHLHPU8R2i0VC9TAt6SNZxuXEtvVQO6lxobClJdXcrffuQN/PPtz9Mdz+IEDAZ6U/QMmjiuRBMOVeUGwnJ522tX8dDTzRiGnJRA558I+MCQ32ShcPfd3fsJhXQsx2UgaWPZLoFcAYHSaIDykhCdvSlKIgEypj3p1Pa3P/8rPvKwEvOOrN7CN3d+kdgkxTzwPFxVxkJJKOCLz4uMdbFjfPTh/2Jj20EATCPE/a95Jw+98T20i8i4Qp6H60osx2V5fWm+H3pjl5dqW10RpqsvDQI0QBOCmspwPtNjNgpg+Cw+qspCdPYVqRg7SYR0WdHTzNb2Jra0vsym0y9Smegd9byMEeJY/VoON2zg+NJzaF26FhGKIENBRDCMMHQsV2NQamRdZTfjZBxsR1KlOVRi54/f9TVRTMsZN5Le92308Vn8LBhBz3EcXNdFy1XNcV0XfTKRb2cbIyL+mjMGp9M6mhZA1wV6QKBrAgNJsNZlcOV6WoVER4JtI2wLadsEMimq+2JU93cq0W+gi7rBTmoHu6lJ9GC4jkrlHeiieqCLjSdHF+pIRMroqmqko7KB9qqltFfUK7GvrJ6+0iqkWPgVjgTqYLfnkeO+oAfKA/LHP4YHHoC+PlXOPp1Wqd+p1NDtTGbosbEUDdtWabvx0Ub7I8XjYTwI105ydy09QDYQIhsIkg2G4bef55uOTiwjyQQjZI0QmUAIMxBm5boG+OpTvOfAKTJ6iEwgTMYIkjFCSiDUg9DURN1gF2YgRMYIkTV8w1+f0VSWhUimrTMu5hm2xdquE5wXO8zGjsOc03aIuv5Y0ef2Ryo4sWQ1pxrWcbpxHa3L1mOVlqtoO03HRCfjgik1LMfFNl2OtZvsO53gUIfyLhNZh/LSELqu0Rc3ydouS+vK8kLchhVVUxLo/BMBH08EGVlgoLUzgZQqjUzXwLRs0qZN72CG89eF+OiOCwD4yn9Prmrkn7zwaz720PcAJeZ9Y+eX6MxOY44oBMuXlHD9lZv9vrtIKEsP8r7Hf8LbXvht3j/s2Q2vYc/bP8TRsqXE0xMLeXkExJMWn/iz0QVRbt69X42TQkBVhP64SdZyQOLbtvhMeaqouQ5ruk6wte1lzm99mU3NL1GaHj1fToRKVOTdsnM4sXwjbcvW4UZKkIEgGSlIoWO6Qnmlmy5uWqJqhLsIAeuWVQCqwEUm65BI2/njNzDpSPpikdZ+n/fxWRwsGEHvkksu4W//9m+55hq19rVr1y5e/epXz/NezT998QyuBNdxsZ2xnyeEQNeC6FoYLSTQIjU0V6/AQBIQ6hIUEkO6CCtLRV+Muu42avo6qOnroLq/k9qBLmoHu4hYGQBK03FK03HWtB0e9X5ZI0hXZT2xqkY6Khtpq2igrbye1op6OsuXYOuBUa+ZF3JR5mlzkpO9VwLXXgtXXAHd3RM/V0pVsMUT9zzBb6QQOKLtgUcOEbKzBL2LM3R7VblBb2d/wWPWmG8fcCwCjkVJJtfQ00YVUFXsyU+pq/eN93l+/Hf8oOCui8gJhurCr/6BmwYczEAIMxjGNJQwmDWCmIEQfGEff/5sM6YRJGOE1fNyj6WNMDz/PMsH2skYIfVYIIStGcNCvQo1osVYRfVsZl9TjFvufYlT7cWrwc4IKamLd7Ox4xCbOo5wbvsh1nQcJeCMHpsszaCldgWnGtdxatk5nF65kf7qpdiGQUZqpHMr85btYqfdnEeqd4BQ18q3XbB771Hqq6PD/O5KImqBqKo8wtc+9vr8Z/cn8z5TxSt0kczY9MdNLNvF0AW2I9F1odIXHTdf2EpKOHC0mwNHu1WxgUmMgVe88Bv++sHvAnB09fn8084v0mlNXcwLGBq7/+mqKb/OZ37QXIfLX3yA9z/2Y8pyQkh79VJ2v/3DPLVmO/1pBzc1+bmdAJDKUmH33qMAw8a4wnGyJKwumaxNVXnEHwt96B0cHSlfiGFbnNN5lC3tTZzf/BLntrxMJDs6om8gUs6xxg0cX76RE2vOJ7ZsPdlAkJQrSEsdy5Hq2G665NNkx6BwDllZGiSRtvn+5/54+JMmEUk/VqQ1vpDt47MoWDCC3j/8wz9w88038y//8i84jsOll17Kxz72sfnerXnHdiZ3xi+leq7tjKP6ASDQtDBG+Wr0qrVq9VxASLgEBRjSoTI9SG1PK7XdrdT0tFPb10FNfyc1A51U5FJ5g3aWZd3NLOtuHvUOrtDoLa8lVtVArDIX4VepBL/msgbSobnzrfEOdgHdj8IahbfcONGyo+ehN942RvBw9FESmYJJiDKjoTRscMPH/ogvf3tvvl24LoZjEbRMgnaWSs3FTqXy94O2ScC2KMPmXRcv5aFHj6CbaUhnCNgmIdsiIi1CdpZ1NSFaTnUOiYW5i+EW/11oSMJWhnBOxGagk7Xj/S+e+gXXjff4Tz7DzSOaHKFheaJhMIRlqGtPRLQCIRV9+Je/5P809ZA11P38YzlxkbuF8i+MRoeuPW/DmUYzB4MqZfoVjDeh7e6fHaP8kJVhQ+dxzosd5tz2Q5zTeqhoeg1AT2m1irxbvoGTKzfTsvwcEkaIlKuEO9uRWFkXNzO0Mj8RjlSiXmdvio/uuGDYKn1/IstgMks8ZfHZmx9jy7qaXLqtP5n3mRr11VHauhIMJLIIAbqW86BEVZl3xpmTTMZT9Yr9v+XjD/4nAMdWbeYbO79EzJr61FXXBJVlQT5782O+aL0IOLftEB99+L9YH1PCWzoY4bd/9G5++7odxLI6VnLqi7SaJkBAQNeKjnG+L6jPeDju8ONuyDY5v/MI57e+zObmF1nXcpCgPbqYVk9pNceXncvxledxbP02YrXLSWGQkhpZ2yWbP7Z7x/fJoxXMwccqSjWZSPqxIq39SuA+PouDBSPoAaxatYq77rqLrq4u7r33XgKBBRLlNY8E9NlPa3VdSdaVYBc/cJyiHK26HL1uM7om0HUNQ0iCSMqcDI397dR1t1LT00ZtTzs1fR3UDnRSFc+l8kqX2oFOagc62cz+UdvPp/JWNdBRtTQv+LWW1dMTrcSRsy++GYbOvqaYf2DyqKiAwgrSE4l6njKaE+aKvq7gdkfZYayozDcLKZFCkNAErF5NX3Vjvh1AK9hM8xi+ZRrwrs++lfv+/VF6BtLK46xg+7WVYb7y4dfx9W8+hMhtU+Ti4QzHIWSl+dr7L+Rr/7GXQDZD0DLVdcHta16/gl/e9yLBrEnQyhCwsuoxyyRomWxuiHDyREwJhVY2LzgG7SzaGOF2unTRs2nC2TSMVyTteXjzOA+za5zHAoGh4iaFRU5GehwWezwSgUsugTe8Ybx3P+vxJrTO1ObTgOprK+IxNnYo37sNLQdZHjuRr75YiGkEOb1kNacb13Ny1XmcWr2ZztJaklJg2rmou4wn2k1jZ3JICY4rCYf0YX53zR1xUhmL8pIAlaUh+gbT/PTBI5SVBCnNFcfwUs1uvO0ZPnXdRf646TMmOy5bz9dueQqJREOoSLxZijx+2/7f8vEH1BLJsVXn8fWdX56ymCeAYEBD1wS2LekbTPui9QKmMtnP9Y/9D2958cF821ObXs/P/+SvOBaqJZ2yme646LgSXRNUlYWKCha+L6jPeNQJi/WtL3N+8wE2nX6RVW1HMdzRwnKsYgnHlp3LiZWbObZhG7HqpcQdjYwDWcvBSUpUJP1EARgTE43MTsVlL9K6kFBA9yuB+/gsEhaMoPelL32JVCrFO9/5TjRN45lnnqGlpYXPf/7z871r88qKhjIGj5mTSkuZTVwJru2ikiGHDjpdBDgeWYm2ciX6Gg1D1zA0CGkQlhYNg50s6W2npqslL/ZVD6h03smm8vZU1dNV1Uhnzr+vo6qR1sqldJTXYQkDx3VxXDnpdMXq8hDRsOGvNBUy2erM06QzPnYaLYZB3xTSZIYRDnO0K41pjZ7Qd2VNKC3ldKJYx9CBUjjvPJ4IH0GEATFU+AAEQsA1n7uKWxP35Fc9hVDp7LmFfW770tv48pd/g4bEQKIh0QXouAQdi29efyFfvulBgtk0ATNDMJsmmM0QyGYI5a4DWSUQGgViYcDOcsm6Sl56qZmgnSXgWAStLCHbJGhbBJ0soSIrv3ksS10GB6f3fxUCWluhsXF6rz8LiPWm0JDjahGGLjB0jTIrzcb2Q5zbdpD1rYdY1XKoqDcOqMn9yYZ1NC/dwKnVm2lZtp4BEVTRd5aDZbuQmPnEfiS6LkCCyJXr9VbpP3vzY8PSb8NBA8eVJNMWwYBOV186H2mVMW1f9PAZl+2b6omGDcysg+2o4he2AxKJO309mssP3M8ncmLe8ZWb+PrOfyRmT23KquUG+HNWVRNPZrEdx49AWaBorsM79v+aax/bRYmpVr6aa1fw8ys/wr4V2+hP28hZsE6RSEoiKligmGDh+4L65JESfv1r+NWv4NFH+d7+/aMWbl0EbVWNKgJv1WZOrN9Kd0U9cVcJeKbl4MZntjg3Fpe9ahk9g+asiM8jbTlg7Ig/Hx+fhceCEfSef/557rnnHgBqamq46aabuPrqq+d5r+afHZet59DJXrJjRNPNF3nBL7df6lRW0GLUo9XXoy99lRL7dEEQl7Bwqc4MUN/VmhP72qjuj6lU3sEuKgtSeRu7mmnsKpbKK+gvq6G7qoGe6ka6qhvprG6ko6KBtuqlxEMl2K7AcSWulDiOug4FDX+laY4ZqzqoF8SnaaJoutVY7YVYjvSsEYe2m2ufDFLmXjtsB4dum9lxxBVdp7toqo8AgrB+Pc+FX0ZEciKgpjyktAJhUM+JgUHNu+2iCbjkk3/Ef//Lw6rCtevkSpepitdSunz7k28Y7WE40r+wsKiJ99jI55jmUAEU7/nnngs1NZP6/52tREI6LbEEAIauETA0ArogLG3W9DazoaWJVaebWNVymPqe1rw5eyGpYISTtas41bie5uXncHr1ZuIVNcRdnZQrMC0XO+UyW6vz46GCAyWtXYlh0cmFK/HJtEV/QlW8dbIO3f1KzNOEirQKBgSGIXzRw2dcVjaU09aVIJVRFW0dx0XTpl8l+q0vPsDH7/8PAE6s2Mg3rv0qsWkUwJDA+Wtr+NrHXs+Hbrjfj0BZoGxpfYmPPvxfrOw8CUAyGOXXr383D//RDjpMjex0FwCLUBg07QsWPuNyyy3wwQ/m72ooC5XTNSs4tvQcTq3YyPH1W0lU1BKXOklHYGYdnMSZEfA8dE1QFg3yd9dtH+Z9W8wXcrL46eY+PoubBSPoWZZFNpslGAwCYNt+EQP+f/buPD6q6vwf+Ocus2WyQxZ2BBQQpaJYFywIFhAQUIrKUtCXWJe2bl83WrdWxSqlbtWiVlu0dW1FKX4t4lKqP/SrIi7YYiuyyJqEJGSd7d57fn+c3EkmmUkmyUxmknzer1fE3Mxykjlz5tznPuc5kAPz/LOOxvMb/9NtCug3D/bZ9iMb/+qbA0fRcdA0BbqqwAULHlUgK1iH/MP70adM1u3rU3kIfapK0aeqDH1ry6EJC6oQyK8+jPzqw8CeL1s8b607E+U5hTicV4SKvCIczuuH8j79cdjsj0BBEQYX58hghq4nNTuNAI9TQ32gZcDC45R/94JcN0oqWhYLjnW8KYemINAs6CcAONOkTqJp2bVQ2qlPH+wMOqGqivzSlXBwRVMEMGxYQ7DPavzX/moI/LX4AiLPqGMNIvn5so5eb2Wa6OtWoWUqyKmrwqDd/8aQvdsxZP/XGFyyE56gv8Vd7CvzuwqOwp5+w7F/4DEoHTAMhicDNaaGeqHKrKVaO4DXtSx7ExbTwkMvbMU1C07E+NFF4SvxpilQdsQHBQpUVXajkGFBUwEoMlcxN9PNoAe16fjhffDvneWAAmiKLOFuWg2bELTTWV++jas2PgoVArsGjsR9i+/GwY7sZgs53NknpMxAST996ytw6XtPY8K//glAjqnvj/4eNk5fit2ZxThSb0BEKVvQGQLAvtJaeD0OODSVAQuKbfRoYPhwIC8PGD8eTx7w4JuBIxHMK0C97kC1qcEfNBHs4s94j1vHoOKshG5kweXmFI9gyITTwfPndJQ2Ab0zzzwTy5Ytw9y5c6EoCl577TVMmjSpw4+3ZMkSVFRUQNflr3jnnXfi22+/xerVq2EYBi666CIsXtxqefu0sXDaKADAc2/8J8Ut6TzLEghYJtBiRaYHet4xcBSMgq4pcCsW3IqAGybUgB95hw8gv/wg8ioPoU9lCfKrylBQcxgFNYcbl/L6a5Hpr8WQkp0tnjeoOVCRW4DqJ4cje/QIYPBg4KijZJBk6NDGjQU0rTHgp+uAmvgahr1BtCWxTY+7XdGHnljHm8rNcoWDfk0z9XKzXO1uZ7oxLdEQEIxC1+VXvISIDPYJEflv02Bgb6lXai9Ntr/q64HPPwe2bsW5f3kTg/Z/jT5HSqPetcadiV0FQ7Gz4CjsKR6GgwNGIJiTB2R4UQ8d1aYCf8hCqKZrMvB0VYERRy0GIYAjtUHc+8zHWL705PCV+MoaPxpWm0OFiowMDbX1IZgWIBSBnEwnvB4H/EGDQQ9q1bZvypGb5Qxn6DkdKkIhCy1Sqdtw1r/extUbH5HBvAHH4NeL78L+YMenqQpkbczVa79AhktHbb2ceDADJcWCQSz+fB3Ofe95uBsuluwsGIp1U5bim5En4VBQRSCBWXlNKYq8cFFTF8T8s45mwIJiO/VUYMcO4MABwO3Gp7/7EOU+C/6ACdOX3Cy8WFQVCAZNzDtzRMI3suByc2qL06Fh9vXrYv58/W+4sjJV0iagd9NNN+HZZ5/F22+/DV3XMXXqVCxYsKBDjyWEwO7du/GPf/wjHNArKSnBddddh7Vr18LpdGLBggU45ZRTMGJE95jMLZw2Cmv/sQP+1pYDdnOGacEwmy7hBQAFuuaFo3Ak9OKRcKsiHOhDKAQEA/BWlSOv4hDyK0uQf6QUfWsOo7BaBvxyfLKmmNMMobj8AFB+APi/9yKfWFVl7bBBg4AhQ2Swb/Bg+f3QofLqnB1MsYN+9peqNh5va2OJXiRWUMo+XhYjCy/W8aYEFOiq3NPFfhZdBeLNB2lrOXCPoShJr5WYloRoGBuCgGE0/n8gABw6BHz6KfDZZzKQt22bXHIM4IQmD2GqGkoLB+E/eUOwq2gY9hUPR3luAVS3G/BmIKC7UGOq8BkCwToTlkhdBl68AkET96z5CBluHXlZbhhVcu25U1fhcWmorguFM/UUFaiuC0JVFWaxUJtKKuqRm+lCXlbjTtm1vhAOlcef2Tn53//A1W/IYN7u/kdj1ZK7sTfYuaxhAYQ3wQiETCiK3OSr1mcwAyVVNmwArroKC3bI5YHV7kysO2UePj91Bg67slFZF0rqeFqcnxG+ULHtm3IsTNozUY/Rvz8A4NvKVuoYdwFVAZy6BrdTx/jRRVi99guWESAiAGkU0NM0DUuXLsXSpUtRUlKCvXv3Qu1gdtTOnTJD65JLLsGRI0dwwQUXwOv14tRTT0Vubi4AYPr06diwYQN++tOfJux3SDa1pwUcWtE06BI70OeC7vBAL8qHs98IeBQLHlhQzBCUYBAIBKH66pBbWYL8yhL0rT6M4trDGBg8gqOMKrkJgGHIM9j9++XX//1fy8bk5TUG+JoG+4YMAQoKGrP4mgb97Oy+pv86HO3LsOrB/CE5YW8aRBOi8Xir9w2EWmzQbFiAL9DKRhxNxIqDdJcl7RRFVZUMzAWD8suyZADvX/+SgTs7gHfgQPT7FxWhasRovK8W4kD/4Tg8cBiCugu1fhN6theGy42agII6U0np1fmm4t0oqelYagnRsHmBCU1RkJXpRF6WC/vL6mT8F2rDEKYgGLLgD5r46eITGPSgVkVbzqprClwONWa2dlNn/nsTrt3wsAzm9RuB+5fejb2hzpcAUICI7BUAyPa68MgNEzr92NROO3cC114LrF8PQNZE3jRqIt48Yz7q+w3CwZAOX218n+EdoQDQdbXVDTGI0pnLqaNPjgt52R4ALCNARI3SJrrw3HPP4ZNPPsEtt9yCefPmITMzE9OmTcP111/f7seqrq7Gaaedhttuuw2hUAhLly7FjBkzUFBQEL5NYWEhvvjii0T+CkmnqCoUxewVgYd4fkfDFDDMlkvbNNUJXXdDz1LhyhGo6TcYZYrA10YQSjCIfKeCWy4+WWbuHDgA7N0LfPut/Nq7V37t2SOX4wFAZaX8+vzzlo3weGRwb+DAyGDf4MHyqp5dl0xR5KYD+fmd+8P0EMJ+gUWM462oros+6Y91nHqBqiq5NMYO3n32GbB9u3yPN+d0AmPGACecAHznO8C4cUBxMXIADN5TiV1fliJkqMjKz4YqNHy6owKBum6cGd3kLaUpCgzTgtupI8vrQHVdEB6XhmDIhCo3xUXfHA+8HgeEEKj1GQzmUZuaF1Q/UhvAkZoAzDhi3pO2/xPXvdEQzCsejocuWoE9IVdC5jnNH4JBnBSorQXuuQd44IFwNjROPhn3DJyKyhFjUOXJweF6E6aV3LrZqqqgb64n/D0DH5Rumq8eUZXIC3fBZmUCuJEFEdnSJqD317/+FU888QQ2bNiAKVOm4I477sAFF1zQoYDeuHHjMG7cuPD38+fPx69+9StceeWV4WNCCCjdbI2dQ1OhKgrM3hDR6wR7x8YATNQ1Oa6pTjh0N3KHFciAWzAIFBcDxx3XuCRPiMavioqWwT7737Iy+aA+H/Df/8qv5uylvHag73e/65LfPx3YS/eiHQeADLcDdb5QixMu+zhRXEpLZdbHW281viebGziwMXh3wgnAqFGRgXZNkzU0MzIw5qijMGaqzOB4fuNX3WozoljCy9I1BUIADrk+HbmZLhimQF62ByUVPqgKkJ/tDmew8IS3Z2m6G2JRO5ebtnXf8aOL8PXJg7Du3Z2o98vxO57Z1cSv3sX/bHgIqrCwu2gYfnvR3dhpuNu9nDxe7NNdSAjg+eeB5cvlnAmQKxpuvhmYPRtVz36JA6YLtbWJD+QpDbUbRZPvs71OaKqc+zPwQR2hawoMM3kTgubDXrj/QvZht0vH5U02vOBGFkRkS5uAnqIo6Nu3Lz744APMmDEDuq7DihYRiMOWLVsQCoVw2mmnAZAf4AMGDEBZkxO+srIyFBYWJqTtXWVQcRZ2HagKF3am9rEDfSMG5sgT+ua7egohg3p2za3sbBmQO/HExiCfrb6+MZuveXZftKW8H3zQqwJ6sd669vG+Oa6ogbtYx4miev11edJoy8gAjj9eBu7sIF6fPpH3UVXA7ZbZtRkZ8v+bXdx5fuNXeP6N/3Rkr+KU01QFliUi2m5n36Fh51pABjcGF2fjnisnhHfL0zSFJ7w9UGd2Q4znvlu2l+Cdj/ciL8sJ07QQMi2YpmiRYdLUGf/5f7j+7w9CFRb2FA7F7y66EzutDFjxriVvhaYpEJaAqirwB5m90uUOHQKWLZPjMyBLjSxdCvzkJ3KVQmEhyrSdqK0NJOXpm2c5LZg2EkcPymPggzolL9uFssqWO94ni92P5eZVCvrmulvchhtZEBGQRgE9p9OJ3//+9/joo49w991347nnnoPH42n7jlHU1NTg4YcfxgsvvIBQKIRXXnkFv/71r3HjjTeioqICHo8HGzduxF133ZXg3yK55p05Ar9a81Gqm9GtqQpiF0JWFHly7272odm0sH4oJIN+ui63tB81quVlNcMADh5smdVHYXtL69p1vCvFugqra90ro7dXuOACoKREvgePPRYYMaJlnUo7C8/rbQzitVLLcsv2Evz17a+7VTDP3kxUBu5kyx26CmFZMCwZVNEB5GQ6keHW4Q8aEcENXunv2TqzG2I89216G8MU0FUFpikgRPRNiM74z//DDa/fL4N5BUOw+uK7sQPZ4Vq5naWrKjIydMw4fSi2fVPOPt3Vbr+9MZh3+unArbfKsTkzU2bp6XqXlciYOG4AFk4bBQB87alT1C5a1aWqgK7JTPpgyIJQgKJcN0zTivtCDBH1LmkT0FuxYgWeeuop3IkHQdsAACAASURBVHfffcjJycEnn3yCu+++u0OPNXnyZHz++ec499xzYVkWFi1ahJNOOgnXXXcdli5dilAohPnz52Ps2LEJ/i2Sx17yEkrAhNc++euNNE1pfw0de7OL5gFmO8jX9CsQkJtfDBokvyiqWFkYicjO6Kz8bDdKK1vutpuf3fLqKKVYRoZcwrV3r1z+blNVwOWSQbyMDPn/cU7G127aEXOX5nQQLetJQGbmCSFgWXKcU+1AJiwYDRl7/qCFw1V+DC7ODgfzfr56c4eWYVL3UVJR3+HdEOO5b9PbOHQVhmlBVxUYlmgx2Tjjv5txw+v3QxMW9vQdjMcuvhtfIxuh5jsddYCuKcj0ODGoOCvcl+2Ld/YcavXaL9jXk23hQnlRc/p0YOpUOX/q2xfIyUnq06oKoKoqhvbLAgD4gwbKq5OTBUi9T0UX9SUh5GoWh65C1+QAqigKyqv8CIYsrHr2E9yw+CSOX0QUljYBvWHDhmHFihXh73/zm9+gvr7jxYuvvfZaXHvttRHHZs+ejdmzZ3f4MVPl+Y1f4YU3/xNzGWN7deRUNdpV9u7INEXiaug4HPLL6208JkRjcK95wI/CYvUnRZEB52jxlETt8tzacwOAxx19WIx1nNKEwyGDdx6P/HI4OvQwJRX1MrstZMa9k2xXitYmt1ODy6nBMAV8/hD0hjeLZQkYlpBLdgSQl+WMyMzr6DJM6l46sxtiPPdtepvcLBfKKn0QSmS2s6IAp//3fdzwv7+BJix822cQnlj6S+zQchEMdn7TGZdTw/KlJ0ftu51ZckwdMHkyMHEisGuXvJhSWCj/bSI/24WSipYXzjrDEoCroUYowE1QqHtQGv4T3iuuodZtyLBkcE8IHCyX/VhTFfgDBscvIoqgtn2TrvHWW29hzpw5+P73v4+zzjoLkydPxoQJE1LdrJTbsr0EL8YZzFOU1pNQNE3p8AveE4J5gPw9klpDR1HkxDUrS9aKKS6WG2IMGyZr8vUSxw+PvpuvfTzbGz3Yku11xAw4x9sFczKjP7Z9PDsjxnM3HD90OPqy31jHKQ0UFgJHHQUUFcn3WQeDeYAMTui6kpbBvGgWTR+Jv/zqHPz5lzNww+KToGmqzMgTIpzRraiA06HB7dSh6wrWbtoRsUxSUZSIn1HPMu/METAMAX/QgBCixZLrzt636W0yXBpyMp1QIHeit+ccp3/9f7ixaTDvh7/AN64C+BMQzFNVxAzmAWBfT5WcHGDAgBbBPEAW+E8Grckkl5ugUCL1L/C2faMOEGh5jpWT6QQgYFoiopaeaQlomsLxi4gipE1Ab+XKlbjiiivQr18/3HHHHfje976HBQsWpLpZKSeXf8V3W1VVWnwo6JoSzmxSAMSb5KdrKhy6Ck1V4OhBtcM8Lj01V7RUtdW6XT3NPT/+Xoug3vHD83HPj78HAHA5HXA5Iocfl0OF2+mAy6FFfcxYx9stVtS74XggFP1dEus4pYEoJ4wdNe/MEQgGrXC2aLpSlMaaoLbxo4tw/llHQ1MUmA2ZeaoCqIqK3Cz5N7KzVkoq6lu8p5jR0jONH12Ey+eNRV62B7U+A3nZnojdEjt73+a36V+QiQGFmeiT4wIUYMI3H+LG134NzTLxbf5APLnoduzMLEJdIEE7nAp5crtle0nUH7Ovp4CmyXp5avTTjCM1yVm+WOdvf9CaKB4XzxqT0MdrOr9QG+YbqgoU5XsgBKBpasw5CMcvImoqbSIMHo8HM2fOxPbt2+FyufCLX/wCs2bNws0335zqpqVUSRsDtkNX4XRo0FQgZAj4TUPWU9IUOHUNAwq8qKzxo7ouBJdTRW196xNot1NDyLAwtF8W9pfVwhCAKXpGICMzw4Gj+ie3hgs1soN30WS4dJQfEXDoargmmGEKeFw6LGFFzdrIasjqa2vJbKxi2/Zxw2y4wtnkRMOwrKgbYVDvM350ETLcDviDBgJBM5z5nKiSB4mgKPKii6a2rAm6cNqo8I6OX+2ugKooyM9xw9uwZLxp1kpHl2FS99OZ3RDjuW/z2yxb8SbqfAZO3fkRbly/EpplYm/+APx+0a3Yk9MPNW3MReKlqvJkuLVltJ1ZckzJkajPW7smtH2Bw7SAWp/BTVAo4RLdl3RdQZ9sN8qrA8jPdrfos8tWvAkVAqWVPrliQAF0VYFlcfwiokhpE9BzuVwIBoMYPHgwtm/fjlNOOQVKF+0olM6K8jNQUeWLOvnRVFmo/4p5Y2V9GK8Cw3Cg7IgfEDJl2x804NA0nH/WUKx7d2ebzxcMmrAA7NhX1eJn8dTRS+daez6/geOH90l1M3oNuwh5tIL7Ag1LAo3GzmLv0KkoKpw6EGxyvufUZZYRAPTNdaOs0t/i+frmyk0rYvU/+7hDU1FnCphmZNDQoaVNwjKl2KDiLFRW+3Co3Ad72YtNUxF31nSyCCG/vB5Hq5N6r9uBen8IwZBcChkImS1q6PlhwOVo+TOijtqyvQRVNX6M//oj3LBOBvP25fXH7y+8BXvzB6GyNnE7nGqKCkUFyqsCCIbMqAXj5505gn09zSTq89YemTVFgVAAr0fHk7dMTchjEyWLpsrPcF1XMWpoPu65smWJKftCRFF+BsqO+KBAgYCApiqorQ9B1zQsW/EmN/khovRZcjtlyhRcdtllmDhxItasWYOrrroKeXl5qW5Wys07cwQyPdHrQQnRuITUXu4ioGBgUSYGFWVBCISXxyycNgrxVCFr7Tw1nkBdugbznA655Kzp8jRKHrsIeWW1L6IIub0kqqomCCEas+rsQLA8bkUE8wAZ3LMaMkWnfndI1Oe0j7exohYiRi+Pdbw5PcaoGes4dT92TTBAwDBFxLiW6mAeILNScjKdcGhqi6BE0/denxwXsrxOVNeFcLjKH7FcsjPLMIlsW7aX4OerN2PZijfx01XvYNndG/HLJ/8PJ33zMW549V7oloH9uf3x+PnLcaBgMMoTGMwDgJBpIRiyEDRMaCrCBeObLr9lX08/LmfnPjCbbpKlABANqXpzJw7r1OMStSZWjeb2kFnFCjRVafXCgj0P0TQFfXPcUFW5miUn0wlFUWCYZtT5NRH1PmmToXfFFVdgzpw5KCoqwqOPPootW7Z0yx1pE2386CJcs+BErPjjhxFZepqmAEJmNNm3izU5tSfcdb4E1atJoaa75sXL6VAxuCgLQgjWnOgiTYuQA4DbqcMPA2s37cD40UUImRbUKMteQ6aFOn/0IulHauROwW9//G3Un7/98bdYOG0UMtx61L6e4ZYTsbaW5LocatR6eXbNv7yc6BmCeTnuqI9L3c/40UXAvLG475mPYZhmq7svdxWHpsDl0hEMmshwO9C/IDPqVfnm7728LBc8Lg152Z4WWQCdWYZJvZedfb33UA3q/SFkeR0wTSv8+Tph36e44ZVfhYN5j82/GSX9jkJpbfLmIKYpAE2B06GGC8Y3r/PHvp4+OrvDrcupw+PSUFkdgICcY8ydOKzh4jVRcjgdGoCOXZRQART2yUBldQCGaaF/Xy8unjUm5rhkz0PWbtqB0op6HDMkH/POHIG1m3ZElBBoPr8mot4nbQJ6l156KZ588kkAwJgxYzBmzBhccMEFeOmll1LcstQbP7oI+TkeBIMGqutCsISAsOSOoEdqAvj56s0oqaiHx6VBgYL6gBFOwQbksipdT5/lyx6XDl8Hi2GbpmhYmikzuuz6KW3dB2DNia5UUlGPLE/k8NK0iK+uKTJAYolwdp7ScLzOFz0FKmRYDY8d/UTAPj5sQC527K2EL9AYGPS4NAwbIOsntrUk95gh+dixtwK+QGM7PC4VIwbJTT6iBfNaO07d0/jRRcjOdCFXAapqgx0esxLFEkCfHHerJwBA2++9plpbFk8UjZ0BqusK/EEDphCorA6Eg91n7P8U17+8Arpp4EBuMVafdwPKBwxDSa2ZkAx+BQ01LaM8lmkK5Oa6WDC+FwgZFgYUeJGX5UKtz+AyW0q6LdtLUF7Vsc1cVFXW4S2v8qN/QWQgr7XP4WgXIlav/SLuz3gi6h1SHtC7+uqrsWvXLuzduzciI88wDDidzhS2LL3ITQR80DQFDkWBJeRJpqYpqKz2QYXAvpJaAEBBniecgu126eFsDTXGJDiZmtfUUxUFuZnODp8c2w8lhKxBAcjAkNHKL2ZaAntLapHh1rFsDmvmdIW2ipAPLs7GgbIa1PsNhAwLDl1tyDrKwpffHG5104u2HD+8D/69sxyapkBTAFMAwZAVd/3EeWeOwKpnP4ECCw11iKGqWtz1lmIFmeMJPlN6sfvxgAIvvtlXlbLXz+PS0SfHhWyvq82AW7wbADQNzDRdthNtUwEiW9MMUMMU0FUFwYaLZhMPfIbr/toQzMspxqNzb0DV4BE4UGclbO6hqUDDtZ2I+YWdRev1yA1tePGuZ7OT+3mhlrrK2k07oHRwFmBZctNBr8eBA2V1ePCFrRhcnI3jh/fBOx/vbdfnMDf5IaLmUl716aabbsKtt96KwsJC3HbbbeGvu+++G88880yqm5c27KW1aCiGLpfbSm6njqq6IFRFgaoqKK/yo7zKj7IjPuw5VB1eoprj7foAafPAjENXcLC8c1eR7Me0LDmJN+O47B8Imaj3J7Z2D8Vm1/7wBw0IIf9tWitk3pkjYFnyNRQC4f+fd+YIZGVEr1ES63hz274ph8etQ1hA0JDZrB63Hnf9xK/3VqLeF2oMHgOo94Xw9d7KuO6vxBhVYx2n9BXRj1PUBk1VkJsVf9ZRW+89W9PAjKLIf+2likSxlFTUw+XQAMigSiAkL3xMPPg5rv2LDOYdzCnCb+f8D2qHjMD+epmJnShGswRuVZGZ3aqqwOnQYvZ36llaG9uIkmHvoZpO1dA1TAvlVX6EDAs+v4HKah/+8vbXCJlmuz6H4/2MJ6LeI+WnmAMHDsQpp5yCDRs2YOzYscjJycHJJ5+MY489Fjk5OaluXtrwBUwU5Lqh6wosIaDrcgJrx7JChiWvVlsWQoYlC6k27KJUVulDnd9An1wP8jKdcWc6dZQCIDPDEVG0GJDLFoNRapO1+/HDmxsAWRnOuNOeAiELq1/+vNPPT22Lpwi5aIhMy9dTNHyPiKuOTdnH1eYdq4F9fO+hGvj8BjRNgcuhQtMU+PwG9h6qiev+697dCVVT4HJo4S9VU8K7RLudWoz2yeNWjC4e6zilr6b9OFa/SSanQ0Vhfga8bj3uK/DxbgDQNDBj47IdaktRfgYCIRN1fqNh4xhgUsk2XPvS3XCYIRzKKcLD51wH/9AR2OdXYSRhFxn7nSiErGmVk+mE1nAyzA0vej5dU2Ba4GtNXSrUybHMbHJhI2hYME0ByxItaj639TnMTX6IqLmUL7m1bdu2DT/5yU+g6zpeeOEFzJ07F6tXr8aJJ56Y6qalhcalX5nhY3tLamBPbR26CsMQsPeLUFW5LNehK7AsgYoqPzJcXngzHHA5dVw+bywA4Nd/+hj1geibEGiqvG97rq07dBUel4aQIaCqKly6igy3jswMBw4f8Yd3ErXrSUTTfJluc01/VlkTQDyn2fZjlh3pXCFmil9rRcjXbtqBzAwH+uZ6wsf8QVnUt7ImIPueEOGdcFVFQWWNrF2S5dFRFWVjC7umSMi0YFoiYvJkHwdkPT17AtV0GazHJe/vCxgtdqzVFISXic+bPAIvbPxPxBIyVZHH2+J2avAHW77f7GCgiug7Taf8yksvZvfjn656B3sO1nTJcyoAVE1BYZ4HrjizjtpbD4/Ldqgj+mS7wmURFAWYXLINV71wpwzmZRfigVnXITR0OPaFHAga0ecWnSXQeGHP7dTRvyAL885n/cfeIC/TCW+GI+omP0TJpGudu6hnj5l2zegjtQE4dDVcH9oWz+cwN/khoqbS5jzxvvvuw5o1a5Cbm4vi4mKsXLkSK1asSHWz0ka0FGuPS0eGW4c/aCDH6wwHQJoGQ/rmelCQ64YlRIsrOeNHF+HGJSfj+BF9kZPpjMhAcehqXDW/VEVBnxwXjh/RF+t/MxdetwN1PgOGaclaN6aFIzUBlFX4EAw1Tu41VYWuKm1mCyqKbEvT7+372HfV4smcsVcss4hZWmgrO0hRAKcus+OcuhbRT/wxsjzt46FQ9PqM9vFhA3KR7XVAVWQ1FFVRkO11hDfN8Lh0NN9I2RSNAb+F00ZhwbSR8HocUFUFXo8DC6aNjGt3PRGjA9rHC/I9UX8e6zh1HV/AbJF1nAy6piIn04kLv39M3Ffg7Xp4ldW+iDo8W7aXxHweLtuh9np+41d477MDDRdZgMmljcG8kuxCPDjzWhiDj8IByxP1wkUiOTQVC6eNxJ9+eTbuuXICT257AUUBvBkOjlOUErlZrk4/hggnXciVVV6PA5qq8HOYiDolbTL0/H4/RoxoHMAmTZqEBx54IIUtSi/Nty8vzM/AsjnHA0D42MCiTJSU1yNkWNA1FblZLngbAn79C7zI9rpQUlEfrs1gB/Wa7rT0qzUfwRRyJ9lgK9EvGXBRYVpAbqYrHIgJmRbQkFEFyEm/ISz4AgacDjW8MYdsowJVkVmAXo8D9b4QLBEZdFMgd3Y8fMQHwxQRP7P/N54aevYtXDGWS1LXai07yOPSsbekBlZDP7T7xMBCmZ0aMqwWwWYFjbvgNq+xZLOPzztzBB5f+wWyvU64HBoCITNiAjV34jC8+OZ/YVhWeFMNCHnctnDaqLgCeM2FmkcKmx0XUOD16BFLMLweHYgrD5WSZcv2EtT5kl+DU9cUDCj0QoGCtz7ei6L8DFwRx1KapvXwAJm15IfMeI1132ifKdzlllqz7t2dgAK4dB2n7/8MP37+LhnMyyrAI7OvAwYfhQpXJvp63XDUBFBTH2qRKZ0IQ/pltbnbM6W3tlZiRKNrKvKyPRynKCWUTszDdE1pqBctoKgI1zx3aCrmn3U0tn1Tzs9hIuqwtAno6bqOqqoqKA2BoJ07d6a4RenHDr7ZS6sefGErDFPAoakYVJwVDkjYOxfaS7Vq60NQFAWmabW6i9L40UWYf9bR+MvbX7cInjWna2rDkl41Ij1c1+RHnmWJxglbQ5p5frZbLnm15GMbpoBTV/G9cf3x1e5KuBwqqmuD4eBGTqYDeVke+AIG8rJdKD/ih6LKnUtDTdonhHxeo0mwJNrSRVUBfhDHskhKPjuo5ocRNaj28Iufot4vMz11TUWm14GLZh0LAHBoCgLNThIFAGfDcgg7202x/9OwgYx9vK1Ahh2oW/fuTvgCMhN27sRhcQfwNBVRCyfL49HfVHbR+AyXjrJmtVPqfQYKcrkMMlXs7De3U4MvwRvrKJAXGbweBxyaiiknD2r3jneAzHi1l5zb4qmHx2U71B6+gAG3Q8HEQ1/gR8/dCacRRElWAe6fcS0wYDBKHZkwLAUXzxoDQAaat+88HPMiS3tpqoKBRZl45IYpiXlASpnjhuVj2zcVcd/eqav42cXf5XhFKVMfMDoUiAZkvW+vR+4MXlkdgGFa6N/XG74wsTDxzSWiXiRtAnpXXHEFfvjDH6KsrAz/8z//g82bN+POO+9MdbPSjn1yGTJN1DXsxOkXwIGyWjy+9gtcPm8sLm8WrNA1DUbDLkpA69kbC6eNwtGD8rB20w78a+fh8E6yzT/ALCGjJBlePSIQM7g4GwfKalDvNxAyLDgasvicDnnSCsi6EXITDyU8QbODlLoW/QrVz1dvhmUh/Lhup4ZgyIRpCTh0mflnWo1BPodDQyhkhoN6qqpgwdRjOpRVRYnXVlDt6gvHxfyZx6UjEAq2eEx7SWyG2wFfIAQh0KQGH+BxOSKev7UTg45m4AGAqqowoxSIVFUVbpcW3m3ZbpvdZgCorPG1WOYuGo5TatjZb4qqQVEUKGj9Ykc8XA4VmqqgMN8LX8AI9/GOZNoBrIdHXSPb68Qpez7Bj/4sg3llWQW4f8Y1MAYMQpU3D94MV0Tm3PjRRZj/s9dgJGD5rdpQeWPC2P6dfixKvdLK9n2mzT/raAbzKKWK8jNQUeWLSB6IlxACuqYhZBg4Zkges/CIKKFSHtA7cuQIAODEE0/EPffcg3fffReqqmLRokURS3BJsk/4quoMKFDC9fLq/Qb65LiwdtOOFvVklq14s13ZG3aw46pV/8DekhqoqgJVkctp7QCf26nDoanoX5AZ8cFkZ171ydHDmVelFb5wMM/rccDrccAflHWhmk7828pAyc10Iq9JDYvdB6uhKjJb0F5mbBgWBADLsqBqChQhT0KuvnAcPzzTTGuveWs/q/O3vEqqKPI40LhkVlERc8lssumaAk1trP1oB/jstkGJ3rbqKJt9tHacks/OfjtwuB6qqkBXVAghEIyRdqSpAKC0utRwUFEW/EEDWV4nfnvD5PDx1Wu/6FCmXVsZr0SJ8NOMfTghHMzriwdnXgOr/0BMmjUec84aHfU+gTaCec3Hcl1VYDR57zh0uVTN0bDB1rZvypnN0gPEG9DTNRUDCr28GEspN+/MEbhrZzk0tfXP9+YcuoLMDEeLz3siokRJeUDv1FNPDS+zBSKLxiuKgu3bt6eiWWnLPrkMGVZEnbqQYcU88eto9kZ9wEC214Gq2hBCQkBVFORlOeB06HjylqlR7xMt82riuIF45+O98Ac7frIZ7XfQVBk0GVDgDR+rrPGjtl7W4lMg665dNOtYBvN6GF1VoDYJmFlNMuI6u2Q2Hq3tKDqgIDNmDcC22mYPf003AbEzDSk17LEnZFgNwbrGXeocugJLKCjIdaO8yo+gYcG0gMI8NyprAi12rwPk0jEgeqCuo2M16+FR0r32Gk755TWAEUR5Vl88MONaYOAgTDr7JJwTI5jXFoemQlEEgoaQ7yeHCssS8Lg0+AMmXE4tXDsVkPPDtoLb1D3E85mW7XUgw+UIL+EmSqXxo4swqCgThw7XxR3QUxr+e/BwPUoqfNiyvYSfy0SUcCkP6J177rn49NNPMWXKFPzgBz9gVl4b7BM+h67CMGSdumi17JqKlr1RWx+CrmlYtuLNFgEJW4ZLx94jPmiaAoeiwBIyU2hQkTvidtGCG/dcOSHiNvYy3o6ebEb7HTwuHYqiRAQKHZqG5RcxG68n61/gxb6SWqBJnUZLAAMLGwO7nVky25Yt20vw0Atb4QsYMC2Bqho/HnphK65ZcCLGjy7CRbOObbUGYGttczlUBEJWi5MdlyNtNiTvdeyxR16VlxuyWEJAAAgaMmjrb+gLtqraIJy6CqdDg2FYCDTs8K2pCvrkyPEz2njdmUw71sOjpFm/HliwAKivR7CoH15esBwuTz5yRgxB8YC+Me+2ZXtJ+KJGNKZlhX+W4XEgL6txo6KSCl/DhkCNuIy857A/61rjD5g454xhHNcobVw8awwefvFTBEKBmLexr8c6HHLVECATL1QFcdXEJSJqr5SfJd5777149dVXMWrUKKxYsQIXXnghnn32WVRXV6e6aWlp3pkjYBgCGW4dAgKGZcGy5PexTvzGjy7C5fPGIi/bg1qfAU1ToSgKDNOMKLy+ZXtJxP2EXc1LNG5uEXEcjTX9Kqt9rT7W+NFFuOfKCXjylqktlgTHo/nvkJftwTULTsTVF46LOHY5Pyh7vItnjUFWhgOqKgMrqgpkZXTdVfw1//sv1NSHYFlo2KUZqKkPYc3//guA7KtXXzgOxwzJQ99cD44Zkhf3ku/Tju/XruOUfPbY06+vV2ZbQkA09DsAgCJQWRsMB/TkhkEC/qAJr1vHMUPykJvpglNXkZvlREbDzuPRxuto4xzHNEoZISKDeYXFeHjWdSjLyIdnYD/sqAhG/by3rd20A3nZrqh7Q6oK5CZXDUFuh6ZA17Rwvz//rKPh0OTGXkKImO8Z6p5+MOXoVvcM9bp1FOZ7sO2b8i5rE1E8RMPqi2hyM51YOH0kivIzoEDuZGtvzJaf7YauK1i7aUeXtpeIer6UZ+gBgMfjwdy5czF37lwcOnQI69atw9KlSzF06FA8+OCDqW5eWmm6tMowq8O73DavZRftfvbPfr56M0zTarPwui9goiDXjaq6YHiDixyvC/5AY02cjhZx7+jvHu0xebLbu4wfXYRrFpyYsuWFB8rq5NXWhhmdIlO2cKCsLqKNHWlPeXUA2V4HauuNhiW7CjIzdJRXx74aTMnXdIfxVc9+An/AgNOhwePS4AuY8AVk/Ua5QU/DbsuKQGVNAE/dOg1AYyZzW32WmXaUFiwLeO01YOFCoL4e6N8fT8+/CT5PPjIGFOOQ6YBDt2BaIubnvax964JT18KbYamKgmDDplhOXUNulgvehiB38xpTnc3sp/RlZ6k/98Z/ov7cFzBRHEf9UKKutHbTDmRmOBAIycx7q0n6cbbXgUHF2eHNBe9Z8xEAQNcV5Ga64fU4WDaAiJIiLQJ6TVVUVKCiogKVlZXo06dPqpuTljp7wmfX4WuqtXpOAwoaa9jYm1m097E6q7WaZdTztPV6pzroEW0n2tayDeJVUlGPglwPCvMi64pyApg6zfuirikY2i8rovbrjn1VABAO5gEt+0Oq+yz1XAn/fDRN4H//F1i0SAbz+vUDnnkG3/59H/L6F+KQ5YRhyqVkrX3e23MIezMsQM4hSip8GFyUGfEeivY4fM/0bAunjcILb/4XCgTMZqtvLSG4xJrSjn3OEwga4XmgosjP+4JcT3gMGz+6CKOG5nP3eSLqEilfcgsABw8exOOPP46ZM2fi5ptvRt++ffHSSy/hqaeeSnXTeqSi/IxwTSdbrHpOhiFaXfIS72N1RrzLeqlnSPfXe0BBZkPdPrkO3RICQiAi8N1RXfF+ovhF64v1fgNHaiMzJnVNBiYsSy7HtSwBS8h6j0TJlPDxMhSSwbzFi4G6OqC4GPjTn4BBg9B/eH98azojNntpbXyKNYfoX+DlOEcAAIemtAjm2bjEmtJNUX4GjtQGwpudAY11nI/UBiLGsHjOoYiIEiHlnhu+ygAAIABJREFUAb0lS5bg/PPPR3l5OVatWoX169fjRz/6EYqKeFU2WeL9kImnnlNXfGA1XdarKPJf1qHoudL99b5o1rHI9jqhKgoMUy6LzfY6w5tedAYngOklWl/M9jpRUxeKeI2yMpzIcGkpq+tIvVdCx8tgEHj9dRnMq60FiorCwTxkZeHUyWNRV2/EPT7FmkNcPGsMxzkCAORmuaIed+gq64dS2pl35gjU1IUaa+g2UFWgpi4UMYaxJi4RdZWUL7n9+OOP4XK58Je//AV//etfw8eFEFAUBVu3bk1h63qmpnX4OlvPqT2P1VFdtayX0kO6v972phfJ6PNd8X6i+EXri7mZTpimQF62J/waLZsjJ/F83airJWy89PuBN94AliyJDOYNHgx4vUBREcb1k0GW9vTzmHMIjnMEQEBBXpYTVbWhcN3YnEwHnA6d/YHSzvjRRchwO+APGggZFoSQS24dugq3s2WfZdkAIuoKKQ/ovf3226luQq+UyA+ZZH9g2XV4WIeid+gOr3cy+zwngOkjVl8cVJyFe66c0OL2fN2oqyVkvKyvBzZuBJYuBWpqgMJC4JlngCFDAI9HLrttSElJ1PjEcY6Axv7bJ6exNnPzWs1E6WRQcVaLMZd9lohSKeVLbgcMGNDqFxGXIfYufL0pXbAvUrrrdB+trQXefBO46CIZzCsokMG8oUMBl0sG8zQtqb8D9V4cY6m7YZ8l6n6Czer2tvfn6S7lGXpEbeEyxN6FrzelC/ZFSned6qM1NcA778hgXnV1YzDvqKMAp1MG8xyO5P8S1GtxjKXuhn2WqPtxOjTMvn5dzJ+v/83cLmxN4jGgR90Cl+f0Lny9KV2wL1K661AfrawE3n1XBvOqqoC+fYGnnwaGDZMZecXFMkOPKMk4xlJ3wz5LROmEAT0iIiKi3qK8HNi8Gbj44sZg3jPPAMOHy2Bev36A253qVhIRERFRGxjQIyIiIurphAAOHwY++EBm5h05AvTpIzPzhg+X2zUWFgIZ6bMBERERERHFxoAeERERUU8mBFBSAnz8cWMwLz9fBvNGjJDBvIICICsr1S0lIiIiojilfJfbrrZ+/XrMnDkT06ZNw7PPPpvq5hARERElj2UBBw8CW7Y0BvPy8mQw7+ijZTAvPx/IzU11S4mIiIioHXpVhl5JSQkeeOABrF27Fk6nEwsWLMApp5yCESO41TgRERH1MIYBHDoEfPaZDOZVVspg3jPPAMccI2+TmyuX3hIRERFRt9KrMvTef/99nHrqqcjNzUVGRgamT5+ODRs2pLpZRERERIkVCgEHDgCffy6DeRUVMni3Zk1jMC87W26KQURERETdTq8K6JWWlqKgoCD8fWFhIUpKSlLYIiIiIqIECwRkMO/LLyODeU8/DYwaJW/j9cpNMBQltW0lIiIiog7pVUtuLcuC0mTiKoSI+J6IiIioW/P7Zc28r76Swbzy8sbMPDuY5/EAxcWA2quu6xIRERH1KL1qJldcXIyysrLw92VlZSgsLExhi4iIiIgSpL4e2L+/MZh3+DCQkwP88Y/A6NHyNi6XDOZpWmrbSkRERESd0qsCeqeffjo++OADVFRUwOfzYePGjZg4cWKqm0VERETUObW1MjPv669lMK+srDGYd+yx8ja6LoN5Dkdq20pEREREndarltwWFRXhuuuuw9KlSxEKhTB//nyMHTs21c0iIiIi6rjqaqCkBNi1C1i6VAbzsrOBP/wBGDNG3kbTgP79ZYYeEREREXV7vSqgBwCzZ8/G7NmzU90MIiIios6rrJRLa3fvBpYskcG8rCwZzDvuOHkbVZWZeW53SptKRERERInT6wJ6RERERD1CebncwdYO5pWWApmZMph3/PHyNooid7P1elPaVCIiIiJKLAb0iIiIiLoTIWQmXlUVsGePXGZbUiKDeX/8I2CXE1EUoKBALr8lIiIioh6lV22KQURERNStCSGDd0eOAN9+KzPzDh2SGXhPPdUYzAOA/HwgNzd1bSUiIqK0FwyZqW4CdRAz9IiIiIi6A9OUwbzaWmDv3pbBvBNOaLxtbi7Qp0/q2kpERETdgtOhYfb162L+fP1v5nZha6g9GNAjIiIiSneGIYN39fXAvn1yme3Bg0BGBvDkk8C4cY23zcqSS22JiIiIqMdiQI+IiIgonYVCMnjn9zcG8w4caAzmnXhi4229XqCoSNbPIyIiIqIeiwE9IiIionQVCMhgXjAI7N8vg3n798tg3u9/D5x0UuNtPR6guBhQWSKZiIiIqKdjQI+IiIgoHfn9MhPPMOS/djDP4wGeeAIYP77xtk6nDOZpWuraS0RERERdhgE9IiIionRTXy8z80xT/rtkiVxuawfzTj658ba6DvTrBzgcqWsvEREREXUpBvSIiIiI0klNDVBaKoN5hw7JzDw7mPf448B3v9t4W02TwTyXK3XtJSIiIqIux4AeERERUbqoqpLBPCGAkhIZzPv2W8DtBh57DDjllMbbqqrcAMPjSV17iYiIiCglGNAjIiIiSgdHjgBlZZHBvD17GoN5p57aeFtFAQoLgczM1LWXiIiIiFKG26ARERERpQOfLzKYt3u3XEr72GPAaac13k5RgD59gOzslDWViIiIiFKLAT0iIiKidFFaClx0UWMwb/XqyGAeAOTlAfn5KWkeEREREaUHBvSIiIiI0oEdzNu1C3A6gd/9DpgwIfI2OTlA376paR8RERFRDxIMmZ36eaqxhh4RERFRqpWUAOefD+zc2RjMO+OMyNtkZsq6eURERETUaU6HhtnXr4v58/W/mduFrWk/ZugRERERpVJdHTBlCvD114DDATzyCPC970XexuORO9oqSmraSERERERphQE9IiIiolT65BPg3/+WmXmPPgpMmhT5c5cL6NcP0LTUtI+IiIiI0g6X3BIRERGl0oQJwJNPAgMHAkcdFfkzp1MG83RO2YiIiIioEWeHRERERKmkacCyZcDBg0BNTeNxXQeKi2VQj4iIiIioCS65JSIiIko3miaDeW53qltCRERERGmIAT0iIiKidKIocjfbjIxUt4SIiIiI0hQDekRERETpwg7mZWWluiVERERElMYY0CMiIiJKF336ADk5qW4FEREREaU5BvSIiIiI0kFWFpCfn+pWEBERUQ8SDJmpbgIlCXe5JSIiIkoHmZmpbgERERH1ME6HhtnXr4v58/W/mduFraFEYoYeERERERERERFRN8KAHhERERERERERUTfCgB4REREREREREVE3woAeERERERERERFRN8JNMeJgmnJXmEOHDqW4JdTdFRcXQ9eT/7Zjn6VEYr+l7qar+izAfkuJw7GWuiP2W+pueuMcYeDAgSl9/u5u3759qW5CzH6rCCFECtrTrWzZsgWLFy9OdTOoB3j77be7ZEBln6VEYr+l7qar+izAfkuJw7GWuiP2W+puOEeg7ihWv2VALw5+vx9ffvklCgoKoGlaqptD3VhXXRFin6VEYr+l7qYrr76z31KicKyl7oj9lrobzhGoO2KGHhERERERERERUQ/ATTGIiIiIiIiIiIi6EQb0iIiIiIiIiIiIuhEG9IiIiIiIiIiIiLoRBvSIiIiIiIiIiIi6EQb0iIiIiIiIiIiIuhEG9IiIiIiIiIiIiLoRBvSIiIiIiIiIiIi6EQb0uoH169dj5syZmDZtGp599tmUtWPJkiWYNWsW5s6di7lz5+Lzzz+P2bb3338fs2fPxrRp0/DAAw8krU21tbU455xzsG/fvlafd/v27Zg3bx6mT5+OW265BYZhAAAOHDiAxYsX4+yzz8aVV16Jurq6pLW1O3nkkUcwa9YszJo1CytXrgTQ/r/tK6+8gjPOOCPcXxLVD9rTNttNN92EtWvXhr9P5uueiPalw9/urbfewty5czFnzhz8+Mc/RlVVFQC+Zzo75vRUiRgzeot0+UxPhmjzhO4u3vc8xa8r3wPJmidWV1fjsssuw4wZM7B48WKUlZUBAILBIG688UbMmDED5513Hr755hsAgBAC9913H84++2zMnDkTn3zySYu2JmIc7cr29kbpNn6n47mZjedoiZdu/a817emb6aBbz+8FpbVDhw6JyZMni8rKSlFXVydmz54tvv766y5vh2VZ4owzzhChUKjNtvl8PjFp0iTx7bffilAoJC655BKxadOmhLfps88+E+ecc44YM2aM2Lt3b6vPO2vWLPHpp58KIYT42c9+Jp599lkhhBCXXXaZeO2114QQQjzyyCNi5cqVCW9nd7N582Zx4YUXikAgIILBoFi6dKlYv359u/+2d955p1i/fn1K23bo0CFx+eWXi7Fjx4qXX345/DjJet0T1b5U/+1qamrEhAkTxKFDh4QQQjz44IPirrvuEkL07vdMIsacnihRY0ZvkC6f6ckQbZ7Q3bXnPU/x6cr3QDLnib/85S/F448/LoQQ4pVXXhHXXHONEEKIJ598Utx2221CCCE++ugjcf755wshhPj73/8ufvSjHwnTNMXOnTvF1KlTI94riRpHu6q9vVG6jd/peG5m4zla4qVb/2tNe/pmOuju83tm6KW5999/H6eeeipyc3ORkZGB6dOnY8OGDV3ejp07dwIALrnkEsyZMwd//vOfY7btiy++wJAhQzBo0CDouo7Zs2cnpc0vvfQS7rjjDhQWFgJAzOfdv38//H4/TjjhBADAvHnzsGHDBoRCIXz88ceYPn16xPHerqCgAMuXL4fT6YTD4cDw4cOxe/fudv1tAWDbtm145ZVXMHv2bNxwww3hDK+uahsgr2SdddZZmDFjRvgxkvm6J6J9QOr/dqFQCHfccQeKiooAACNHjsTBgwd7/Xums2NOT5WoMaM3SJfP9GSINk/o7uJ9z1P8uvI9kMx54qZNmzB79mwAwDnnnIN3330XoVAImzZtwpw5cwAAJ598MioqKnDgwAH885//xMyZM6GqKo466ij069cPn376abitiRhHu7K9vVG6jd/peG5m4zla4qVb/2tNe/pmOuju83sG9NJcaWkpCgoKwt8XFhaipKSky9tRXV2N0047DY8++ijWrFmDF154AQcOHIjatq5q84oVKzB+/Pjw97Get/nxgoIClJSUoLKyEpmZmdB1PeJ4b3f00UeHB6rdu3fj73//OxRFadff1v7/H//4x/jb3/6Gfv364c477+zStgHApZdeivPPPz/iMZL5uieifXabUvm3y8vLw9SpUwEAfr8fTzzxBL7//e/3+vdMZ8ecnipRY0ZvkC6f6ckQbZ6wefPmVDerU+J9z1P8uvJvmMx5YtP76LqOzMxMVFRURH2sQ4cOobS0NHyy2PS4LRHjaFe2tzdKt/d/Op6b2XiOlnjp1v9a056+mQ66+/yeAb00Z1kWFEUJfy+EiPi+q4wbNw4rV65EVlYW8vPzMX/+fDz88MNR25aqNsd63ljHo7UrFX/bdPX111/jkksuwU033YRBgwa1+7V+9NFHcdJJJ0FRFFx66aV47733urRtsXTF696Z9gHp87erqanBZZddhlGjRuG8887je6aZ9o45PV1nx4zeoCf//tHmCf/85z9T3ayE6smvX1dJ5d8wmfNEIQRUVW1xH/t4tOdQ1ZanYZ0ZR1PR3t4k3d7/3eHczMZztM5L9WvYHu3pm+mou83ve/fI3A0UFxeHC9cCQFlZWcQVs66yZcsWfPDBB+HvhRAYMGBA1Lalqs2xnrf58cOHD6OwsBD5+fmoqamBaZpd2s7u4JNPPsHFF1+M66+/Huedd167/7Y1NTVYs2ZN+LgQApqmdWnbYkn2697Z9qXL3660tBSLFi3CyJEjsWLFCgDJ/9t1N+19X/RknR0zeot0+UxPhmjzBDu7oqfoya9fV0nl3zCR88TCwkIcPnwYAGAYBurq6pCbm4uioiKUlpa2eKzi4uKox5vq7Dja1e3tbdLt/d8dzs1sPEfrvFS/hu3Rnr6ZjrrbHJYBvTR3+umn44MPPkBFRQV8Ph82btyIiRMndnk7ampqsHLlSgQCAdTW1uKVV17Br3/966ht+853voNdu3Zhz549ME0Tr732Wpe0OdbzDhgwAC6XK7xD17p16zBx4kQ4HA6MHz8er7/+OgDg1VdfTcnfNt0cPHgQP/nJT7Bq1SrMmjULQPv/thkZGXjyySfDOxz++c9/Di/h7Kq2xZLM1z0R7UuHv51pmrjiiiswY8YM3HLLLeGrT3zPRGrv+6KnSsSY0Vuky2d6MkSbJyRi7EonqZrf9CSpfA8kcp44adIkvPrqqwCA119/HePHj4fD4cCkSZOwbt06APKk1uVyoX///pg4cSLWr18P0zSxZ88e7N69G8cff3y4bYkYR7uyvb1Ruo3f3eHczMZztM5Lt/7Xmvb0zXTU3eawPevSaQ9UVFSE6667DkuXLkUoFML8+fMxduzYLm/H5MmT8fnnn+Pcc8+FZVlYtGgRTjrppJhtu/fee3HVVVchEAhg0qRJOPvss5PeRpfLFfN5V61ahVtvvRW1tbUYM2YMli5dCgC44447sHz5cqxevRr9+vXD/fffn/R2prunnnoKgUAA9957b/jYggUL2vW31TQNDz74IH7xi1/A7/dj6NChWLlyZZe3LZZkve6JaF86/O3eeust/Pvf/4ZpmnjjjTcAAMcddxxWrFjB90wTHRlzeqJEjBm9Rbp8pidDtHnCuHHjUt2shGrtPU/xSeV7IJHzxGuuuQbLly/HrFmzkJWVhVWrVgEAlixZgttvvx2zZs2C0+kMf36fffbZ+OKLL8IbUKxYsQJutzvctkSNo13V3t4o3cbv7nBuZuM5WuelW/9rTXv7ZrrpbvN7RQghUt0IIiIiIiIiIiIiig+X3BIREREREREREXUjDOgRERERERERERF1IwzoERERERERERERdSMM6BEREREREREREXUjDOgRERERERERERF1IwzoUQsjR47E7NmzMXfuXJx77rmYPn06fvCDH2Dbtm0dfswPP/wQ55xzTgJbSRTpl7/8JS644AKYphk+ZpomFixYgAceeCCFLaN0k4wxDgBuvfVWfPnllwCAW265Be+//34imhvVP//5z3C/njJlCk444QTU1dVF3Gbt2rUYOXIkNmzYAACYO3cuqqurO/ycjzzyCN56660O3//ee+/Fhx9+2OH7U+p05j3zl7/8Bc8++ywA4Pnnn8cTTzyR7OYShS1ZsiRqn/vDH/6AK6+8Mub9vvjiC9x+++3JbBqloWTND1LFNE1cfvnlOHz4cHhO8PDDD0fcRgiBs846K3ye1nScnjJlCrZt2xZxHvfQQw/h1VdfTXhb16xZk5THpY7Zt28fRo4ciR/+8IctfrZ8+XKMHDkSFRUVMe+/d+9eXHXVVclsIjVgQI+ievrpp7Fu3Tq8+uqreOONNzBz5kzcfffdqW4WUUzLly+Hz+fD448/Hj72+OOPQ9M0XH311SlsGaWjZIxx77//PoQQAIAVK1bg9NNPT0RTW6itrcWqVatwxRVXhI/l5eXhzTffjLjdq6++ir59+4a/X7duHbKzszv8vB9++CEMw+jw/X/yk5/g7rvvht/v7/BjUOp09D3zySefhF/zhQsX4rLLLkt2U4nCFi1ahJdffrnF8ZdeegmLFy+Oeb8dO3agpKQkmU2jNNWTzoH+8Ic/4Lvf/W54LtC/f3/87W9/i7jNli1bIj6X2xqnr7nmGpx77rkJb+uSJUvw9NNPo6ysLOGPTR3jcrmwa9cu7N+/P3ysvr4eW7dubfO+Bw4cwK5du5LZPGqgp7oBlP4Mw8DBgweRk5MDADh8+DBuv/12lJeXo6ysDAMGDMCDDz6IPn36YMqUKTjvvPPwwQcf4ODBg5g7dy6uvfbaiMfbsmULbrjhBtx///048cQTU/ErUQ/kcrmwatUqLFy4EJMnT4YQAs899xxefvllaJqGt956C4899hgMw4DH48Hy5cvxne98B6Wlpbj99ttRWVkZ7s8PPfQQ8vPzMXHiRJx00kn46quvcOONN2LKlCmp/jUpCZqPcb/97W9RWVkZzs5o+v2SJUtwwgknYOvWrTh48CBOO+003HXXXXjooYdQWlqKG264AStXrsSqVauwePFiHHfccbjoooswYcIEfPnllzBNE1dffTVefPFF7Ny5E8cddxzuv/9+qKqKrVu3YtWqVfD5fFBVFT/96U8xefLkFu197rnncMYZZ8Dj8YSPzZkzB3/729/Ck+z9+/ejvr4ew4YNC99m5MiR+OCDD7Bp0ya8+eabUFUVe/bsgdvtxn333Yfhw4djyZIlWLx4Mc4++2wACH9fXl6OL7/8EitXroSmaZg0aRJWrVqFjz/+GKZp4thjj8Wtt96KzMxMPPfcc3jhhRfgcDjgcrlw5513YsSIEcjKysK4cePw4osv4qKLLkra60nJF++8YOvWrXjnnXewefNmuN1uVFRUhN9Lrc0XnnjiCfz1r3+F1+vF+PHj8fbbb+Odd95J5a9M3dTUqVNxzz33YMuWLRg/fjwA4KOPPoIQAhMmTMCLL76IP/3pT1BVFX379sVtt90Gt9uNhx9+GDU1NfjZz36GX/3qV3jnnXewevVqhEIhuN1u3HzzzRg3bhy++eYb3HLLLQgGgxBCYP78+a0GCql7aT7WAcDq1auxceNGWJaFAQMG4I477kB9fT0WLFiA9957D06nE6Zp4swzz8SaNWtQWFiIFStW4L///S9CoRBOO+003HTTTdB1Hccffzwuu+wybN68GaWlpbj00kuxaNEirF27Fm+88Ub4InXT74PBYMzP36Z8Ph+efvpprF+/PnzsmGOOwcGDB7F169bwOdgrr7yCOXPm4L333gPQcg7U3PLly3H00Udj2bJl2LJlC1auXAmfzweHw4Frr70WEydOxNq1a2POMzZu3IjVq1dDURRomoabbroJJ598MjRNw4wZM/D73/8eP//5zxP6OlLH2K/J+vXrwxeRN27ciLPOOgt/+MMfACDq2Dh27FjceuutKCkpwbJly/DUU0/hsccew9tvvw2/3w+fz4ebb74ZU6dO/f/t3XlQVXUbwPHv9cIrJU5yCbFiMCISxUHcQBa7SiIoKiBKmmOSU02CmVgqiwykIohbOLnEqFhqyShXEEQxGRcQGcFRMSbRMDWXtEYHRZTt8v7BcIYrS+qbGr3P5x/Hw11+58y5z3nOc35LmzG0rq6OZcuWcejQIdRqNf379ycmJgaVSkVCQgLHjh1DrVbj6OhIREQEpqameHp64ujoSFlZGXPmzMHR0ZGFCxdy/fp1amtr8fX1NXgY/m8hPfREq6ZNm8bYsWPx8PDA29sbgPj4eAD27NmDk5MTqamp5ObmYmJiQkZGhvLeqqoq5YZu06ZN/Pbbb8rfCgsLiYiIYP369VLME3+7Xr16ERYWRlRUFJGRkcTFxWFpaUl5eTmrV69m48aNpKenExMTQ2hoKNXV1WRlZTF48GBSU1M5cOAAxsbGBsmPvb09e/fulWLev0x7Me6vXL58mS1btrB7926OHDnC8ePHCQsLo3v37ixfvpx+/foZvP7KlStotVp0Oh1OTk7ExcWxcuVK9uzZQ3FxMadOnaKiooKIiAgSExPZtWsXa9euJTY2lmvXrrX4/n379jFs2DCDbVqtlrNnz3Lz5k2gsTdee0/Qi4qKiI6OJisri379+v3lMMim4uS8efPw8vIiOTkZtVqNTqdj9+7dyr7X19ezZMkSNmzYQFpaGkFBQZw4cUL5HA8PjxY9CUXH8CR5gZeXF56engQHB7da5GgtX8jLy0On07Fz5050Ol2LoeRCPA4jIyOCgoLYuXOnsi01NZX33nuPwsJCNmzYwHfffcfu3bsZM2YMoaGh9OjRg1mzZjFo0CDi4+O5ePEiq1atIjk5mfT0dBYtWsSnn35KVVUVGzduxNPTE51OR3JyMsXFxej1+ue4x+J/1V6sS09P59y5c+zYsYOMjAy0Wi0LFizAxsYGOzs75cFDfn4+VlZW2NrasmTJEhwcHNDpdKSnp3P79m1SUlIAqKmpwczMjO3bt7N69Wri4+Oprq5ut31tXX8fVlhYiI2NDWZmZgbb/f39lfu2+/fvc+LECYYOHfrYx+n27dvMmjWLqKgoMjMzWbp0KXPnzlXu+9rKMxITE4mJiUGn0/HZZ58ZTMXh7u4uOcI/TPPzBRp/AwEBAUBjfttabKyurmbx4sVYW1uzceNGrl69SkFBAVu2bCEzM5OwsDBl6HdbMfT777+ntLSUjIwMsrKyuHfvHtnZ2axbt46bN2+SkZFBRkYGer2exMREpX12dnbs3bsXLy8v5s6dS2BgoJJTFBQUkJ2d/WwP4DMgPfREq7799ls0Gg2lpaV8/PHHuLi4YG5uDjRe6IqLi0lJSeHixYucP3/e4Ab2nXfeAcDS0hJzc3MqKioA+P333/nkk0+YPHky9vb2z36nxP+FqVOnkpOTg62tLVqtFoCjR49y48YN3n//feV1KpWKy5cvM336dIqKipTzuby8nMGDByuvGzhw4DPfB/H0tRfj/srw4cPp1KkTpqam9OzZU4lxbTE2NlYKwtbW1vTv3195kt69e3cqKio4deoUf/zxB6Ghocr7VCoVZWVlvPrqqwaf9+uvv9KzZ88W3+Ht7U1WVhbTp09n7969bNmyhZycnFbb5ODgQI8ePQDo06fPYyfQhw4d4u7du8o8gbW1tZibm6NWq/Hx8WHSpEkMGzYMDw8P5XcIYGVlJUMwOqj/JS9oS2v5wuHDh/Hx8VGGh0+ZMoXCwsKnt2PiXy8oKAhfX18qKyupq6sjPz+f2NhY1q1bx+jRo9FoNACMHz+euLg4rly5YvD+pt5TwcHByramHMLLy4v58+dTUlKCq6srCxYsoFMn6S/RkbUX6w4ePMiZM2cIDAwEQK/Xc//+fQAmTJjArl278PHxQafTERQUBDReL8+cOaMUlR+edqIpDjo4OFCVmBDQAAAJIUlEQVRTU0NVVVW77Wvr+vuwCxcuYG1t3WJ70xyBUVFR/Pjjj3h6eqJWqx/5+DQpKSnB2tpaifV2dnYMGDCA48ePo1Kp2swzfH19mTlzJlqtFnd3dz766CPlM62srLh27RrV1dV07tz5sdsk/n59+/ZFrVbz008/YW5uzr1793jrrbcAOHLkSJuxsbnXXnuNxMREMjMzuXTpEqdPn1Ye1rUVQwsKCvDz88PExASAr776Cmj8nYWFhWFsbAw03vc1z52bemJXVVVRVFRERUUFSUlJyrazZ88yevTop3Cknh8p6Il2OTg4EBERQXh4OL1798bKyoply5ZRUlJCYGAgLi4u1NXVKfNGAQYBWKVSKX9Tq9UkJycTEhKCj4/PIyX7QjwJKysrgyRGr9fj4eHBihUrlG3Xr1/H0tKShIQEzp49S0BAAC4uLlRXVxucz126dHmmbRfPVmsxrnncgsZkubmm5AJo8drWGBsbo1KpDP7/sPr6emxtbdmxY4ey7caNG8qNZnMqlarVHiD+/v7ExMTg5OSEjY0N3bp1a7NN7e1De/veRK/XExkZqRTr7t27p/QqWL58OefOnaOgoIDk5GQyMjKUZMrIyEhudju4J8kL2tJavmBkZGTw3ie50RSiOUtLS9zc3MjOzqaqqgpvb2+6du3aahxtaGhoMVeoXq/H1dVVuaGExhyie/fu2Nvbk5OTQ0FBAceOHWPNmjXodDqlkCE6rtZinV6vV4bFQmMPu6aHeqNGjSIhIYHy8nKKiopISEgAGs+fpKQkbG1tAbhz545BTtAUB5u2NTQ0tJuHtHf9ba6tXMHCwoI+ffpw5MgR0tPTCQ8P5/bt2499fOrr6w32o6ntdXV1GBsbt5lnhIWFERgYyNGjR9HpdGzatEkpdjblSw9/rni+mqZ10Wg0+Pn5KdtVKlWbsbG4uFjZVlpaSkhICMHBwbi7uzN48GC+/PJLoPEheWsx1MjIsEz1559/otfr0ev1BueHXq83+H28+OKLyvaGhga2b9+uTFFz69atf2WhWLJq8ZfGjBmDo6Oj0t08Pz+fadOm4e/vj7m5OQUFBQYri7bFwsKCAQMGMH/+fObNm6c80RLiaRsyZAh5eXlKz6Dc3Fz8/f2prq4mPz+f4OBg/Pz8MDMz49ixYzJc5v/MwzHOzMyM0tJSGhoaqKys5ODBg4/0OWq1+okXjXBycuLSpUsUFRUB8PPPP+Pt7d3qpOyvv/56i6efAP369ePBgwesWrVKGQ7xuDQajbJS7y+//EJZWZnyt+b75+HhwbZt26ipqUGv1xMdHc3KlSu5desWWq2Wbt26ERwczOzZsw1WB7xy5YrBvH6iY3qcvOBxfxdarZb9+/dz9+5dAIOhkkI8qSlTppCZmUl6eroy/Hvo0KFkZ2crKzWmpaXRrVs3evbsaXDeurq6cvToUcrLy4HGVcbHjRvHgwcP+Pzzz8nOzsbX15eYmBhMTU1bjc+iY3o41nl4eLBz504qKyuBxhVf582bBzQW5nx9fQkPD2fkyJFKEcHDw4PNmzfT0NBATU0NM2bMYOvWre1+r0aj4fz581RXV1NbW2vQ276t6+/DbGxsDKY9as7f35+UlBTu3r2r9LZ6XE5OTly4cIGSkhIAzp8/T1FREc7Ozm2+p66uDk9PT+7fv8/kyZOJiYmhrKyMmpoaoHFlVCsrK/7zn/88UZvE0+Hn58e+ffvIzs5WVjsGcHZ2bjM2qtVqpdBWVFRE3759+eCDD3B2diY3N1fJEdqKoa6urmRlZSnneWxsLHv27GHo0KH88MMP1NbWotfr2bZtG+7u7i3abGpqipOTkzK8/c6dO0yePJnc3NynfbieOemhJx5JdHS0MmFqaGgoiYmJJCUlYWxszIABAx4reQkICCAnJ4eEhASlOi/E02Rvb09sbCyzZ89WeoCsXbuWF154gdDQUOLi4lixYgXGxsYMGjSIS5cuPe8mi2eseYxr+nfkyJFYWlri7Oz8SL2NmubriI2Nfezv12g0rF69msTERKWXaGJiIlZWVi1e6+PjQ15eHkOGDGnxNz8/P7Zt2/ZE8+EAzJgxg/DwcA4fPswbb7yhDF0A8PT0ZOXKldTW1hISEsLSpUsJCAigvr6e3r17Ex4ejqmpKTNmzCA4OBgTExPUarXB6oB5eXnKghuiY3vUvODtt99Weqo8CldXV4KCgnj33XcxMTHBzs7OYAEYIZ6Ei4sLixcv5qWXXqJXr15A43xdwcHBTJs2Db1ej0aj4ZtvvqFTp044OTmxZs0aZs6cyddff83ChQuZM2eOkkOsW7eOLl26EBISQlRUFKmpqajVakaMGGEwbYfo+JrHuokTJ3Ljxg2CgoJQqVS88sorBvFt4sSJbN261SAPiIqKIi4ujrFjx1JbW4ubmxsffvhhu9/Z1Itp1KhRWFhY4OLiojxga+v6+zA3NzeioqK4c+dOixXuR4wYQUxMDGFhYU98XDQaDUlJSSxatIgHDx6gUqmIj4/HxsaGkydPtvoeIyMjIiMj+eKLLzAyMkKlUrFkyRKlgCc5wj+TpaUltra2dO3a1WD0h62tbZux8c0336Rz585MmDCB9evXs3//fkaNGoVer2f48OFUVFRQWVnZZgwdOHAgV69eZfz48TQ0NODs7MzUqVOpq6tj6dKl+Pv7U1dXh6OjI9HR0a22e/ny5SxatIixY8dSU1PDmDFjGDdu3LM6bM+MquFR7lKEEEII8Y9QWVlJUFAQaWlpHarQUVlZyaRJk0hLS/tXDnkQf48zZ85w8uRJZc7TlJQUTp8+bTCkRwghxF9bv349arXaYJ66f6r6+noCAgLYtGkTL7/88vNujhAdhhT0hBBCiA7mwIEDlJSUMGfOnOfdlEcWHx+PVqvFzc3teTdF/INVVlYSGRnJhQsXlB4wixYtwtLS8nk3TQghOpSmIb4JCQlYWFg87+a0a/PmzXTt2lVZcEQI8WikoCeEEEIIIYQQQgghRAcii2IIIYQQQgghhBBCCNGBSEFPCCGEEEIIIYQQQogORAp6QgghhBBCCCGEEEJ0IFLQE0IIIYQQQgghhBCiA5GCnhBCCCGEEEIIIYQQHYgU9IQQQgghhBBCCCGE6ED+Cx5ntVz6oyllAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1260x1260 with 56 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# displaying the pair plot\n",
+    "sns.pairplot(data = IMDB_index, kind = 'reg',plot_kws={'line_kws':{'color':'red'}})\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/your-project/Movies_DB_clean.csv b/your-project/Movies_DB_clean.csv
new file mode 100644
index 0000000..40a6f78
--- /dev/null
+++ b/your-project/Movies_DB_clean.csv
@@ -0,0 +1,757 @@
+,Rank,Title,Genre,Description,Director,Actors,Year,Runtime (Minutes),Rating,Votes,Revenue (Millions),Metascore,Director_Fname,Director_Lname,Director_genre
+0,1,Guardians of the Galaxy,"Action,Adventure,Sci-Fi",A group of intergalactic criminals are forced to work together to stop a fanatical warrior from taking control of the universe.,James Gunn,"Chris Pratt, Vin Diesel, Bradley Cooper, Zoe Saldana",2014,121,8.1,757074,333.13,76,James,Gunn,male
+1,2,Prometheus,"Adventure,Mystery,Sci-Fi","Following clues to the origin of mankind, a team finds a structure on a distant moon, but they soon realize they are not alone.",Ridley Scott,"Noomi Rapace, Logan Marshall-Green, Michael Fassbender, Charlize Theron",2012,124,7,485820,126.46,65,Ridley,Scott,male
+2,3,Split,"Horror,Thriller",Three girls are kidnapped by a man with a diagnosed 23 distinct personalities. They must try to escape before the apparent emergence of a frightful new 24th.,M. Night Shyamalan,"James McAvoy, Anya Taylor-Joy, Haley Lu Richardson, Jessica Sula",2016,117,7.3,157606,138.12,62,M.,Night Shyamalan,male
+3,4,Sing,"Animation,Comedy,Family","In a city of humanoid animals, a hustling theater impresario's attempt to save his theater with a singing competition becomes grander than he anticipates even as its finalists' find that their lives will never be the same.",Christophe Lourdelet,"Matthew McConaughey,Reese Witherspoon, Seth MacFarlane, Scarlett Johansson",2016,108,7.2,60545,270.32,59,Christophe,Lourdelet,male
+4,5,Suicide Squad,"Action,Adventure,Fantasy",A secret government agency recruits some of the most dangerous incarcerated super-villains to form a defensive task force. Their first mission: save the world from the apocalypse.,David Ayer,"Will Smith, Jared Leto, Margot Robbie, Viola Davis",2016,123,6.2,393727,325.02,40,David,Ayer,male
+5,6,The Great Wall,"Action,Adventure,Fantasy",European mercenaries searching for black powder become embroiled in the defense of the Great Wall of China against a horde of monstrous creatures.,Yimou Zhang,"Matt Damon, Tian Jing, Willem Dafoe, Andy Lau",2016,103,6.1,56036,45.13,42,Yimou,Zhang,male
+6,7,La La Land,"Comedy,Drama,Music",A jazz pianist falls for an aspiring actress in Los Angeles.,Damien Chazelle,"Ryan Gosling, Emma Stone, Rosemarie DeWitt, J.K. Simmons",2016,128,8.3,258682,151.06,93,Damien,Chazelle,male
+7,10,Passengers,"Adventure,Drama,Romance","A spacecraft traveling to a distant colony planet and transporting thousands of people has a malfunction in its sleep chambers. As a result, two passengers are awakened 90 years early.",Morten Tyldum,"Jennifer Lawrence, Chris Pratt, Michael Sheen,Laurence Fishburne",2016,116,7,192177,100.01,41,Morten,Tyldum,male
+8,11,Fantastic Beasts and Where to Find Them,"Adventure,Family,Fantasy",The adventures of writer Newt Scamander in New York's secret community of witches and wizards seventy years before Harry Potter reads his book in school.,David Yates,"Eddie Redmayne, Katherine Waterston, Alison Sudol,Dan Fogler",2016,133,7.5,232072,234.02,66,David,Yates,male
+9,12,Hidden Figures,"Biography,Drama,History",The story of a team of female African-American mathematicians who served a vital role in NASA during the early years of the U.S. space program.,Theodore Melfi,"Taraji P. Henson, Octavia Spencer, Janelle Monáe,Kevin Costner",2016,127,7.8,93103,169.27,74,Theodore,Melfi,male
+10,13,Rogue One,"Action,Adventure,Sci-Fi","The Rebel Alliance makes a risky move to steal the plans for the Death Star, setting up the epic saga to follow.",Gareth Edwards,"Felicity Jones, Diego Luna, Alan Tudyk, Donnie Yen",2016,133,7.9,323118,532.17,65,Gareth,Edwards,male
+11,14,Moana,"Animation,Adventure,Comedy","In Ancient Polynesia, when a terrible curse incurred by the Demigod Maui reaches an impetuous Chieftain's daughter's island, she answers the Ocean's call to seek out the Demigod to set things right.",Ron Clements,"Auli'i Cravalho, Dwayne Johnson, Rachel House, Temuera Morrison",2016,107,7.7,118151,248.75,81,Ron,Clements,male
+12,16,The Secret Life of Pets,"Animation,Adventure,Comedy","The quiet life of a terrier named Max is upended when his owner takes in Duke, a stray whom Max instantly dislikes.",Chris Renaud,"Louis C.K., Eric Stonestreet, Kevin Hart, Lake Bell",2016,87,6.6,120259,368.31,61,Chris,Renaud,male
+13,17,Hacksaw Ridge,"Biography,Drama,History","WWII American Army Medic Desmond T. Doss, who served during the Battle of Okinawa, refuses to kill people, and becomes the first man in American history to receive the Medal of Honor without firing a shot.",Mel Gibson,"Andrew Garfield, Sam Worthington, Luke Bracey,Teresa Palmer",2016,139,8.2,211760,67.12,71,Mel,Gibson,male
+14,18,Jason Bourne,"Action,Thriller",The CIA's most dangerous former operative is drawn out of hiding to uncover more explosive truths about his past.,Paul Greengrass,"Matt Damon, Tommy Lee Jones, Alicia Vikander,Vincent Cassel",2016,123,6.7,150823,162.16,58,Paul,Greengrass,male
+15,19,Lion,"Biography,Drama","A five-year-old Indian boy gets lost on the streets of Calcutta, thousands of kilometers from home. He survives many challenges before being adopted by a couple in Australia. 25 years later, he sets out to find his lost family.",Garth Davis,"Dev Patel, Nicole Kidman, Rooney Mara, Sunny Pawar",2016,118,8.1,102061,51.69,69,Garth,Davis,male
+16,20,Arrival,"Drama,Mystery,Sci-Fi","When twelve mysterious spacecraft appear around the world, linguistics professor Louise Banks is tasked with interpreting the language of the apparent alien visitors.",Denis Villeneuve,"Amy Adams, Jeremy Renner, Forest Whitaker,Michael Stuhlbarg",2016,116,8,340798,100.5,81,Denis,Villeneuve,male
+17,22,Manchester by the Sea,Drama,A depressed uncle is asked to take care of his teenage nephew after the boy's father dies.,Kenneth Lonergan,"Casey Affleck, Michelle Williams, Kyle Chandler,Lucas Hedges",2016,137,7.9,134213,47.7,96,Kenneth,Lonergan,male
+18,24,Trolls,"Animation,Adventure,Comedy","After the Bergens invade Troll Village, Poppy, the happiest Troll ever born, and the curmudgeonly Branch set off on a journey to rescue her friends.",Walt Dohrn,"Anna Kendrick, Justin Timberlake,Zooey Deschanel, Christopher Mintz-Plasse",2016,92,6.5,38552,153.69,56,Walt,Dohrn,male
+19,25,Independence Day: Resurgence,"Action,Adventure,Sci-Fi","Two decades after the first Independence Day invasion, Earth is faced with a new extra-Solar threat. But will mankind's new space defenses be enough?",Roland Emmerich,"Liam Hemsworth, Jeff Goldblum, Bill Pullman,Maika Monroe",2016,120,5.3,127553,103.14,32,Roland,Emmerich,male
+20,27,Bahubali: The Beginning,"Action,Adventure,Drama","In ancient India, an adventurous and daring man becomes involved in a decades old feud between two warring people.",S.S. Rajamouli,"Prabhas, Rana Daggubati, Anushka Shetty,Tamannaah Bhatia",2015,159,8.3,76193,6.5,,S.S.,Rajamouli,male
+21,29,Bad Moms,Comedy,"When three overworked and under-appreciated moms are pushed beyond their limits, they ditch their conventional responsibilities for a jolt of long overdue freedom, fun, and comedic self-indulgence.",Jon Lucas,"Mila Kunis, Kathryn Hahn, Kristen Bell,Christina Applegate",2016,100,6.2,66540,113.08,60,Jon,Lucas,male
+22,30,Assassin's Creed,"Action,Adventure,Drama","When Callum Lynch explores the memories of his ancestor Aguilar and gains the skills of a Master Assassin, he discovers he is a descendant of the secret Assassins society.",Justin Kurzel,"Michael Fassbender, Marion Cotillard, Jeremy Irons,Brendan Gleeson",2016,115,5.9,112813,54.65,36,Justin,Kurzel,male
+23,31,Why Him?,Comedy,A holiday gathering threatens to go off the rails when Ned Fleming realizes that his daughter's Silicon Valley millionaire boyfriend is about to pop the question.,John Hamburg,"Zoey Deutch, James Franco, Tangie Ambrose,Cedric the Entertainer",2016,111,6.3,48123,60.31,39,John,Hamburg,male
+24,32,Nocturnal Animals,"Drama,Thriller","A wealthy art gallery owner is haunted by her ex-husband's novel, a violent thriller she interprets as a symbolic revenge tale.",Tom Ford,"Amy Adams, Jake Gyllenhaal, Michael Shannon, Aaron Taylor-Johnson",2016,116,7.5,126030,10.64,67,Tom,Ford,male
+25,33,X-Men: Apocalypse,"Action,Adventure,Sci-Fi","After the re-emergence of the world's first mutant, world-destroyer Apocalypse, the X-Men must unite to defeat his extinction level plan.",Bryan Singer,"James McAvoy, Michael Fassbender, Jennifer Lawrence, Nicholas Hoult",2016,144,7.1,275510,155.33,52,Bryan,Singer,male
+26,34,Deadpool,"Action,Adventure,Comedy",A fast-talking mercenary with a morbid sense of humor is subjected to a rogue experiment that leaves him with accelerated healing powers and a quest for revenge.,Tim Miller,"Ryan Reynolds, Morena Baccarin, T.J. Miller, Ed Skrein",2016,108,8,627797,363.02,65,Tim,Miller,male
+27,35,Resident Evil: The Final Chapter,"Action,Horror,Sci-Fi","Alice returns to where the nightmare began: The Hive in Raccoon City, where the Umbrella Corporation is gathering its forces for a final strike against the only remaining survivors of the apocalypse.",Paul W.S. Anderson,"Milla Jovovich, Iain Glen, Ali Larter, Shawn Roberts",2016,107,5.6,46165,26.84,49,Paul,W.S. Anderson,male
+28,36,Captain America: Civil War,"Action,Adventure,Sci-Fi",Political interference in the Avengers' activities causes a rift between former allies Captain America and Iron Man.,Anthony Russo,"Chris Evans, Robert Downey Jr.,Scarlett Johansson, Sebastian Stan",2016,147,7.9,411656,408.08,75,Anthony,Russo,male
+29,37,Interstellar,"Adventure,Drama,Sci-Fi",A team of explorers travel through a wormhole in space in an attempt to ensure humanity's survival.,Christopher Nolan,"Matthew McConaughey, Anne Hathaway, Jessica Chastain, Mackenzie Foy",2014,169,8.6,1047747,187.99,74,Christopher,Nolan,male
+30,38,Doctor Strange,"Action,Adventure,Fantasy","While on a journey of physical and spiritual healing, a brilliant neurosurgeon is drawn into the world of the mystic arts.",Scott Derrickson,"Benedict Cumberbatch, Chiwetel Ejiofor, Rachel McAdams, Benedict Wong",2016,115,7.6,293732,232.6,72,Scott,Derrickson,male
+31,39,The Magnificent Seven,"Action,Adventure,Western",Seven gunmen in the old west gradually come together to help a poor village against savage thieves.,Antoine Fuqua,"Denzel Washington, Chris Pratt, Ethan Hawke,Vincent D'Onofrio",2016,132,6.9,122853,93.38,54,Antoine,Fuqua,male
+32,41,Sausage Party,"Animation,Adventure,Comedy",A sausage strives to discover the truth about his existence.,Greg Tiernan,"Seth Rogen, Kristen Wiig, Jonah Hill, Alistair Abell",2016,89,6.3,120690,97.66,66,Greg,Tiernan,male
+33,42,Moonlight,Drama,"A chronicle of the childhood, adolescence and burgeoning adulthood of a young, African-American, gay man growing up in a rough neighborhood of Miami.",Barry Jenkins,"Mahershala Ali, Shariff Earp, Duan Sanderson, Alex R. Hibbert",2016,111,7.5,135095,27.85,99,Barry,Jenkins,male
+34,44,The Founder,"Biography,Drama,History","The story of Ray Kroc, a salesman who turned two brothers' innovative fast food eatery, McDonald's, into one of the biggest restaurant businesses in the world with a combination of ambition, persistence, and ruthlessness.",John Lee Hancock,"Michael Keaton, Nick Offerman, John Carroll Lynch, Linda Cardellini",2016,115,7.2,37033,12.79,66,John,Lee Hancock,male
+35,46,Pirates of the Caribbean: On Stranger Tides,"Action,Adventure,Fantasy","Jack Sparrow and Barbossa embark on a quest to find the elusive fountain of youth, only to discover that Blackbeard and his daughter are after it too.",Rob Marshall,"Johnny Depp, Penélope Cruz, Ian McShane, Geoffrey Rush",2011,136,6.7,395025,241.06,45,Rob,Marshall,male
+36,49,Star Trek Beyond,"Action,Adventure,Sci-Fi","The USS Enterprise crew explores the furthest reaches of uncharted space, where they encounter a new ruthless enemy who puts them and everything the Federation stands for to the test.",Justin Lin,"Chris Pine, Zachary Quinto, Karl Urban, Zoe Saldana",2016,122,7.1,164567,158.8,68,Justin,Lin,male
+37,51,Star Wars: Episode VII - The Force Awakens,"Action,Adventure,Fantasy","Three decades after the defeat of the Galactic Empire, a new threat arises. The First Order attempts to rule the galaxy and only a ragtag group of heroes can stop them, along with the help of the Resistance.",J.J. Abrams,"Daisy Ridley, John Boyega, Oscar Isaac, Domhnall Gleeson",2015,136,8.1,661608,936.63,81,J.J.,Abrams,male
+38,52,Underworld: Blood Wars,"Action,Adventure,Fantasy","Vampire death dealer, Selene (Kate Beckinsale) fights to end the eternal war between the Lycan clan and the Vampire faction that betrayed her.",Anna Foerster,"Kate Beckinsale, Theo James, Tobias Menzies, Lara Pulver",2016,91,5.8,41362,30.35,23,Anna,Foerster,female
+39,54,John Wick,"Action,Crime,Thriller",An ex-hitman comes out of retirement to track down the gangsters that took everything from him.,Chad Stahelski,"Keanu Reeves, Michael Nyqvist, Alfie Allen, Willem Dafoe",2014,101,7.2,321933,43,68,Chad,Stahelski,male
+40,55,The Dark Knight,"Action,Crime,Drama","When the menace known as the Joker wreaks havoc and chaos on the people of Gotham, the Dark Knight must come to terms with one of the greatest psychological tests of his ability to fight injustice.",Christopher Nolan,"Christian Bale, Heath Ledger, Aaron Eckhart,Michael Caine",2008,152,9,1791916,533.32,82,Christopher,Nolan,male
+41,56,Silence,"Adventure,Drama,History","In the 17th century, two Portuguese Jesuit priests travel to Japan in an attempt to locate their mentor, who is rumored to have committed apostasy, and to propagate Catholicism.",Martin Scorsese,"Andrew Garfield, Adam Driver, Liam Neeson,Tadanobu Asano",2016,161,7.3,49190,7.08,79,Martin,Scorsese,male
+42,57,Don't Breathe,"Crime,Horror,Thriller","Hoping to walk away with a massive fortune, a trio of thieves break into the house of a blind man who isn't as helpless as he seems.",Fede Alvarez,"Stephen Lang, Jane Levy, Dylan Minnette, Daniel Zovatto",2016,88,7.2,121103,89.21,71,Fede,Alvarez,male
+43,58,Me Before You,"Drama,Romance",A girl in a small town forms an unlikely bond with a recently-paralyzed man she's taking care of.,Thea Sharrock,"Emilia Clarke, Sam Claflin, Janet McTeer, Charles Dance",2016,106,7.4,113322,56.23,51,Thea,Sharrock,female
+44,60,Sully,"Biography,Drama","The story of Chesley Sullenberger, an American pilot who became a hero after landing his damaged plane on the Hudson River in order to save the flight's passengers and crew.",Clint Eastwood,"Tom Hanks, Aaron Eckhart, Laura Linney, Valerie Mahaffey",2016,96,7.5,137608,125.07,74,Clint,Eastwood,male
+45,61,Batman v Superman: Dawn of Justice,"Action,Adventure,Sci-Fi","Fearing that the actions of Superman are left unchecked, Batman takes on the Man of Steel, while the world wrestles with what kind of a hero it really needs.",Zack Snyder,"Ben Affleck, Henry Cavill, Amy Adams, Jesse Eisenberg",2016,151,6.7,472307,330.25,44,Zack,Snyder,male
+46,63,The Girl on the Train,"Crime,Drama,Mystery",A divorcee becomes entangled in a missing persons investigation that promises to send shockwaves throughout her life.,Tate Taylor,"Emily Blunt, Haley Bennett, Rebecca Ferguson, Justin Theroux",2016,112,6.5,102177,75.31,48,Tate,Taylor,male
+47,64,Fifty Shades of Grey,"Drama,Romance,Thriller","Literature student Anastasia Steele's life changes forever when she meets handsome, yet tormented, billionaire Christian Grey.",Sam Taylor-Johnson,"Dakota Johnson, Jamie Dornan, Jennifer Ehle,Eloise Mumford",2015,125,4.1,244474,166.15,46,Sam,Taylor-Johnson,male
+48,65,The Prestige,"Drama,Mystery,Sci-Fi",Two stage magicians engage in competitive one-upmanship in an attempt to create the ultimate stage illusion.,Christopher Nolan,"Christian Bale, Hugh Jackman, Scarlett Johansson, Michael Caine",2006,130,8.5,913152,53.08,66,Christopher,Nolan,male
+49,66,Kingsman: The Secret Service,"Action,Adventure,Comedy","A spy organization recruits an unrefined, but promising street kid into the agency's ultra-competitive training program, just as a global threat emerges from a twisted tech genius.",Matthew Vaughn,"Colin Firth, Taron Egerton, Samuel L. Jackson,Michael Caine",2014,129,7.7,440209,128.25,58,Matthew,Vaughn,male
+50,67,Patriots Day,"Drama,History,Thriller","The story of the 2013 Boston Marathon bombing and the aftermath, which includes the city-wide manhunt to find the terrorists responsible.",Peter Berg,"Mark Wahlberg, Michelle Monaghan, J.K. Simmons, John Goodman",2016,133,7.4,39784,31.86,69,Peter,Berg,male
+51,68,Mad Max: Fury Road,"Action,Adventure,Sci-Fi","A woman rebels against a tyrannical ruler in postapocalyptic Australia in search for her home-land with the help of a group of female prisoners, a psychotic worshipper, and a drifter named Max.",George Miller,"Tom Hardy, Charlize Theron, Nicholas Hoult, Zoë Kravitz",2015,120,8.1,632842,153.63,90,George,Miller,male
+52,70,Deepwater Horizon,"Action,Drama,Thriller","A dramatization of the April 2010 disaster, when the offshore drilling rig Deepwater Horizon exploded and created the worst oil spill in U.S. history.",Peter Berg,"Mark Wahlberg, Kurt Russell, Douglas M. Griffin, James DuMont",2016,107,7.2,89849,61.28,68,Peter,Berg,male
+53,72,Allied,"Action,Drama,Romance","In 1942, a Canadian intelligence officer in North Africa encounters a female French Resistance fighter on a deadly mission behind enemy lines. When they reunite in London, their relationship is tested by the pressures of war.",Robert Zemeckis,"Brad Pitt, Marion Cotillard, Jared Harris, Vincent Ebrahim",2016,124,7.1,78079,40.07,60,Robert,Zemeckis,male
+54,73,A Monster Calls,"Drama,Fantasy",A boy seeks the help of a tree monster to cope with his single mother's terminal illness.,J.A. Bayona,"Lewis MacDougall, Sigourney Weaver, Felicity Jones,Toby Kebbell",2016,108,7.5,39134,3.73,76,J.A.,Bayona,male
+55,74,Collateral Beauty,"Drama,Romance","Retreating from life after a tragedy, a man questions the universe by writing to Love, Time and Death. Receiving unexpected answers, he begins to see how these things interlock and how even loss can reveal moments of meaning and beauty.",David Frankel,"Will Smith, Edward Norton, Kate Winslet, Michael Peña",2016,97,6.8,43977,30.98,23,David,Frankel,male
+56,75,Zootopia,"Animation,Adventure,Comedy","In a city of anthropomorphic animals, a rookie bunny cop and a cynical con artist fox must work together to uncover a conspiracy.",Byron Howard,"Ginnifer Goodwin, Jason Bateman, Idris Elba, Jenny Slate",2016,108,8.1,296853,341.26,78,Byron,Howard,male
+57,76,Pirates of the Caribbean: At World's End,"Action,Adventure,Fantasy","Captain Barbossa, Will Turner and Elizabeth Swann must sail off the edge of the map, navigate treachery and betrayal, find Jack Sparrow, and make their final alliances for one last decisive battle.",Gore Verbinski,"Johnny Depp, Orlando Bloom, Keira Knightley,Geoffrey Rush",2007,169,7.1,498821,309.4,50,Gore,Verbinski,male
+58,77,The Avengers,"Action,Sci-Fi",Earth's mightiest heroes must come together and learn to fight as a team if they are to stop the mischievous Loki and his alien army from enslaving humanity.,Joss Whedon,"Robert Downey Jr., Chris Evans, Scarlett Johansson,Jeremy Renner",2012,143,8.1,1045588,623.28,69,Joss,Whedon,male
+59,78,Inglourious Basterds,"Adventure,Drama,War","In Nazi-occupied France during World War II, a plan to assassinate Nazi leaders by a group of Jewish U.S. soldiers coincides with a theatre owner's vengeful plans for the same.",Quentin Tarantino,"Brad Pitt, Diane Kruger, Eli Roth,Mélanie Laurent",2009,153,8.3,959065,120.52,69,Quentin,Tarantino,male
+60,79,Pirates of the Caribbean: Dead Man's Chest,"Action,Adventure,Fantasy","Jack Sparrow races to recover the heart of Davy Jones to avoid enslaving his soul to Jones' service, as other friends and foes seek the heart for their own agenda as well.",Gore Verbinski,"Johnny Depp, Orlando Bloom, Keira Knightley, Jack Davenport",2006,151,7.3,552027,423.03,53,Gore,Verbinski,male
+61,80,Ghostbusters,"Action,Comedy,Fantasy","Following a ghost invasion of Manhattan, paranormal enthusiasts Erin Gilbert and Abby Yates, nuclear engineer Jillian Holtzmann, and subway worker Patty Tolan band together to stop the otherworldly threat.",Paul Feig,"Melissa McCarthy, Kristen Wiig, Kate McKinnon, Leslie Jones",2016,116,5.3,147717,128.34,60,Paul,Feig,male
+62,81,Inception,"Action,Adventure,Sci-Fi","A thief, who steals corporate secrets through use of dream-sharing technology, is given the inverse task of planting an idea into the mind of a CEO.",Christopher Nolan,"Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen Page, Ken Watanabe",2010,148,8.8,1583625,292.57,74,Christopher,Nolan,male
+63,82,Captain Fantastic,"Comedy,Drama","In the forests of the Pacific Northwest, a father devoted to raising his six kids with a rigorous physical and intellectual education is forced to leave his paradise and enter the world, challenging his idea of what it means to be a parent.",Matt Ross,"Viggo Mortensen, George MacKay, Samantha Isler,Annalise Basso",2016,118,7.9,105081,5.88,72,Matt,Ross,male
+64,83,The Wolf of Wall Street,"Biography,Comedy,Crime","Based on the true story of Jordan Belfort, from his rise to a wealthy stock-broker living the high life to his fall involving crime, corruption and the federal government.",Martin Scorsese,"Leonardo DiCaprio, Jonah Hill, Margot Robbie,Matthew McConaughey",2013,180,8.2,865134,116.87,75,Martin,Scorsese,male
+65,84,Gone Girl,"Crime,Drama,Mystery","With his wife's disappearance having become the focus of an intense media circus, a man sees the spotlight turned on him when it's suspected that he may not be innocent.",David Fincher,"Ben Affleck, Rosamund Pike, Neil Patrick Harris,Tyler Perry",2014,149,8.1,636243,167.74,79,David,Fincher,male
+66,85,Furious Seven,"Action,Crime,Thriller",Deckard Shaw seeks revenge against Dominic Toretto and his family for his comatose brother.,James Wan,"Vin Diesel, Paul Walker, Dwayne Johnson, Jason Statham",2015,137,7.2,301249,350.03,67,James,Wan,male
+67,86,Jurassic World,"Action,Adventure,Sci-Fi","A new theme park, built on the original site of Jurassic Park, creates a genetically modified hybrid dinosaur, which escapes containment and goes on a killing spree.",Colin Trevorrow,"Chris Pratt, Bryce Dallas Howard, Ty Simpkins,Judy Greer",2015,124,7,455169,652.18,59,Colin,Trevorrow,male
+68,88,Avatar,"Action,Adventure,Fantasy",A paraplegic marine dispatched to the moon Pandora on a unique mission becomes torn between following his orders and protecting the world he feels is his home.,James Cameron,"Sam Worthington, Zoe Saldana, Sigourney Weaver, Michelle Rodriguez",2009,162,7.8,935408,760.51,83,James,Cameron,male
+69,89,The Hateful Eight,"Crime,Drama,Mystery","In the dead of a Wyoming winter, a bounty hunter and his prisoner find shelter in a cabin currently inhabited by a collection of nefarious characters.",Quentin Tarantino,"Samuel L. Jackson, Kurt Russell, Jennifer Jason Leigh, Walton Goggins",2015,187,7.8,341170,54.12,68,Quentin,Tarantino,male
+70,90,The Accountant,"Action,Crime,Drama","As a math savant uncooks the books for a new client, the Treasury Department closes in on his activities and the body count starts to rise.",Gavin O'Connor,"Ben Affleck, Anna Kendrick, J.K. Simmons, Jon Bernthal",2016,128,7.4,162122,86.2,51,Gavin,O'Connor,male
+71,91,Prisoners,"Crime,Drama,Mystery","When Keller Dover's daughter and her friend go missing, he takes matters into his own hands as the police pursue multiple leads and the pressure mounts.",Denis Villeneuve,"Hugh Jackman, Jake Gyllenhaal, Viola Davis,Melissa Leo",2013,153,8.1,431185,60.96,74,Denis,Villeneuve,male
+72,92,Warcraft,"Action,Adventure,Fantasy","As an Orc horde invades the planet Azeroth using a magic portal, a few human heroes and dissenting Orcs must attempt to stop the true evil behind this war.",Duncan Jones,"Travis Fimmel, Paula Patton, Ben Foster, Dominic Cooper",2016,123,7,187547,47.17,32,Duncan,Jones,male
+73,93,The Help,Drama,"An aspiring author during the civil rights movement of the 1960s decides to write a book detailing the African American maids' point of view on the white families for which they work, and the hardships they go through on a daily basis.",Tate Taylor,"Emma Stone, Viola Davis, Octavia Spencer, Bryce Dallas Howard",2011,146,8.1,342429,169.71,62,Tate,Taylor,male
+74,94,War Dogs,"Comedy,Crime,Drama","Based on the true story of two young men, David Packouz and Efraim Diveroli, who won a $300 million contract from the Pentagon to arm America's allies in Afghanistan.",Todd Phillips,"Jonah Hill, Miles Teller, Steve Lantz, Gregg Weiner",2016,114,7.1,106463,43.02,57,Todd,Phillips,male
+75,95,Avengers: Age of Ultron,"Action,Adventure,Sci-Fi","When Tony Stark and Bruce Banner try to jump-start a dormant peacekeeping program called Ultron, things go horribly wrong and it's up to Earth's mightiest heroes to stop the villainous Ultron from enacting his terrible plan.",Joss Whedon,"Robert Downey Jr., Chris Evans, Mark Ruffalo, Chris Hemsworth",2015,141,7.4,516895,458.99,66,Joss,Whedon,male
+76,96,The Nice Guys,"Action,Comedy,Crime","In 1970s Los Angeles, a mismatched pair of private eyes investigate a missing girl and the mysterious death of a porn star.",Shane Black,"Russell Crowe, Ryan Gosling, Angourie Rice, Matt Bomer",2016,116,7.4,175067,36.25,70,Shane,Black,male
+77,97,Kimi no na wa,"Animation,Drama,Fantasy","Two strangers find themselves linked in a bizarre way. When a connection forms, will distance be the only thing to keep them apart?",Makoto Shinkai,"Ryûnosuke Kamiki, Mone Kamishiraishi, Ryô Narita, Aoi Yuki",2016,106,8.6,34110,4.68,79,Makoto,Shinkai,male
+78,100,The Departed,"Crime,Drama,Thriller",An undercover cop and a mole in the police attempt to identify each other while infiltrating an Irish gang in South Boston.,Martin Scorsese,"Leonardo DiCaprio, Matt Damon, Jack Nicholson, Mark Wahlberg",2006,151,8.5,937414,132.37,85,Martin,Scorsese,male
+79,101,Legend,"Biography,Crime,Drama",Identical twin gangsters Ronald and Reginald Kray terrorize London during the 1960s.,Brian Helgeland,"Tom Hardy, Emily Browning, Taron Egerton, Paul Anderson",2015,132,7,108836,1.87,55,Brian,Helgeland,male
+80,102,Thor,"Action,Adventure,Fantasy","The powerful but arrogant god Thor is cast out of Asgard to live amongst humans in Midgard (Earth), where he soon becomes one of their finest defenders.",Kenneth Branagh,"Chris Hemsworth, Anthony Hopkins, Natalie Portman, Tom Hiddleston",2011,115,7,570814,181.02,57,Kenneth,Branagh,male
+81,103,The Martian,"Adventure,Drama,Sci-Fi","An astronaut becomes stranded on Mars after his team assume him dead, and must rely on his ingenuity to find a way to signal to Earth that he is alive.",Ridley Scott,"Matt Damon, Jessica Chastain, Kristen Wiig, Kate Mara",2015,144,8,556097,228.43,80,Ridley,Scott,male
+82,105,The Man from U.N.C.L.E.,"Action,Adventure,Comedy","In the early 1960s, CIA agent Napoleon Solo and KGB operative Illya Kuryakin participate in a joint mission against a mysterious criminal organization, which is working to proliferate nuclear weapons.",Guy Ritchie,"Henry Cavill, Armie Hammer, Alicia Vikander, Elizabeth Debicki",2015,116,7.3,202973,45.43,56,Guy,Ritchie,male
+83,106,Hell or High Water,"Crime,Drama,Thriller",A divorced father and his ex-con older brother resort to a desperate scheme in order to save their family's ranch in West Texas.,David Mackenzie,"Chris Pine, Ben Foster, Jeff Bridges, Gil Birmingham",2016,102,7.7,115546,26.86,88,David,Mackenzie,male
+84,108,The Legend of Tarzan,"Action,Adventure,Drama","Tarzan, having acclimated to life in London, is called back to his former home in the jungle to investigate the activities at a mining encampment.",David Yates,"Alexander Skarsgård, Rory J. Saper, Christian Stevens, Christoph Waltz",2016,110,6.3,117590,126.59,44,David,Yates,male
+85,110,Ex Machina,"Drama,Mystery,Sci-Fi",A young programmer is selected to participate in a ground-breaking experiment in synthetic intelligence by evaluating the human qualities of a breath-taking humanoid A.I.,Alex Garland,"Alicia Vikander, Domhnall Gleeson, Oscar Isaac,Sonoya Mizuno",2014,108,7.7,339797,25.44,78,Alex,Garland,male
+86,112,12 Years a Slave,"Biography,Drama,History","In the antebellum United States, Solomon Northup, a free black man from upstate New York, is abducted and sold into slavery.",Steve McQueen,"Chiwetel Ejiofor, Michael Kenneth Williams, Michael Fassbender, Brad Pitt",2013,134,8.1,486338,56.67,96,Steve,McQueen,male
+87,114,300,"Action,Fantasy,War",King Leonidas of Sparta and a force of 300 men fight the Persians at Thermopylae in 480 B.C.,Zack Snyder,"Gerard Butler, Lena Headey, David Wenham, Dominic West",2006,117,7.7,637104,210.59,52,Zack,Snyder,male
+88,115,Harry Potter and the Deathly Hallows: Part 2,"Adventure,Drama,Fantasy","Harry, Ron and Hermione search for Voldemort's remaining Horcruxes in their effort to destroy the Dark Lord as the final battle rages on at Hogwarts.",David Yates,"Daniel Radcliffe, Emma Watson, Rupert Grint, Michael Gambon",2011,130,8.1,590595,380.96,87,David,Yates,male
+89,116,Office Christmas Party,Comedy,"When his uptight CEO sister threatens to shut down his branch, the branch manager throws an epic Christmas party in order to land a big client and save the day, but the party gets way out of hand...",Josh Gordon,"Jason Bateman, Olivia Munn, T.J. Miller,Jennifer Aniston",2016,105,5.8,30761,54.73,42,Josh,Gordon,male
+90,117,The Neon Demon,"Horror,Thriller","When aspiring model Jesse moves to Los Angeles, her youth and vitality are devoured by a group of beauty-obsessed women who will take any means necessary to get what she has.",Nicolas Winding Refn,"Elle Fanning, Christina Hendricks, Keanu Reeves, Karl Glusman",2016,118,6.2,50359,1.33,51,Nicolas,Winding Refn,male
+91,118,Dangal,"Action,Biography,Drama",Former wrestler Mahavir Singh Phogat and his two wrestler daughters struggle towards glory at the Commonwealth Games in the face of societal oppression.,Nitesh Tiwari,"Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,Sanya Malhotra",2016,161,8.8,48969,11.15,,Nitesh,Tiwari,male
+92,119,10 Cloverfield Lane,"Drama,Horror,Mystery","After getting in a car accident, a woman is held in a shelter with two men, who claim the outside world is affected by a widespread chemical attack.",Dan Trachtenberg,"John Goodman, Mary Elizabeth Winstead, John Gallagher Jr., Douglas M. Griffin",2016,104,7.2,192968,71.9,76,Dan,Trachtenberg,male
+93,120,Finding Dory,"Animation,Adventure,Comedy","The friendly but forgetful blue tang fish, Dory, begins a search for her long-lost parents, and everyone learns a few things about the real meaning of family along the way.",Andrew Stanton,"Ellen DeGeneres, Albert Brooks,Ed O'Neill, Kaitlin Olson",2016,97,7.4,157026,486.29,77,Andrew,Stanton,male
+94,121,Miss Peregrine's Home for Peculiar Children,"Adventure,Drama,Family","When Jacob discovers clues to a mystery that stretches across time, he finds Miss Peregrine's Home for Peculiar Children. But the danger deepens after he gets to know the residents and learns about their special powers.",Tim Burton,"Eva Green, Asa Butterfield, Samuel L. Jackson, Judi Dench",2016,127,6.7,101058,87.24,57,Tim,Burton,male
+95,122,Divergent,"Adventure,Mystery,Sci-Fi","In a world divided by factions based on virtues, Tris learns she's Divergent and won't fit in. When she discovers a plot to destroy Divergents, Tris and the mysterious Four must find out what makes Divergents dangerous before it's too late.",Neil Burger,"Shailene Woodley, Theo James, Kate Winslet, Jai Courtney",2014,139,6.7,362093,150.83,48,Neil,Burger,male
+96,123,Mike and Dave Need Wedding Dates,"Adventure,Comedy,Romance","Two hard-partying brothers place an online ad to find the perfect dates for their sister's Hawaiian wedding. Hoping for a wild getaway, the boys instead find themselves out-hustled by an uncontrollable duo.",Jake Szymanski,"Zac Efron, Adam Devine, Anna Kendrick, Aubrey Plaza",2016,98,6,53183,46.01,51,Jake,Szymanski,male
+97,125,The Dark Knight Rises,"Action,Thriller","Eight years after the Joker's reign of anarchy, the Dark Knight, with the help of the enigmatic Selina, is forced from his imposed exile to save Gotham City, now on the edge of total annihilation, from the brutal guerrilla terrorist Bane.",Christopher Nolan,"Christian Bale, Tom Hardy, Anne Hathaway,Gary Oldman",2012,164,8.5,1222645,448.13,78,Christopher,Nolan,male
+98,126,The Jungle Book,"Adventure,Drama,Family","After a threat from the tiger Shere Khan forces him to flee the jungle, a man-cub named Mowgli embarks on a journey of self discovery with the help of panther, Bagheera, and free spirited bear, Baloo.",Jon Favreau,"Neel Sethi, Bill Murray, Ben Kingsley, Idris Elba",2016,106,7.5,198243,364,77,Jon,Favreau,male
+99,127,Transformers: Age of Extinction,"Action,Adventure,Sci-Fi","Autobots must escape sight from a bounty hunter who has taken control of the human serendipity: Unexpectedly, Optimus Prime and his remaining gang turn to a mechanic, his daughter, and her back street racing boyfriend for help.",Michael Bay,"Mark Wahlberg, Nicola Peltz, Jack Reynor, Stanley Tucci",2014,165,5.7,255483,245.43,32,Michael,Bay,male
+100,128,Nerve,"Adventure,Crime,Mystery","A high school senior finds herself immersed in an online game of truth or dare, where her every move starts to become manipulated by an anonymous community of ""watchers.""",Henry Joost,"Emma Roberts, Dave Franco, Emily Meade, Miles Heizer",2016,96,6.6,69651,38.56,58,Henry,Joost,male
+101,129,Mamma Mia!,"Comedy,Family,Musical",The story of a bride-to-be trying to find her real father told using hit songs by the popular '70s group ABBA.,Phyllida Lloyd,"Meryl Streep, Pierce Brosnan, Amanda Seyfried,Stellan Skarsgård",2008,108,6.4,153481,143.7,51,Phyllida,Lloyd,female
+102,130,The Revenant,"Adventure,Drama,Thriller",A frontiersman on a fur trading expedition in the 1820s fights for survival after being mauled by a bear and left for dead by members of his own hunting team.,Alejandro González Iñárritu,"Leonardo DiCaprio, Tom Hardy, Will Poulter, Domhnall Gleeson",2015,156,8,499424,183.64,76,Alejandro,González Iñárritu,male
+103,131,Fences,Drama,"A working-class African-American father tries to raise his family in the 1950s, while coming to terms with the events of his life.",Denzel Washington,"Denzel Washington, Viola Davis, Stephen Henderson, Jovan Adepo",2016,139,7.3,50953,57.64,79,Denzel,Washington,male
+104,132,Into the Woods,"Adventure,Comedy,Drama",A witch tasks a childless baker and his wife with procuring magical items from classic fairy tales to reverse the curse put on their family tree.,Rob Marshall,"Anna Kendrick, Meryl Streep, Chris Pine, Emily Blunt",2014,125,6,109756,128,69,Rob,Marshall,male
+105,133,The Shallows,"Drama,Horror,Thriller","A mere 200 yards from shore, surfer Nancy is attacked by a great white shark, with her short journey to safety becoming the ultimate contest of wills.",Jaume Collet-Serra,"Blake Lively, Óscar Jaenada, Angelo Josue Lozano Corzo, Brett Cullen",2016,86,6.4,78328,55.12,59,Jaume,Collet-Serra,male
+106,134,Whiplash,"Drama,Music",A promising young drummer enrolls at a cut-throat music conservatory where his dreams of greatness are mentored by an instructor who will stop at nothing to realize a student's potential.,Damien Chazelle,"Miles Teller, J.K. Simmons, Melissa Benoist, Paul Reiser",2014,107,8.5,477276,13.09,88,Damien,Chazelle,male
+107,135,Furious 6,"Action,Crime,Thriller","Hobbs has Dominic and Brian reassemble their crew to take down a team of mercenaries: Dominic unexpectedly gets convoluted also facing his presumed deceased girlfriend, Letty.",Justin Lin,"Vin Diesel, Paul Walker, Dwayne Johnson, Michelle Rodriguez",2013,130,7.1,318051,238.67,61,Justin,Lin,male
+108,136,The Place Beyond the Pines,"Crime,Drama,Thriller","A motorcycle stunt rider turns to robbing banks as a way to provide for his lover and their newborn child, a decision that puts him on a collision course with an ambitious rookie cop navigating a department ruled by a corrupt detective.",Derek Cianfrance,"Ryan Gosling, Bradley Cooper, Eva Mendes,Craig Van Hook",2012,140,7.3,200090,21.38,68,Derek,Cianfrance,male
+109,137,No Country for Old Men,"Crime,Drama,Thriller",Violence and mayhem ensue after a hunter stumbles upon a drug deal gone wrong and more than two million dollars in cash near the Rio Grande.,Ethan Coen,"Tommy Lee Jones, Javier Bardem, Josh Brolin, Woody Harrelson",2007,122,8.1,660286,74.27,91,Ethan,Coen,male
+110,138,The Great Gatsby,"Drama,Romance","A writer and wall street trader, Nick, finds himself drawn to the past and lifestyle of his millionaire neighbor, Jay Gatsby.",Baz Luhrmann,"Leonardo DiCaprio, Carey Mulligan, Joel Edgerton,Tobey Maguire",2013,143,7.3,386102,144.81,55,Baz,Luhrmann,male
+111,139,Shutter Island,"Mystery,Thriller","In 1954, a U.S. marshal investigates the disappearance of a murderess who escaped from a hospital for the criminally insane.",Martin Scorsese,"Leonardo DiCaprio, Emily Mortimer, Mark Ruffalo,Ben Kingsley",2010,138,8.1,855604,127.97,63,Martin,Scorsese,male
+112,141,Star Trek,"Action,Adventure,Sci-Fi",The brash James T. Kirk tries to live up to his father's legacy with Mr. Spock keeping him in check as a vengeful Romulan from the future creates black holes to destroy the Federation one planet at a time.,J.J. Abrams,"Chris Pine, Zachary Quinto, Simon Pegg, Leonard Nimoy",2009,127,8,526324,257.7,82,J.J.,Abrams,male
+113,142,Diary of a Wimpy Kid,"Comedy,Family","The adventures of a teenager who is fresh out of elementary and transitions to middle school, where he has to learn the consequences and responsibility to survive the year.",Thor Freudenthal,"Zachary Gordon, Robert Capron, Rachael Harris,Steve Zahn",2010,94,6.2,34184,64,56,Thor,Freudenthal,male
+114,143,The Big Short,"Biography,Comedy,Drama","Four denizens in the world of high-finance predict the credit and housing bubble collapse of the mid-2000s, and decide to take on the big banks for their greed and lack of foresight.",Adam McKay,"Christian Bale, Steve Carell, Ryan Gosling, Brad Pitt",2015,130,7.8,246360,70.24,81,Adam,McKay,male
+115,144,Room,Drama,A young boy is raised within the confines of a small shed.,Lenny Abrahamson,"Brie Larson, Jacob Tremblay, Sean Bridgers,Wendy Crewson",2015,118,8.2,224132,14.68,86,Lenny,Abrahamson,male
+116,145,Django Unchained,"Drama,Western","With the help of a German bounty hunter , a freed slave sets out to rescue his wife from a brutal Mississippi plantation owner.",Quentin Tarantino,"Jamie Foxx, Christoph Waltz, Leonardo DiCaprio,Kerry Washington",2012,165,8.4,1039115,162.8,81,Quentin,Tarantino,male
+117,146,Ah-ga-ssi,"Drama,Mystery,Romance","A woman is hired as a handmaiden to a Japanese heiress, but secretly she is involved in a plot to defraud her.",Chan-wook Park,"Min-hee Kim, Jung-woo Ha, Jin-woong Jo, So-ri Moon",2016,144,8.1,33418,2.01,84,Chan-wook,Park,male
+118,147,The Edge of Seventeen,"Comedy,Drama","High-school life gets even more unbearable for Nadine when her best friend, Krista, starts dating her older brother.",Kelly Fremon Craig,"Hailee Steinfeld, Haley Lu Richardson, Blake Jenner, Kyra Sedgwick",2016,104,7.4,47694,14.26,77,Kelly,Fremon Craig,female
+119,148,Watchmen,"Action,Drama,Mystery","In 1985 where former superheroes exist, the murder of a colleague sends active vigilante Rorschach into his own sprawling investigation, uncovering something that could completely change the course of history as we know it.",Zack Snyder,"Jackie Earle Haley, Patrick Wilson, Carla Gugino,Malin Akerman",2009,162,7.6,410249,107.5,56,Zack,Snyder,male
+120,149,Superbad,Comedy,Two co-dependent high school seniors are forced to deal with separation anxiety after their plan to stage a booze-soaked party goes awry.,Greg Mottola,"Michael Cera, Jonah Hill, Christopher Mintz-Plasse, Bill Hader",2007,113,7.6,442082,121.46,76,Greg,Mottola,male
+121,150,Inferno,"Action,Adventure,Crime","When Robert Langdon wakes up in an Italian hospital with amnesia, he teams up with Dr. Sienna Brooks, and together they must race across Europe against the clock to foil a deadly global plot.",Ron Howard,"Tom Hanks, Felicity Jones, Irrfan Khan, Ben Foster",2016,121,6.2,97623,34.26,42,Ron,Howard,male
+122,151,The BFG,"Adventure,Family,Fantasy","An orphan little girl befriends a benevolent giant who takes her to Giant Country, where they attempt to stop the man-eating giants that are invading the human world.",Steven Spielberg,"Mark Rylance, Ruby Barnhill, Penelope Wilton,Jemaine Clement",2016,117,6.4,50853,55.47,66,Steven,Spielberg,male
+123,152,The Hunger Games,"Adventure,Sci-Fi,Thriller",Katniss Everdeen voluntarily takes her younger sister's place in the Hunger Games: a televised competition in which two teenagers from each of the twelve Districts of Panem are chosen at random to fight to the death.,Gary Ross,"Jennifer Lawrence, Josh Hutcherson, Liam Hemsworth,Stanley Tucci",2012,142,7.2,735604,408,68,Gary,Ross,male
+124,154,Sicario,"Action,Crime,Drama",An idealistic FBI agent is enlisted by a government task force to aid in the escalating war against drugs at the border area between the U.S. and Mexico.,Denis Villeneuve,"Emily Blunt, Josh Brolin, Benicio Del Toro, Jon Bernthal",2015,121,7.6,243230,46.88,82,Denis,Villeneuve,male
+125,156,Aliens vs Predator - Requiem,"Action,Horror,Sci-Fi","Warring alien and predator races descend on a rural US town, where unsuspecting residents must band together for any chance of survival.",Colin Strause,"Reiko Aylesworth, Steven Pasquale,Shareeka Epps, John Ortiz",2007,94,4.7,97618,41.8,29,Colin,Strause,male
+126,157,Pacific Rim,"Action,Adventure,Sci-Fi","As a war between humankind and monstrous sea creatures wages on, a former pilot and a trainee are paired up to drive a seemingly obsolete special weapon in a desperate effort to save the world from the apocalypse.",Guillermo del Toro,"Idris Elba, Charlie Hunnam, Rinko Kikuchi,Charlie Day",2013,131,7,400519,101.79,64,Guillermo,del Toro,male
+127,158,"Crazy, Stupid, Love.","Comedy,Drama,Romance","A middle-aged husband's life changes dramatically when his wife asks him for a divorce. He seeks to rediscover his manhood with the help of a newfound friend, Jacob, learning to pick up girls at bars.",Glenn Ficarra,"Steve Carell, Ryan Gosling, Julianne Moore, Emma Stone",2011,118,7.4,396714,84.24,68,Glenn,Ficarra,male
+128,159,Scott Pilgrim vs. the World,"Action,Comedy,Fantasy",Scott Pilgrim must defeat his new girlfriend's seven evil exes in order to win her heart.,Edgar Wright,"Michael Cera, Mary Elizabeth Winstead, Kieran Culkin, Alison Pill",2010,112,7.5,291457,31.49,69,Edgar,Wright,male
+129,160,Hot Fuzz,"Action,Comedy,Mystery","Exceptional London cop Nicholas Angel is involuntarily transferred to a quaint English village and paired with a witless new partner. While on the beat, Nicholas suspects a sinister conspiracy is afoot with the residents.",Edgar Wright,"Simon Pegg, Nick Frost, Martin Freeman, Bill Nighy",2007,121,7.9,373244,23.62,81,Edgar,Wright,male
+130,163,X-Men: Days of Future Past,"Action,Adventure,Sci-Fi",The X-Men send Wolverine to the past in a desperate effort to change history and prevent an event that results in doom for both humans and mutants.,Bryan Singer,"Patrick Stewart, Ian McKellen, Hugh Jackman, James McAvoy",2014,132,8,552298,233.91,74,Bryan,Singer,male
+131,164,Jack Reacher: Never Go Back,"Action,Adventure,Crime","Jack Reacher must uncover the truth behind a major government conspiracy in order to clear his name. On the run as a fugitive from the law, Reacher uncovers a potential secret from his past that could change his life forever.",Edward Zwick,"Tom Cruise, Cobie Smulders, Aldis Hodge, Robert Knepper",2016,118,6.1,78043,58.4,47,Edward,Zwick,male
+132,165,Casino Royale,"Action,Adventure,Thriller","Armed with a licence to kill, Secret Agent James Bond sets out on his first mission as 007 and must defeat a weapons dealer in a high stakes game of poker at Casino Royale, but things are not what they seem.",Martin Campbell,"Daniel Craig, Eva Green, Judi Dench, Jeffrey Wright",2006,144,8,495106,167.01,80,Martin,Campbell,male
+133,166,Twilight,"Drama,Fantasy,Romance",A teenage girl risks everything when she falls in love with a vampire.,Catherine Hardwicke,"Kristen Stewart, Robert Pattinson, Billy Burke,Sarah Clarke",2008,122,5.2,361449,191.45,56,Catherine,Hardwicke,female
+134,167,Now You See Me 2,"Action,Adventure,Comedy",The Four Horsemen resurface and are forcibly recruited by a tech genius to pull off their most impossible heist yet.,Jon M. Chu,"Jesse Eisenberg, Mark Ruffalo, Woody Harrelson, Dave Franco",2016,129,6.5,156567,65.03,46,Jon,M. Chu,male
+135,168,Woman in Gold,"Biography,Drama,History","Maria Altmann, an octogenarian Jewish refugee, takes on the Austrian government to recover artwork she believes rightfully belongs to her family.",Simon Curtis,"Helen Mirren, Ryan Reynolds, Daniel Brühl, Katie Holmes",2015,109,7.3,39723,33.31,51,Simon,Curtis,male
+136,169,13 Hours,"Action,Drama,History","During an attack on a U.S. compound in Libya, a security team struggles to make sense out of the chaos.",Michael Bay,"John Krasinski, Pablo Schreiber, James Badge Dale,David Denman",2016,144,7.3,76935,52.82,48,Michael,Bay,male
+137,170,Spectre,"Action,Adventure,Thriller","A cryptic message from Bond's past sends him on a trail to uncover a sinister organization. While M battles political forces to keep the secret service alive, Bond peels back the layers of deceit to reveal the terrible truth behind SPECTRE.",Sam Mendes,"Daniel Craig, Christoph Waltz, Léa Seydoux, Ralph Fiennes",2015,148,6.8,308981,200.07,60,Sam,Mendes,male
+138,171,Nightcrawler,"Crime,Drama,Thriller","When Louis Bloom, a con man desperate for work, muscles into the world of L.A. crime journalism, he blurs the line between observer and participant to become the star of his own story.",Dan Gilroy,"Jake Gyllenhaal, Rene Russo, Bill Paxton, Riz Ahmed",2014,118,7.9,332476,32.28,76,Dan,Gilroy,male
+139,172,Kubo and the Two Strings,"Animation,Adventure,Family",A young boy named Kubo must locate a magical suit of armour worn by his late father in order to defeat a vengeful spirit from the past.,Travis Knight,"Charlize Theron, Art Parkinson, Matthew McConaughey, Ralph Fiennes",2016,101,7.9,72778,48.02,84,Travis,Knight,male
+140,174,Her,"Drama,Romance,Sci-Fi",A lonely writer develops an unlikely relationship with an operating system designed to meet his every need.,Spike Jonze,"Joaquin Phoenix, Amy Adams, Scarlett Johansson,Rooney Mara",2013,126,8,390531,25.56,90,Spike,Jonze,male
+141,175,Frozen,"Animation,Adventure,Comedy","When the newly crowned Queen Elsa accidentally uses her power to turn things into ice to curse her home in infinite winter, her sister, Anna, teams up with a mountain man, his playful reindeer, and a snowman to change the weather condition.",Chris Buck,"Kristen Bell, Idina Menzel, Jonathan Groff, Josh Gad",2013,102,7.5,451894,400.74,74,Chris,Buck,male
+142,176,Tomorrowland,"Action,Adventure,Family","Bound by a shared destiny, a teen bursting with scientific curiosity and a former boy-genius inventor embark on a mission to unearth the secrets of a place somewhere in time and space that exists in their collective memory.",Brad Bird,"George Clooney, Britt Robertson, Hugh Laurie, Raffey Cassidy",2015,130,6.5,143069,93.42,60,Brad,Bird,male
+143,177,Dawn of the Planet of the Apes,"Action,Adventure,Drama",A growing nation of genetically evolved apes led by Caesar is threatened by a band of human survivors of the devastating virus unleashed a decade earlier.,Matt Reeves,"Gary Oldman, Keri Russell, Andy Serkis, Kodi Smit-McPhee",2014,130,7.6,337777,208.54,79,Matt,Reeves,male
+144,178,Tropic Thunder,"Action,Comedy","Through a series of freak occurrences, a group of actors shooting a big-budget war movie are forced to become the soldiers they are portraying.",Ben Stiller,"Ben Stiller, Jack Black, Robert Downey Jr., Jeff Kahn",2008,107,7,321442,110.42,71,Ben,Stiller,male
+145,179,The Conjuring 2,"Horror,Mystery,Thriller",Lorraine and Ed Warren travel to north London to help a single mother raising four children alone in a house plagued by a malicious spirit.,James Wan,"Vera Farmiga, Patrick Wilson, Madison Wolfe, Frances O'Connor",2016,134,7.4,137203,102.46,65,James,Wan,male
+146,180,Ant-Man,"Action,Adventure,Comedy","Armed with a super-suit with the astonishing ability to shrink in scale but increase in strength, cat burglar Scott Lang must embrace his inner hero and help his mentor, Dr. Hank Pym, plan and pull off a heist that will save the world.",Peyton Reed,"Paul Rudd, Michael Douglas, Corey Stoll, Evangeline Lilly",2015,117,7.3,368912,180.19,64,Peyton,Reed,female
+147,181,Bridget Jones's Baby,"Comedy,Romance","Bridget's focus on single life and her career is interrupted when she finds herself pregnant, but with one hitch ... she can only be fifty percent sure of the identity of her baby's father.",Sharon Maguire,"Renée Zellweger, Gemma Jones, Jim Broadbent,Sally Phillips",2016,118,6.7,43086,24.09,59,Sharon,Maguire,female
+148,182,The VVitch: A New-England Folktale,"Horror,Mystery","A family in 1630s New England is torn apart by the forces of witchcraft, black magic and possession.",Robert Eggers,"Anya Taylor-Joy, Ralph Ineson, Kate Dickie, Julian Richings",2015,92,6.8,101781,25.14,83,Robert,Eggers,male
+149,183,Cinderella,"Drama,Family,Fantasy","When her father unexpectedly passes away, young Ella finds herself at the mercy of her cruel stepmother and her scheming step-sisters. Never one to give up hope, Ella's fortunes begin to change after meeting a dashing stranger.",Kenneth Branagh,"Lily James, Cate Blanchett, Richard Madden,Helena Bonham Carter",2015,105,7,117018,201.15,67,Kenneth,Branagh,male
+150,188,Crimson Peak,"Drama,Fantasy,Horror","In the aftermath of a family tragedy, an aspiring author is torn between love for her childhood friend and the temptation of a mysterious outsider. Trying to escape the ghosts of her past, she is swept away to a house that breathes, bleeds - and remembers.",Guillermo del Toro,"Mia Wasikowska, Jessica Chastain, Tom Hiddleston, Charlie Hunnam",2015,119,6.6,97454,31.06,66,Guillermo,del Toro,male
+151,189,Drive,"Crime,Drama",A mysterious Hollywood stuntman and mechanic moonlights as a getaway driver and finds himself in trouble when he helps out his neighbor.,Nicolas Winding Refn,"Ryan Gosling, Carey Mulligan, Bryan Cranston, Albert Brooks",2011,100,7.8,461509,35.05,78,Nicolas,Winding Refn,male
+152,190,Trainwreck,"Comedy,Drama,Romance","Having thought that monogamy was never possible, a commitment-phobic career woman may have to face her fears when she meets a good guy.",Judd Apatow,"Amy Schumer, Bill Hader, Brie Larson, Colin Quinn",2015,125,6.3,106364,110.01,75,Judd,Apatow,male
+153,193,Spotlight,"Crime,Drama,History","The true story of how the Boston Globe uncovered the massive scandal of child molestation and cover-up within the local Catholic Archdiocese, shaking the entire Catholic Church to its core.",Tom McCarthy,"Mark Ruffalo, Michael Keaton, Rachel McAdams, Liev Schreiber",2015,128,8.1,268282,44.99,93,Tom,McCarthy,male
+154,195,Warrior,"Action,Drama,Sport","The youngest son of an alcoholic former boxer returns home, where he's trained by his father for competition in a mixed martial arts tournament - a path that puts the fighter on a collision course with his estranged, older brother.",Gavin O'Connor,"Tom Hardy, Nick Nolte, Joel Edgerton, Jennifer Morrison",2011,140,8.2,355722,13.65,71,Gavin,O'Connor,male
+155,196,Captain America: The First Avenger,"Action,Adventure,Sci-Fi","Steve Rogers, a rejected military soldier transforms into Captain America after taking a dose of a ""Super-Soldier serum"". But being Captain America comes at a price as he attempts to take down a war monger and a terrorist organization.",Joe Johnston,"Chris Evans, Hugo Weaving, Samuel L. Jackson,Hayley Atwell",2011,124,6.9,547368,176.64,66,Joe,Johnston,male
+156,198,Into the Wild,"Adventure,Biography,Drama","After graduating from Emory University, top student and athlete Christopher McCandless abandons his possessions, gives his entire $24,000 savings account to charity and hitchhikes to Alaska to live in the wilderness. Along the way, Christopher encounters a series of characters that shape his life.",Sean Penn,"Emile Hirsch, Vince Vaughn, Catherine Keener, Marcia Gay Harden",2007,148,8.1,459304,18.35,73,Sean,Penn,male
+157,199,The Imitation Game,"Biography,Drama,Thriller","During World War II, mathematician Alan Turing tries to crack the enigma code with help from fellow mathematicians.",Morten Tyldum,"Benedict Cumberbatch, Keira Knightley, Matthew Goode, Allen Leech",2014,114,8.1,532353,91.12,73,Morten,Tyldum,male
+158,200,Central Intelligence,"Action,Comedy,Crime","After he reconnects with an awkward pal from high school through Facebook, a mild-mannered accountant is lured into the world of international espionage.",Rawson Marshall Thurber,"Dwayne Johnson, Kevin Hart, Danielle Nicolet, Amy Ryan",2016,107,6.3,97082,127.38,52,Rawson,Marshall Thurber,male
+159,201,Edge of Tomorrow,"Action,Adventure,Sci-Fi","A soldier fighting aliens gets to relive the same day over and over again, the day restarting every time he dies.",Doug Liman,"Tom Cruise, Emily Blunt, Bill Paxton, Brendan Gleeson",2014,113,7.9,471815,100.19,71,Doug,Liman,male
+160,203,Snowden,"Biography,Drama,Thriller","The NSA's illegal surveillance techniques are leaked to the public by one of the agency's employees, Edward Snowden, in the form of thousands of classified documents distributed to the press.",Oliver Stone,"Joseph Gordon-Levitt, Shailene Woodley, Melissa Leo,Zachary Quinto",2016,134,7.3,79855,21.48,58,Oliver,Stone,male
+161,204,Iron Man,"Action,Adventure,Sci-Fi","After being held captive in an Afghan cave, billionaire engineer Tony Stark creates a unique weaponized suit of armor to fight evil.",Jon Favreau,"Robert Downey Jr., Gwyneth Paltrow, Terrence Howard, Jeff Bridges",2008,126,7.9,737719,318.3,79,Jon,Favreau,male
+162,205,Allegiant,"Action,Adventure,Mystery","After the earth-shattering revelations of Insurgent, Tris must escape with Four beyond the wall that encircles Chicago, to finally discover the shocking truth of the world around them.",Robert Schwentke,"Shailene Woodley, Theo James, Jeff Daniels,Naomi Watts",2016,120,5.7,70504,66,33,Robert,Schwentke,male
+163,206,X: First Class,"Action,Adventure,Sci-Fi","In 1962, the United States government enlists the help of Mutants with superhuman abilities to stop a malicious dictator who is determined to start World War III.",Matthew Vaughn,"James McAvoy, Michael Fassbender, Jennifer Lawrence, Kevin Bacon",2011,132,7.8,550011,146.41,65,Matthew,Vaughn,male
+164,209,Bridesmaids,"Comedy,Romance","Competition between the maid of honor and a bridesmaid, over who is the bride's best friend, threatens to upend the life of an out-of-work pastry chef.",Paul Feig,"Kristen Wiig, Maya Rudolph, Rose Byrne, Terry Crews",2011,125,6.8,227912,169.08,75,Paul,Feig,male
+165,211,San Andreas,"Action,Adventure,Drama","In the aftermath of a massive earthquake in California, a rescue-chopper pilot makes a dangerous journey with his ex-wife across the state in order to rescue his daughter.",Brad Peyton,"Dwayne Johnson, Carla Gugino, Alexandra Daddario,Colton Haynes",2015,114,6.1,161396,155.18,43,Brad,Peyton,male
+166,212,Spring Breakers,Drama,"Four college girls hold up a restaurant in order to fund their spring break vacation. While partying, drinking, and taking drugs, they are arrested, only to be bailed out by a drug and arms dealer.",Harmony Korine,"Vanessa Hudgens, Selena Gomez, Ashley Benson,Rachel Korine",2012,94,5.3,114290,14.12,63,Harmony,Korine,female
+167,213,Transformers,"Action,Adventure,Sci-Fi","An ancient struggle between two Cybertronian races, the heroic Autobots and the evil Decepticons, comes to Earth, with a clue to the ultimate power held by a teenager.",Michael Bay,"Shia LaBeouf, Megan Fox, Josh Duhamel, Tyrese Gibson",2007,144,7.1,531112,318.76,61,Michael,Bay,male
+168,215,Thor: The Dark World,"Action,Adventure,Fantasy","When Dr. Jane Foster gets cursed with a powerful entity known as the Aether, Thor is heralded of the cosmic event known as the Convergence and the genocidal Dark Elves.",Alan Taylor,"Chris Hemsworth, Natalie Portman, Tom Hiddleston,Stellan Skarsgård",2013,112,7,443584,206.36,54,Alan,Taylor,male
+169,216,Gods of Egypt,"Action,Adventure,Fantasy","Mortal hero Bek teams with the god Horus in an alliance against Set, the merciless god of darkness, who has usurped Egypt's throne, plunging the once peaceful and prosperous empire into chaos and conflict.",Alex Proyas,"Brenton Thwaites, Nikolaj Coster-Waldau, Gerard Butler, Chadwick Boseman",2016,126,5.5,73568,31.14,25,Alex,Proyas,male
+170,217,Captain America: The Winter Soldier,"Action,Adventure,Sci-Fi","As Steve Rogers struggles to embrace his role in the modern world, he teams up with a fellow Avenger and S.H.I.E.L.D agent, Black Widow, to battle a new threat from history: an assassin known as the Winter Soldier.",Anthony Russo,"Chris Evans, Samuel L. Jackson,Scarlett Johansson, Robert Redford",2014,136,7.8,542362,259.75,70,Anthony,Russo,male
+171,220,Kick-Ass,"Action,Comedy","Dave Lizewski is an unnoticed high school student and comic book fan who one day decides to become a superhero, even though he has no powers, training or meaningful reason to do so.",Matthew Vaughn,"Aaron Taylor-Johnson, Nicolas Cage, Chloë Grace Moretz, Garrett M. Brown",2010,117,7.7,456749,48.04,66,Matthew,Vaughn,male
+172,221,Hardcore Henry,"Action,Adventure,Sci-Fi","Henry is resurrected from death with no memory, and he must save his wife from a telekinetic warlord with a plan to bio-engineer soldiers.",Ilya Naishuller,"Sharlto Copley, Tim Roth, Haley Bennett, Danila Kozlovsky",2015,96,6.7,61098,9.24,51,Ilya,Naishuller,male
+173,222,Cars,"Animation,Adventure,Comedy","A hot-shot race-car named Lightning McQueen gets waylaid in Radiator Springs, where he finds the true meaning of friendship and family.",John Lasseter,"Owen Wilson, Bonnie Hunt, Paul Newman, Larry the Cable Guy",2006,117,7.1,283445,244.05,73,John,Lasseter,male
+174,223,It Follows,"Horror,Mystery",A young woman is followed by an unknown supernatural force after a sexual encounter.,David Robert Mitchell,"Maika Monroe, Keir Gilchrist, Olivia Luccardi,Lili Sepe",2014,100,6.9,136399,14.67,83,David,Robert Mitchell,male
+175,224,The Girl with the Dragon Tattoo,"Crime,Drama,Mystery","Journalist Mikael Blomkvist is aided in his search for a woman who has been missing for forty years by Lisbeth Salander, a young computer hacker.",David Fincher,"Daniel Craig, Rooney Mara, Christopher Plummer,Stellan Skarsgård",2011,158,7.8,348551,102.52,71,David,Fincher,male
+176,225,We're the Millers,"Comedy,Crime",A veteran pot dealer creates a fake family as part of his plan to move a huge shipment of weed into the U.S. from Mexico.,Rawson Marshall Thurber,"Jason Sudeikis, Jennifer Aniston, Emma Roberts, Ed Helms",2013,110,7,334867,150.37,44,Rawson,Marshall Thurber,male
+177,227,The Lobster,"Comedy,Drama,Romance","In a dystopian near future, single people, according to the laws of The City, are taken to The Hotel, where they are obliged to find a romantic partner in forty-five days or are transformed into beasts and sent off into The Woods.",Yorgos Lanthimos,"Colin Farrell, Rachel Weisz, Jessica Barden,Olivia Colman",2015,119,7.1,121313,8.7,82,Yorgos,Lanthimos,male
+178,228,Predators,"Action,Adventure,Sci-Fi",A group of elite warriors parachute into an unfamiliar jungle and are hunted by members of a merciless alien race.,Nimród Antal,"Adrien Brody, Laurence Fishburne, Topher Grace,Alice Braga",2010,107,6.4,179450,52,51,Nimród,Antal,male
+179,229,Maleficent,"Action,Adventure,Family","A vengeful fairy is driven to curse an infant princess, only to discover that the child may be the one person who can restore peace to their troubled land.",Robert Stromberg,"Angelina Jolie, Elle Fanning, Sharlto Copley,Lesley Manville",2014,97,7,268877,241.41,56,Robert,Stromberg,male
+180,231,Pan's Labyrinth,"Drama,Fantasy,War","In the falangist Spain of 1944, the bookish young stepdaughter of a sadistic army officer escapes into an eerie but captivating fantasy world.",Guillermo del Toro,"Ivana Baquero, Ariadna Gil, Sergi López,Maribel Verdú",2006,118,8.2,498879,37.62,98,Guillermo,del Toro,male
+181,233,Apocalypto,"Action,Adventure,Drama","As the Mayan kingdom faces its decline, the rulers insist the key to prosperity is to build more temples and offer human sacrifices. Jaguar Paw, a young man captured for sacrifice, flees to avoid his fate.",Mel Gibson,"Gerardo Taracena, Raoul Max Trujillo, Dalia Hernández,Rudy Youngblood",2006,139,7.8,247926,50.86,68,Mel,Gibson,female
+182,234,Mission: Impossible - Rogue Nation,"Action,Adventure,Thriller","Ethan and team take on their most impossible mission yet, eradicating the Syndicate - an International rogue organization as highly skilled as they are, committed to destroying the IMF.",Christopher McQuarrie,"Tom Cruise, Rebecca Ferguson, Jeremy Renner, Simon Pegg",2015,131,7.4,257472,195,75,Christopher,McQuarrie,male
+183,235,The Huntsman: Winter's War,"Action,Adventure,Drama","Eric and fellow warrior Sara, raised as members of ice Queen Freya's army, try to conceal their forbidden love as they fight to survive the wicked intentions of both Freya and her sister Ravenna.",Cedric Nicolas-Troyan,"Chris Hemsworth, Jessica Chastain, Charlize Theron, Emily Blunt",2016,114,6.1,66766,47.95,35,Cedric,Nicolas-Troyan,male
+184,236,The Perks of Being a Wallflower,"Drama,Romance",An introvert freshman is taken under the wings of two seniors who welcome him to the real world.,Stephen Chbosky,"Logan Lerman, Emma Watson, Ezra Miller, Paul Rudd",2012,102,8,377336,17.74,67,Stephen,Chbosky,male
+185,237,Jackie,"Biography,Drama,History","Following the assassination of President John F. Kennedy, First Lady Jacqueline Kennedy fights through grief and trauma to regain her faith, console her children, and define her husband's historic legacy.",Pablo Larraín,"Natalie Portman, Peter Sarsgaard, Greta Gerwig,Billy Crudup",2016,100,6.8,41446,13.96,81,Pablo,Larraín,male
+186,239,The Grand Budapest Hotel,"Adventure,Comedy,Drama","The adventures of Gustave H, a legendary concierge at a famous hotel from the fictional Republic of Zubrowka between the first and second World Wars, and Zero Moustafa, the lobby boy who becomes his most trusted friend.",Wes Anderson,"Ralph Fiennes, F. Murray Abraham, Mathieu Amalric,Adrien Brody",2014,99,8.1,530881,59.07,88,Wes,Anderson,male
+187,240,The Host,"Action,Adventure,Romance","When an unseen enemy threatens mankind by taking over their bodies and erasing their memories, Melanie will risk everything to protect the people she cares most about, proving that love can conquer all in a dangerous new world.",Andrew Niccol,"Saoirse Ronan, Max Irons, Jake Abel, Diane Kruger",2013,125,5.9,96852,26.62,35,Andrew,Niccol,male
+188,241,Fury,"Action,Drama,War","A grizzled tank commander makes tough decisions as he and his crew fight their way across Germany in April, 1945.",David Ayer,"Brad Pitt, Shia LaBeouf, Logan Lerman, Michael Peña",2014,134,7.6,332234,85.71,64,David,Ayer,male
+189,242,Inside Out,"Animation,Adventure,Comedy","After young Riley is uprooted from her Midwest life and moved to San Francisco, her emotions - Joy, Fear, Anger, Disgust and Sadness - conflict on how best to navigate a new city, house, and school.",Pete Docter,"Amy Poehler, Bill Hader, Lewis Black, Mindy Kaling",2015,95,8.2,416689,356.45,94,Pete,Docter,male
+190,244,Terminator Genisys,"Action,Adventure,Sci-Fi","When John Connor, leader of the human resistance, sends Sgt. Kyle Reese back to 1984 to protect Sarah Connor and safeguard the future, an unexpected turn of events creates a fractured timeline.",Alan Taylor,"Arnold Schwarzenegger, Jason Clarke, Emilia Clarke,Jai Courtney",2015,126,6.5,205365,89.73,38,Alan,Taylor,male
+191,245,Percy Jackson & the Olympians: The Lightning Thief,"Adventure,Family,Fantasy",A teenager discovers he's the descendant of a Greek god and sets out on an adventure to settle an on-going battle between the gods.,Chris Columbus,"Logan Lerman, Kevin McKidd, Steve Coogan,Brandon T. Jackson",2010,118,5.9,148949,88.76,47,Chris,Columbus,male
+192,246,Les Misérables,"Drama,Musical,Romance","In 19th-century France, Jean Valjean, who for decades has been hunted by the ruthless policeman Javert after breaking parole, agrees to care for a factory worker's daughter. The decision changes their lives forever.",Tom Hooper,"Hugh Jackman, Russell Crowe, Anne Hathaway,Amanda Seyfried",2012,158,7.6,257426,148.78,63,Tom,Hooper,male
+193,247,Children of Men,"Drama,Sci-Fi,Thriller","In 2027, in a chaotic world in which women have become somehow infertile, a former activist agrees to help transport a miraculously pregnant woman to a sanctuary at sea.",Alfonso Cuarón,"Julianne Moore, Clive Owen, Chiwetel Ejiofor,Michael Caine",2006,109,7.9,382910,35.29,84,Alfonso,Cuarón,male
+194,249,Spy,"Action,Comedy,Crime","A desk-bound CIA analyst volunteers to go undercover to infiltrate the world of a deadly arms dealer, and prevent diabolical global disaster.",Paul Feig,"Melissa McCarthy, Rose Byrne, Jude Law, Jason Statham",2015,119,7.1,188017,110.82,75,Paul,Feig,male
+195,250,The Intouchables,"Biography,Comedy,Drama","After he becomes a quadriplegic from a paragliding accident, an aristocrat hires a young man from the projects to be his caregiver.",Olivier Nakache,"François Cluzet, Omar Sy, Anne Le Ny, Audrey Fleurot",2011,112,8.6,557965,13.18,57,Olivier,Nakache,male
+196,252,Kynodontas,"Drama,Thriller","Three teenagers live isolated, without leaving their house, because their over-protective parents say they can only leave when their dogtooth falls out.",Yorgos Lanthimos,"Christos Stergioglou, Michele Valley, Angeliki Papoulia, Hristos Passalis",2009,94,7.3,50946,0.11,73,Yorgos,Lanthimos,male
+197,253,Straight Outta Compton,"Biography,Drama,History","The group NWA emerges from the mean streets of Compton in Los Angeles, California, in the mid-1980s and revolutionizes Hip Hop culture with their music and tales about life in the hood.",F. Gary Gray,"O'Shea Jackson Jr., Corey Hawkins, Jason Mitchell,Neil Brown Jr.",2015,147,7.9,139831,161.03,72,F.,Gary Gray,male
+198,254,The Amazing Spider-Man 2,"Action,Adventure,Sci-Fi","When New York is put under siege by Oscorp, it is up to Spider-Man to save the city he swore to protect as well as his loved ones.",Marc Webb,"Andrew Garfield, Emma Stone, Jamie Foxx, Paul Giamatti",2014,142,6.7,342183,202.85,53,Marc,Webb,male
+199,255,The Conjuring,"Horror,Mystery,Thriller",Paranormal investigators Ed and Lorraine Warren work to help a family terrorized by a dark presence in their farmhouse.,James Wan,"Patrick Wilson, Vera Farmiga, Ron Livingston, Lili Taylor",2013,112,7.5,330305,137.39,68,James,Wan,male
+200,256,The Hangover,Comedy,"Three buddies wake up from a bachelor party in Las Vegas, with no memory of the previous night and the bachelor missing. They make their way around the city in order to find their friend before his wedding.",Todd Phillips,"Zach Galifianakis, Bradley Cooper, Justin Bartha, Ed Helms",2009,100,7.8,611563,277.31,73,Todd,Phillips,male
+201,257,Battleship,"Action,Adventure,Sci-Fi",A fleet of ships is forced to do battle with an armada of unknown origins in order to discover and thwart their destructive goals.,Peter Berg,"Alexander Skarsgård, Brooklyn Decker, Liam Neeson,Rihanna",2012,131,5.8,210349,65.17,41,Peter,Berg,male
+202,258,Rise of the Planet of the Apes,"Action,Drama,Sci-Fi","A substance, designed to help the brain repair itself, gives rise to a super-intelligent chimp who leads an ape uprising.",Rupert Wyatt,"James Franco, Andy Serkis, Freida Pinto, Karin Konoval",2011,105,7.6,422290,176.74,68,Rupert,Wyatt,male
+203,259,Lights Out,Horror,"Rebecca must unlock the terror behind her little brother's experiences that once tested her sanity, bringing her face to face with an entity attached to their mother.",David F. Sandberg,"Teresa Palmer, Gabriel Bateman, Maria Bello,Billy Burke",2016,81,6.4,69823,67.24,58,David,F. Sandberg,male
+204,261,Birdman or (The Unexpected Virtue of Ignorance),"Comedy,Drama,Romance","Illustrated upon the progress of his latest Broadway play, a former popular actor's struggle to cope with his current life as a wasted actor is shown.",Alejandro González Iñárritu,"Michael Keaton, Zach Galifianakis,Edward Norton, Andrea Riseborough",2014,119,7.8,440299,42.34,88,Alejandro,González Iñárritu,male
+205,262,Black Swan,"Drama,Thriller","A committed dancer wins the lead role in a production of Tchaikovsky's ""Swan Lake"" only to find herself struggling to maintain her sanity.",Darren Aronofsky,"Natalie Portman, Mila Kunis, Vincent Cassel,Winona Ryder",2010,108,8,581518,106.95,79,Darren,Aronofsky,male
+206,264,Nymphomaniac: Vol. I,Drama,A self-diagnosed nymphomaniac recounts her erotic experiences to the man who saved her after a beating.,Lars von Trier,"Charlotte Gainsbourg, Stellan Skarsgård, Stacy Martin, Shia LaBeouf",2013,117,7,90556,0.79,64,Lars,von Trier,male
+207,265,Teenage Mutant Ninja Turtles: Out of the Shadows,"Action,Adventure,Comedy","After facing Shredder, who has joined forces with mad scientist Baxter Stockman and henchmen Bebop and Rocksteady to take over the world, the Turtles must confront an even greater nemesis: the notorious Krang.",Dave Green,"Megan Fox, Will Arnett, Tyler Perry, Laura Linney",2016,112,6,59312,0.54,40,Dave,Green,male
+208,266,Knock Knock,"Drama,Horror,Thriller","A devoted father helps two stranded young women who knock on his door, but his kind gesture turns into a dangerous seduction and a deadly game of cat and mouse.",Eli Roth,"Keanu Reeves, Lorenza Izzo, Ana de Armas, Aaron Burns",2015,99,4.9,53441,0.03,53,Eli,Roth,female
+209,267,Dirty Grandpa,Comedy,"Right before his wedding, an uptight guy is tricked into driving his grandfather, a lecherous former Army Lieutenant-Colonel, to Florida for spring break.",Dan Mazer,"Robert De Niro, Zac Efron, Zoey Deutch, Aubrey Plaza",2016,102,6,75137,35.54,18,Dan,Mazer,male
+210,268,Cloud Atlas,"Drama,Sci-Fi","An exploration of how the actions of individual lives impact one another in the past, present and future, as one soul is shaped from a killer into a hero, and an act of kindness ripples across centuries to inspire a revolution.",Tom Tykwer,"Tom Hanks, Halle Berry, Hugh Grant, Hugo Weaving",2012,172,7.5,298651,27.1,55,Tom,Tykwer,male
+211,269,X-Men Origins: Wolverine,"Action,Adventure,Sci-Fi","A look at Wolverine's early life, in particular his time with the government squad Team X and the impact it will have on his later years.",Gavin Hood,"Hugh Jackman, Liev Schreiber, Ryan Reynolds, Danny Huston",2009,107,6.7,388447,179.88,40,Gavin,Hood,male
+212,271,Skyfall,"Action,Adventure,Thriller","Bond's loyalty to M is tested when her past comes back to haunt her. Whilst MI6 comes under attack, 007 must track down and destroy the threat, no matter how personal the cost.",Sam Mendes,"Daniel Craig, Javier Bardem, Naomie Harris, Judi Dench",2012,143,7.8,547386,304.36,81,Sam,Mendes,male
+213,272,The Hobbit: An Unexpected Journey,"Adventure,Fantasy","A reluctant hobbit, Bilbo Baggins, sets out to the Lonely Mountain with a spirited group of dwarves to reclaim their mountain home - and the gold within it - from the dragon Smaug.",Peter Jackson,"Martin Freeman, Ian McKellen, Richard Armitage,Andy Serkis",2012,169,7.9,668651,303,58,Peter,Jackson,male
+214,273,21 Jump Street,"Action,Comedy,Crime",A pair of underachieving cops are sent back to a local high school to blend in and bring down a synthetic drug ring.,Phil Lord,"Jonah Hill, Channing Tatum, Ice Cube,Brie Larson",2012,110,7.2,432046,138.45,69,Phil,Lord,male
+215,274,Sing Street,"Comedy,Drama,Music",A boy growing up in Dublin during the 1980s escapes his strained family life by starting a band to impress the mysterious girl he likes.,John Carney,"Ferdia Walsh-Peelo, Aidan Gillen, Maria Doyle Kennedy, Jack Reynor",2016,106,8,52144,3.23,79,John,Carney,male
+216,276,Oblivion,"Action,Adventure,Mystery",A veteran assigned to extract Earth's remaining resources begins to question what he knows about his mission and himself.,Joseph Kosinski,"Tom Cruise, Morgan Freeman, Andrea Riseborough, Olga Kurylenko",2013,124,7,410125,89.02,54,Joseph,Kosinski,male
+217,277,22 Jump Street,"Action,Comedy,Crime","After making their way through high school (twice), big changes are in store for officers Schmidt and Jenko when they go deep undercover at a local college.",Phil Lord,"Channing Tatum, Jonah Hill, Ice Cube,Nick Offerman",2014,112,7.1,280110,191.62,71,Phil,Lord,male
+218,278,Zodiac,"Crime,Drama,History","In the late 1960s/early 1970s, a San Francisco cartoonist becomes an amateur detective obsessed with tracking down the Zodiac Killer, an unidentified individual who terrorizes Northern California with a killing spree.",David Fincher,"Jake Gyllenhaal, Robert Downey Jr., Mark Ruffalo,Anthony Edwards",2007,157,7.7,329683,33.05,78,David,Fincher,male
+219,279,Everybody Wants Some!!,Comedy,"In 1980, a group of college baseball players navigate their way through the freedoms and responsibilities of unsupervised adulthood.",Richard Linklater,"Blake Jenner, Tyler Hoechlin, Ryan Guzman,Zoey Deutch",2016,117,7,36312,3.37,83,Richard,Linklater,male
+220,280,Iron Man Three,"Action,Adventure,Sci-Fi","When Tony Stark's world is torn apart by a formidable terrorist called the Mandarin, he starts an odyssey of rebuilding and retribution.",Shane Black,"Robert Downey Jr., Guy Pearce, Gwyneth Paltrow,Don Cheadle",2013,130,7.2,591023,408.99,62,Shane,Black,male
+221,281,Now You See Me,"Crime,Mystery,Thriller",An FBI agent and an Interpol detective track a team of illusionists who pull off bank heists during their performances and reward their audiences with the money.,Louis Leterrier,"Jesse Eisenberg, Common, Mark Ruffalo, Woody Harrelson",2013,115,7.3,492324,117.7,50,Louis,Leterrier,male
+222,282,Sherlock Holmes,"Action,Adventure,Crime",Detective Sherlock Holmes and his stalwart partner Watson engage in a battle of wits and brawn with a nemesis whose plot is a threat to all of England.,Guy Ritchie,"Robert Downey Jr., Jude Law, Rachel McAdams, Mark Strong",2009,128,7.6,501769,209.02,57,Guy,Ritchie,male
+223,284,The Danish Girl,"Biography,Drama,Romance",A fictitious love story loosely inspired by the lives of Danish artists Lili Elbe and Gerda Wegener. Lili and Gerda's marriage and work evolve as they navigate Lili's groundbreaking journey as a transgender pioneer.,Tom Hooper,"Eddie Redmayne, Alicia Vikander, Amber Heard, Ben Whishaw",2015,119,7,110773,12.71,66,Tom,Hooper,male
+224,285,Hercules,"Action,Adventure","Having endured his legendary twelve labors, Hercules, the Greek demigod, has his life as a sword-for-hire tested when the King of Thrace and his daughter seek his aid in defeating a tyrannical warlord.",Brett Ratner,"Dwayne Johnson, John Hurt, Ian McShane, Joseph Fiennes",2014,98,6,122838,72.66,47,Brett,Ratner,male
+225,286,Sucker Punch,"Action,Fantasy","A young girl is institutionalized by her abusive stepfather, retreating to an alternative reality as a coping strategy, envisioning a plan to help her escape.",Zack Snyder,"Emily Browning, Vanessa Hudgens, Abbie Cornish,Jena Malone",2011,110,6.1,204874,36.38,33,Zack,Snyder,male
+226,287,Keeping Up with the Joneses,"Action,Comedy",A suburban couple becomes embroiled in an international espionage plot when they discover that their seemingly perfect new neighbors are government spies.,Greg Mottola,"Zach Galifianakis, Isla Fisher, Jon Hamm, Gal Gadot",2016,105,5.8,30405,14.9,34,Greg,Mottola,male
+227,288,Jupiter Ascending,"Action,Adventure,Sci-Fi",A young woman discovers her destiny as an heiress of intergalactic nobility and must fight to protect the inhabitants of Earth from an ancient and destructive industry.,Lana Wachowski,"Channing Tatum, Mila Kunis,Eddie Redmayne, Sean Bean",2015,127,5.3,150121,47.38,40,Lana,Wachowski,female
+228,291,Busanhaeng,"Action,Drama,Horror","While a zombie virus breaks out in South Korea, passengers struggle to survive on the train from Seoul to Busan.",Sang-ho Yeon,"Yoo Gong, Soo-an Kim, Yu-mi Jung, Dong-seok Ma",2016,118,7.5,58782,2.13,72,Sang-ho,Yeon,male
+229,292,Pitch Perfect,"Comedy,Music,Romance","Beca, a freshman at Barden University, is cajoled into joining The Bellas, her school's all-girls singing group. Injecting some much needed energy into their repertoire, The Bellas take on their male rivals in a campus competition.",Jason Moore,"Anna Kendrick, Brittany Snow, Rebel Wilson, Anna Camp",2012,112,7.2,226631,65,66,Jason,Moore,male
+230,293,Neighbors 2: Sorority Rising,Comedy,"When their new next-door neighbors turn out to be a sorority even more debaucherous than the fraternity previously living there, Mac and Kelly team with their former enemy, Teddy, to bring the girls down.",Nicholas Stoller,"Seth Rogen, Rose Byrne, Zac Efron, Chloë Grace Moretz",2016,92,5.7,76327,55.29,58,Nicholas,Stoller,male
+231,295,Man of Steel,"Action,Adventure,Fantasy","Clark Kent, one of the last of an extinguished race disguised as an unremarkable human, is forced to reveal his identity when Earth is invaded by an army of survivors who threaten to bring the planet to the brink of destruction.",Zack Snyder,"Henry Cavill, Amy Adams, Michael Shannon, Diane Lane",2013,143,7.1,577010,291.02,55,Zack,Snyder,male
+232,297,Ice Age: Collision Course,"Animation,Adventure,Comedy","Manny, Diego, and Sid join up with Buck to fend off a meteor strike that would destroy the world.",Mike Thurmeier,"Ray Romano, Denis Leary, John Leguizamo, Chris Wedge",2016,94,5.7,34523,64.06,34,Mike,Thurmeier,male
+233,298,The Devil Wears Prada,"Comedy,Drama","A smart but sensible new graduate lands a job as an assistant to Miranda Priestly, the demanding editor-in-chief of a high fashion magazine.",David Frankel,"Anne Hathaway, Meryl Streep, Adrian Grenier, Emily Blunt",2006,109,6.8,302268,124.73,62,David,Frankel,male
+234,299,The Infiltrator,"Biography,Crime,Drama",A U.S. Customs official uncovers a money laundering scheme involving Colombian drug lord Pablo Escobar.,Brad Furman,"Bryan Cranston, John Leguizamo, Diane Kruger, Amy Ryan",2016,127,7.1,43929,15.43,66,Brad,Furman,male
+235,300,There Will Be Blood,"Drama,History","A story of family, religion, hatred, oil and madness, focusing on a turn-of-the-century prospector in the early days of the business.",Paul Thomas Anderson,"Daniel Day-Lewis, Paul Dano, Ciarán Hinds,Martin Stringer",2007,158,8.1,400682,40.22,92,Paul,Thomas Anderson,male
+236,301,The Equalizer,"Action,Crime,Thriller","A man believes he has put his mysterious past behind him and has dedicated himself to beginning a new, quiet life. But when he meets a young girl under the control of ultra-violent Russian gangsters, he can't stand idly by - he has to help her.",Antoine Fuqua,"Denzel Washington, Marton Csokas, Chloë Grace Moretz, David Harbour",2014,132,7.2,249425,101.53,57,Antoine,Fuqua,male
+237,302,Lone Survivor,"Action,Biography,Drama","Marcus Luttrell and his team set out on a mission to capture or kill notorious Taliban leader Ahmad Shah, in late June 2005. Marcus and his team are left to fight for their lives in one of the most valiant efforts of modern warfare.",Peter Berg,"Mark Wahlberg, Taylor Kitsch, Emile Hirsch, Ben Foster",2013,121,7.5,218996,125.07,60,Peter,Berg,male
+238,303,The Cabin in the Woods,Horror,"Five friends go for a break at a remote cabin, where they get more than they bargained for, discovering the truth behind the cabin in the woods.",Drew Goddard,"Kristen Connolly, Chris Hemsworth, Anna Hutchison,Fran Kranz",2012,95,7,295554,42.04,72,Drew,Goddard,male
+239,304,The House Bunny,"Comedy,Romance","After Playboy bunny Shelley is kicked out of the playboy mansion, she finds a job as the house mother for a sorority full of socially awkward girls.",Fred Wolf,"Anna Faris, Colin Hanks, Emma Stone, Kat Dennings",2008,97,5.5,67033,48.24,55,Fred,Wolf,male
+240,305,She's Out of My League,"Comedy,Romance","An average Joe meets the perfect woman, but his lack of confidence and the influence of his friends and family begin to pick away at the relationship.",Jim Field Smith,"Jay Baruchel, Alice Eve, T.J. Miller, Mike Vogel",2010,104,6.4,105619,31.58,46,Jim,Field Smith,male
+241,306,Inherent Vice,"Comedy,Crime,Drama","In 1970, drug-fueled Los Angeles private investigator Larry ""Doc"" Sportello investigates the disappearance of a former girlfriend.",Paul Thomas Anderson,"Joaquin Phoenix, Josh Brolin, Owen Wilson,Katherine Waterston",2014,148,6.7,69509,8.09,81,Paul,Thomas Anderson,male
+242,307,Alice Through the Looking Glass,"Adventure,Family,Fantasy",Alice returns to the whimsical world of Wonderland and travels back in time to help the Mad Hatter.,James Bobin,"Mia Wasikowska, Johnny Depp, Helena Bonham Carter, Anne Hathaway",2016,113,6.2,57207,77.04,34,James,Bobin,male
+243,309,The Fast and the Furious: Tokyo Drift,"Action,Crime,Thriller",A teenager becomes a major competitor in the world of drift racing after moving in with his father in Tokyo to avoid a jail sentence in America.,Justin Lin,"Lucas Black, Zachery Ty Bryan, Shad Moss, Damien Marzette",2006,104,6,193479,62.49,45,Justin,Lin,male
+244,310,How to Be Single,"Comedy,Romance",A group of young adults navigate love and relationships in New York City.,Christian Ditter,"Dakota Johnson, Rebel Wilson, Leslie Mann, Alison Brie",2016,110,6.1,59886,46.81,51,Christian,Ditter,male
+245,311,The Blind Side,"Biography,Drama,Sport","The story of Michael Oher, a homeless and traumatized boy who became an All American football player and first round NFL draft pick with the help of a caring woman and her family.",John Lee Hancock,"Quinton Aaron, Sandra Bullock, Tim McGraw,Jae Head",2009,129,7.7,237221,255.95,53,John,Lee Hancock,male
+246,312,La vie d'Adèle,"Drama,Romance","Adèle's life is changed when she meets Emma, a young woman with blue hair, who will allow her to discover desire and to assert herself as a woman and as an adult. In front of others, Adèle grows, seeks herself, loses herself, and ultimately finds herself through love and loss.",Abdellatif Kechiche,"Léa Seydoux, Adèle Exarchopoulos, Salim Kechiouche, Aurélien Recoing",2013,180,7.8,103150,2.2,88,Abdellatif,Kechiche,male
+247,313,The Babadook,"Drama,Horror","A single mother, plagued by the violent death of her husband, battles with her son's fear of a monster lurking in the house, but soon discovers a sinister presence all around her.",Jennifer Kent,"Essie Davis, Noah Wiseman, Daniel Henshall, Hayley McElhinney",2014,93,6.8,132580,0.92,86,Jennifer,Kent,female
+248,314,The Hobbit: The Battle of the Five Armies,"Adventure,Fantasy",Bilbo and Company are forced to engage in a war against an array of combatants and keep the Lonely Mountain from falling into the hands of a rising darkness.,Peter Jackson,"Ian McKellen, Martin Freeman, Richard Armitage,Cate Blanchett",2014,144,7.4,385598,255.11,59,Peter,Jackson,male
+249,315,Harry Potter and the Order of the Phoenix,"Adventure,Family,Fantasy","With their warning about Lord Voldemort's return scoffed at, Harry and Dumbledore are targeted by the Wizard authorities as an authoritarian bureaucrat slowly seizes power at Hogwarts.",David Yates,"Daniel Radcliffe, Emma Watson, Rupert Grint, Brendan Gleeson",2007,138,7.5,385325,292,71,David,Yates,male
+250,316,Snowpiercer,"Action,Drama,Sci-Fi","Set in a future where a failed climate-change experiment kills all life on the planet except for a lucky few who boarded the Snowpiercer, a train that travels around the globe, where a class system emerges.",Bong Joon Ho,"Chris Evans, Jamie Bell, Tilda Swinton, Ed Harris",2013,126,7,199048,4.56,84,Bong,Joon Ho,male
+251,317,The 5th Wave,"Action,Adventure,Sci-Fi","Four waves of increasingly deadly alien attacks have left most of Earth decimated. Cassie is on the run, desperately trying to save her younger brother.",J Blakeson,"Chloë Grace Moretz, Matthew Zuk, Gabriela Lopez,Bailey Anne Borders",2016,112,5.2,73093,34.91,33,J,Blakeson,
+252,319,The Visit,"Comedy,Horror,Thriller",Two siblings become increasingly frightened by their grandparents' disturbing behavior while visiting them on vacation.,M. Night Shyamalan,"Olivia DeJonge, Ed Oxenbould, Deanna Dunagan, Peter McRobbie",2015,94,6.2,81429,65.07,55,M.,Night Shyamalan,male
+253,320,Fast Five,"Action,Crime,Thriller",Dominic Toretto and his crew of street racers plan a massive heist to buy their freedom while in the sights of a powerful Brazilian drug lord and a dangerous federal agent.,Justin Lin,"Vin Diesel, Paul Walker, Dwayne Johnson, Jordana Brewster",2011,131,7.3,300803,209.81,66,Justin,Lin,male
+254,321,Step Up,"Crime,Drama,Music","Tyler Gage receives the opportunity of a lifetime after vandalizing a performing arts school, gaining him the chance to earn a scholarship and dance with an up and coming dancer, Nora.",Anne Fletcher,"Channing Tatum, Jenna Dewan Tatum, Damaine Radcliff, De'Shawn Washington",2006,104,6.5,95960,65.27,48,Anne,Fletcher,female
+255,323,RocknRolla,"Action,Crime,Thriller","In London, a real-estate scam puts millions of pounds up for grabs, attracting some of the city's scrappiest tough guys and its more established underworld types, all of whom are looking to get rich quick. While the city's seasoned criminals vie for the cash, an unexpected player -- a drugged-out rock 'n' roller presumed to be dead but very much alive -- has a multi-million-dollar prize fall into... See full summary »",Guy Ritchie,"Gerard Butler, Tom Wilkinson, Idris Elba, Thandie Newton",2008,114,7.3,203096,5.69,53,Guy,Ritchie,male
+256,324,In Time,"Action,Sci-Fi,Thriller","In a future where people stop aging at 25, but are engineered to live only one more year, having the means to buy your way out of the situation is a shot at immortal youth. Here, Will Salas finds himself accused of murder and on the run with a hostage - a connection that becomes an important part of the way against the system.",Andrew Niccol,"Justin Timberlake, Amanda Seyfried, Cillian Murphy,Olivia Wilde",2011,109,6.7,319025,37.55,53,Andrew,Niccol,male
+257,325,The Social Network,"Biography,Drama","Harvard student Mark Zuckerberg creates the social networking site that would become known as Facebook, but is later sued by two brothers who claimed he stole their idea, and the co-founder who was later squeezed out of the business.",David Fincher,"Jesse Eisenberg, Andrew Garfield, Justin Timberlake,Rooney Mara",2010,120,7.7,510100,96.92,95,David,Fincher,male
+258,326,The Last Witch Hunter,"Action,Adventure,Fantasy",The last witch hunter is all that stands between humanity and the combined forces of the most horrifying witches in history.,Breck Eisner,"Vin Diesel, Rose Leslie, Elijah Wood, Ólafur Darri Ólafsson",2015,106,6,71149,27.36,34,Breck,Eisner,male
+259,327,Victor Frankenstein,"Drama,Horror,Sci-Fi","Told from Igor's perspective, we see the troubled young assistant's dark origins, his redemptive friendship with the young medical student Viktor Von Frankenstein, and become eyewitnesses to the emergence of how Frankenstein became the man - and the legend - we know today.",Paul McGuigan,"Daniel Radcliffe, James McAvoy, Jessica Brown Findlay, Andrew Scott",2015,110,6,37975,5.77,36,Paul,McGuigan,male
+260,329,Green Room,"Crime,Horror,Thriller",A punk rock band is forced to fight for survival after witnessing a murder at a neo-Nazi skinhead bar.,Jeremy Saulnier,"Anton Yelchin, Imogen Poots, Alia Shawkat,Patrick Stewart",2015,95,7,62885,3.22,79,Jeremy,Saulnier,male
+261,330,Blackhat,"Crime,Drama,Mystery",A furloughed convict and his American and Chinese partners hunt a high-level cybercrime network from Chicago to Los Angeles to Hong Kong to Jakarta.,Michael Mann,"Chris Hemsworth, Viola Davis, Wei Tang, Leehom Wang",2015,133,5.4,43085,7.1,51,Michael,Mann,male
+262,331,Storks,"Animation,Adventure,Comedy","Storks have moved on from delivering babies to packages. But when an order for a baby appears, the best delivery stork must scramble to fix the error by delivering the baby.",Nicholas Stoller,"Andy Samberg, Katie Crown,Kelsey Grammer, Jennifer Aniston",2016,87,6.9,34248,72.66,56,Nicholas,Stoller,male
+263,332,American Sniper,"Action,Biography,Drama","Navy S.E.A.L. sniper Chris Kyle's pinpoint accuracy saves countless lives on the battlefield and turns him into a legend. Back home to his wife and kids after four tours of duty, however, Chris finds that it is the war he can't leave behind.",Clint Eastwood,"Bradley Cooper, Sienna Miller, Kyle Gallner, Cole Konis",2014,133,7.3,353305,350.12,72,Clint,Eastwood,male
+264,333,Dallas Buyers Club,"Biography,Drama","In 1985 Dallas, electrician and hustler Ron Woodroof works around the system to help AIDS patients get the medication they need after he is diagnosed with the disease.",Jean-Marc Vallée,"Matthew McConaughey, Jennifer Garner, Jared Leto, Steve Zahn",2013,117,8,352801,27.3,84,Jean-Marc,Vallée,male
+265,334,Lincoln,"Biography,Drama,History","As the War continues to rage, America's president struggles with continuing carnage on the battlefield as he fights with many inside his own cabinet on the decision to emancipate the slaves.",Steven Spielberg,"Daniel Day-Lewis, Sally Field, David Strathairn,Joseph Gordon-Levitt",2012,150,7.4,207497,182.2,86,Steven,Spielberg,male
+266,335,Rush,"Action,Biography,Drama",The merciless 1970s rivalry between Formula One rivals James Hunt and Niki Lauda.,Ron Howard,"Daniel Brühl, Chris Hemsworth, Olivia Wilde,Alexandra Maria Lara",2013,123,8.1,339722,26.9,75,Ron,Howard,male
+267,337,Silver Linings Playbook,"Comedy,Drama,Romance","After a stint in a mental institution, former teacher Pat Solitano moves back in with his parents and tries to reconcile with his ex-wife. Things get more challenging when Pat meets Tiffany, a mysterious girl with problems of her own.",David O. Russell,"Bradley Cooper, Jennifer Lawrence, Robert De Niro, Jacki Weaver",2012,122,7.8,564364,132.09,81,David,O. Russell,male
+268,339,The Fault in Our Stars,"Drama,Romance",Two teenage cancer patients begin a life-affirming journey to visit a reclusive author in Amsterdam.,Josh Boone,"Shailene Woodley, Ansel Elgort, Nat Wolff, Laura Dern",2014,126,7.8,271301,124.87,69,Josh,Boone,male
+269,340,Blended,"Comedy,Romance","After a bad blind date, a man and woman find themselves stuck together at a resort for families, where their attraction grows as their respective kids benefit from the burgeoning relationship.",Frank Coraci,"Adam Sandler, Drew Barrymore, Wendi McLendon-Covey, Kevin Nealon",2014,117,6.5,93764,46.28,31,Frank,Coraci,male
+270,341,Fast & Furious,"Action,Crime,Thriller","Brian O'Conner, back working for the FBI in Los Angeles, teams up with Dominic Toretto to bring down a heroin importer by infiltrating his operation.",Justin Lin,"Vin Diesel, Paul Walker, Michelle Rodriguez, Jordana Brewster",2009,107,6.6,217464,155.02,46,Justin,Lin,male
+271,342,Looper,"Action,Crime,Drama","In 2074, when the mob wants to get rid of someone, the target is sent into the past, where a hired gun awaits - someone like Joe - who one day learns the mob wants to 'close the loop' by sending back Joe's future self for assassination.",Rian Johnson,"Joseph Gordon-Levitt, Bruce Willis, Emily Blunt, Paul Dano",2012,119,7.4,452369,66.47,84,Rian,Johnson,male
+272,343,White House Down,"Action,Drama,Thriller","While on a tour of the White House with his young daughter, a Capitol policeman springs into action to save his child and protect the president from a heavily armed group of paramilitary invaders.",Roland Emmerich,"Channing Tatum, Jamie Foxx, Maggie Gyllenhaal,Jason Clarke",2013,131,6.4,173320,73.1,52,Roland,Emmerich,male
+273,344,Pete's Dragon,"Adventure,Family,Fantasy","The adventures of an orphaned boy named Pete and his best friend Elliot, who just so happens to be a dragon.",David Lowery,"Bryce Dallas Howard, Robert Redford, Oakes Fegley,Oona Laurence",2016,102,6.8,36322,76.2,71,David,Lowery,male
+274,345,Spider-Man 3,"Action,Adventure","A strange black entity from another world bonds with Peter Parker and causes inner turmoil as he contends with new villains, temptations, and revenge.",Sam Raimi,"Tobey Maguire, Kirsten Dunst, Topher Grace, Thomas Haden Church",2007,139,6.2,406219,336.53,59,Sam,Raimi,male
+275,346,The Three Musketeers,"Action,Adventure,Romance",The hot-headed young D'Artagnan along with three former legendary but now down on their luck Musketeers must unite and defeat a beautiful double agent and her villainous employer from seizing the French throne and engulfing Europe in war.,Paul W.S. Anderson,"Logan Lerman, Matthew Macfadyen, Ray Stevenson, Milla Jovovich",2011,110,5.8,92329,20.32,35,Paul,W.S. Anderson,male
+276,347,Stardust,"Adventure,Family,Fantasy","In a countryside town bordering on a magical land, a young man makes a promise to his beloved that he'll retrieve a fallen star by venturing into the magical realm.",Matthew Vaughn,"Charlie Cox, Claire Danes, Sienna Miller, Ian McKellen",2007,127,7.7,220664,38.35,66,Matthew,Vaughn,male
+277,348,American Hustle,"Crime,Drama","A con man, Irving Rosenfeld, along with his seductive partner Sydney Prosser, is forced to work for a wild FBI agent, Richie DiMaso, who pushes them into a world of Jersey powerbrokers and mafia.",David O. Russell,"Christian Bale, Amy Adams, Bradley Cooper,Jennifer Lawrence",2013,138,7.3,379088,150.12,90,David,O. Russell,male
+278,349,Jennifer's Body,"Comedy,Horror",A newly possessed high school cheerleader turns into a succubus who specializes in killing her male classmates. Can her best friend put an end to the horror?,Karyn Kusama,"Megan Fox, Amanda Seyfried, Adam Brody, Johnny Simmons",2009,102,5.1,96617,16.2,47,Karyn,Kusama,female
+279,350,Midnight in Paris,"Comedy,Fantasy,Romance","While on a trip to Paris with his fiancée's family, a nostalgic screenwriter finds himself mysteriously going back to the 1920s everyday at midnight.",Woody Allen,"Owen Wilson, Rachel McAdams, Kathy Bates, Kurt Fuller",2011,94,7.7,320323,56.82,81,Woody,Allen,male
+280,352,Joy,Drama,"Joy is the story of the title character, who rose to become founder and matriarch of a powerful family business dynasty.",David O. Russell,"Jennifer Lawrence, Robert De Niro, Bradley Cooper, Edgar Ramírez",2015,124,6.6,97679,56.44,56,David,O. Russell,male
+281,353,The Dressmaker,"Comedy,Drama","A glamorous woman returns to her small town in rural Australia. With her sewing machine and haute couture style, she transforms the women and exacts sweet revenge on those who did her wrong.",Jocelyn Moorhouse,"Kate Winslet, Judy Davis, Liam Hemsworth,Hugo Weaving",2015,119,7.1,33352,2.02,47,Jocelyn,Moorhouse,female
+282,354,Café Society,"Comedy,Drama,Romance","In the 1930s, a Bronx native moves to Hollywood and falls in love with a young woman who is seeing a married man.",Woody Allen,"Jesse Eisenberg, Kristen Stewart, Steve Carell, Blake Lively",2016,96,6.7,45579,11.08,64,Woody,Allen,male
+283,355,Insurgent,"Adventure,Sci-Fi,Thriller",Beatrice Prior must confront her inner demons and continue her fight against a powerful alliance which threatens to tear her society apart with the help from others on her side.,Robert Schwentke,"Shailene Woodley, Ansel Elgort, Theo James,Kate Winslet",2015,119,6.3,171970,130,42,Robert,Schwentke,male
+284,356,Seventh Son,"Action,Adventure,Fantasy","When Mother Malkin, the queen of evil witches, escapes the pit she was imprisoned in by professional monster hunter Spook decades ago and kills his apprentice, he recruits young Tom, the seventh son of the seventh son, to help him.",Sergei Bodrov,"Ben Barnes, Julianne Moore, Jeff Bridges, Alicia Vikander",2014,102,5.5,59958,17.18,30,Sergei,Bodrov,male
+285,358,The Theory of Everything,"Biography,Drama,Romance",A look at the relationship between the famous physicist Stephen Hawking and his wife.,James Marsh,"Eddie Redmayne, Felicity Jones, Tom Prior, Sophie Perry",2014,123,7.7,299718,35.89,72,James,Marsh,male
+286,359,This Is the End,"Comedy,Fantasy","While attending a party at James Franco's house, Seth Rogen, Jay Baruchel and many other celebrities are faced with the Biblical Apocalypse.",Evan Goldberg,"James Franco, Jonah Hill, Seth Rogen,Jay Baruchel",2013,107,6.6,327838,101.47,67,Evan,Goldberg,male
+287,360,About Time,"Comedy,Drama,Fantasy","At the age of 21, Tim discovers he can travel in time and change what happens and has happened in his own life. His decision to make his world a better place by getting a girlfriend turns out not to be as easy as you might think.",Richard Curtis,"Domhnall Gleeson, Rachel McAdams, Bill Nighy,Lydia Wilson",2013,123,7.8,221600,15.29,55,Richard,Curtis,male
+288,361,Step Brothers,Comedy,Two aimless middle-aged losers still living at home are forced against their will to become roommates when their parents marry.,Adam McKay,"Will Ferrell, John C. Reilly, Mary Steenburgen,Richard Jenkins",2008,98,6.9,223065,100.47,51,Adam,McKay,male
+289,363,Star Trek Into Darkness,"Action,Adventure,Sci-Fi","After the crew of the Enterprise find an unstoppable force of terror from within their own organization, Captain Kirk leads a manhunt to a war-zone world to capture a one-man weapon of mass destruction.",J.J. Abrams,"Chris Pine, Zachary Quinto, Zoe Saldana, Benedict Cumberbatch",2013,132,7.8,417663,228.76,72,J.J.,Abrams,male
+290,364,Zombieland,"Adventure,Comedy,Horror","A shy student trying to reach his family in Ohio, a gun-toting tough guy trying to find the last Twinkie, and a pair of sisters trying to get to an amusement park join forces to travel across a zombie-filled America.",Ruben Fleischer,"Jesse Eisenberg, Emma Stone, Woody Harrelson,Abigail Breslin",2009,88,7.7,409403,75.59,73,Ruben,Fleischer,male
+291,365,"Hail, Caesar!","Comedy,Mystery",A Hollywood fixer in the 1950s works to keep the studio's stars in line.,Ethan Coen,"Josh Brolin, George Clooney, Alden Ehrenreich, Ralph Fiennes",2016,106,6.3,89059,30,72,Ethan,Coen,male
+292,366,Slumdog Millionaire,Drama,"A Mumbai teen reflects on his upbringing in the slums when he is accused of cheating on the Indian Version of ""Who Wants to be a Millionaire?""",Danny Boyle,"Dev Patel, Freida Pinto, Saurabh Shukla, Anil Kapoor",2008,120,8,677044,141.32,86,Danny,Boyle,male
+293,367,The Twilight Saga: Breaking Dawn - Part 2,"Adventure,Drama,Fantasy","After the birth of Renesmee, the Cullens gather other vampire clans in order to protect the child from a false allegation that puts the family in front of the Volturi.",Bill Condon,"Kristen Stewart, Robert Pattinson, Taylor Lautner, Peter Facinelli",2012,115,5.5,194329,292.3,52,Bill,Condon,male
+294,369,The Amazing Spider-Man,"Action,Adventure","After Peter Parker is bitten by a genetically altered spider, he gains newfound, spider-like powers and ventures out to solve the mystery of his parent's mysterious death.",Marc Webb,"Andrew Garfield, Emma Stone, Rhys Ifans, Irrfan Khan",2012,136,7,474320,262.03,66,Marc,Webb,male
+295,372,The Maze Runner,"Action,Mystery,Sci-Fi","Thomas is deposited in a community of boys after his memory is erased, soon learning they're all trapped in a maze that will require him to join forces with fellow ""runners"" for a shot at escape.",Wes Ball,"Dylan O'Brien, Kaya Scodelario, Will Poulter, Thomas Brodie-Sangster",2014,113,6.8,335531,102.41,57,Wes,Ball,male
+296,373,Criminal,"Action,Crime,Drama","In a last-ditch effort to stop a diabolical plot, a dead CIA operative's memories, secrets, and skills are implanted into a death-row inmate in hopes that he will complete the operative's mission.",Ariel Vromen,"Kevin Costner, Ryan Reynolds, Gal Gadot, Gary Oldman",2016,113,6.3,38430,14.27,36,Ariel,Vromen,male
+297,374,Wanted,"Action,Crime,Fantasy","A frustrated office worker learns that he is the son of a professional assassin, and that he shares his father's superhuman killing abilities.",Timur Bekmambetov,"Angelina Jolie, James McAvoy, Morgan Freeman, Terence Stamp",2008,110,6.7,312495,134.57,64,Timur,Bekmambetov,male
+298,375,Florence Foster Jenkins,"Biography,Comedy,Drama","The story of Florence Foster Jenkins, a New York heiress who dreamed of becoming an opera singer, despite having a terrible singing voice.",Stephen Frears,"Meryl Streep, Hugh Grant, Simon Helberg, Rebecca Ferguson",2016,111,6.9,31776,27.37,71,Stephen,Frears,male
+299,377,Black Mass,"Biography,Crime,Drama","The true story of Whitey Bulger, the brother of a state senator and the most infamous violent criminal in the history of South Boston, who became an FBI informant to take down a Mafia family invading his turf.",Scott Cooper,"Johnny Depp, Benedict Cumberbatch, Dakota Johnson, Joel Edgerton",2015,123,6.9,135706,62.56,68,Scott,Cooper,male
+300,378,Creed,"Drama,Sport","The former World Heavyweight Champion Rocky Balboa serves as a trainer and mentor to Adonis Johnson, the son of his late friend and former rival Apollo Creed.",Ryan Coogler,"Michael B. Jordan, Sylvester Stallone, Tessa Thompson, Phylicia Rashad",2015,133,7.6,175673,109.71,82,Ryan,Coogler,male
+301,379,Swiss Army Man,"Adventure,Comedy,Drama",A hopeless man stranded on a deserted island befriends a dead body and together they go on a surreal journey to get home.,Dan Kwan,"Paul Dano, Daniel Radcliffe, Mary Elizabeth Winstead, Antonia Ribero",2016,97,7.1,61812,4.21,64,Dan,Kwan,male
+302,380,The Expendables 3,"Action,Adventure,Thriller","Barney augments his team with new blood for a personal battle: to take down Conrad Stonebanks, the Expendables co-founder and notorious arms trader who is hell bent on wiping out Barney and every single one of his associates.",Patrick Hughes,"Sylvester Stallone, Jason Statham, Jet Li, Antonio Banderas",2014,126,6.1,137568,39.29,35,Patrick,Hughes,male
+303,381,What We Do in the Shadows,"Comedy,Fantasy,Horror","A documentary team films the lives of a group of vampires for a few months. The vampires share a house in Wellington, New Zealand. Turns out vampires have their own domestic problems too.",Jemaine Clement,"Jemaine Clement, Taika Waititi,Cori Gonzalez-Macuer, Jonny Brugh",2014,86,7.6,84016,3.33,76,Jemaine,Clement,male
+304,382,Southpaw,"Drama,Sport",Boxer Billy Hope turns to trainer Tick Wills to help him get his life back on track after losing his wife in a tragic accident and his daughter to child protection services.,Antoine Fuqua,"Jake Gyllenhaal, Rachel McAdams, Oona Laurence,Forest Whitaker",2015,124,7.4,169083,52.42,57,Antoine,Fuqua,male
+305,384,Bridge of Spies,"Drama,History,Thriller","During the Cold War, an American lawyer is recruited to defend an arrested Soviet spy in court, and then help the CIA facilitate an exchange of the spy for the Soviet captured American U2 spy plane pilot, Francis Gary Powers.",Steven Spielberg,"Tom Hanks, Mark Rylance, Alan Alda, Amy Ryan",2015,142,7.6,217938,72.31,81,Steven,Spielberg,male
+306,385,The Lego Movie,"Animation,Action,Adventure","An ordinary Lego construction worker, thought to be the prophesied 'Special', is recruited to join a quest to stop an evil tyrant from gluing the Lego universe into eternal stasis.",Phil Lord,"Chris Pratt, Will Ferrell, Elizabeth Banks, Will Arnett",2014,100,7.8,266508,257.76,83,Phil,Lord,male
+307,386,Everest,"Action,Adventure,Drama","The story of New Zealand's Robert ""Rob"" Edwin Hall, who on May 10, 1996, together with Scott Fischer, teamed up on a joint expedition to ascend Mount Everest.",Baltasar Kormákur,"Jason Clarke, Ang Phula Sherpa, Thomas M. Wright, Martin Henderson",2015,121,7.1,154647,43.25,64,Baltasar,Kormákur,male
+308,387,Pixels,"Action,Comedy,Family","When aliens misinterpret video feeds of classic arcade games as a declaration of war, they attack the Earth in the form of the video games.",Chris Columbus,"Adam Sandler, Kevin James, Michelle Monaghan,Peter Dinklage",2015,105,5.6,101092,78.75,27,Chris,Columbus,male
+309,388,Robin Hood,"Action,Adventure,Drama","In 12th century England, Robin and his band of marauders confront corruption in a local village and lead an uprising against the crown that will forever alter the balance of world power.",Ridley Scott,"Russell Crowe, Cate Blanchett, Matthew Macfadyen,Max von Sydow",2010,140,6.7,221117,105.22,53,Ridley,Scott,male
+310,389,The Wolverine,"Action,Adventure,Sci-Fi","When Wolverine is summoned to Japan by an old acquaintance, he is embroiled in a conflict that forces him to confront his own demons.",James Mangold,"Hugh Jackman, Will Yun Lee, Tao Okamoto, Rila Fukushima",2013,126,6.7,355362,132.55,60,James,Mangold,male
+311,390,John Carter,"Action,Adventure,Sci-Fi","Transported to Barsoom, a Civil War vet discovers a barren planet seemingly inhabited by 12-foot tall barbarians. Finding himself prisoner of these creatures, he escapes, only to encounter Woola and a princess in desperate need of a savior.",Andrew Stanton,"Taylor Kitsch, Lynn Collins, Willem Dafoe,Samantha Morton",2012,132,6.6,220667,73.06,51,Andrew,Stanton,male
+312,391,Keanu,"Action,Comedy","When an L.A. drug kingpin's kitten unexpectedly enters the life of two cousins, they will have to go through gangs, hitmen and drug dealers who claim him in order to get him back.",Peter Atencio,"Keegan-Michael Key, Jordan Peele, Tiffany Haddish,Method Man",2016,100,6.3,31913,20.57,63,Peter,Atencio,male
+313,392,The Gunman,"Action,Crime,Drama","A sniper on a mercenary assassination team, kills the minister of mines of the Congo. Terrier's successful kill shot forces him into hiding. Returning to the Congo years later, he becomes the target of a hit squad himself.",Pierre Morel,"Sean Penn, Idris Elba, Jasmine Trinca, Javier Bardem",2015,115,5.8,31194,10.64,39,Pierre,Morel,male
+314,393,Steve Jobs,"Biography,Drama","Steve Jobs takes us behind the scenes of the digital revolution, to paint a portrait of the man at its epicenter. The story unfolds backstage at three iconic product launches, ending in 1998 with the unveiling of the iMac.",Danny Boyle,"Michael Fassbender, Kate Winslet, Seth Rogen, Jeff Daniels",2015,122,7.2,116112,17.75,82,Danny,Boyle,male
+315,395,Grown Ups 2,Comedy,"After moving his family back to his hometown to be with his friends and their kids, Lenny finds out that between old bullies, new bullies, schizo bus drivers, drunk cops on skis, and 400 costumed party crashers sometimes crazy follows you.",Dennis Dugan,"Adam Sandler, Kevin James, Chris Rock, David Spade",2013,101,5.4,114482,133.67,19,Dennis,Dugan,male
+316,396,The Age of Adaline,"Drama,Fantasy,Romance","A young woman, born at the turn of the 20th century, is rendered ageless after an accident. After many solitary years, she meets a man who complicates the eternal life she has settled into.",Lee Toland Krieger,"Blake Lively, Michiel Huisman, Harrison Ford,Kathy Baker",2015,112,7.2,112288,42.48,51,Lee,Toland Krieger,male
+317,397,The Incredible Hulk,"Action,Adventure,Sci-Fi","Bruce Banner, a scientist on the run from the U.S. Government, must find a cure for the monster he emerges whenever he loses his temper.",Louis Leterrier,"Edward Norton, Liv Tyler, Tim Roth, William Hurt",2008,112,6.8,342355,134.52,61,Louis,Leterrier,male
+318,398,Couples Retreat,Comedy,"A comedy centered around four couples who settle into a tropical-island resort for a vacation. While one of the couples is there to work on the marriage, the others fail to realize that participation in the resort's therapy sessions is not optional.",Peter Billingsley,"Vince Vaughn, Malin Akerman, Jon Favreau, Jason Bateman",2009,113,5.5,86417,109.18,23,Peter,Billingsley,male
+319,400,Magic Mike,"Comedy,Drama","A male stripper teaches a younger performer how to party, pick up women, and make easy money.",Steven Soderbergh,"Channing Tatum, Alex Pettyfer, Olivia Munn,Matthew McConaughey",2012,110,6.1,113686,113.71,72,Steven,Soderbergh,male
+320,401,Minions,"Animation,Action,Adventure","Minions Stuart, Kevin and Bob are recruited by Scarlet Overkill, a super-villain who, alongside her inventor husband Herb, hatches a plot to take over the world.",Kyle Balda,"Sandra Bullock, Jon Hamm, Michael Keaton, Pierre Coffin",2015,91,6.4,159830,336.03,56,Kyle,Balda,male
+321,403,Bronson,"Action,Biography,Crime","A young man who was sentenced to seven years in prison for robbing a post office ends up spending three decades in solitary confinement. During this time, his own personality is supplanted by his alter-ego, Charles Bronson.",Nicolas Winding Refn,"Tom Hardy, Kelly Adams, Luing Andrews,Katy Barker",2008,92,7.1,93972,0.1,,Nicolas,Winding Refn,male
+322,404,Despicable Me,"Animation,Adventure,Comedy","When a criminal mastermind uses a trio of orphan girls as pawns for a grand scheme, he finds their love is profoundly changing him for the better.",Pierre Coffin,"Steve Carell, Jason Segel, Russell Brand, Julie Andrews",2010,95,7.7,410607,251.5,72,Pierre,Coffin,male
+323,405,The Best of Me,"Drama,Romance",A pair of former high school sweethearts reunite after many years when they return to visit their small hometown.,Michael Hoffman,"James Marsden, Michelle Monaghan, Luke Bracey,Liana Liberato",2014,118,6.7,49041,26.76,29,Michael,Hoffman,male
+324,406,The Invitation,"Drama,Mystery,Thriller","While attending a dinner party at his former home, a man thinks his ex-wife and her new husband have sinister intentions for their guests.",Karyn Kusama,"Logan Marshall-Green, Emayatzy Corinealdi, Michiel Huisman, Tammy Blanchard",2015,100,6.7,40529,0.23,74,Karyn,Kusama,female
+325,407,Zero Dark Thirty,"Drama,History,Thriller","A chronicle of the decade-long hunt for al-Qaeda terrorist leader Osama bin Laden after the September 2001 attacks, and his death at the hands of the Navy S.E.A.L.s Team 6 in May 2011.",Kathryn Bigelow,"Jessica Chastain, Joel Edgerton, Chris Pratt, Mark Strong",2012,157,7.4,226661,95.72,95,Kathryn,Bigelow,female
+326,408,Tangled,"Animation,Adventure,Comedy","The magically long-haired Rapunzel has spent her entire life in a tower, but now that a runaway thief has stumbled upon her, she is about to discover the world for the first time, and who she really is.",Nathan Greno,"Mandy Moore, Zachary Levi, Donna Murphy, Ron Perlman",2010,100,7.8,316459,200.81,71,Nathan,Greno,male
+327,409,The Hunger Games: Mockingjay - Part 2,"Action,Adventure,Sci-Fi","As the war of Panem escalates to the destruction of other districts, Katniss Everdeen, the reluctant leader of the rebellion, must bring together an army against President Snow, while all she holds dear hangs in the balance.",Francis Lawrence,"Jennifer Lawrence, Josh Hutcherson, Liam Hemsworth, Woody Harrelson",2015,137,6.6,202380,281.67,65,Francis,Lawrence,male
+328,410,Vacation,"Adventure,Comedy","Rusty Griswold takes his own family on a road trip to ""Walley World"" in order to spice things up with his wife and reconnect with his sons.",John Francis Daley,"Ed Helms, Christina Applegate, Skyler Gisondo, Steele Stebbins",2015,99,6.1,74589,58.88,34,John,Francis Daley,male
+329,411,Taken,"Action,Thriller","A retired CIA agent travels across Europe and relies on his old skills to save his estranged daughter, who has been kidnapped while on a trip to Paris.",Pierre Morel,"Liam Neeson, Maggie Grace, Famke Janssen, Leland Orser",2008,93,7.8,502961,145,50,Pierre,Morel,male
+330,412,Pitch Perfect 2,"Comedy,Music","After a humiliating command performance at The Kennedy Center, the Barden Bellas enter an international competition that no American group has ever won in order to regain their status and right to perform.",Elizabeth Banks,"Anna Kendrick, Rebel Wilson, Hailee Steinfeld,Brittany Snow",2015,115,6.5,108306,183.44,63,Elizabeth,Banks,female
+331,413,Monsters University,"Animation,Adventure,Comedy",A look at the relationship between Mike and Sulley during their days at Monsters University -- when they weren't necessarily the best of friends.,Dan Scanlon,"Billy Crystal, John Goodman, Steve Buscemi, Helen Mirren",2013,104,7.3,252119,268.49,65,Dan,Scanlon,male
+332,415,Mechanic: Resurrection,"Action,Adventure,Crime","Arthur Bishop thought he had put his murderous past behind him, until his most formidable foe kidnaps the love of his life. Now he is forced to travel the globe to complete three impossible assassinations, and do what he does best: make them look like accidents.",Dennis Gansel,"Jason Statham, Jessica Alba, Tommy Lee Jones,Michelle Yeoh",2016,98,5.6,48161,21.2,38,Dennis,Gansel,male
+333,416,Tusk,"Comedy,Drama,Horror","When podcaster Wallace Bryton goes missing in the backwoods of Manitoba while interviewing a mysterious seafarer named Howard Howe, his best friend Teddy and girlfriend Allison team with an ex-cop to look for him.",Kevin Smith,"Justin Long, Michael Parks, Haley Joel Osment,Genesis Rodriguez",2014,102,5.4,34546,1.82,55,Kevin,Smith,male
+334,418,Atonement,"Drama,Mystery,Romance","Fledgling writer Briony Tallis, as a thirteen-year-old, irrevocably changes the course of several lives when she accuses her older sister's lover of a crime he did not commit.",Joe Wright,"Keira Knightley, James McAvoy, Brenda Blethyn,Saoirse Ronan",2007,123,7.8,202890,50.92,,Joe,Wright,male
+335,419,Harry Potter and the Deathly Hallows: Part 1,"Adventure,Family,Fantasy","As Harry races against time and evil to destroy the Horcruxes, he uncovers the existence of three most powerful objects in the wizarding world: the Deathly Hallows.",David Yates,"Daniel Radcliffe, Emma Watson, Rupert Grint, Bill Nighy",2010,146,7.7,357213,294.98,65,David,Yates,male
+336,420,Shame,Drama,A man's carefully cultivated private life is disrupted when his sister arrives for an indefinite stay.,Steve McQueen,"Michael Fassbender, Carey Mulligan, James Badge Dale, Lucy Walters",2011,101,7.2,155010,4,72,Steve,McQueen,male
+337,421,Hanna,"Action,Drama,Thriller","A sixteen-year-old girl who was raised by her father to be the perfect assassin is dispatched on a mission across Europe, tracked by a ruthless intelligence agent and her operatives.",Joe Wright,"Saoirse Ronan, Cate Blanchett, Eric Bana, Vicky Krieps",2011,111,6.8,164208,40.25,65,Joe,Wright,male
+338,423,Pride and Prejudice and Zombies,"Action,Horror,Romance",Five sisters in 19th century England must cope with the pressures to marry while protecting themselves from a growing population of zombies.,Burr Steers,"Lily James, Sam Riley, Jack Huston, Bella Heathcote",2016,108,5.8,35003,10.91,45,Burr,Steers,male
+339,424,300: Rise of an Empire,"Action,Drama,Fantasy","Greek general Themistokles leads the charge against invading Persian forces led by mortal-turned-god Xerxes and Artemisia, vengeful commander of the Persian navy.",Noam Murro,"Sullivan Stapleton, Eva Green, Lena Headey, Hans Matheson",2014,102,6.2,237887,106.37,48,Noam,Murro,male
+340,425,London Has Fallen,"Action,Crime,Drama","In London for the Prime Minister's funeral, Mike Banning discovers a plot to assassinate all the attending world leaders.",Babak Najafi,"Gerard Butler, Aaron Eckhart, Morgan Freeman,Angela Bassett",2016,99,5.9,100702,62.4,28,Babak,Najafi,male
+341,426,The Curious Case of Benjamin Button,"Drama,Fantasy,Romance","Tells the story of Benjamin Button, a man who starts aging backwards with bizarre consequences.",David Fincher,"Brad Pitt, Cate Blanchett, Tilda Swinton, Julia Ormond",2008,166,7.8,485075,127.49,70,David,Fincher,male
+342,427,Sin City: A Dame to Kill For,"Action,Crime,Thriller",Some of Sin City's most hard-boiled citizens cross paths with a few of its more reviled inhabitants.,Frank Miller,"Mickey Rourke, Jessica Alba, Josh Brolin, Joseph Gordon-Levitt",2014,102,6.5,122185,13.75,46,Frank,Miller,male
+343,428,The Bourne Ultimatum,"Action,Mystery,Thriller",Jason Bourne dodges a ruthless CIA official and his agents from a new assassination program while searching for the origins of his life as a trained killer.,Paul Greengrass,"Matt Damon, Edgar Ramírez, Joan Allen, Julia Stiles",2007,115,8.1,525700,227.14,85,Paul,Greengrass,male
+344,430,The Purge: Election Year,"Action,Horror,Sci-Fi","Former Police Sergeant Barnes becomes head of security for Senator Charlie Roan, a Presidential candidate targeted for death on Purge night due to her vow to eliminate the Purge.",James DeMonaco,"Frank Grillo, Elizabeth Mitchell, Mykelti Williamson, Joseph Julian Soria",2016,109,6,54216,79,,James,DeMonaco,male
+345,431,3 Idiots,"Comedy,Drama","Two friends are searching for their long lost companion. They revisit their college days and recall the memories of their friend who inspired them to think differently, even as the rest of the world called them ""idiots"".",Rajkumar Hirani,"Aamir Khan, Madhavan, Mona Singh, Sharman Joshi",2009,170,8.4,238789,6.52,67,Rajkumar,Hirani,male
+346,432,Zoolander 2,Comedy,"Derek and Hansel are lured into modeling again, in Rome, where they find themselves the target of a sinister conspiracy.",Ben Stiller,"Ben Stiller, Owen Wilson, Penélope Cruz, Will Ferrell",2016,102,4.7,48297,28.84,34,Ben,Stiller,male
+347,433,World War Z,"Action,Adventure,Horror","Former United Nations employee Gerry Lane traverses the world in a race against time to stop the Zombie pandemic that is toppling armies and governments, and threatening to destroy humanity itself.",Marc Forster,"Brad Pitt, Mireille Enos, Daniella Kertesz, James Badge Dale",2013,116,7,494819,202.35,63,Marc,Forster,male
+348,434,Mission: Impossible - Ghost Protocol,"Action,Adventure,Thriller","The IMF is shut down when it's implicated in the bombing of the Kremlin, causing Ethan Hunt and his new team to go rogue to clear their organization's name.",Brad Bird,"Tom Cruise, Jeremy Renner, Simon Pegg, Paula Patton",2011,132,7.4,382459,209.36,73,Brad,Bird,male
+349,436,Filth,"Comedy,Crime,Drama","A corrupt, junkie cop with bipolar disorder attempts to manipulate his way through a promotion in order to win back his wife and daughter while also fighting his own borderline-fueled inner demons.",Jon S. Baird,"James McAvoy, Jamie Bell, Eddie Marsan, Imogen Poots",2013,97,7.1,81301,0.03,,Jon,S. Baird,male
+350,437,The Longest Ride,"Drama,Romance","The lives of a young couple intertwine with a much older man, as he reflects back on a past love.",George Tillman Jr.,"Scott Eastwood, Britt Robertson, Alan Alda, Jack Huston",2015,123,7.1,58421,37.43,33,George,Tillman Jr.,male
+351,438,The imposible,"Drama,Thriller",The story of a tourist family in Thailand caught in the destruction and chaotic aftermath of the 2004 Indian Ocean tsunami.,J.A. Bayona,"Naomi Watts, Ewan McGregor, Tom Holland, Oaklee Pendergast",2012,114,7.6,156189,19,73,J.A.,Bayona,male
+352,439,Kick-Ass 2,"Action,Comedy,Crime","Following Kick-Ass' heroics, other citizens are inspired to become masked crusaders. But the Red Mist leads his own group of evil supervillains to kill Kick-Ass and destroy everything for which he stands.",Jeff Wadlow,"Aaron Taylor-Johnson, Chloë Grace Moretz,Christopher Mintz-Plasse, Jim Carrey",2013,103,6.6,214825,28.75,41,Jeff,Wadlow,male
+353,441,Oz the Great and Powerful,"Adventure,Family,Fantasy","A frustrated circus magician from Kansas is transported to a magical land called Oz, where he will have to fulfill a prophecy to become the king, and release the land from the Wicked Witches using his great (but fake) powers.",Sam Raimi,"James Franco, Michelle Williams, Rachel Weisz, Mila Kunis",2013,130,6.3,181521,234.9,44,Sam,Raimi,male
+354,442,Brooklyn,"Drama,Romance","An Irish immigrant lands in 1950s Brooklyn, where she quickly falls into a romance with a local. When her past catches up with her, however, she must choose between two countries and the lives that exist within.",John Crowley,"Saoirse Ronan, Emory Cohen, Domhnall Gleeson,Jim Broadbent",2015,117,7.5,94977,38.32,87,John,Crowley,male
+355,443,Coraline,"Animation,Family,Fantasy","An adventurous girl finds another world that is a strangely idealized version of her frustrating home, but it has sinister secrets.",Henry Selick,"Dakota Fanning, Teri Hatcher, John Hodgman, Jennifer Saunders",2009,100,7.7,156620,75.28,80,Henry,Selick,male
+356,444,Blue Valentine,"Drama,Romance","The relationship of a contemporary married couple, charting their evolution over a span of years by cross-cutting between time periods.",Derek Cianfrance,"Ryan Gosling, Michelle Williams, John Doman,Faith Wladyka",2010,112,7.4,151409,9.7,81,Derek,Cianfrance,male
+357,446,Silent Hill,"Adventure,Horror,Mystery","A woman, Rose, goes in search for her adopted daughter within the confines of a strange, desolate town called Silent Hill.",Christophe Gans,"Radha Mitchell, Laurie Holden, Sean Bean,Deborah Kara Unger",2006,125,6.6,184152,46.98,,Christophe,Gans,male
+358,447,Dredd,"Action,Sci-Fi","In a violent, futuristic city where the police have the authority to act as judge, jury and executioner, a cop teams with a trainee to take down a gang that deals the reality-altering drug, SLO-MO.",Pete Travis,"Karl Urban, Olivia Thirlby, Lena Headey, Rachel Wood",2012,95,7.1,213764,13.4,59,Pete,Travis,male
+359,448,Hunt for the Wilderpeople,"Adventure,Comedy,Drama",A national manhunt is ordered for a rebellious kid and his foster uncle who go missing in the wild New Zealand bush.,Taika Waititi,"Sam Neill, Julian Dennison, Rima Te Wiata, Rachel House",2016,101,7.9,52331,5.2,81,Taika,Waititi,female
+360,449,Big Hero 6,"Animation,Action,Adventure","The special bond that develops between plus-sized inflatable robot Baymax, and prodigy Hiro Hamada, who team up with a group of friends to form a band of high-tech heroes.",Don Hall,"Ryan Potter, Scott Adsit, Jamie Chung,T.J. Miller",2014,102,7.8,309186,222.49,74,Don,Hall,male
+361,450,Carrie,"Drama,Horror","A shy girl, outcasted by her peers and sheltered by her religious mother, unleashes telekinetic terror on her small town after being pushed too far at her senior prom.",Kimberly Peirce,"Chloë Grace Moretz, Julianne Moore, Gabriella Wilde, Portia Doubleday",2013,100,5.9,113272,35.27,53,Kimberly,Peirce,female
+362,451,Iron Man 2,"Action,Adventure,Sci-Fi","With the world now aware of his identity as Iron Man, Tony Stark must contend with both his declining health and a vengeful mad man with ties to his father's legacy.",Jon Favreau,"Robert Downey Jr., Mickey Rourke, Gwyneth Paltrow,Don Cheadle",2010,124,7,556666,312.06,57,Jon,Favreau,male
+363,452,Demolition,"Comedy,Drama","A successful investment banker struggles after losing his wife in a tragic car crash. With the help of a customer service rep and her young son, he starts to rebuild, beginning with the demolition of the life he once knew.",Jean-Marc Vallée,"Jake Gyllenhaal, Naomi Watts, Chris Cooper,Judah Lewis",2015,101,7,58720,1.82,49,Jean-Marc,Vallée,male
+364,453,Pandorum,"Action,Horror,Mystery",A pair of crew members aboard a spaceship wake up with no knowledge of their mission or their identities.,Christian Alvart,"Dennis Quaid, Ben Foster, Cam Gigandet, Antje Traue",2009,108,6.8,126656,10.33,28,Christian,Alvart,male
+365,454,Olympus Has Fallen,"Action,Thriller","Disgraced Secret Service agent (and former presidential guard) Mike Banning finds himself trapped inside the White House in the wake of a terrorist attack; using his inside knowledge, Banning works with national security to rescue the President from his kidnappers.",Antoine Fuqua,"Gerard Butler, Aaron Eckhart, Morgan Freeman,Angela Bassett",2013,119,6.5,214994,98.9,41,Antoine,Fuqua,male
+366,455,I Am Number Four,"Action,Adventure,Sci-Fi","Aliens and their Guardians are hiding on Earth from intergalactic bounty hunters. They can only be killed in numerical order, and Number Four is next on the list. This is his story.",D.J. Caruso,"Alex Pettyfer, Timothy Olyphant, Dianna Agron, Teresa Palmer",2011,109,6.1,202682,55.09,36,D.J.,Caruso,male
+367,456,Jagten,Drama,"A teacher lives a lonely life, all the while struggling over his son's custody. His life slowly gets better as he finds love and receives good news from his son, but his new luck is about to be brutally shattered by an innocent little lie.",Thomas Vinterberg,"Mads Mikkelsen, Thomas Bo Larsen, Annika Wedderkopp, Lasse Fogelstrøm",2012,115,8.3,192263,0.61,76,Thomas,Vinterberg,male
+368,457,The Proposal,"Comedy,Drama,Romance",A pushy boss forces her young assistant to marry her in order to keep her visa status in the U.S. and avoid deportation to Canada.,Anne Fletcher,"Sandra Bullock, Ryan Reynolds, Mary Steenburgen,Craig T. Nelson",2009,108,6.7,241709,163.95,48,Anne,Fletcher,female
+369,458,Get Hard,"Comedy,Crime","When millionaire James King is jailed for fraud and bound for San Quentin, he turns to Darnell Lewis to prep him to go behind bars.",Etan Cohen,"Will Ferrell, Kevin Hart, Alison Brie, T.I.",2015,100,6,95119,90.35,34,Etan,Cohen,male
+370,459,Just Go with It,"Comedy,Romance","On a weekend trip to Hawaii, a plastic surgeon convinces his loyal assistant to pose as his soon-to-be-divorced wife in order to cover up a careless lie he told to his much-younger girlfriend.",Dennis Dugan,"Adam Sandler, Jennifer Aniston, Brooklyn Decker,Nicole Kidman",2011,117,6.4,182069,103.03,33,Dennis,Dugan,male
+371,460,Revolutionary Road,"Drama,Romance",A young couple living in a Connecticut suburb during the mid-1950s struggle to come to terms with their personal problems while trying to raise their two children.,Sam Mendes,"Leonardo DiCaprio, Kate Winslet, Christopher Fitzgerald, Jonathan Roumie",2008,119,7.3,159736,22.88,69,Sam,Mendes,male
+372,461,The Town,"Crime,Drama,Thriller","As he plans his next job, a longtime thief tries to balance his feelings for a bank manager connected to one of his earlier heists, as well as the FBI agent looking to bring him and his crew down.",Ben Affleck,"Ben Affleck, Rebecca Hall, Jon Hamm, Jeremy Renner",2010,125,7.6,294553,92.17,74,Ben,Affleck,male
+373,462,The Boy,"Horror,Mystery,Thriller","An American nanny is shocked that her new English family's boy is actually a life-sized doll. After she violates a list of strict rules, disturbing events make her believe that the doll is really alive.",William Brent Bell,"Lauren Cohan, Rupert Evans, James Russell, Jim Norton",2016,97,6,51235,35.79,42,William,Brent Bell,male
+374,465,Goosebumps,"Adventure,Comedy,Family","A teenager teams up with the daughter of young adult horror author R. L. Stine after the writer's imaginary demons are set free on the town of Madison, Delaware.",Rob Letterman,"Jack Black, Dylan Minnette, Odeya Rush, Ryan Lee",2015,103,6.3,57602,80.02,60,Rob,Letterman,male
+375,466,Sherlock Holmes: A Game of Shadows,"Action,Adventure,Crime","Sherlock Holmes and his sidekick Dr. Watson join forces to outwit and bring down their fiercest adversary, Professor Moriarty.",Guy Ritchie,"Robert Downey Jr., Jude Law, Jared Harris, Rachel McAdams",2011,129,7.5,357436,186.83,48,Guy,Ritchie,male
+376,467,Salt,"Action,Crime,Mystery",A CIA agent goes on the run after a defector accuses her of being a Russian spy.,Phillip Noyce,"Angelina Jolie, Liev Schreiber, Chiwetel Ejiofor, Daniel Olbrychski",2010,100,6.4,255813,118.31,65,Phillip,Noyce,male
+377,468,Enemy,"Mystery,Thriller",A man seeks out his exact look-alike after spotting him in a movie.,Denis Villeneuve,"Jake Gyllenhaal, Mélanie Laurent, Sarah Gadon,Isabella Rossellini",2013,91,6.9,111558,1.01,61,Denis,Villeneuve,male
+378,469,District 9,"Action,Sci-Fi,Thriller",An extraterrestrial race forced to live in slum-like conditions on Earth suddenly finds a kindred spirit in a government agent who is exposed to their biotechnology.,Neill Blomkamp,"Sharlto Copley, David James, Jason Cope, Nathalie Boltt",2009,112,8,556794,115.65,81,Neill,Blomkamp,male
+379,470,The Other Guys,"Action,Comedy,Crime",Two mismatched New York City detectives seize an opportunity to step up like the city's top cops whom they idolize -- only things don't quite go as planned.,Adam McKay,"Will Ferrell, Mark Wahlberg, Derek Jeter, Eva Mendes",2010,107,6.7,199900,119.22,64,Adam,McKay,male
+380,471,American Gangster,"Biography,Crime,Drama","In 1970s America, a detective works to bring down the drug empire of Frank Lucas, a heroin kingpin from Manhattan, who is smuggling the drug into the country from the Far East.",Ridley Scott,"Denzel Washington, Russell Crowe, Chiwetel Ejiofor,Josh Brolin",2007,157,7.8,337835,130.13,76,Ridley,Scott,male
+381,472,Marie Antoinette,"Biography,Drama,History","The retelling of France's iconic but ill-fated queen, Marie Antoinette. From her betrothal and marriage to Louis XVI at 15 to her reign as queen at 19 and to the end of her reign as queen, and ultimately the fall of Versailles.",Sofia Coppola,"Kirsten Dunst, Jason Schwartzman, Rip Torn, Judy Davis",2006,123,6.4,83941,15.96,65,Sofia,Coppola,female
+382,473,2012,"Action,Adventure,Sci-Fi",A frustrated writer struggles to keep his family alive when a series of global catastrophes threatens to annihilate mankind.,Roland Emmerich,"John Cusack, Thandie Newton, Chiwetel Ejiofor,Amanda Peet",2009,158,5.8,297984,166.11,49,Roland,Emmerich,male
+383,474,Harry Potter and the Half-Blood Prince,"Adventure,Family,Fantasy","As Harry Potter begins his sixth year at Hogwarts, he discovers an old book marked as ""the property of the Half-Blood Prince"" and begins to learn more about Lord Voldemort's dark past.",David Yates,"Daniel Radcliffe, Emma Watson, Rupert Grint, Michael Gambon",2009,153,7.5,351059,301.96,78,David,Yates,male
+384,475,Argo,"Biography,Drama,History","Acting under the cover of a Hollywood producer scouting a location for a science fiction film, a CIA agent launches a dangerous operation to rescue six Americans in Tehran during the U.S. hostage crisis in Iran in 1980.",Ben Affleck,"Ben Affleck, Bryan Cranston, John Goodman, Alan Arkin",2012,120,7.7,481274,136.02,86,Ben,Affleck,male
+385,476,Eddie the Eagle,"Biography,Comedy,Drama","The story of Eddie Edwards, the notoriously tenacious British underdog ski jumper who charmed the world at the 1988 Winter Olympics.",Dexter Fletcher,"Taron Egerton, Hugh Jackman, Tom Costello, Jo Hartley",2016,106,7.4,56332,15.79,54,Dexter,Fletcher,male
+386,477,The Lives of Others,"Drama,Thriller","In 1984 East Berlin, an agent of the secret police, conducting surveillance on a writer and his lover, finds himself becoming increasingly absorbed by their lives.",Florian Henckel von Donnersmarck,"Ulrich Mühe, Martina Gedeck,Sebastian Koch, Ulrich Tukur",2006,137,8.5,278103,11.28,89,Florian,Henckel von Donnersmarck,male
+387,481,Forgetting Sarah Marshall,"Comedy,Drama,Romance","Devastated Peter takes a Hawaiian vacation in order to deal with the recent break-up with his TV star girlfriend, Sarah. Little does he know, Sarah's traveling to the same resort as her ex - and she's bringing along her new boyfriend.",Nicholas Stoller,"Kristen Bell, Jason Segel, Paul Rudd, Mila Kunis",2008,111,7.2,226619,62.88,67,Nicholas,Stoller,male
+388,482,The Giver,"Drama,Romance,Sci-Fi","In a seemingly perfect community, without war, pain, suffering, differences or choice, a young boy is chosen to learn from an elderly man about the true pain and pleasure of the ""real"" world.",Phillip Noyce,"Brenton Thwaites, Jeff Bridges, Meryl Streep, Taylor Swift",2014,97,6.5,93799,45.09,47,Phillip,Noyce,male
+389,483,Triple 9,"Action,Crime,Drama",A gang of criminals and corrupt cops plan the murder of a police officer in order to pull off their biggest heist yet across town.,John Hillcoat,"Casey Affleck, Chiwetel Ejiofor, Anthony Mackie,Aaron Paul",2016,115,6.3,48400,12.63,52,John,Hillcoat,male
+390,485,Angry Birds,"Animation,Action,Adventure","Find out why the birds are so angry. When an island populated by happy, flightless birds is visited by mysterious green piggies, it's up to three unlikely outcasts - Red, Chuck and Bomb - to figure out what the pigs are up to.",Clay Kaytis,"Jason Sudeikis, Josh Gad, Danny McBride, Maya Rudolph",2016,97,6.3,55781,107.51,,Clay,Kaytis,male
+391,486,Moonrise Kingdom,"Adventure,Comedy,Drama","A pair of young lovers flee their New England town, which causes a local search party to fan out to find them.",Wes Anderson,"Jared Gilman, Kara Hayward, Bruce Willis, Bill Murray",2012,94,7.8,254446,45.51,84,Wes,Anderson,male
+392,487,Hairspray,"Comedy,Drama,Family",Pleasantly plump teenager Tracy Turnblad teaches 1962 Baltimore a thing or two about integration after landing a spot on a local TV dance show.,Adam Shankman,"John Travolta, Queen Latifah, Nikki Blonsky,Michelle Pfeiffer",2007,117,6.7,102954,118.82,81,Adam,Shankman,male
+393,488,Safe Haven,"Drama,Romance,Thriller","A young woman with a mysterious past lands in Southport, North Carolina where her bond with a widower forces her to confront the dark secret that haunts her.",Lasse Hallström,"Julianne Hough, Josh Duhamel, Cobie Smulders,David Lyons",2013,115,6.7,84765,71.35,34,Lasse,Hallström,male
+394,489,Focus,"Comedy,Crime,Drama","In the midst of veteran con man Nicky's latest scheme, a woman from his past - now an accomplished femme fatale - shows up and throws his plans for a loop.",Glenn Ficarra,"Will Smith, Margot Robbie, Rodrigo Santoro, Adrian Martinez",2015,105,6.6,166489,53.85,56,Glenn,Ficarra,male
+395,490,Ratatouille,"Animation,Comedy,Family",A rat who can cook makes an unusual alliance with a young kitchen worker at a famous restaurant.,Brad Bird,"Brad Garrett, Lou Romano, Patton Oswalt,Ian Holm",2007,111,8,504039,206.44,96,Brad,Bird,male
+396,491,Stake Land,"Drama,Horror,Sci-Fi",Martin was a normal teenage boy before the country collapsed in an empty pit of economic and political disaster. A vampire epidemic has swept across what is left of the nation's abandoned ... See full summary »,Jim Mickle,"Connor Paolo, Nick Damici, Kelly McGillis, Gregory Jones",2010,98,6.5,36091,0.02,66,Jim,Mickle,male
+397,492,The Book of Eli,"Action,Adventure,Drama","A post-apocalyptic tale, in which a lone man fights his way across America in order to protect a sacred book that holds the secrets to saving humankind.",Albert Hughes,"Denzel Washington, Mila Kunis, Ray Stevenson, Gary Oldman",2010,118,6.9,241359,94.82,53,Albert,Hughes,male
+398,493,Cloverfield,"Action,Horror,Sci-Fi",A group of friends venture deep into the streets of New York on a rescue mission during a rampaging monster attack.,Matt Reeves,"Mike Vogel, Jessica Lucas, Lizzy Caplan, T.J. Miller",2008,85,7,313803,80.03,64,Matt,Reeves,male
+399,494,Point Break,"Action,Crime,Sport","A young FBI agent infiltrates an extraordinary team of extreme sports athletes he suspects of masterminding a string of unprecedented, sophisticated corporate heists.",Ericson Core,"Edgar Ramírez, Luke Bracey, Ray Winstone, Teresa Palmer",2015,114,5.3,44553,28.77,34,Ericson,Core,male
+400,495,Under the Skin,"Drama,Horror,Sci-Fi","A mysterious young woman seduces lonely men in the evening hours in Scotland. However, events lead her to begin a process of self-discovery.",Jonathan Glazer,"Scarlett Johansson, Jeremy McWilliams, Lynsey Taylor Mackay, Dougie McConnell",2013,108,6.3,94707,2.61,78,Jonathan,Glazer,male
+401,496,I Am Legend,"Drama,Horror,Sci-Fi","Years after a plague kills most of humanity and transforms the rest into monsters, the sole survivor in New York City struggles valiantly to find a cure.",Francis Lawrence,"Will Smith, Alice Braga, Charlie Tahan, Salli Richardson-Whitfield",2007,101,7.2,565721,256.39,65,Francis,Lawrence,male
+402,497,Men in Black 3,"Action,Adventure,Comedy",Agent J travels in time to M.I.B.'s early days in 1969 to stop an alien from assassinating his friend Agent K and changing history.,Barry Sonnenfeld,"Will Smith, Tommy Lee Jones, Josh Brolin,Jemaine Clement",2012,106,6.8,278379,179.02,58,Barry,Sonnenfeld,male
+403,498,Super 8,"Mystery,Sci-Fi,Thriller","During the summer of 1979, a group of friends witness a train crash and investigate subsequent unexplained events in their small town.",J.J. Abrams,"Elle Fanning, AJ Michalka, Kyle Chandler, Joel Courtney",2011,112,7.1,298913,126.98,72,J.J.,Abrams,male
+404,499,Law Abiding Citizen,"Crime,Drama,Thriller",A frustrated man decides to take justice into his own hands after a plea bargain sets one of his family's killers free. He targets not only the killer but also the district attorney and others involved in the deal.,F. Gary Gray,"Gerard Butler, Jamie Foxx, Leslie Bibb, Colm Meaney",2009,109,7.4,228339,73.34,34,F.,Gary Gray,male
+405,500,Up,"Animation,Adventure,Comedy","Seventy-eight year old Carl Fredricksen travels to Paradise Falls in his home equipped with balloons, inadvertently taking a young stowaway.",Pete Docter,"Edward Asner, Jordan Nagai, John Ratzenberger, Christopher Plummer",2009,96,8.3,722203,292.98,88,Pete,Docter,male
+406,501,Maze Runner: The Scorch Trials,"Action,Sci-Fi,Thriller","After having escaped the Maze, the Gladers now face a new set of challenges on the open roads of a desolate landscape filled with unimaginable obstacles.",Wes Ball,"Dylan O'Brien, Kaya Scodelario, Thomas Brodie-Sangster,Giancarlo Esposito",2015,131,6.3,159364,81.69,43,Wes,Ball,male
+407,502,Carol,"Drama,Romance",An aspiring photographer develops an intimate relationship with an older woman in 1950s New York.,Todd Haynes,"Cate Blanchett, Rooney Mara, Sarah Paulson, Kyle Chandler",2015,118,7.2,77995,0.25,95,Todd,Haynes,male
+408,504,Youth,"Comedy,Drama,Music",A retired orchestra conductor is on holiday with his daughter and his film director best friend in the Alps when he receives an invitation from Queen Elizabeth II to perform for Prince Philip's birthday.,Paolo Sorrentino,"Michael Caine, Harvey Keitel, Rachel Weisz, Jane Fonda",2015,124,7.3,52636,2.7,64,Paolo,Sorrentino,male
+409,507,Savages,"Crime,Drama,Thriller",Pot growers Ben and Chon face off against the Mexican drug cartel who kidnapped their shared girlfriend.,Oliver Stone,"Aaron Taylor-Johnson, Taylor Kitsch, Blake Lively,Benicio Del Toro",2012,131,6.5,107960,47.31,59,Oliver,Stone,male
+410,508,(500) Days of Summer,"Comedy,Drama,Romance","An offbeat romantic comedy about a woman who doesn't believe true love exists, and the young man who falls for her.",Marc Webb,"Zooey Deschanel, Joseph Gordon-Levitt, Geoffrey Arend, Chloë Grace Moretz",2009,95,7.7,398972,32.39,76,Marc,Webb,male
+411,509,Movie 43,"Comedy,Romance",A series of interconnected short films follows a washed-up producer as he pitches insane story lines featuring some of the biggest stars in Hollywood.,Elizabeth Banks,"Emma Stone, Stephen Merchant, Richard Gere, Liev Schreiber",2013,94,4.3,83625,8.83,18,Elizabeth,Banks,female
+412,510,Gravity,"Drama,Sci-Fi,Thriller",Two astronauts work together to survive after an accident which leaves them alone in space.,Alfonso Cuarón,"Sandra Bullock, George Clooney, Ed Harris, Orto Ignatiussen",2013,91,7.8,622089,274.08,96,Alfonso,Cuarón,male
+413,511,The Boy in the Striped Pyjamas,"Drama,War","Set during WWII, a story seen through the innocent eyes of Bruno, the eight-year-old son of the commandant at a German concentration camp, whose forbidden friendship with a Jewish boy on the other side of the camp fence has startling and unexpected consequences.",Mark Herman,"Asa Butterfield, David Thewlis, Rupert Friend, Zac Mattoon O'Brien",2008,94,7.8,144614,9.03,55,Mark,Herman,male
+414,512,Shooter,"Action,Crime,Drama","A marksman living in exile is coaxed back into action after learning of a plot to kill the President. Ultimately double-crossed and framed for the attempt, he goes on the run to find the real killer and the reason he was set up.",Antoine Fuqua,"Mark Wahlberg, Michael Peña, Rhona Mitra, Danny Glover",2007,124,7.2,267820,46.98,53,Antoine,Fuqua,male
+415,513,The Happening,"Sci-Fi,Thriller","A science teacher, his wife, and a young girl struggle to survive a plague that causes those infected to commit suicide.",M. Night Shyamalan,"Mark Wahlberg, Zooey Deschanel, John Leguizamo, Ashlyn Sanchez",2008,91,5,170897,64.51,34,M.,Night Shyamalan,male
+416,514,Bone Tomahawk,"Adventure,Drama,Horror",Four men set out in the Wild West to rescue a group of captives from cannibalistic cave dwellers.,S. Craig Zahler,"Kurt Russell, Patrick Wilson, Matthew Fox, Richard Jenkins",2015,132,7.1,47289,66.01,72,S.,Craig Zahler,male
+417,516,Easy A,"Comedy,Drama,Romance",A clean-cut high school student relies on the school's rumor mill to advance her social and financial standing.,Will Gluck,"Emma Stone, Amanda Bynes, Penn Badgley, Dan Byrd",2010,92,7.1,294950,58.4,72,Will,Gluck,male
+418,517,Exodus: Gods and Kings,"Action,Adventure,Drama","The defiant leader Moses rises up against the Egyptian Pharaoh Ramses, setting 600,000 slaves on a monumental journey of escape from Egypt and its terrifying cycle of deadly plagues.",Ridley Scott,"Christian Bale, Joel Edgerton, Ben Kingsley, Sigourney Weaver",2014,150,6,137299,65.01,52,Ridley,Scott,male
+419,518,Chappie,"Action,Crime,Drama","In the near future, crime is patrolled by a mechanized police force. When one police droid, Chappie, is stolen and given new programming, he becomes the first robot with the ability to think and feel for himself.",Neill Blomkamp,"Sharlto Copley, Dev Patel, Hugh Jackman,Sigourney Weaver",2015,120,6.9,188769,31.57,41,Neill,Blomkamp,male
+420,519,The Hobbit: The Desolation of Smaug,"Adventure,Fantasy","The dwarves, along with Bilbo Baggins and Gandalf the Grey, continue their quest to reclaim Erebor, their homeland, from Smaug. Bilbo Baggins is in possession of a mysterious and magical ring.",Peter Jackson,"Ian McKellen, Martin Freeman, Richard Armitage,Ken Stott",2013,161,7.9,513744,258.36,66,Peter,Jackson,male
+421,522,The Counselor,"Crime,Drama,Thriller",A lawyer finds himself in over his head when he gets involved in drug trafficking.,Ridley Scott,"Michael Fassbender, Penélope Cruz, Cameron Diaz,Javier Bardem",2013,117,5.3,84927,16.97,48,Ridley,Scott,male
+422,525,Trust,"Crime,Drama,Thriller",A teenage girl is targeted by an online sexual predator.,David Schwimmer,"Clive Owen, Catherine Keener, Liana Liberato,Jason Clarke",2010,106,7,36043,0.06,60,David,Schwimmer,male
+423,529,Godzilla,"Action,Adventure,Sci-Fi","The world is beset by the appearance of monstrous creatures, but one of them may be the only one who can save humanity.",Gareth Edwards,"Aaron Taylor-Johnson, Elizabeth Olsen, Bryan Cranston, Ken Watanabe",2014,123,6.4,318058,200.66,62,Gareth,Edwards,male
+424,530,The Bourne Legacy,"Action,Adventure,Mystery","An expansion of the universe from Robert Ludlum's novels, centered on a new hero whose stakes have been triggered by the events of the previous three films.",Tony Gilroy,"Jeremy Renner, Rachel Weisz, Edward Norton, Scott Glenn",2012,135,6.7,245374,113.17,61,Tony,Gilroy,male
+425,531,A Good Year,"Comedy,Drama,Romance","A British investment broker inherits his uncle's chateau and vineyard in Provence, where he spent much of his childhood. He discovers a new laid-back lifestyle as he tries to renovate the estate to be sold.",Ridley Scott,"Russell Crowe, Abbie Cornish, Albert Finney, Marion Cotillard",2006,117,6.9,74674,7.46,47,Ridley,Scott,male
+426,534,Lucy,"Action,Sci-Fi,Thriller","A woman, accidentally caught in a dark deal, turns the tables on her captors and transforms into a merciless warrior evolved beyond human logic.",Luc Besson,"Scarlett Johansson, Morgan Freeman, Min-sik Choi,Amr Waked",2014,89,6.4,352698,126.55,61,Luc,Besson,male
+427,536,Need for Speed,"Action,Crime,Drama","Fresh from prison, a street racer who was framed by a wealthy business associate joins a cross country race with revenge in mind. His ex-partner, learning of the plan, places a massive bounty on his head as the race begins.",Scott Waugh,"Aaron Paul, Dominic Cooper, Imogen Poots, Scott Mescudi",2014,132,6.5,143389,43.57,39,Scott,Waugh,male
+428,537,Jack Reacher,"Action,Crime,Mystery",A homicide investigator digs deeper into a case involving a trained military sniper who shot five random victims.,Christopher McQuarrie,"Tom Cruise, Rosamund Pike, Richard Jenkins, Werner Herzog",2012,130,7,250811,58.68,50,Christopher,McQuarrie,male
+429,541,The Ghost Writer,"Mystery,Thriller",A ghostwriter hired to complete the memoirs of a former British prime minister uncovers secrets that put his own life in jeopardy.,Roman Polanski,"Ewan McGregor, Pierce Brosnan, Olivia Williams,Jon Bernthal",2010,128,7.2,137964,15.52,77,Roman,Polanski,male
+430,542,Limitless,"Mystery,Sci-Fi,Thriller","With the help of a mysterious pill that enables the user to access 100 percent of his brain abilities, a struggling writer becomes a financial wizard, but it also puts him in a new world with lots of dangers.",Neil Burger,"Bradley Cooper, Anna Friel, Abbie Cornish, Robert De Niro",2011,105,7.4,444417,79.24,59,Neil,Burger,male
+431,544,P.S. I Love You,"Drama,Romance",A young widow discovers that her late husband has left her 10 messages intended to help ease her pain and start a new life.,Richard LaGravenese,"Hilary Swank, Gerard Butler, Harry Connick Jr., Lisa Kudrow",2007,126,7.1,177247,53.68,,Richard,LaGravenese,male
+432,546,Midnight Special,"Drama,Mystery,Sci-Fi","A father and son go on the run, pursued by the government and a cult drawn to the child's special powers.",Jeff Nichols,"Michael Shannon, Joel Edgerton, Kirsten Dunst, Adam Driver",2016,112,6.7,54787,3.71,76,Jeff,Nichols,male
+433,548,Alice in Wonderland,"Adventure,Family,Fantasy","Nineteen-year-old Alice returns to the magical world from her childhood adventure, where she reunites with her old friends and learns of her true destiny: to end the Red Queen's reign of terror.",Tim Burton,"Mia Wasikowska, Johnny Depp, Helena Bonham Carter,Anne Hathaway",2010,108,6.5,324898,334.19,53,Tim,Burton,male
+434,551,The Break-Up,"Comedy,Drama,Romance","In a bid to keep their luxurious condo from their significant other, a couple's break-up proceeds to get uglier and nastier by the moment.",Peyton Reed,"Jennifer Aniston, Vince Vaughn, Jon Favreau, Joey Lauren Adams",2006,106,5.8,106381,118.68,45,Peyton,Reed,female
+435,553,Fantastic Four,"Action,Adventure,Sci-Fi",Four young outsiders teleport to an alternate and dangerous universe which alters their physical form in shocking ways. The four must learn to harness their new abilities and work together to save Earth from a former friend turned enemy.,Josh Trank,"Miles Teller, Kate Mara, Michael B. Jordan, Jamie Bell",2015,100,4.3,121847,56.11,27,Josh,Trank,male
+436,556,The Boy Next Door,"Mystery,Thriller","A woman, separated from her unfaithful husband, falls for a younger man who has moved in next door, but their torrid affair soon takes a dangerous turn.",Rob Cohen,"Jennifer Lopez, Ryan Guzman, Kristin Chenoweth, John Corbett",2015,91,4.6,30180,35.39,30,Rob,Cohen,male
+437,557,The Gift,"Mystery,Thriller",A young married couple's lives are thrown into a harrowing tailspin when an acquaintance from the husband's past brings mysterious gifts and a horrifying secret to light after more than 20 years.,Joel Edgerton,"Jason Bateman, Rebecca Hall, Joel Edgerton, Allison Tolman",2015,108,7.1,96688,43.77,77,Joel,Edgerton,male
+438,558,Dracula Untold,"Action,Drama,Fantasy","As his kingdom is being threatened by the Turks, young prince Vlad Tepes must become a monster feared by his own people in order to obtain the power needed to protect his own family, and the families of his kingdom.",Gary Shore,"Luke Evans, Dominic Cooper, Sarah Gadon, Art Parkinson",2014,92,6.3,148504,55.94,40,Gary,Shore,male
+439,559,In the Heart of the Sea,"Action,Adventure,Biography","A recounting of a New England whaling ship's sinking by a giant whale in 1820, an experience that later inspired the great novel Moby-Dick.",Ron Howard,"Chris Hemsworth, Cillian Murphy, Brendan Gleeson,Ben Whishaw",2015,122,6.9,90372,24.99,47,Ron,Howard,male
+440,560,Idiocracy,"Adventure,Comedy,Sci-Fi","Private Joe Bauers, the definition of ""average American"", is selected by the Pentagon to be the guinea pig for a top-secret hibernation program. Forgotten, he awakes five centuries in the future. He discovers a society so incredibly dumbed down that he's easily the most intelligent person alive.",Mike Judge,"Luke Wilson, Maya Rudolph, Dax Shepard, Terry Crews",2006,84,6.6,115355,0.44,66,Mike,Judge,male
+441,561,The Expendables,"Action,Adventure,Thriller",A CIA operative hires a team of mercenaries to eliminate a Latin dictator and a renegade CIA agent.,Sylvester Stallone,"Sylvester Stallone, Jason Statham, Jet Li, Dolph Lundgren",2010,103,6.5,283282,102.98,45,Sylvester,Stallone,male
+442,562,Evil Dead,"Fantasy,Horror","Five friends head to a remote cabin, where the discovery of a Book of the Dead leads them to unwittingly summon up demons living in the nearby woods.",Fede Alvarez,"Jane Levy, Shiloh Fernandez, Jessica Lucas, Lou Taylor Pucci",2013,91,6.5,133113,54.24,57,Fede,Alvarez,male
+443,563,Sinister,"Horror,Mystery",Washed-up true-crime writer Ellison Oswalt finds a box of super 8 home movies that suggest the murder he is currently researching is the work of a serial killer whose work dates back to the 1960s.,Scott Derrickson,"Ethan Hawke, Juliet Rylance, James Ransone,Fred Dalton Thompson",2012,110,6.8,171169,48.06,53,Scott,Derrickson,male
+444,564,Wreck-It Ralph,"Animation,Adventure,Comedy","A video game villain wants to be a hero and sets out to fulfill his dream, but his quest brings havoc to the whole arcade where he lives.",Rich Moore,"John C. Reilly, Jack McBrayer, Jane Lynch, Sarah Silverman",2012,101,7.8,290559,189.41,72,Rich,Moore,male
+445,565,Snow White and the Huntsman,"Action,Adventure,Drama","In a twist to the fairy tale, the Huntsman ordered to take Snow White into the woods to be killed winds up becoming her protector and mentor in a quest to vanquish the Evil Queen.",Rupert Sanders,"Kristen Stewart, Chris Hemsworth, Charlize Theron, Sam Claflin",2012,127,6.1,239772,155.11,57,Rupert,Sanders,male
+446,566,Pan,"Adventure,Family,Fantasy","12-year-old orphan Peter is spirited away to the magical world of Neverland, where he finds both fun and danger, and ultimately discovers his destiny -- to become the hero who will be forever known as Peter Pan.",Joe Wright,"Levi Miller, Hugh Jackman, Garrett Hedlund, Rooney Mara",2015,111,5.8,47804,34.96,36,Joe,Wright,male
+447,567,Transformers: Dark of the Moon,"Action,Adventure,Sci-Fi","The Autobots learn of a Cybertronian spacecraft hidden on the moon, and race against the Decepticons to reach it and to learn its secrets.",Michael Bay,"Shia LaBeouf, Rosie Huntington-Whiteley, Tyrese Gibson, Josh Duhamel",2011,154,6.3,338369,352.36,42,Michael,Bay,male
+448,568,Juno,"Comedy,Drama","Faced with an unplanned pregnancy, an offbeat young woman makes an unusual decision regarding her unborn child.",Jason Reitman,"Ellen Page, Michael Cera, Jennifer Garner, Jason Bateman",2007,96,7.5,432461,143.49,81,Jason,Reitman,male
+449,570,Money Monster,"Crime,Drama,Thriller",Financial TV host Lee Gates and his producer Patty are put in an extreme situation when an irate investor takes over their studio.,Jodie Foster,"George Clooney, Julia Roberts, Jack O'Connell,Dominic West",2016,98,6.5,68654,41.01,55,Jodie,Foster,female
+450,571,The Other Woman,"Comedy,Romance","After discovering her boyfriend is married, Carly soon meets the wife he's been betraying. And when yet another love affair is discovered, all three women team up to plot revenge on the three-timing S.O.B.",Nick Cassavetes,"Cameron Diaz, Leslie Mann, Kate Upton, Nikolaj Coster-Waldau",2014,109,6,110825,83.91,39,Nick,Cassavetes,male
+451,572,Enchanted,"Animation,Comedy,Family","A young maiden in a land called Andalasia, who is prepared to be wed, is sent away to New York City by an evil queen, where she falls in love with a lawyer.",Kevin Lima,"Amy Adams, Susan Sarandon, James Marsden, Patrick Dempsey",2007,107,7.1,150353,127.71,75,Kevin,Lima,male
+452,573,The Intern,"Comedy,Drama","70-year-old widower Ben Whittaker has discovered that retirement isn't all it's cracked up to be. Seizing an opportunity to get back in the game, he becomes a senior intern at an online fashion site, founded and run by Jules Ostin.",Nancy Meyers,"Robert De Niro, Anne Hathaway, Rene Russo,Anders Holm",2015,121,7.1,159582,75.27,51,Nancy,Meyers,female
+453,574,Little Miss Sunshine,"Comedy,Drama",A family determined to get their young daughter into the finals of a beauty pageant take a cross-country trip in their VW bus.,Jonathan Dayton,"Steve Carell, Toni Collette, Greg Kinnear, Abigail Breslin",2006,101,7.8,374044,59.89,80,Jonathan,Dayton,male
+454,576,Clash of the Titans,"Action,Adventure,Fantasy","Perseus demigod, son of Zeus, battles the minions of the underworld to stop them from conquering heaven and earth.",Louis Leterrier,"Sam Worthington, Liam Neeson, Ralph Fiennes,Jason Flemyng",2010,106,5.8,238206,163.19,39,Louis,Leterrier,male
+455,577,The Finest Hours,"Action,Drama,History",The Coast Guard makes a daring rescue attempt off the coast of Cape Cod after a pair of oil tankers are destroyed during a blizzard in 1952.,Craig Gillespie,"Chris Pine, Casey Affleck, Ben Foster, Eric Bana",2016,117,6.8,44425,27.55,58,Craig,Gillespie,male
+456,578,Tron,"Action,Adventure,Sci-Fi",The son of a virtual world designer goes looking for his father and ends up inside the digital world that his father designed. He meets his father's corrupted creation and a unique ally who was born inside the digital world.,Joseph Kosinski,"Jeff Bridges, Garrett Hedlund, Olivia Wilde, Bruce Boxleitner",2010,125,6.8,273959,172.05,49,Joseph,Kosinski,male
+457,579,The Hunger Games: Catching Fire,"Action,Adventure,Mystery",Katniss Everdeen and Peeta Mellark become targets of the Capitol after their victory in the 74th Hunger Games sparks a rebellion in the Districts of Panem.,Francis Lawrence,"Jennifer Lawrence, Josh Hutcherson, Liam Hemsworth, Philip Seymour Hoffman",2013,146,7.6,525646,424.65,76,Francis,Lawrence,male
+458,580,All Good Things,"Crime,Drama,Mystery","Mr. David Marks was suspected but never tried for killing his wife Katie who disappeared in 1982, but the truth is eventually revealed.",Andrew Jarecki,"Ryan Gosling, Kirsten Dunst, Frank Langella, Lily Rabe",2010,101,6.3,44158,0.58,57,Andrew,Jarecki,male
+459,583,Sex Tape,"Comedy,Romance","A married couple wake up to discover that the sex tape they made the evening before has gone missing, leading to a frantic search for its whereabouts.",Jake Kasdan,"Jason Segel, Cameron Diaz, Rob Corddry, Ellie Kemper",2014,94,5.1,89885,38.54,36,Jake,Kasdan,male
+460,584,What to Expect When You're Expecting,"Comedy,Drama,Romance","Follows the lives of five interconnected couples as they experience the thrills and surprises of having a baby, and realize that no matter what you plan for, life does not always deliver what is expected.",Kirk Jones,"Cameron Diaz, Matthew Morrison, J. Todd Smith, Dennis Quaid",2012,110,5.7,60059,41.1,41,Kirk,Jones,male
+461,585,Moneyball,"Biography,Drama,Sport",Oakland A's general manager Billy Beane's successful attempt to assemble a baseball team on a lean budget by employing computer-generated analysis to acquire new players.,Bennett Miller,"Brad Pitt, Robin Wright, Jonah Hill, Philip Seymour Hoffman",2011,133,7.6,297395,75.61,87,Bennett,Miller,male
+462,586,Ghost Rider,"Action,Fantasy,Thriller","Stunt motorcyclist Johnny Blaze gives up his soul to become a hellblazing vigilante, to fight against power hungry Blackheart, the son of the devil himself.",Mark Steven Johnson,"Nicolas Cage, Eva Mendes, Sam Elliott, Matt Long",2007,114,5.2,190673,115.8,35,Mark,Steven Johnson,male
+463,587,Unbroken,"Biography,Drama,Sport","After a near-fatal plane crash in WWII, Olympian Louis Zamperini spends a harrowing 47 days in a raft with two fellow crewmen before he's caught by the Japanese navy and sent to a prisoner-of-war camp.",Angelina Jolie,"Jack O'Connell, Miyavi, Domhnall Gleeson, Garrett Hedlund",2014,137,7.2,114006,115.6,59,Angelina,Jolie,female
+464,588,Immortals,"Action,Drama,Fantasy","Theseus is a mortal man chosen by Zeus to lead the fight against the ruthless King Hyperion, who is on a rampage across Greece to obtain a weapon that can destroy humanity.",Tarsem Singh,"Henry Cavill, Mickey Rourke, John Hurt, Stephen Dorff",2011,110,6,142900,83.5,46,Tarsem,Singh,male
+465,589,Sunshine,"Adventure,Sci-Fi,Thriller",A team of international astronauts are sent on a dangerous mission to reignite the dying Sun with a nuclear fission bomb in 2057.,Danny Boyle,"Cillian Murphy, Rose Byrne, Chris Evans, Michelle Yeoh",2007,107,7.3,199860,3.68,64,Danny,Boyle,male
+466,590,Brave,"Animation,Adventure,Comedy","Determined to make her own path in life, Princess Merida defies a custom that brings chaos to her kingdom. Granted one wish, Merida must rely on her bravery and her archery skills to undo a beastly curse.",Mark Andrews,"Kelly Macdonald,Billy Connolly, Emma Thompson, Julie Walters",2012,93,7.2,293941,237.28,69,Mark,Andrews,male
+467,591,Män som hatar kvinnor,"Drama,Mystery,Thriller",A journalist is aided in his search for a woman who has been missing -- or dead -- for forty years by a young female hacker.,Niels Arden Oplev,"Michael Nyqvist, Noomi Rapace, Ewa Fröling,Lena Endre",2009,152,7.8,182074,10.1,76,Niels,Arden Oplev,male
+468,593,The Drop,"Crime,Drama,Mystery","Bob Saginowski finds himself at the center of a robbery gone awry and entwined in an investigation that digs deep into the neighborhood's past where friends, families, and foes all work together to make a living - no matter the cost.",Michaël R. Roskam,"Tom Hardy, Noomi Rapace, James Gandolfini,Matthias Schoenaerts",2014,106,7.1,116118,10.72,69,Michaël,R. Roskam,male
+469,594,She's the Man,"Comedy,Romance,Sport","When her brother decides to ditch for a couple weeks, Viola heads over to his elite boarding school, disguised as him, and proceeds to fall for one of his soccer teammates, and soon learns she's not the only one with romantic troubles.",Andy Fickman,"Amanda Bynes, Laura Ramsey, Channing Tatum,Vinnie Jones",2006,105,6.4,122864,2.34,45,Andy,Fickman,male
+470,595,Daddy's Home,"Comedy,Family","Brad Whitaker is a radio host trying to get his stepchildren to love him and call him Dad. But his plans turn upside down when their biological father, Dusty Mayron, returns.",Sean Anders,"Will Ferrell, Mark Wahlberg, Linda Cardellini, Thomas Haden Church",2015,96,6.1,68306,150.32,42,Sean,Anders,male
+471,596,Let Me In,"Drama,Horror,Mystery",A bullied young boy befriends a young female vampire who lives in secrecy with her guardian.,Matt Reeves,"Kodi Smit-McPhee, Chloë Grace Moretz, Richard Jenkins, Cara Buono",2010,116,7.2,97141,12.13,79,Matt,Reeves,male
+472,597,Never Back Down,"Action,Drama,Sport",A frustrated and conflicted teenager arrives at a new high school to discover an underground fight club and meet a classmate who begins to coerce him into fighting.,Jeff Wadlow,"Sean Faris, Djimon Hounsou, Amber Heard, Cam Gigandet",2008,110,6.6,84083,24.85,39,Jeff,Wadlow,male
+473,598,Grimsby,"Action,Adventure,Comedy",A new assignment forces a top spy to team up with his football hooligan brother.,Louis Leterrier,"Sacha Baron Cohen, Mark Strong, Rebel Wilson,Freddie Crowder",2016,83,6.2,63408,6.86,44,Louis,Leterrier,male
+474,599,Moon,"Drama,Mystery,Sci-Fi","Astronaut Sam Bell has a quintessentially personal encounter toward the end of his three-year stint on the Moon, where he, working alongside his computer, GERTY, sends back to Earth parcels of a resource that has helped diminish our planet's power problems.",Duncan Jones,"Sam Rockwell, Kevin Spacey, Dominique McElligott,Rosie Shaw",2009,97,7.9,277123,5.01,67,Duncan,Jones,male
+475,600,Megamind,"Animation,Action,Comedy","The supervillain Megamind finally defeats his nemesis, the superhero Metro Man. But without a hero, he loses all purpose and must find new meaning to his life.",Tom McGrath,"Will Ferrell, Jonah Hill, Brad Pitt, Tina Fey",2010,95,7.3,183926,148.34,63,Tom,McGrath,male
+476,601,Gangster Squad,"Action,Crime,Drama","It's 1949 Los Angeles, the city is run by gangsters and a malicious mobster, Mickey Cohen. Determined to end the corruption, John O'Mara assembles a team of cops, ready to take down the ruthless leader and restore peace to the city.",Ruben Fleischer,"Sean Penn, Ryan Gosling, Emma Stone, Giovanni Ribisi",2013,113,6.7,181432,46,40,Ruben,Fleischer,male
+477,602,Blood Father,"Action,Crime,Drama",An ex-con reunites with his estranged wayward 17-year old daughter to protect her from drug dealers who are trying to kill her.,Jean-François Richet,"Mel Gibson, Erin Moriarty, Diego Luna, Michael Parks",2016,88,6.4,40357,93.95,66,Jean-François,Richet,male
+478,604,Kung Fu Panda 3,"Animation,Action,Adventure","Continuing his ""legendary adventures of awesomeness"", Po must face two hugely epic, but different threats: one supernatural and the other a little closer to his home.",Alessandro Carloni,"Jack Black, Bryan Cranston, Dustin Hoffman, Angelina Jolie",2016,95,7.2,89791,143.52,66,Alessandro,Carloni,male
+479,608,Horrible Bosses,"Comedy,Crime",Three friends conspire to murder their awful bosses when they realize they are standing in the way of their happiness.,Seth Gordon,"Jason Bateman, Charlie Day, Jason Sudeikis, Steve Wiebe",2011,98,6.9,368556,117.53,57,Seth,Gordon,male
+480,609,Mommy,Drama,"A widowed single mother, raising her violent son alone, finds new hope when a mysterious neighbor inserts herself into their household.",Xavier Dolan,"Anne Dorval, Antoine-Olivier Pilon, Suzanne Clément,Patrick Huard",2014,139,8.1,33560,3.49,74,Xavier,Dolan,male
+481,610,Hellboy II: The Golden Army,"Action,Adventure,Fantasy","The mythical world starts a rebellion against humanity in order to rule the Earth, so Hellboy and his team must save the world from the rebellious creatures.",Guillermo del Toro,"Ron Perlman, Selma Blair, Doug Jones, John Alexander",2008,120,7,216932,75.75,78,Guillermo,del Toro,male
+482,611,Beautiful Creatures,"Drama,Fantasy,Romance","Ethan longs to escape his small Southern town. He meets a mysterious new girl, Lena. Together, they uncover dark secrets about their respective families, their history and their town.",Richard LaGravenese,"Alice Englert, Viola Davis, Emma Thompson,Alden Ehrenreich",2013,124,6.2,71822,19.45,52,Richard,LaGravenese,male
+483,613,The Lovely Bones,"Drama,Fantasy,Thriller",Centers on a young girl who has been murdered and watches over her family - and her killer - from purgatory. She must weigh her desire for vengeance against her desire for her family to heal.,Peter Jackson,"Rachel Weisz, Mark Wahlberg, Saoirse Ronan, Susan Sarandon",2009,135,6.7,130702,43.98,42,Peter,Jackson,male
+484,614,The Assassination of Jesse James by the Coward Robert Ford,"Biography,Crime,Drama","Robert Ford, who's idolized Jesse James since childhood, tries hard to join the reforming gang of the Missouri outlaw, but gradually becomes resentful of the bandit leader.",Andrew Dominik,"Brad Pitt, Casey Affleck, Sam Shepard, Mary-Louise Parker",2007,160,7.5,143564,3.9,68,Andrew,Dominik,male
+485,615,Don Jon,"Comedy,Drama,Romance","A New Jersey guy dedicated to his family, friends, and church, develops unrealistic expectations from watching porn and works to find happiness and intimacy with his potential true love.",Joseph Gordon-Levitt,"Joseph Gordon-Levitt, Scarlett Johansson,Julianne Moore, Tony Danza",2013,90,6.6,199973,24.48,66,Joseph,Gordon-Levitt,male
+486,619,Mr. Right,"Action,Comedy,Romance","A girl falls for the ""perfect"" guy, who happens to have a very fatal flaw: he's a hitman on the run from the crime cartels who employ him.",Paco Cabezas,"Anna Kendrick, Sam Rockwell, Tim Roth, James Ransone",2015,95,6.3,30053,0.03,52,Paco,Cabezas,male
+487,620,The Secret Life of Walter Mitty,"Adventure,Comedy,Drama","When his job along with that of his co-worker are threatened, Walter takes action in the real world embarking on a global journey that turns into an adventure more extraordinary than anything he could have ever imagined.",Ben Stiller,"Ben Stiller, Kristen Wiig, Jon Daly, Kathryn Hahn",2013,114,7.3,249877,58.23,54,Ben,Stiller,male
+488,621,Dope,"Comedy,Crime,Drama","Life changes for Malcolm, a geek who's surviving life in a tough neighborhood, after a chance invitation to an underground party leads him and his friends into a Los Angeles adventure.",Rick Famuyiwa,"Shameik Moore, Tony Revolori, Kiersey Clemons,Kimberly Elise",2015,103,7.3,66400,17.47,72,Rick,Famuyiwa,male
+489,622,Underworld Awakening,"Action,Fantasy,Horror","When human forces discover the existence of the Vampire and Lycan clans, a war to eradicate both species commences. The vampire warrior Selene leads the battle against humankind.",Måns Mårlind,"Kate Beckinsale, Michael Ealy, India Eisley, Stephen Rea",2012,88,6.4,127157,62.32,39,Måns,Mårlind,male
+490,623,Antichrist,"Drama,Horror","A grieving couple retreat to their cabin in the woods, hoping to repair their broken hearts and troubled marriage. But nature takes its course and things go from bad to worse.",Lars von Trier,"Willem Dafoe, Charlotte Gainsbourg, Storm Acheche Sahlstrøm",2009,108,6.6,94069,0.4,49,Lars,von Trier,male
+491,624,Friday the 13th,Horror,"A group of young adults discover a boarded up Camp Crystal Lake, where they soon encounter Jason Voorhees and his deadly intentions.",Marcus Nispel,"Jared Padalecki, Amanda Righetti, Derek Mears,Danielle Panabaker",2009,97,5.6,78631,65,34,Marcus,Nispel,male
+492,625,Taken 3,"Action,Thriller","Ex-government operative Bryan Mills is accused of a ruthless murder he never committed or witnessed. As he is tracked and pursued, Mills brings out his particular set of skills to find the true killer and clear his name.",Olivier Megaton,"Liam Neeson, Forest Whitaker, Maggie Grace,Famke Janssen",2014,109,6,144715,89.25,26,Olivier,Megaton,male
+493,626,Total Recall,"Action,Adventure,Mystery","A factory worker, Douglas Quaid, begins to suspect that he is a spy after visiting Rekall - a company that provides its clients with implanted fake memories of a life they would like to have led - goes wrong and he finds himself on the run.",Len Wiseman,"Colin Farrell, Bokeem Woodbine, Bryan Cranston,Kate Beckinsale",2012,118,6.3,210965,58.88,43,Len,Wiseman,male
+494,627,X-Men: The Last Stand,"Action,Adventure,Fantasy","When a cure is found to treat mutations, lines are drawn amongst the X-Men, led by Professor Charles Xavier, and the Brotherhood, a band of powerful mutants organized under Xavier's former ally, Magneto.",Brett Ratner,"Patrick Stewart, Hugh Jackman, Halle Berry, Famke Janssen",2006,104,6.7,406540,234.36,58,Brett,Ratner,male
+495,630,Night at the Museum: Secret of the Tomb,"Adventure,Comedy,Family","Larry spans the globe, uniting favorite and new characters while embarking on an epic quest to save the magic before it is gone forever.",Shawn Levy,"Ben Stiller, Robin Williams, Owen Wilson, Dick Van Dyke",2014,98,6.2,74886,113.73,47,Shawn,Levy,male
+496,631,Love & Other Drugs,"Comedy,Drama,Romance",A young woman suffering from Parkinson's befriends a drug rep working for Pfizer in 1990s Pittsburgh.,Edward Zwick,"Jake Gyllenhaal, Anne Hathaway, Judy Greer, Oliver Platt",2010,112,6.7,151519,32.36,55,Edward,Zwick,male
+497,632,The Interview,Comedy,"Dave Skylark and his producer Aaron Rapoport run the celebrity tabloid show ""Skylark Tonight"". When they land an interview with a surprise fan, North Korean dictator Kim Jong-un, they are recruited by the CIA to turn their trip to Pyongyang into an assassination mission.",Evan Goldberg,"James Franco, Seth Rogen, Randall Park, Lizzy Caplan",2014,112,6.6,261536,6.11,52,Evan,Goldberg,male
+498,633,The Host,"Comedy,Drama,Horror",A monster emerges from Seoul's Han River and focuses its attention on attacking people. One victim's loving family does what it can to rescue her from its clutches.,Bong Joon Ho,"Kang-ho Song, Hee-Bong Byun, Hae-il Park, Doona Bae",2006,120,7,73491,2.2,85,Bong,Joon Ho,male
+499,635,WALL·E,"Animation,Adventure,Family","In the distant future, a small waste-collecting robot inadvertently embarks on a space journey that will ultimately decide the fate of mankind.",Andrew Stanton,"Ben Burtt, Elissa Knight, Jeff Garlin, Fred Willard",2008,98,8.4,776897,223.81,,Andrew,Stanton,male
+500,636,Knocked Up,"Comedy,Romance","For fun-loving party animal Ben Stone, the last thing he ever expected was for his one-night stand to show up on his doorstep eight weeks later to tell him she's pregnant with his child.",Judd Apatow,"Seth Rogen, Katherine Heigl, Paul Rudd, Leslie Mann",2007,129,7,309398,148.73,85,Judd,Apatow,male
+501,637,Source Code,"Mystery,Romance,Sci-Fi",A soldier wakes up in someone else's body and discovers he's part of an experimental government program to find the bomber of a commuter train. A mission he has only 8 minutes to complete.,Duncan Jones,"Jake Gyllenhaal, Michelle Monaghan, Vera Farmiga,Jeffrey Wright",2011,93,7.5,404884,54.7,74,Duncan,Jones,male
+502,638,Lawless,"Crime,Drama","Set in Depression-era Franklin County, Virginia, a trio of bootlegging brothers are threatened by a new special deputy and other authorities angling for a cut of their profits.",John Hillcoat,"Tom Hardy, Shia LaBeouf, Guy Pearce, Jason Clarke",2012,116,7.3,195360,37.4,58,John,Hillcoat,male
+503,639,Unfriended,"Drama,Horror,Mystery","A group of online chat room friends find themselves haunted by a mysterious, supernatural force using the account of their dead friend.",Levan Gabriadze,"Heather Sossaman, Matthew Bohrer, Courtney Halverson, Shelley Hennig",2014,83,5.6,50402,31.54,59,Levan,Gabriadze,male
+504,640,American Reunion,Comedy,"Jim, Michelle, Stifler, and their friends reunite in East Great Falls, Michigan for their high school reunion.",Jon Hurwitz,"Jason Biggs, Alyson Hannigan,Seann William Scott, Chris Klein",2012,113,6.7,178471,56.72,49,Jon,Hurwitz,male
+505,641,The Pursuit of Happyness,"Biography,Drama",A struggling salesman takes custody of his son as he's poised to begin a life-changing professional career.,Gabriele Muccino,"Will Smith, Thandie Newton, Jaden Smith, Brian Howe",2006,117,8,361105,162.59,64,Gabriele,Muccino,male
+506,642,Relatos salvajes,"Comedy,Drama,Thriller",Six short stories that explore the extremities of human behavior involving people in distress.,Damián Szifron,"Darío Grandinetti, María Marull, Mónica Villa, Rita Cortese",2014,122,8.1,110100,3.08,77,Damián,Szifron,male
+507,646,Gran Torino,Drama,"Disgruntled Korean War veteran Walt Kowalski sets out to reform his neighbor, a Hmong teenager who tried to steal Kowalski's prized possession: a 1972 Gran Torino.",Clint Eastwood,"Clint Eastwood, Bee Vang, Christopher Carley,Ahney Her",2008,116,8.2,595779,148.09,,Clint,Eastwood,male
+508,647,Burnt,"Comedy,Drama","Adam Jones (Bradley Cooper) is a chef who destroyed his career with drugs and diva behavior. He cleans up and returns to London, determined to redeem himself by spearheading a top restaurant that can gain three Michelin stars.",John Wells,"Bradley Cooper, Sienna Miller, Daniel Brühl, Riccardo Scamarcio",2015,101,6.6,76469,13.65,42,John,Wells,male
+509,650,Vampire Academy,"Action,Comedy,Fantasy","Rose Hathaway is a Dhampir, half human-half vampire, a guardian of the Moroi, peaceful, mortal vampires living discreetly within our world. Her calling is to protect the Moroi from bloodthirsty, immortal Vampires, the Strigoi.",Mark Waters,"Zoey Deutch, Lucy Fry, Danila Kozlovsky, Gabriel Byrne",2014,104,5.6,44111,7.79,30,Mark,Waters,male
+510,651,Sweeney Todd: The Demon Barber of Fleet Street,"Drama,Horror,Musical","The infamous story of Benjamin Barker, a.k.a. Sweeney Todd, who sets up a barber shop down in London which is the basis for a sinister partnership with his fellow tenant, Mrs. Lovett. Based on the hit Broadway musical.",Tim Burton,"Johnny Depp, Helena Bonham Carter, Alan Rickman,Timothy Spall",2007,116,7.4,296289,52.88,83,Tim,Burton,male
+511,653,Insidious,"Horror,Mystery,Thriller",A family looks to prevent evil spirits from trapping their comatose child in a realm called The Further.,James Wan,"Patrick Wilson, Rose Byrne, Ty Simpkins, Lin Shaye",2010,103,6.8,219916,53.99,52,James,Wan,male
+512,654,Popstar: Never Stop Never Stopping,"Comedy,Music","When it becomes clear that his solo album is a failure, a former boy band member does everything in his power to maintain his celebrity status.",Akiva Schaffer,"Andy Samberg, Jorma Taccone,Akiva Schaffer, Sarah Silverman",2016,87,6.7,30875,9.39,68,Akiva,Schaffer,male
+513,656,Public Enemies,"Biography,Crime,Drama","The Feds try to take down notorious American gangsters John Dillinger, Baby Face Nelson and Pretty Boy Floyd during a booming crime wave in the 1930s.",Michael Mann,"Christian Bale, Johnny Depp, Christian Stolte, Jason Clarke",2009,140,7,240323,97.03,70,Michael,Mann,male
+514,657,Boyhood,Drama,"The life of Mason, from early childhood to his arrival at college.",Richard Linklater,"Ellar Coltrane, Patricia Arquette, Ethan Hawke,Elijah Smith",2014,165,7.9,286722,25.36,100,Richard,Linklater,male
+515,658,Teenage Mutant Ninja Turtles,"Action,Adventure,Comedy","When a kingpin threatens New York City, a group of mutated turtle warriors must emerge from the shadows to protect their home.",Jonathan Liebesman,"Megan Fox, Will Arnett, William Fichtner, Noel Fisher",2014,101,5.9,178527,190.87,31,Jonathan,Liebesman,male
+516,659,Eastern Promises,"Crime,Drama,Mystery",A Russian teenager living in London who dies during childbirth leaves clues to a midwife in her journal that could tie her child to a rape involving a violent Russian mob family.,David Cronenberg,"Naomi Watts, Viggo Mortensen, Armin Mueller-Stahl, Josef Altin",2007,100,7.7,198006,17.11,82,David,Cronenberg,male
+517,661,Pineapple Express,"Action,Comedy,Crime",A process server and his marijuana dealer wind up on the run from hitmen and a corrupt police officer after he witnesses his dealer's boss murder a competitor while trying to serve papers on him.,David Gordon Green,"Seth Rogen, James Franco, Gary Cole, Danny McBride",2008,111,7,267872,87.34,64,David,Gordon Green,male
+518,662,The First Time,"Comedy,Drama,Romance",A shy senior and a down-to-earth junior fall in love over one weekend.,Jon Kasdan,"Dylan O'Brien, Britt Robertson, Victoria Justice, James Frecheville",2012,95,6.9,54027,0.02,55,Jon,Kasdan,male
+519,663,Gone Baby Gone,"Crime,Drama,Mystery","Two Boston area detectives investigate a little girl's kidnapping, which ultimately turns into a crisis both professionally and personally.",Ben Affleck,"Morgan Freeman, Ed Harris, Casey Affleck, Michelle Monaghan",2007,114,7.7,206707,20.3,72,Ben,Affleck,male
+520,664,The Heat,"Action,Comedy,Crime",An uptight FBI Special Agent is paired with a foul-mouthed Boston cop to take down a ruthless drug lord.,Paul Feig,"Sandra Bullock, Michael McDonald, Melissa McCarthy,Demián Bichir",2013,117,6.6,140151,159.58,60,Paul,Feig,male
+521,666,Anna Karenina,"Drama,Romance","In late-19th-century Russian high society, St. Petersburg aristocrat Anna Karenina enters into a life-changing affair with the dashing Count Alexei Vronsky.",Joe Wright,"Keira Knightley, Jude Law, Aaron Taylor-Johnson,Matthew Macfadyen",2012,129,6.6,75291,12.8,63,Joe,Wright,male
+522,668,Ted 2,"Adventure,Comedy,Romance","Newlywed couple Ted and Tami-Lynn want to have a baby, but in order to qualify to be a parent, Ted will have to prove he's a person in a court of law.",Seth MacFarlane,"Mark Wahlberg, Seth MacFarlane, Amanda Seyfried, Jessica Barth",2015,115,6.3,136323,81.26,48,Seth,MacFarlane,male
+523,669,Pain & Gain,"Comedy,Crime,Drama",A trio of bodybuilders in Florida get caught up in an extortion ring and a kidnapping scheme that goes terribly wrong.,Michael Bay,"Mark Wahlberg, Dwayne Johnson, Anthony Mackie,Tony Shalhoub",2013,129,6.5,168875,49.87,45,Michael,Bay,male
+524,670,Blood Diamond,"Adventure,Drama,Thriller","A fisherman, a smuggler, and a syndicate of businessmen match wits over the possession of a priceless diamond.",Edward Zwick,"Leonardo DiCaprio, Djimon Hounsou, Jennifer Connelly, Kagiso Kuypers",2006,143,8,422014,57.37,64,Edward,Zwick,male
+525,672,Child 44,"Crime,Drama,Thriller",A disgraced member of the Russian military police investigates a series of child murders during the Stalin-era Soviet Union.,Daniel Espinosa,"Tom Hardy, Gary Oldman, Noomi Rapace, Joel Kinnaman",2015,137,6.5,47703,1.21,41,Daniel,Espinosa,male
+526,673,The Hurt Locker,"Drama,History,Thriller","During the Iraq War, a Sergeant recently assigned to an army bomb squad is put at odds with his squad mates due to his maverick way of handling his work.",Kathryn Bigelow,"Jeremy Renner, Anthony Mackie, Brian Geraghty,Guy Pearce",2008,131,7.6,352023,15.7,94,Kathryn,Bigelow,female
+527,674,Green Lantern,"Action,Adventure,Sci-Fi","Reckless test pilot Hal Jordan is granted an alien ring that bestows him with otherworldly powers that inducts him into an intergalactic police force, the Green Lantern Corps.",Martin Campbell,"Ryan Reynolds, Blake Lively, Peter Sarsgaard,Mark Strong",2011,114,5.6,231907,116.59,39,Martin,Campbell,male
+528,676,The Mist,Horror,"A freak storm unleashes a species of bloodthirsty creatures on a small town, where a small band of citizens hole up in a supermarket and fight for their lives.",Frank Darabont,"Thomas Jane, Marcia Gay Harden, Laurie Holden,Andre Braugher",2007,126,7.2,233346,25.59,58,Frank,Darabont,male
+529,677,Escape Plan,"Action,Crime,Mystery","When a structural-security authority finds himself set up and incarcerated in the world's most secret and secure prison, he has to use his skills to escape with help from the inside.",Mikael Håfström,"Sylvester Stallone, Arnold Schwarzenegger, 50 Cent, Vincent D'Onofrio",2013,115,6.7,188004,25.12,49,Mikael,Håfström,male
+530,678,"Love, Rosie","Comedy,Romance","Rosie and Alex have been best friends since they were 5, so they couldn't possibly be right for one another...or could they? When it comes to love, life and making the right choices, these two are their own worst enemies.",Christian Ditter,"Lily Collins, Sam Claflin, Christian Cooke, Jaime Winstone",2014,102,7.2,80415,0.01,44,Christian,Ditter,male
+531,679,The DUFF,Comedy,"A high school senior instigates a social pecking order revolution after finding out that she has been labeled the DUFF - Designated Ugly Fat Friend - by her prettier, more popular counterparts.",Ari Sandel,"Mae Whitman, Bella Thorne, Robbie Amell, Allison Janney",2015,101,6.5,57874,34.02,56,Ari,Sandel,male
+532,681,The Hunger Games: Mockingjay - Part 1,"Action,Adventure,Sci-Fi","Katniss Everdeen is in District 13 after she shatters the games forever. Under the leadership of President Coin and the advice of her trusted friends, Katniss spreads her wings as she fights to save Peeta and a nation moved by her courage.",Francis Lawrence,"Jennifer Lawrence, Josh Hutcherson, Liam Hemsworth, Woody Harrelson",2014,123,6.7,331902,337.1,64,Francis,Lawrence,male
+533,682,We Need to Talk About Kevin,"Drama,Mystery,Thriller","Kevin's mother struggles to love her strange child, despite the increasingly vicious things he says and does as he grows up. But Kevin is just getting started, and his final act will be beyond anything anyone imagined.",Lynne Ramsay,"Tilda Swinton, John C. Reilly, Ezra Miller, Jasper Newell",2011,112,7.5,104953,1.74,68,Lynne,Ramsay,female
+534,684,The Mortal Instruments: City of Bones,"Action,Fantasy,Horror","When her mother disappears, Clary Fray learns that she descends from a line of warriors who protect our world from demons. She joins forces with others like her and heads into a dangerous alternate New York called the Shadow World.",Harald Zwart,"Lily Collins, Jamie Campbell Bower, Robert Sheehan,Jemima West",2013,130,5.9,112313,31.17,33,Harald,Zwart,male
+535,685,Seven Pounds,"Drama,Romance",A man with a fateful secret embarks on an extraordinary journey of redemption by forever changing the lives of seven strangers.,Gabriele Muccino,"Will Smith, Rosario Dawson, Woody Harrelson,Michael Ealy",2008,123,7.7,245144,69.95,36,Gabriele,Muccino,male
+536,686,The King's Speech,"Biography,Drama","The story of King George VI of the United Kingdom of Great Britain and Northern Ireland, his impromptu ascension to the throne and the speech therapist who helped the unsure monarch become worthy of it.",Tom Hooper,"Colin Firth, Geoffrey Rush, Helena Bonham Carter,Derek Jacobi",2010,118,8,534388,138.8,88,Tom,Hooper,male
+537,687,Hunger,"Biography,Drama",Irish republican Bobby Sands leads the inmates of a Northern Irish prison in a hunger strike.,Steve McQueen,"Stuart Graham, Laine Megaw, Brian Milligan, Liam McMahon",2008,96,7.6,54486,0.15,82,Steve,McQueen,male
+538,688,Jumper,"Action,Adventure,Sci-Fi",A teenager with teleportation abilities suddenly finds himself in the middle of an ancient war between those like him and their sworn annihilators.,Doug Liman,"Hayden Christensen, Samuel L. Jackson, Jamie Bell,Rachel Bilson",2008,88,6.1,252503,80.17,35,Doug,Liman,male
+539,689,Toy Story 3,"Animation,Adventure,Comedy","The toys are mistakenly delivered to a day-care center instead of the attic right before Andy leaves for college, and it's up to Woody to convince the other toys that they weren't abandoned and to return home.",Lee Unkrich,"Tom Hanks, Tim Allen, Joan Cusack, Ned Beatty",2010,103,8.3,586669,414.98,92,Lee,Unkrich,male
+540,690,Tinker Tailor Soldier Spy,"Drama,Mystery,Thriller","In the bleak days of the Cold War, espionage veteran George Smiley is forced from semi-retirement to uncover a Soviet agent within MI6.",Tomas Alfredson,"Gary Oldman, Colin Firth, Tom Hardy, Mark Strong",2011,122,7.1,157053,24.1,85,Tomas,Alfredson,male
+541,691,Resident Evil: Retribution,"Action,Horror,Sci-Fi",Alice fights alongside a resistance movement to regain her freedom from an Umbrella Corporation testing facility.,Paul W.S. Anderson,"Milla Jovovich, Sienna Guillory, Michelle Rodriguez, Aryana Engineer",2012,96,5.4,114144,42.35,39,Paul,W.S. Anderson,male
+542,694,Pompeii,"Action,Adventure,Drama","A slave-turned-gladiator finds himself in a race against time to save his true love, who has been betrothed to a corrupt Roman Senator. As Mount Vesuvius erupts, he must fight to save his beloved as Pompeii crumbles around him.",Paul W.S. Anderson,"Kit Harington, Emily Browning, Kiefer Sutherland, Adewale Akinnuoye-Agbaje",2014,105,5.5,90188,23.22,39,Paul,W.S. Anderson,male
+543,695,Life of Pi,"Adventure,Drama,Fantasy","A young man who survives a disaster at sea is hurtled into an epic journey of adventure and discovery. While cast away, he forms an unexpected connection with another survivor: a fearsome Bengal tiger.",Ang Lee,"Suraj Sharma, Irrfan Khan, Adil Hussain, Tabu",2012,127,7.9,471109,124.98,79,Ang,Lee,female
+544,698,I Origins,"Drama,Romance,Sci-Fi",A molecular biologist and his laboratory partner uncover evidence that may fundamentally change society as we know it.,Mike Cahill,"Michael Pitt, Steven Yeun, Astrid Bergès-Frisbey, Brit Marling",2014,106,7.3,86271,0.33,57,Mike,Cahill,male
+545,699,Live Free or Die Hard,"Action,Adventure,Thriller",John McClane and a young hacker join forces to take down master cyber-terrorist Thomas Gabriel in Washington D.C.,Len Wiseman,"Bruce Willis, Justin Long, Timothy Olyphant, Maggie Q",2007,128,7.2,347567,134.52,69,Len,Wiseman,male
+546,701,Funny Games,"Crime,Drama,Horror",Two psychopathic young men take a family hostage in their cabin.,Michael Haneke,"Naomi Watts, Tim Roth, Michael Pitt, Brady Corbet",2007,111,6.5,73835,1.29,,Michael,Haneke,male
+547,702,Ted,"Comedy,Fantasy","John Bennett, a man whose childhood wish of bringing his teddy bear to life came true, now must decide between keeping the relationship with the bear or his girlfriend, Lori.",Seth MacFarlane,"Mark Wahlberg, Mila Kunis, Seth MacFarlane, Joel McHale",2012,106,7,494641,218.63,62,Seth,MacFarlane,male
+548,703,RED,"Action,Comedy,Crime","When his peaceful life is threatened by a high-tech assassin, former black-ops agent Frank Moses reassembles his old team in a last ditch effort to survive and uncover his assailants.",Robert Schwentke,"Bruce Willis, Helen Mirren, Morgan Freeman,Mary-Louise Parker",2010,111,7.1,250012,90.36,60,Robert,Schwentke,male
+549,704,Australia,"Adventure,Drama,Romance","Set in northern Australia before World War II, an English aristocrat who inherits a sprawling ranch reluctantly pacts with a stock-man in order to protect her new property from a takeover plot. As the pair drive 2,000 head of cattle over unforgiving landscape, they experience the bombing of Darwin, Australia, by Japanese forces firsthand.",Baz Luhrmann,"Nicole Kidman, Hugh Jackman, Shea Adams, Eddie Baroo",2008,165,6.6,106115,49.55,53,Baz,Luhrmann,male
+550,705,Faster,"Action,Crime,Drama",An ex-con gets on a series of apparently unrelated killings. He gets tracked by a veteran cop with secrets of his own and an egocentric hit man.,George Tillman Jr.,"Dwayne Johnson, Billy Bob Thornton, Maggie Grace, Mauricio Lopez",2010,98,6.5,83788,23.23,44,George,Tillman Jr.,male
+551,707,The Adjustment Bureau,"Romance,Sci-Fi,Thriller",The affair between a politician and a contemporary dancer is affected by mysterious forces keeping the lovers apart.,George Nolfi,"Matt Damon, Emily Blunt, Lisa Thoreson, Florence Kastriner",2011,106,7.1,208632,62.45,,George,Nolfi,male
+552,709,The Judge,"Crime,Drama","Big-city lawyer Hank Palmer returns to his childhood home where his father, the town's judge, is suspected of murder. Hank sets out to discover the truth and, along the way, reconnects with his estranged family.",David Dobkin,"Robert Downey Jr., Robert Duvall, Vera Farmiga, Billy Bob Thornton",2014,141,7.4,146812,47.11,48,David,Dobkin,male
+553,711,Transformers: Revenge of the Fallen,"Action,Adventure,Sci-Fi","Sam Witwicky leaves the Autobots behind for a normal life. But when his mind is filled with cryptic symbols, the Decepticons target him and he is dragged back into the Transformers' war.",Michael Bay,"Shia LaBeouf, Megan Fox, Josh Duhamel, Tyrese Gibson",2009,150,6,335757,402.08,35,Michael,Bay,male
+554,713,The Book of Life,"Animation,Adventure,Comedy","Manolo, a young man who is torn between fulfilling the expectations of his family and following his heart, embarks on an adventure that spans three fantastic worlds where he must face his greatest fears.",Jorge R. Gutiérrez,"Diego Luna, Zoe Saldana, Channing Tatum, Ron Perlman",2014,95,7.3,50388,50.15,67,Jorge,R. Gutiérrez,male
+555,714,Incendies,"Drama,Mystery,War","Twins journey to the Middle East to discover their family history, and fulfill their mother's last wishes.",Denis Villeneuve,"Lubna Azabal, Mélissa Désormeaux-Poulin, Maxim Gaudette, Mustafa Kamel",2010,131,8.2,92863,6.86,80,Denis,Villeneuve,male
+556,715,The Heartbreak Kid,"Comedy,Romance",A newly wed man who believes he's just gotten hitched to the perfect woman encounters another lady on his honeymoon.,Bobby Farrelly,"Ben Stiller, Michelle Monaghan,Malin Akerman, Jerry Stiller",2007,116,5.8,74664,36.77,46,Bobby,Farrelly,male
+557,716,Happy Feet,"Animation,Comedy,Family","Into the world of the Emperor Penguins, who find their soul mates through song, a penguin is born who cannot sing. But he can tap dance something fierce!",George Miller,"Elijah Wood, Brittany Murphy, Hugh Jackman, Robin Williams",2006,108,6.5,141141,197.99,77,George,Miller,male
+558,717,Entourage,Comedy,"Movie star Vincent Chase, together with his boys Eric, Turtle, and Johnny, are back - and back in business with super agent-turned-studio head Ari Gold on a risky project that will serve as Vince's directorial debut.",Doug Ellin,"Adrian Grenier, Kevin Connolly, Jerry Ferrara, Kevin Dillon",2015,104,6.6,64557,32.36,38,Doug,Ellin,male
+559,718,The Strangers,"Horror,Mystery,Thriller",A young couple staying in an isolated vacation home are terrorized by three unknown assailants.,Bryan Bertino,"Scott Speedman, Liv Tyler, Gemma Ward, Alex Fisher",2008,86,6.2,96718,52.53,47,Bryan,Bertino,male
+560,719,Noah,"Action,Adventure,Drama",A man is chosen by his world's creator to undertake a momentous mission before an apocalyptic flood cleanses the world.,Darren Aronofsky,"Russell Crowe, Jennifer Connelly, Anthony Hopkins, Emma Watson",2014,138,5.8,209700,101.16,68,Darren,Aronofsky,male
+561,720,Neighbors,Comedy,"After they are forced to live next to a fraternity house, a couple with a newborn baby do whatever they can to take them down.",Nicholas Stoller,"Seth Rogen, Rose Byrne, Zac Efron, Lisa Kudrow",2014,97,6.4,236500,150.06,68,Nicholas,Stoller,male
+562,721,Nymphomaniac: Vol. II,Drama,"The continuation of Joe's sexually dictated life delves into the darker aspects of her adulthood, obsessions and what led to her being in Seligman's care.",Lars von Trier,"Charlotte Gainsbourg, Stellan Skarsgård, Willem Dafoe, Jamie Bell",2013,123,6.7,65824,0.33,60,Lars,von Trier,male
+563,722,Wild,"Adventure,Biography,Drama","A chronicle of one woman's 1,100-mile solo hike undertaken as a way to recover from a recent personal tragedy.",Jean-Marc Vallée,"Reese Witherspoon, Laura Dern, Gaby Hoffmann,Michiel Huisman",2014,115,7.1,95553,37.88,76,Jean-Marc,Vallée,male
+564,723,Grown Ups,Comedy,"After their high school basketball coach passes away, five good friends and former teammates reunite for a Fourth of July holiday weekend.",Dennis Dugan,"Adam Sandler, Salma Hayek, Kevin James, Chris Rock",2010,102,6,190385,162,30,Dennis,Dugan,male
+565,725,The Karate Kid,"Action,Drama,Family","Work causes a single mother to move to China with her young son; in his new home, the boy embraces kung fu, taught to him by a master.",Harald Zwart,"Jackie Chan, Jaden Smith, Taraji P. Henson, Wenwen Han",2010,140,6.2,127983,176.59,61,Harald,Zwart,male
+566,726,Dark Shadows,"Comedy,Fantasy,Horror","An imprisoned vampire, Barnabas Collins, is set free and returns to his ancestral home, where his dysfunctional descendants are in need of his protection.",Tim Burton,"Johnny Depp, Michelle Pfeiffer, Eva Green, Helena Bonham Carter",2012,113,6.2,209326,79.71,55,Tim,Burton,male
+567,727,Friends with Benefits,"Comedy,Romance","A young man and woman decide to take their friendship to the next level without becoming a couple, but soon discover that adding sex only leads to complications.",Will Gluck,"Mila Kunis, Justin Timberlake, Patricia Clarkson, Jenna Elfman",2011,109,6.6,286543,55.8,63,Will,Gluck,male
+568,728,The Illusionist,"Drama,Mystery,Romance","In turn-of-the-century Vienna, a magician uses his abilities to secure the love of a woman far above his social standing.",Neil Burger,"Edward Norton, Jessica Biel, Paul Giamatti, Rufus Sewell",2006,110,7.6,309934,39.83,68,Neil,Burger,male
+569,729,The A-Team,"Action,Adventure,Comedy","A group of Iraq War veterans looks to clear their name with the U.S. military, who suspect the four men of committing a crime for which they were framed.",Joe Carnahan,"Liam Neeson, Bradley Cooper, Sharlto Copley,Jessica Biel",2010,117,6.8,219116,77.21,47,Joe,Carnahan,male
+570,730,The Guest,Thriller,"A soldier introduces himself to the Peterson family, claiming to be a friend of their son who died in action. After the young man is welcomed into their home, a series of accidental deaths seem to be connected to his presence.",Adam Wingard,"Dan Stevens, Sheila Kelley, Maika Monroe, Joel David Moore",2014,100,6.7,71069,0.32,76,Adam,Wingard,male
+571,731,The Internship,Comedy,"Two salesmen whose careers have been torpedoed by the digital age find their way into a coveted internship at Google, where they must compete with a group of young, tech-savvy geniuses for a shot at employment.",Shawn Levy,"Vince Vaughn, Owen Wilson, Rose Byrne, Aasif Mandvi",2013,119,6.3,166342,44.67,42,Shawn,Levy,male
+572,732,Paul,"Adventure,Comedy,Sci-Fi",Two British comic-book geeks traveling across the U.S. encounter an alien outside Area 51.,Greg Mottola,"Simon Pegg, Nick Frost, Seth Rogen, Mia Stallard",2011,104,7,201707,37.37,57,Greg,Mottola,male
+573,734,The Da Vinci Code,"Mystery,Thriller",A murder inside the Louvre and clues in Da Vinci paintings lead to the discovery of a religious mystery protected by a secret society for two thousand years -- which could shake the foundations of Christianity.,Ron Howard,"Tom Hanks, Audrey Tautou, Jean Reno, Ian McKellen",2006,149,6.6,338280,217.54,46,Ron,Howard,male
+574,736,Hugo,"Adventure,Drama,Family","In Paris in 1931, an orphan named Hugo Cabret who lives in the walls of a train station is wrapped up in a mystery involving his late father and an automaton.",Martin Scorsese,"Asa Butterfield, Chloë Grace Moretz, Christopher Lee, Ben Kingsley",2011,126,7.5,259182,73.82,83,Martin,Scorsese,male
+575,738,Body of Lies,"Action,Drama,Romance",A CIA agent on the ground in Jordan hunts down a powerful terrorist leader while being caught between the unclear intentions of his American supervisors and Jordan Intelligence.,Ridley Scott,"Leonardo DiCaprio, Russell Crowe, Mark Strong,Golshifteh Farahani",2008,128,7.1,182305,39.38,57,Ridley,Scott,male
+576,740,The Mummy: Tomb of the Dragon Emperor,"Action,Adventure,Fantasy","In the Far East, Alex O'Connell, the son of famed mummy fighters Rick and Evy O'Connell, unearths the mummy of the first Emperor of Qin -- a shape-shifting entity cursed by a witch centuries ago.",Rob Cohen,"Brendan Fraser, Jet Li, Maria Bello, Michelle Yeoh",2008,112,5.2,124554,102.18,31,Rob,Cohen,male
+577,743,El secreto de sus ojos,"Drama,Mystery,Romance",A retired legal counselor writes a novel hoping to find closure for one of his past unresolved homicide cases and for his unreciprocated love with his superior - both of which still haunt him decades later.,Juan José Campanella,"Ricardo Darín, Soledad Villamil, Pablo Rago,Carla Quevedo",2009,129,8.2,144524,20.17,80,Juan,José Campanella,male
+578,744,True Grit,"Adventure,Drama,Western",A tough U.S. Marshal helps a stubborn teenager track down her father's murderer.,Ethan Coen,"Jeff Bridges, Matt Damon, Hailee Steinfeld,Josh Brolin",2010,110,7.6,254904,171.03,80,Ethan,Coen,male
+579,746,A Million Ways to Die in the West,"Comedy,Romance,Western","As a cowardly farmer begins to fall for the mysterious new woman in town, he must put his new-found courage to the test when her husband, a notorious gun-slinger, announces his arrival.",Seth MacFarlane,"Seth MacFarlane, Charlize Theron, Liam Neeson,Amanda Seyfried",2014,116,6.1,144779,42.62,44,Seth,MacFarlane,male
+580,749,Ouija: Origin of Evil,"Horror,Thriller","In 1967 Los Angeles, a widowed mother and her 2 daughters add a new stunt to bolster their seance scam business, inviting an evil presence into their home.",Mike Flanagan,"Elizabeth Reaser, Lulu Wilson, Annalise Basso,Henry Thomas",2016,99,6.1,30035,34.9,65,Mike,Flanagan,male
+581,750,Percy Jackson: Sea of Monsters,"Adventure,Family,Fantasy","In order to restore their dying safe haven, the son of Poseidon and his friends embark on a quest to the Sea of Monsters to find the mythical Golden Fleece while trying to stop an ancient evil from rising.",Thor Freudenthal,"Logan Lerman, Alexandra Daddario, Brandon T. Jackson, Nathan Fillion",2013,106,5.9,91684,68.56,39,Thor,Freudenthal,male
+582,751,Fracture,"Crime,Drama,Mystery","An attorney, intent on climbing the career ladder toward success, finds an unlikely opponent in a manipulative criminal he is trying to prosecute.",Gregory Hoblit,"Anthony Hopkins, Ryan Gosling, David Strathairn,Rosamund Pike",2007,113,7.2,148943,39,68,Gregory,Hoblit,male
+583,752,Oculus,"Horror,Mystery","A woman tries to exonerate her brother, who was convicted of murder, by proving that the crime was committed by a supernatural phenomenon.",Mike Flanagan,"Karen Gillan, Brenton Thwaites, Katee Sackhoff,Rory Cochrane",2013,104,6.5,92875,27.69,61,Mike,Flanagan,male
+584,753,In Bruges,"Comedy,Crime,Drama","Guilt-stricken after a job gone wrong, hitman Ray and his partner await orders from their ruthless boss in Bruges, Belgium, the last place in the world Ray wants to be.",Martin McDonagh,"Colin Farrell, Brendan Gleeson, Ciarán Hinds,Elizabeth Berrington",2008,107,7.9,322536,7.76,67,Martin,McDonagh,male
+585,754,This Means War,"Action,Comedy,Romance",Two top CIA operatives wage an epic battle against one another after they discover they are dating the same woman.,McG,"Reese Witherspoon, Chris Pine, Tom Hardy, Til Schweiger",2012,103,6.3,154400,54.76,31,McG,,male
+586,756,The Road,"Adventure,Drama","In a dangerous post-apocalyptic world, an ailing father defends his son as they slowly travel to the sea.",John Hillcoat,"Viggo Mortensen, Charlize Theron, Kodi Smit-McPhee,Robert Duvall",2009,111,7.3,187302,0.06,,John,Hillcoat,male
+587,759,Conan the Barbarian,"Action,Adventure,Fantasy",A vengeful barbarian warrior sets off to get his revenge on the evil warlord who attacked his village and murdered his father when he was a boy.,Marcus Nispel,"Jason Momoa, Ron Perlman, Rose McGowan,Stephen Lang",2011,113,5.2,84893,21.27,,Marcus,Nispel,male
+588,760,The Fighter,"Action,Biography,Drama","A look at the early years of boxer ""Irish"" Micky Ward and his brother who helped train him before going pro in the mid 1980s.",David O. Russell,"Mark Wahlberg, Christian Bale, Amy Adams,Melissa Leo",2010,116,7.8,290056,93.57,79,David,O. Russell,male
+589,761,August Rush,"Drama,Music","A drama with fairy tale elements, where an orphaned musical prodigy uses his gift as a clue to finding his birth parents.",Kirsten Sheridan,"Freddie Highmore, Keri Russell, Jonathan Rhys Meyers, Terrence Howard",2007,114,7.5,91229,31.66,38,Kirsten,Sheridan,female
+590,762,Chef,"Comedy,Drama","A head chef quits his restaurant job and buys a food truck in an effort to reclaim his creative promise, while piecing back together his estranged family.",Jon Favreau,"Jon Favreau, Robert Downey Jr., Scarlett Johansson,Dustin Hoffman",2014,114,7.3,151970,31.24,68,Jon,Favreau,male
+591,763,Eye in the Sky,"Drama,Thriller,War","Col. Katherine Powell, a military officer in command of an operation to capture terrorists in Kenya, sees her mission escalate when a girl enters the kill zone triggering an international dispute over the implications of modern warfare.",Gavin Hood,"Helen Mirren, Aaron Paul, Alan Rickman, Barkhad Abdi",2015,102,7.3,57826,18.7,73,Gavin,Hood,male
+592,764,Eagle Eye,"Action,Mystery,Thriller","Jerry and Rachel are two strangers thrown together by a mysterious phone call from a woman they have never met. Threatening their lives and family, she pushes Jerry and Rachel into a series of increasingly dangerous situations, using the technology of everyday life to track and control their every move.",D.J. Caruso,"Shia LaBeouf, Michelle Monaghan, Rosario Dawson,Michael Chiklis",2008,118,6.6,156158,101.11,43,D.J.,Caruso,male
+593,765,The Purge,"Horror,Sci-Fi,Thriller","A wealthy family are held hostage for harboring the target of a murderous syndicate during the Purge, a 12-hour period in which any and all crime is legal.",James DeMonaco,"Ethan Hawke, Lena Headey, Max Burkholder,Adelaide Kane",2013,85,5.7,154588,64.42,41,James,DeMonaco,male
+594,766,PK,"Comedy,Drama,Romance","A stranger in the city asks questions no one has asked before. His childlike curiosity will take him on a journey of love, laughter, and letting go.",Rajkumar Hirani,"Aamir Khan, Anushka Sharma, Sanjay Dutt,Boman Irani",2014,153,8.2,103279,10.57,51,Rajkumar,Hirani,male
+595,767,Ender's Game,"Action,Sci-Fi","Young Ender Wiggin is recruited by the International Military to lead the fight against the Formics, a genocidal alien race which nearly annihilated the human race in a previous invasion.",Gavin Hood,"Harrison Ford, Asa Butterfield, Hailee Steinfeld, Abigail Breslin",2013,114,6.7,194236,61.66,,Gavin,Hood,male
+596,768,Indiana Jones and the Kingdom of the Crystal Skull,"Action,Adventure,Fantasy","Famed archaeologist/adventurer Dr. Henry ""Indiana"" Jones is called back into action when he becomes entangled in a Soviet plot to uncover the secret behind mysterious artifacts known as the Crystal Skulls.",Steven Spielberg,"Harrison Ford, Cate Blanchett, Shia LaBeouf,Karen Allen",2008,122,6.2,351361,317.01,65,Steven,Spielberg,male
+597,769,Paper Towns,"Drama,Mystery,Romance","After an all night adventure, Quentin's life-long crush, Margo, disappears, leaving behind clues that Quentin and his friends follow on the journey of a lifetime.",Jake Schreier,"Nat Wolff, Cara Delevingne, Austin Abrams, Justice Smith",2015,109,6.3,72515,31.99,56,Jake,Schreier,male
+598,771,Quantum of Solace,"Action,Adventure,Thriller","James Bond descends into mystery as he tries to stop a mysterious organization from eliminating a country's most valuable resource. All the while, he still tries to seek revenge over the death of his love.",Marc Forster,"Daniel Craig, Olga Kurylenko, Mathieu Amalric, Judi Dench",2008,106,6.6,347798,168.37,58,Marc,Forster,male
+599,773,How to Train Your Dragon,"Animation,Action,Adventure","A hapless young Viking who aspires to hunt dragons becomes the unlikely friend of a young dragon himself, and learns there may be more to the creatures than he assumed.",Dean DeBlois,"Jay Baruchel, Gerard Butler,Christopher Mintz-Plasse, Craig Ferguson",2010,98,8.1,523893,217.39,74,Dean,DeBlois,male
+600,774,Lady in the Water,"Drama,Fantasy,Mystery","Apartment building superintendent Cleveland Heep rescues what he thinks is a young woman from the pool he maintains. When he discovers that she is actually a character from a bedtime story who is trying to make the journey back to her home, he works with his tenants to protect his new friend from the creatures that are determined to keep her in our world.",M. Night Shyamalan,"Paul Giamatti, Bryce Dallas Howard, Jeffrey Wright, Bob Balaban",2006,110,5.6,82701,42.27,36,M.,Night Shyamalan,male
+601,775,The Fountain,"Drama,Sci-Fi","As a modern-day scientist, Tommy is struggling with mortality, desperately searching for the medical breakthrough that will save the life of his cancer-stricken wife, Izzi.",Darren Aronofsky,"Hugh Jackman, Rachel Weisz, Sean Patrick Thomas, Ellen Burstyn",2006,96,7.3,199193,10.14,51,Darren,Aronofsky,male
+602,776,Cars 2,"Animation,Adventure,Comedy",Star race car Lightning McQueen and his pal Mater head overseas to compete in the World Grand Prix race. But the road to the championship becomes rocky as Mater gets caught up in an intriguing adventure of his own: international espionage.,John Lasseter,"Owen Wilson, Larry the Cable Guy,Michael Caine, Emily Mortimer",2011,106,6.2,110490,191.45,57,John,Lasseter,male
+603,781,Unknown,"Action,Mystery,Thriller","A man awakens from a coma, only to discover that someone has taken on his identity and that no one, (not even his wife), believes him. With the help of a young woman, he sets out to prove who he is.",Jaume Collet-Serra,"Liam Neeson, Diane Kruger, January Jones,Aidan Quinn",2011,113,6.9,218679,61.09,56,Jaume,Collet-Serra,male
+604,782,Self/less,"Action,Mystery,Sci-Fi","A dying real estate mogul transfers his consciousness into a healthy young body, but soon finds that neither the procedure nor the company that performed it are quite what they seem.",Tarsem Singh,"Ryan Reynolds, Natalie Martinez, Matthew Goode,Ben Kingsley",2015,117,6.5,67196,12.28,34,Tarsem,Singh,male
+605,783,Mr. Brooks,"Crime,Drama,Thriller",A psychological thriller about a man who is sometimes controlled by his murder-and-mayhem-loving alter ego.,Bruce A. Evans,"Kevin Costner, Demi Moore, William Hurt, Dane Cook",2007,120,7.3,128146,28.48,45,Bruce,A. Evans,male
+606,785,Before We Go,"Comedy,Drama,Romance",Two strangers stuck in Manhattan for the night grow into each other's most trusted confidants when an evening of unexpected adventure forces them to confront their fears and take control of their lives.,Chris Evans,"Chris Evans, Alice Eve, Emma Fitzpatrick, John Cullum",2014,95,6.9,31370,0.04,31,Chris,Evans,male
+607,786,Captain Phillips,"Biography,Drama,Thriller","The true story of Captain Richard Phillips and the 2009 hijacking by Somali pirates of the U.S.-flagged MV Maersk Alabama, the first American cargo ship to be hijacked in two hundred years.",Paul Greengrass,"Tom Hanks, Barkhad Abdi, Barkhad Abdirahman,Catherine Keener",2013,134,7.8,346154,107.1,83,Paul,Greengrass,male
+608,789,Hotel Transylvania 2,"Animation,Comedy,Family","Dracula and his friends try to bring out the monster in his half human, half vampire grandson in order to keep Mavis from leaving the hotel.",Genndy Tartakovsky,"Adam Sandler, Andy Samberg, Selena Gomez, Kevin James",2015,89,6.7,69157,169.69,44,Genndy,Tartakovsky,male
+609,790,Hancock,"Action,Crime,Drama",Hancock is a superhero whose ill considered behavior regularly causes damage in the millions. He changes when the person he saves helps him improve his public image.,Peter Berg,"Will Smith, Charlize Theron, Jason Bateman, Jae Head",2008,92,6.4,366138,227.95,49,Peter,Berg,male
+610,791,Sisters,Comedy,Two sisters decide to throw one last house party before their parents sell their family home.,Jason Moore,"Amy Poehler, Tina Fey, Maya Rudolph, Ike Barinholtz",2015,118,6,50241,87.03,58,Jason,Moore,male
+611,792,The Family,"Comedy,Crime,Thriller","The Manzoni family, a notorious mafia clan, is relocated to Normandy, France under the witness protection program, where fitting in soon becomes challenging as their old habits die hard.",Luc Besson,"Robert De Niro, Michelle Pfeiffer, Dianna Agron, John D'Leo",2013,111,6.3,92868,36.92,42,Luc,Besson,male
+612,793,Zack and Miri Make a Porno,"Comedy,Romance","Lifelong platonic friends Zack and Miri look to solve their respective cash-flow problems by making an adult film together. As the cameras roll, however, the duo begin to sense that they may have more feelings for each other than they previously thought.",Kevin Smith,"Seth Rogen, Elizabeth Banks, Craig Robinson, Gerry Bednob",2008,101,6.6,154936,31.45,56,Kevin,Smith,male
+613,795,Man on a Ledge,"Action,Crime,Thriller","As a police psychologist works to talk down an ex-con who is threatening to jump from a Manhattan hotel rooftop, the biggest diamond heist ever committed is in motion.",Asger Leth,"Sam Worthington, Elizabeth Banks, Jamie Bell, Mandy Gonzalez",2012,102,6.6,129252,18.6,40,Asger,Leth,male
+614,796,No Strings Attached,"Comedy,Romance","A guy and girl try to keep their relationship strictly physical, but it's not long before they learn that they want something more.",Ivan Reitman,"Natalie Portman, Ashton Kutcher, Kevin Kline, Cary Elwes",2011,108,6.2,178243,70.63,50,Ivan,Reitman,male
+615,797,Rescue Dawn,"Adventure,Biography,Drama",A U.S. fighter pilot's epic struggle of survival after being shot down on a mission over Laos during the Vietnam War.,Werner Herzog,"Christian Bale, Steve Zahn, Jeremy Davies, Zach Grenier",2006,120,7.3,87887,5.48,77,Werner,Herzog,male
+616,798,Despicable Me 2,"Animation,Adventure,Comedy","When Gru, the world's most super-bad turned super-dad has been recruited by a team of officials to stop lethal muscle and a host of Gru's own, He has to fight back with new gadgetry, cars, and more minion madness.",Pierre Coffin,"Steve Carell, Kristen Wiig, Benjamin Bratt, Miranda Cosgrove",2013,98,7.4,304837,368.05,62,Pierre,Coffin,male
+617,799,A Walk Among the Tombstones,"Crime,Drama,Mystery",Private investigator Matthew Scudder is hired by a drug kingpin to find out who kidnapped and murdered his wife.,Scott Frank,"Liam Neeson, Dan Stevens, David Harbour, Boyd Holbrook",2014,114,6.5,93883,25.98,57,Scott,Frank,male
+618,800,The World's End,"Action,Comedy,Sci-Fi",Five friends who reunite in an attempt to top their epic pub crawl from twenty years earlier unwittingly become humanity's only hope for survival.,Edgar Wright,"Simon Pegg, Nick Frost, Martin Freeman, Rosamund Pike",2013,109,7,199813,26,81,Edgar,Wright,male
+619,802,Seven Psychopaths,"Comedy,Crime",A struggling screenwriter inadvertently becomes entangled in the Los Angeles criminal underworld after his oddball friends kidnap a gangster's beloved Shih Tzu.,Martin McDonagh,"Colin Farrell, Woody Harrelson, Sam Rockwell,Christopher Walken",2012,110,7.2,196652,14.99,66,Martin,McDonagh,male
+620,803,Beowulf,"Animation,Action,Adventure","The warrior Beowulf must fight and defeat the monster Grendel who is terrorizing Denmark, and later, Grendel's mother, who begins killing out of revenge.",Robert Zemeckis,"Ray Winstone, Crispin Glover, Angelina Jolie,Robin Wright",2007,115,6.2,146566,82.16,59,Robert,Zemeckis,male
+621,804,Jack Ryan: Shadow Recruit,"Action,Drama,Thriller","Jack Ryan, as a young covert CIA analyst, uncovers a Russian plot to crash the U.S. economy with a terrorist attack.",Kenneth Branagh,"Chris Pine, Kevin Costner, Keira Knightley,Kenneth Branagh",2014,105,6.2,103681,50.55,57,Kenneth,Branagh,male
+622,805,1408,"Fantasy,Horror","A man who specializes in debunking paranormal occurrences checks into the fabled room 1408 in the Dolphin Hotel. Soon after settling in, he confronts genuine terror.",Mikael Håfström,"John Cusack, Samuel L. Jackson, Mary McCormack, Paul Birchard",2007,104,6.8,221073,71.98,64,Mikael,Håfström,male
+623,806,The Gambler,"Crime,Drama,Thriller",Lit professor and gambler Jim Bennett's debt causes him to borrow money from his mother and a loan shark. Further complicating his situation is his relationship with one of his students. Will Bennett risk his life for a second chance?,Rupert Wyatt,"Mark Wahlberg, Jessica Lange, John Goodman, Brie Larson",2014,111,6,52537,33.63,55,Rupert,Wyatt,male
+624,807,Prince of Persia: The Sands of Time,"Action,Adventure,Fantasy",A young fugitive prince and princess must stop a villain who unknowingly threatens to destroy the world with a special dagger that enables the magic sand inside to reverse time.,Mike Newell,"Jake Gyllenhaal, Gemma Arterton, Ben Kingsley,Alfred Molina",2010,116,6.6,233148,90.76,50,Mike,Newell,male
+625,808,The Spectacular Now,"Comedy,Drama,Romance","A hard-partying high school senior's philosophy on life changes when he meets the not-so-typical ""nice girl.""",James Ponsoldt,"Miles Teller, Shailene Woodley, Kyle Chandler,Jennifer Jason Leigh",2013,95,7.1,115751,6.85,82,James,Ponsoldt,male
+626,812,Mama,"Horror,Thriller",A young couple take in their two nieces only to suspect that a foreboding evil has latched itself to their family.,Andrés Muschietti,"Jessica Chastain, Nikolaj Coster-Waldau, Megan Charpentier, Isabelle Nélisse",2013,100,6.2,142560,71.59,57,Andrés,Muschietti,male
+627,813,Orphan,"Horror,Mystery,Thriller",A husband and wife who recently lost their baby adopt a nine year-old girl who is not nearly as innocent as she claims to be.,Jaume Collet-Serra,"Vera Farmiga, Peter Sarsgaard, Isabelle Fuhrman, CCH Pounder",2009,123,7,153448,41.57,42,Jaume,Collet-Serra,male
+628,814,To Rome with Love,"Comedy,Romance","The lives of some visitors and residents of Rome and the romances, adventures and predicaments they get into.",Woody Allen,"Woody Allen, Penélope Cruz, Jesse Eisenberg, Ellen Page",2012,112,6.3,72050,16.68,54,Woody,Allen,male
+629,815,Fantastic Mr. Fox,"Animation,Adventure,Comedy",An urbane fox cannot resist returning to his farm raiding ways and then must help his community survive the farmers' retaliation.,Wes Anderson,"George Clooney, Meryl Streep, Bill Murray, Jason Schwartzman",2009,87,7.8,149779,21,83,Wes,Anderson,male
+630,816,Inside Man,"Crime,Drama,Mystery","A police detective, a bank robber, and a high-power broker enter high-stakes negotiations after the criminal's brilliant heist spirals into a hostage situation.",Spike Lee,"Denzel Washington, Clive Owen, Jodie Foster,Christopher Plummer",2006,129,7.6,285441,88.5,76,Spike,Lee,male
+631,818,127 Hours,"Adventure,Biography,Drama","An adventurous mountain climber becomes trapped under a boulder while canyoneering alone near Moab, Utah and resorts to desperate measures in order to survive.",Danny Boyle,"James Franco, Amber Tamblyn, Kate Mara, Sean Bott",2010,94,7.6,294010,18.33,82,Danny,Boyle,male
+632,819,Annabelle,"Horror,Mystery,Thriller",A couple begins to experience terrifying supernatural occurrences involving a vintage doll shortly after their home is invaded by satanic cultists.,John R. Leonetti,"Ward Horton, Annabelle Wallis, Alfre Woodard,Tony Amendola",2014,99,5.4,91106,84.26,37,John,R. Leonetti,male
+633,822,The Imaginarium of Doctor Parnassus,"Adventure,Fantasy,Mystery",A traveling theater company gives its audience much more than they were expecting.,Terry Gilliam,"Christopher Plummer, Lily Cole, Heath Ledger,Andrew Garfield",2009,123,6.8,130153,7.69,65,Terry,Gilliam,male
+634,823,G.I. Joe: The Rise of Cobra,"Action,Adventure,Sci-Fi","An elite military unit comprised of special operatives known as G.I. Joe, operating out of The Pit, takes on an evil organization led by a notorious arms dealer.",Stephen Sommers,"Dennis Quaid, Channing Tatum, Marlon Wayans,Adewale Akinnuoye-Agbaje",2009,118,5.8,180105,150.17,32,Stephen,Sommers,male
+635,829,Grindhouse,"Action,Horror,Thriller",Quentin Tarantino and Robert Rodriguez's homage to exploitation double features in the 60s and 70s with two back-to-back cult films that include previews of coming attractions between them.,Robert Rodriguez,"Kurt Russell, Rose McGowan, Danny Trejo, Zoë Bell",2007,191,7.6,160350,25.03,,Robert,Rodriguez,male
+636,830,Disaster Movie,Comedy,"Over the course of one evening, an unsuspecting group of twenty-somethings find themselves bombarded by a series of natural disasters and catastrophic events.",Jason Friedberg,"Carmen Electra, Vanessa Lachey,Nicole Parker, Matt Lanter",2008,87,1.9,77207,14.17,15,Jason,Friedberg,male
+637,831,Rocky Balboa,"Drama,Sport","Thirty years after the ring of the first bell, Rocky Balboa comes out of retirement and dons his gloves for his final fight; against the reigning heavyweight champ Mason 'The Line' Dixon.",Sylvester Stallone,"Sylvester Stallone, Antonio Tarver, Milo Ventimiglia, Burt Young",2006,102,7.2,171356,70.27,63,Sylvester,Stallone,male
+638,833,Jane Eyre,"Drama,Romance",A mousy governess who softens the heart of her employer soon discovers that he's hiding a terrible secret.,Cary Joji Fukunaga,"Mia Wasikowska, Michael Fassbender, Jamie Bell, Su Elliot",2011,120,7.4,67464,11.23,76,Cary,Joji Fukunaga,male
+639,834,Fool's Gold,"Action,Adventure,Comedy",A new clue to the whereabouts of a lost treasure rekindles a married couple's sense of adventure -- and their estranged romance.,Andy Tennant,"Matthew McConaughey, Kate Hudson, Donald Sutherland, Alexis Dziena",2008,112,5.7,62719,70.22,29,Andy,Tennant,male
+640,835,The Dictator,Comedy,The heroic story of a dictator who risked his life to ensure that democracy would never come to the country he so lovingly oppressed.,Larry Charles,"Sacha Baron Cohen, Anna Faris, John C. Reilly, Ben Kingsley",2012,83,6.4,225394,59.62,58,Larry,Charles,male
+641,836,The Loft,"Mystery,Romance,Thriller","Five married guys conspire to secretly share a penthouse loft in the city--a place where they can carry out hidden affairs and indulge in their deepest fantasies. But the fantasy becomes a nightmare when they discover the dead body of an unknown woman in the loft, and they realize one of the group must be involved.",Erik Van Looy,"Karl Urban, James Marsden, Wentworth Miller, Eric Stonestreet",2014,108,6.3,38804,5.98,24,Erik,Van Looy,male
+642,838,You Don't Mess with the Zohan,"Action,Comedy",An Israeli Special Forces Soldier fakes his death so he can re-emerge in New York City as a hair stylist.,Dennis Dugan,"Adam Sandler, John Turturro, Emmanuelle Chriqui,Nick Swardson",2008,113,5.5,163144,100.02,54,Dennis,Dugan,male
+643,841,Horrible Bosses 2,"Comedy,Crime","Dale, Kurt and Nick decide to start their own business but things don't go as planned because of a slick investor, prompting the trio to pull off a harebrained and misguided kidnapping scheme.",Sean Anders,"Jason Bateman, Jason Sudeikis, Charlie Day, Jennifer Aniston",2014,108,6.3,125190,54.41,40,Sean,Anders,male
+644,843,Melancholia,Drama,Two sisters find their already strained relationship challenged as a mysterious new planet threatens to collide with Earth.,Lars von Trier,"Kirsten Dunst, Charlotte Gainsbourg, Kiefer Sutherland, Alexander Skarsgård",2011,135,7.1,137117,3.03,80,Lars,von Trier,male
+645,844,The Princess and the Frog,"Animation,Adventure,Comedy","A waitress, desperate to fulfill her dreams as a restaurant owner, is set on a journey to turn a frog prince back into a human being, but she has to face the same problem after she kisses him.",Ron Clements,"Anika Noni Rose, Keith David, Oprah Winfrey, Bruno Campos",2009,97,7.1,95480,104.37,73,Ron,Clements,male
+646,845,Unstoppable,"Action,Thriller","With an unmanned, half-mile-long freight train barreling toward a city, a veteran engineer and a young conductor race against the clock to prevent a catastrophe.",Tony Scott,"Denzel Washington, Chris Pine, Rosario Dawson, Ethan Suplee",2010,98,6.8,157499,81.56,69,Tony,Scott,male
+647,846,Flight,"Drama,Thriller","An airline pilot saves almost all his passengers on his malfunctioning airliner which eventually crashed, but an investigation into the accident reveals something troubling.",Robert Zemeckis,"Denzel Washington, Nadine Velazquez, Don Cheadle, John Goodman",2012,138,7.3,276347,93.75,76,Robert,Zemeckis,male
+648,847,Home,"Animation,Adventure,Comedy","An alien on the run from his own people makes friends with a girl. He tries to help her on her quest, but can be an interference.",Tim Johnson,"Jim Parsons, Rihanna, Steve Martin, Jennifer Lopez",2015,94,6.7,77447,177.34,55,Tim,Johnson,male
+649,848,La migliore offerta,"Crime,Drama,Mystery","In the world of high-end art auctions and antiques, Virgil Oldman is an elderly and esteemed but eccentric genius art-expert, known and appreciated by the world. Oldman is hired by a ... See full summary »",Giuseppe Tornatore,"Geoffrey Rush, Jim Sturgess, Sylvia Hoeks,Donald Sutherland",2013,131,7.8,77986,0.09,49,Giuseppe,Tornatore,male
+650,850,42,"Biography,Drama,Sport",This movie is about Jackie Robinson and his journey to becoming a Brooklyn Dodger and his life during that time.,Brian Helgeland,"Chadwick Boseman, T.R. Knight, Harrison Ford,Nicole Beharie",2013,128,7.5,69659,95,62,Brian,Helgeland,male
+651,851,21,"Crime,Drama,Thriller","""21"" is the fact-based story about six MIT students who were trained to become experts in card counting and subsequently took Vegas casinos for millions in winnings.",Robert Luketic,"Jim Sturgess, Kate Bosworth, Kevin Spacey, Aaron Yoo",2008,123,6.8,198395,81.16,48,Robert,Luketic,male
+652,852,Begin Again,"Drama,Music",A chance encounter between a disgraced music-business executive and a young singer-songwriter new to Manhattan turns into a promising collaboration between the two talents.,John Carney,"Keira Knightley, Mark Ruffalo, Adam Levine, Hailee Steinfeld",2013,104,7.4,111875,16.17,62,John,Carney,male
+653,853,Out of the Furnace,"Crime,Drama,Thriller","When Rodney Baze mysteriously disappears and law enforcement doesn't follow through fast enough, his older brother, Russell, takes matters into his own hands to find justice.",Scott Cooper,"Christian Bale, Casey Affleck, Zoe Saldana, Woody Harrelson",2013,116,6.8,88829,11.33,63,Scott,Cooper,male
+654,854,Vicky Cristina Barcelona,"Drama,Romance","Two girlfriends on a summer holiday in Spain become enamored with the same painter, unaware that his ex-wife, with whom he has a tempestuous relationship, is about to re-enter the picture.",Woody Allen,"Rebecca Hall, Scarlett Johansson, Javier Bardem,Christopher Evan Welch",2008,96,7.1,208770,23.21,70,Woody,Allen,male
+655,855,Kung Fu Panda,"Animation,Action,Adventure","The Dragon Warrior has to clash against the savage Tai Lung as China's fate hangs in the balance: However, the Dragon Warrior mantle is supposedly mistaken to be bestowed upon an obese panda who is a tyro in martial arts.",Mark Osborne,"Jack Black, Ian McShane,Angelina Jolie, Dustin Hoffman",2008,92,7.6,329788,215.4,73,Mark,Osborne,male
+656,857,Terminator Salvation,"Action,Adventure,Drama","In 2018, a mysterious new weapon in the war against the machines, half-human and half-machine, comes to John Connor on the eve of a resistance attack on Skynet. But whose side is he on, and can he be trusted?",McG,"Christian Bale, Sam Worthington, Anton Yelchin, Moon Bloodgood",2009,115,6.6,297093,125.32,49,McG,,male
+657,858,Freedom Writers,"Biography,Crime,Drama","A young teacher inspires her class of at-risk students to learn tolerance, apply themselves, and pursue education beyond high school.",Richard LaGravenese,"Hilary Swank, Imelda Staunton, Patrick Dempsey, Scott Glenn",2007,123,7.5,55648,36.58,64,Richard,LaGravenese,male
+658,859,The Hills Have Eyes,Horror,"A suburban American family is being stalked by a group of psychotic people who live in the desert, far away from civilization.",Alexandre Aja,"Ted Levine, Kathleen Quinlan, Dan Byrd, Emilie de Ravin",2006,107,6.4,136642,41.78,52,Alexandre,Aja,male
+659,860,Changeling,"Biography,Drama,Mystery","A grief-stricken mother takes on the LAPD to her own detriment when it stubbornly tries to pass off an obvious impostor as her missing child, while also refusing to give up hope that she will find him one day.",Clint Eastwood,"Angelina Jolie, Colm Feore, Amy Ryan, Gattlin Griffith",2008,141,7.8,206793,35.71,63,Clint,Eastwood,male
+660,861,Remember Me,"Drama,Romance","A romantic drama centered on two new lovers: Tyler, whose parents have split in the wake of his brother's suicide, and Ally, who lives each day to the fullest since witnessing her mother's murder.",Allen Coulter,"Robert Pattinson, Emilie de Ravin, Caitlyn Rund,Moisés Acevedo",2010,113,7.2,119376,19.06,40,Allen,Coulter,male
+661,863,"Alexander and the Terrible, Horrible, No Good, Very Bad Day","Comedy,Family","Alexander's day begins with gum stuck in his hair, followed by more calamities. However, he finds little sympathy from his family and begins to wonder if bad things only happen to him, his mom, dad, brother and sister - who all find themselves living through their own terrible, horrible, no good, very bad day.",Miguel Arteta,"Steve Carell, Jennifer Garner, Ed Oxenbould, Dylan Minnette",2014,81,6.2,32310,66.95,54,Miguel,Arteta,male
+662,864,Locke,Drama,"Ivan Locke, a dedicated family man and successful construction manager, receives a phone call on the eve of the biggest challenge of his career that sets in motion a series of events that threaten his carefully cultivated existence.",Steven Knight,"Tom Hardy, Olivia Colman, Ruth Wilson, Andrew Scott",2013,85,7.1,100890,1.36,81,Steven,Knight,male
+663,866,Horns,"Drama,Fantasy,Horror","In the aftermath of his girlfriend's mysterious death, a young man awakens to find strange horns sprouting from his temples.",Alexandre Aja,"Daniel Radcliffe, Juno Temple, Max Minghella, Joe Anderson",2013,120,6.5,61060,0.16,46,Alexandre,Aja,male
+664,870,Mission: Impossible III,"Action,Adventure,Thriller",Agent Ethan Hunt comes into conflict with a dangerous and sadistic arms dealer who threatens his life and his fianceé in response .,J.J. Abrams,"Tom Cruise, Michelle Monaghan, Ving Rhames, Philip Seymour Hoffman",2006,126,6.9,270429,133.38,66,J.J.,Abrams,male
+665,872,Dragonball Evolution,"Action,Adventure,Fantasy","The young warrior Son Goku sets out on a quest, racing against time and the vengeful King Piccolo, to collect a set of seven magical orbs that will grant their wielder unlimited power.",James Wong,"Justin Chatwin, James Marsters, Yun-Fat Chow, Emmy Rossum",2009,85,2.7,59512,9.35,45,James,Wong,male
+666,873,Red Dawn,"Action,Thriller",A group of teenagers look to save their town from an invasion of North Korean soldiers.,Dan Bradley,"Chris Hemsworth, Isabel Lucas, Josh Hutcherson, Josh Peck",2012,93,5.4,64584,44.8,31,Dan,Bradley,male
+667,874,One Day,"Drama,Romance","After spending the night together on the night of their college graduation Dexter and Em are shown each year on the same date to see where they are in their lives. They are sometimes together, sometimes not, on that day.",Lone Scherfig,"Anne Hathaway, Jim Sturgess, Patricia Clarkson,Tom Mison",2011,107,7,113599,13.77,48,Lone,Scherfig,female
+668,875,Life as We Know It,"Comedy,Drama,Romance",Two single adults become caregivers to an orphaned girl when their mutual best friends die in an accident.,Greg Berlanti,"Katherine Heigl, Josh Duhamel, Josh Lucas, Alexis Clagett",2010,114,6.6,101301,53.36,39,Greg,Berlanti,male
+669,876,28 Weeks Later,"Drama,Horror,Sci-Fi","Six months after the rage virus was inflicted on the population of Great Britain, the US Army helps to secure a small area of London for the survivors to repopulate and start again. But not everything goes to plan.",Juan Carlos Fresnadillo,"Jeremy Renner, Rose Byrne, Robert Carlyle, Harold Perrineau",2007,100,7,221858,28.64,78,Juan,Carlos Fresnadillo,male
+670,877,Warm Bodies,"Comedy,Horror,Romance","After a highly unusual zombie saves a still-living girl from an attack, the two form a relationship that sets in motion events that might transform the entire lifeless world.",Jonathan Levine,"Nicholas Hoult, Teresa Palmer, John Malkovich,Analeigh Tipton",2013,98,6.9,193579,66.36,59,Jonathan,Levine,male
+671,878,Blue Jasmine,Drama,"A New York socialite, deeply troubled and in denial, arrives in San Francisco to impose upon her sister. She looks a million, but isn't bringing money, peace, or love...",Woody Allen,"Cate Blanchett, Alec Baldwin, Peter Sarsgaard, Sally Hawkins",2013,98,7.3,160592,33.4,78,Woody,Allen,male
+672,879,G.I. Joe: Retaliation,"Action,Adventure,Sci-Fi",The G.I. Joes are not only fighting their mortal enemy Cobra; they are forced to contend with threats from within the government that jeopardize their very existence.,Jon M. Chu,"Dwayne Johnson, Channing Tatum, Adrianne Palicki,Byung-hun Lee",2013,110,5.8,152145,122.51,41,Jon,M. Chu,male
+673,880,Wrath of the Titans,"Action,Adventure,Fantasy","Perseus braves the treacherous underworld to rescue his father, Zeus, captured by his son, Ares, and brother Hades who unleash the ancient Titans upon the world.",Jonathan Liebesman,"Sam Worthington, Liam Neeson, Rosamund Pike, Ralph Fiennes",2012,99,5.8,159230,83.64,37,Jonathan,Liebesman,male
+674,882,Saving Mr. Banks,"Biography,Comedy,Drama","Author P.L. Travers reflects on her childhood after reluctantly meeting with Walt Disney, who seeks to adapt her Mary Poppins books for the big screen.",John Lee Hancock,"Emma Thompson, Tom Hanks, Annie Rose Buckley, Colin Farrell",2013,125,7.5,125693,83.3,65,John,Lee Hancock,male
+675,883,Transcendence,"Drama,Mystery,Romance","A scientist's drive for artificial intelligence, takes on dangerous implications when his consciousness is uploaded into one such program.",Wally Pfister,"Johnny Depp, Rebecca Hall, Morgan Freeman, Cillian Murphy",2014,119,6.3,184564,23.01,42,Wally,Pfister,male
+676,884,Rio,"Animation,Adventure,Comedy","When Blu, a domesticated macaw from small-town Minnesota, meets the fiercely independent Jewel, he takes off on an adventure to Rio de Janeiro with the bird of his dreams.",Carlos Saldanha,"Jesse Eisenberg, Anne Hathaway, George Lopez,Karen Disher",2011,96,6.9,173919,143.62,63,Carlos,Saldanha,male
+677,886,Babel,Drama,"Tragedy strikes a married couple on vacation in the Moroccan desert, touching off an interlocking story involving four different families.",Alejandro González Iñárritu,"Brad Pitt, Cate Blanchett, Gael García Bernal, Mohamed Akhzam",2006,143,7.5,253417,34.3,69,Alejandro,González Iñárritu,male
+678,887,The Tree of Life,"Drama,Fantasy","The story of a family in Waco, Texas in 1956. The eldest son witnesses the loss of innocence and struggles with his parents' conflicting teachings.",Terrence Malick,"Brad Pitt, Sean Penn, Jessica Chastain, Hunter McCracken",2011,139,6.8,143517,13.3,85,Terrence,Malick,male
+679,888,The Lucky One,"Drama,Romance",A Marine travels to Louisiana after serving three tours in Iraq and searches for the unknown woman he believes was his good luck charm during the war.,Scott Hicks,"Zac Efron, Taylor Schilling, Blythe Danner, Riley Thomas Stewart",2012,101,6.5,82874,60.44,39,Scott,Hicks,male
+680,889,Piranha 3D,"Comedy,Horror,Thriller","After a sudden underwater tremor sets free scores of the prehistoric man-eating fish, an unlikely group of strangers must band together to stop themselves from becoming fish food for the area's new razor-toothed residents.",Alexandre Aja,"Elisabeth Shue, Jerry O'Connell, Richard Dreyfuss,Ving Rhames",2010,88,5.5,75262,25,53,Alexandre,Aja,male
+681,890,50/50,"Comedy,Drama,Romance","Inspired by a true story, a comedy centered on a 27-year-old guy who learns of his cancer diagnosis, and his subsequent struggle to beat the disease.",Jonathan Levine,"Joseph Gordon-Levitt, Seth Rogen, Anna Kendrick, Bryce Dallas Howard",2011,100,7.7,281625,34.96,72,Jonathan,Levine,male
+682,892,This Is 40,"Comedy,Romance","Pete and Debbie are both about to turn 40, their kids hate each other, both of their businesses are failing, they're on the verge of losing their house, and their relationship is threatening to fall apart.",Judd Apatow,"Paul Rudd, Leslie Mann, Maude Apatow, Iris Apatow",2012,134,6.2,108156,67.52,,Judd,Apatow,male
+683,893,Real Steel,"Action,Drama,Family","In the near future, robot boxing is a top sport. A struggling promoter feels he's found a champion in a discarded robot.",Shawn Levy,"Hugh Jackman, Evangeline Lilly, Dakota Goyo,Anthony Mackie",2011,127,7.1,264480,85.46,56,Shawn,Levy,male
+684,894,Sex and the City,"Comedy,Drama,Romance",A New York writer on sex and love is finally getting married to her Mr. Big. But her three best girlfriends must console her after one of them inadvertently leads Mr. Big to jilt her.,Michael Patrick King,"Sarah Jessica Parker, Kim Cattrall, Cynthia Nixon, Kristin Davis",2008,145,5.5,102547,152.64,53,Michael,Patrick King,male
+685,895,Rambo,"Action,Thriller,War","In Thailand, John Rambo joins a group of missionaries to venture into war-torn Burma, and rescue a group of Christian aid workers who were kidnapped by the ruthless local infantry unit.",Sylvester Stallone,"Sylvester Stallone, Julie Benz, Matthew Marsden, Graham McTavish",2008,92,7.1,187077,42.72,46,Sylvester,Stallone,male
+686,897,Concussion,"Biography,Drama,Sport","In Pittsburgh, accomplished pathologist Dr. Bennet Omalu uncovers the truth about brain damage in football players who suffer repeated concussions in the course of normal play.",Peter Landesman,"Will Smith, Alec Baldwin, Albert Brooks, David Morse",2015,123,7.1,61274,34.53,,Peter,Landesman,male
+687,898,The Fall,"Adventure,Comedy,Drama","In a hospital on the outskirts of 1920s Los Angeles, an injured stuntman begins to tell a fellow patient, a little girl with a broken arm, a fantastic story of five mythical heroes. Thanks to his fractured state of mind and her vivid imagination, the line between fiction and reality blurs as the tale advances.",Tarsem Singh,"Lee Pace, Catinca Untaru, Justine Waddell, Kim Uylenbroek",2006,117,7.9,93036,2.28,64,Tarsem,Singh,male
+688,899,The Ugly Truth,"Comedy,Romance",A romantically challenged morning show producer is reluctantly embroiled in a series of outrageous tests by her chauvinistic correspondent to prove his theories on relationships and help ... See full summary »,Robert Luketic,"Katherine Heigl, Gerard Butler, Bree Turner, Eric Winter",2009,96,6.5,172558,88.92,28,Robert,Luketic,male
+689,900,Bride Wars,"Comedy,Romance",Two best friends become rivals when they schedule their respective weddings on the same day.,Gary Winick,"Kate Hudson, Anne Hathaway, Candice Bergen, Bryan Greenberg",2009,89,5.5,83976,58.72,24,Gary,Winick,male
+690,902,Snakes on a Plane,"Action,Adventure,Crime","An FBI agent takes on a plane full of deadly and venomous snakes, deliberately released to kill a witness being flown from Honolulu to Los Angeles to testify against a mob boss.",David R. Ellis,"Samuel L. Jackson, Julianna Margulies, Nathan Phillips, Rachel Blanchard",2006,105,5.6,118905,34.01,58,David,R. Ellis,male
+691,903,What If,"Comedy,Romance","Wallace, who is burned out from a string of failed relationships, forms an instant bond with Chantry, who lives with her longtime boyfriend. Together, they puzzle out what it means if your best friend is also the love of your life.",Michael Dowse,"Daniel Radcliffe, Zoe Kazan, Megan Park, Adam Driver",2013,98,6.8,55243,3.45,59,Michael,Dowse,male
+692,904,How to Train Your Dragon 2,"Animation,Action,Adventure","When Hiccup and Toothless discover an ice cave that is home to hundreds of new wild dragons and the mysterious Dragon Rider, the two friends find themselves at the center of a battle to protect the peace.",Dean DeBlois,"Jay Baruchel, Cate Blanchett, Gerard Butler, Craig Ferguson",2014,102,7.9,237565,177,76,Dean,DeBlois,male
+693,905,RoboCop,"Action,Crime,Sci-Fi","In 2028 Detroit, when Alex Murphy - a loving husband, father and good cop - is critically injured in the line of duty, the multinational conglomerate OmniCorp sees their chance for a part-man, part-robot police officer.",José Padilha,"Joel Kinnaman, Gary Oldman, Michael Keaton, Abbie Cornish",2014,117,6.2,190833,58.61,52,José,Padilha,male
+694,908,Ocean's Thirteen,"Crime,Thriller","Danny Ocean rounds up the boys for a third heist, after casino owner Willy Bank double-crosses one of the original eleven, Reuben Tishkoff.",Steven Soderbergh,"George Clooney, Brad Pitt, Matt Damon,Michael Mantell",2007,122,6.9,269581,117.14,62,Steven,Soderbergh,male
+695,909,Slither,"Comedy,Horror,Sci-Fi","A small town is taken over by an alien plague, turning residents into zombies and all forms of mutant monsters.",James Gunn,"Nathan Fillion, Elizabeth Banks, Michael Rooker, Don Thompson",2006,95,6.5,64351,7.77,69,James,Gunn,male
+696,910,Contagion,"Drama,Thriller","Healthcare professionals, government officials and everyday people find themselves in the midst of a worldwide epidemic as the CDC works to find a cure.",Steven Soderbergh,"Matt Damon, Kate Winslet, Jude Law, Gwyneth Paltrow",2011,106,6.6,187004,75.64,70,Steven,Soderbergh,male
+697,913,Bridge to Terabithia,"Adventure,Drama,Family",A preteen's life turns upside down when he befriends the new girl in school and they imagine a whole new fantasy world to escape reality.,Gabor Csupo,"Josh Hutcherson, AnnaSophia Robb, Zooey Deschanel, Robert Patrick",2007,96,7.2,117297,82.23,74,Gabor,Csupo,male
+698,914,Coherence,"Mystery,Sci-Fi,Thriller",Strange things begin to happen when a group of friends gather for a dinner party on an evening when a comet is passing overhead.,James Ward Byrkit,"Emily Baldoni, Maury Sterling, Nicholas Brendon, Elizabeth Gracen",2013,89,7.2,66265,0.07,65,James,Ward Byrkit,male
+699,915,Notorious,"Biography,Crime,Drama","The life and death story of Notorious B.I.G. (a.k.a. Christopher Wallace), who came straight out of Brooklyn to take the world of rap music by storm.",George Tillman Jr.,"Jamal Woolard, Anthony Mackie, Derek Luke,Momo Dione",2009,122,6.7,33007,36.84,60,George,Tillman Jr.,male
+700,917,The Expendables 2,"Action,Adventure,Thriller","Mr. Church reunites the Expendables for what should be an easy paycheck, but when one of their men is murdered on the job, their quest for revenge puts them deep in enemy territory and up against an unexpected threat.",Simon West,"Sylvester Stallone, Liam Hemsworth, Randy Couture,Jean-Claude Van Damme",2012,103,6.6,257395,85.02,51,Simon,West,male
+701,919,Perfume: The Story of a Murderer,"Crime,Drama,Fantasy","Jean-Baptiste Grenouille, born with a superior olfactory sense, creates the world's finest perfume. His work, however, takes a dark turn as he searches for the ultimate scent.",Tom Tykwer,"Ben Whishaw, Dustin Hoffman, Alan Rickman,Francesc Albiol",2006,147,7.5,199387,2.21,56,Tom,Tykwer,male
+702,920,The Golden Compass,"Adventure,Family,Fantasy","In a parallel universe, young Lyra Belacqua journeys to the far North to save her best friend and other kidnapped children from terrible experiments by a mysterious organization.",Chris Weitz,"Nicole Kidman, Daniel Craig, Dakota Blue Richards, Ben Walker",2007,113,6.1,155078,70.08,51,Chris,Weitz,male
+703,921,Centurion,"Action,Adventure,Drama",A splinter group of Roman soldiers fight for their lives behind enemy lines after their legion is decimated in a devastating guerrilla attack.,Neil Marshall,"Michael Fassbender, Dominic West, Olga Kurylenko,Andreas Wisniewski",2010,97,6.4,67801,0.12,62,Neil,Marshall,male
+704,922,Scouts Guide to the Zombie Apocalypse,"Action,Comedy,Horror","Three scouts, on the eve of their last camp-out, discover the true meaning of friendship when they attempt to save their town from a zombie outbreak.",Christopher Landon,"Tye Sheridan, Logan Miller, Joey Morgan,Sarah Dumont",2015,93,6.3,31651,3.64,32,Christopher,Landon,male
+705,923,17 Again,"Comedy,Drama,Family",Mike O'Donnell is ungrateful for how his life turned out. He gets a chance to rewrite his life when he tried to save a janitor near a bridge and jumped after him into a time vortex.,Burr Steers,"Zac Efron, Matthew Perry, Leslie Mann, Thomas Lennon",2009,102,6.4,152808,64.15,48,Burr,Steers,male
+706,924,No Escape,"Action,Thriller","In their new overseas home, an American family soon finds themselves caught in the middle of a coup, and they frantically look for a safe escape from an environment where foreigners are being immediately executed.",John Erick Dowdle,"Lake Bell, Pierce Brosnan, Owen Wilson,Chatchawai Kamonsakpitak",2015,103,6.8,57921,27.29,38,John,Erick Dowdle,male
+707,925,Superman Returns,"Action,Adventure,Sci-Fi","Superman reappears after a long absence, but is challenged by an old foe who uses Kryptonian technology for world domination.",Bryan Singer,"Brandon Routh, Kevin Spacey, Kate Bosworth, James Marsden",2006,154,6.1,246797,200.07,72,Bryan,Singer,male
+708,926,The Twilight Saga: Breaking Dawn - Part 1,"Adventure,Drama,Fantasy","The Quileutes close in on expecting parents Edward and Bella, whose unborn child poses a threat to the Wolf Pack and the towns people of Forks.",Bill Condon,"Kristen Stewart, Robert Pattinson, Taylor Lautner, Gil Birmingham",2011,117,4.9,190244,281.28,45,Bill,Condon,male
+709,927,Precious,Drama,"In New York City's Harlem circa 1987, an overweight, abused, illiterate teen who is pregnant with her second child is invited to enroll in an alternative school in hopes that her life can head in a new direction.",Lee Daniels,"Gabourey Sidibe, Mo'Nique, Paula Patton, Mariah Carey",2009,110,7.3,91623,47.54,79,Lee,Daniels,male
+710,930,The Master,Drama,A Naval veteran arrives home from war unsettled and uncertain of his future - until he is tantalized by The Cause and its charismatic leader.,Paul Thomas Anderson,"Philip Seymour Hoffman, Joaquin Phoenix,Amy Adams, Jesse Plemons",2012,144,7.1,112902,16.38,,Paul,Thomas Anderson,male
+711,931,Footloose,"Comedy,Drama,Music","City teenager Ren MacCormack moves to a small town where rock music and dancing have been banned, and his rebellious spirit shakes up the populace.",Craig Brewer,"Kenny Wormald, Julianne Hough, Dennis Quaid,Andie MacDowell",2011,113,5.9,39380,51.78,58,Craig,Brewer,male
+712,932,If I Stay,"Drama,Fantasy,Music","Life changes in an instant for young Mia Hall after a car accident puts her in a coma. During an out-of-body experience, she must decide whether to wake up and live a life far different than she had imagined. The choice is hers if she can go on.",R.J. Cutler,"Chloë Grace Moretz, Mireille Enos, Jamie Blackley,Joshua Leonard",2014,107,6.8,92170,50.46,46,R.J.,Cutler,male
+713,936,Talladega Nights: The Ballad of Ricky Bobby,"Action,Comedy,Sport","#1 NASCAR driver Ricky Bobby stays atop the heap thanks to a pact with his best friend and teammate, Cal Naughton, Jr. But when a French Formula One driver, makes his way up the ladder, Ricky Bobby's talent and devotion are put to the test.",Adam McKay,"Will Ferrell, John C. Reilly, Sacha Baron Cohen, Gary Cole",2006,108,6.6,137502,148.21,66,Adam,McKay,male
+714,937,The Human Centipede (First Sequence),Horror,"A mad scientist kidnaps and mutilates a trio of tourists in order to reassemble them into a human centipede, created by stitching their mouths to each others' rectums.",Tom Six,"Dieter Laser, Ashley C. Williams, Ashlynn Yennie, Akihiro Kitamura",2009,92,4.4,60655,0.18,33,Tom,Six,male
+715,938,Super,"Comedy,Drama","After his wife falls under the influence of a drug dealer, an everyday guy transforms himself into Crimson Bolt, a superhero with the best intentions, but lacking in heroic skills.",James Gunn,"Rainn Wilson, Ellen Page, Liv Tyler, Kevin Bacon",2010,96,6.8,64535,0.32,50,James,Gunn,male
+716,940,Up in the Air,"Drama,Romance","Ryan Bingham enjoys living out of a suitcase for his job traveling around the country firing people, but finds that lifestyle threatened by the presence of a potential love interest and a new hire.",Jason Reitman,"George Clooney, Vera Farmiga, Anna Kendrick,Jason Bateman",2009,109,7.4,279694,83.81,,Jason,Reitman,male
+717,941,The Midnight Meat Train,"Horror,Mystery","A photographer's obsessive pursuit of dark subject matter leads him into the path of a serial killer who stalks late night commuters, ultimately butchering them in the most gruesome ways imaginable.",Ryûhei Kitamura,"Vinnie Jones, Bradley Cooper, Leslie Bibb, Brooke Shields",2008,98,6.1,50255,0.07,58,Ryûhei,Kitamura,
+718,942,The Twilight Saga: Eclipse,"Adventure,Drama,Fantasy","As a string of mysterious killings grips Seattle, Bella, whose high school graduation is fast approaching, is forced to choose between her love for vampire Edward and her friendship with werewolf Jacob.",David Slade,"Kristen Stewart, Robert Pattinson, Taylor Lautner,Xavier Samuel",2010,124,4.9,192740,300.52,58,David,Slade,male
+719,944,What's Your Number?,"Comedy,Romance",A woman looks back at the past nineteen men she's had relationships with in her life and wonders if one of them might be her one true love.,Mark Mylod,"Anna Faris, Chris Evans, Ari Graynor, Blythe Danner",2011,106,6.1,62095,13.99,35,Mark,Mylod,male
+720,945,Riddick,"Action,Sci-Fi,Thriller","Left for dead on a sun-scorched planet, Riddick finds himself up against an alien race of predators. Activating an emergency beacon alerts two ships: one carrying a new breed of mercenary, the other captained by a man from Riddick's past.",David Twohy,"Vin Diesel, Karl Urban, Katee Sackhoff, Jordi Mollà",2013,119,6.4,132098,42,49,David,Twohy,male
+721,947,The Butler,"Biography,Drama","As Cecil Gaines serves eight presidents during his tenure as a butler at the White House, the civil rights movement, Vietnam, and other major events affect this man's life, family, and American society.",Lee Daniels,"Forest Whitaker, Oprah Winfrey, John Cusack, Jane Fonda",2013,132,7.2,93322,116.63,,Lee,Daniels,male
+722,949,After Earth,"Action,Adventure,Sci-Fi","A crash landing leaves Kitai Raige and his father Cypher stranded on Earth, a millennium after events forced humanity's escape. With Cypher injured, Kitai must embark on a perilous journey to signal for help.",M. Night Shyamalan,"Jaden Smith, David Denman, Will Smith,Sophie Okonedo",2013,100,4.9,166512,60.52,33,M.,Night Shyamalan,male
+723,951,Me and Earl and the Dying Girl,"Comedy,Drama","High schooler Greg, who spends most of his time making parodies of classic movies with his co-worker Earl, finds his outlook forever altered after befriending a classmate who has just been diagnosed with cancer.",Alfonso Gomez-Rejon,"Thomas Mann, RJ Cyler, Olivia Cooke, Nick Offerman",2015,105,7.8,92076,6.74,74,Alfonso,Gomez-Rejon,male
+724,952,The Descendants,"Comedy,Drama",A land baron tries to reconnect with his two daughters after his wife is seriously injured in a boating accident.,Alexander Payne,"George Clooney, Shailene Woodley, Amara Miller, Nick Krause",2011,115,7.3,211348,82.62,84,Alexander,Payne,male
+725,953,Sex and the City 2,"Comedy,Drama,Romance","While wrestling with the pressures of life, love, and work in Manhattan, Carrie, Miranda, and Charlotte join Samantha for a trip to Abu Dhabi (United Arab Emirates), where Samantha's ex is filming a new movie.",Michael Patrick King,"Sarah Jessica Parker, Kim Cattrall, Kristin Davis, Cynthia Nixon",2010,146,4.3,62403,95.33,27,Michael,Patrick King,male
+726,954,The Kings of Summer,"Adventure,Comedy,Drama","Three teenage friends, in the ultimate act of independence, decide to spend their summer building a house in the woods and living off the land.",Jordan Vogt-Roberts,"Nick Robinson, Gabriel Basso, Moises Arias,Nick Offerman",2013,95,7.2,65653,1.29,61,Jordan,Vogt-Roberts,male
+727,955,Death Race,"Action,Sci-Fi,Thriller",Ex-con Jensen Ames is forced by the warden of a notorious prison to compete in our post-industrial world's most popular sport: a car race in which inmates must brutalize and kill one another on the road to victory.,Paul W.S. Anderson,"Jason Statham, Joan Allen, Tyrese Gibson, Ian McShane",2008,105,6.4,173731,36.06,43,Paul,W.S. Anderson,male
+728,956,That Awkward Moment,"Comedy,Romance","Three best friends find themselves where we've all been - at that confusing moment in every dating relationship when you have to decide ""So...where is this going?""",Tom Gormican,"Zac Efron, Michael B. Jordan, Miles Teller, Imogen Poots",2014,94,6.2,81823,26.05,36,Tom,Gormican,male
+729,957,Legion,"Action,Fantasy,Horror","When a group of strangers at a dusty roadside diner come under attack by demonic forces, their only chance for survival lies with an archangel named Michael, who informs a pregnant waitress that her unborn child is humanity's last hope.",Scott Stewart,"Paul Bettany, Dennis Quaid, Charles S. Dutton, Lucas Black",2010,100,5.2,84158,40.17,32,Scott,Stewart,male
+730,958,End of Watch,"Crime,Drama,Thriller","Shot documentary-style, this film follows the daily grind of two young police officers in LA who are partners and friends, and what happens when they meet criminal forces greater than themselves.",David Ayer,"Jake Gyllenhaal, Michael Peña, Anna Kendrick, America Ferrera",2012,109,7.7,192190,40.98,68,David,Ayer,male
+731,959,3 Days to Kill,"Action,Drama,Thriller",A dying CIA agent trying to reconnect with his estranged daughter is offered an experimental drug that could save his life in exchange for one last assignment.,McG,"Kevin Costner, Hailee Steinfeld, Connie Nielsen, Amber Heard",2014,117,6.2,73567,30.69,40,McG,,male
+732,960,Lucky Number Slevin,"Crime,Drama,Mystery",A case of mistaken identity lands Slevin into the middle of a war being plotted by two of the city's most rival crime bosses: The Rabbi and The Boss. Slevin is under constant surveillance by relentless Detective Brikowski as well as the infamous assassin Goodkat and finds himself having to hatch his own ingenious plot to get them before they get him.,Paul McGuigan,"Josh Hartnett, Ben Kingsley, Morgan Freeman, Lucy Liu",2006,110,7.8,271940,22.49,53,Paul,McGuigan,male
+733,961,Trance,"Crime,Drama,Mystery",An art auctioneer who has become mixed up with a group of criminals partners with a hypnotherapist in order to recover a lost painting.,Danny Boyle,"James McAvoy, Rosario Dawson, Vincent Cassel,Danny Sapani",2013,101,7,97141,2.32,61,Danny,Boyle,male
+734,963,The Other Boleyn Girl,"Biography,Drama,History",Two sisters contend for the affection of King Henry VIII.,Justin Chadwick,"Natalie Portman, Scarlett Johansson, Eric Bana,Jim Sturgess",2008,115,6.7,88260,26.81,50,Justin,Chadwick,male
+735,964,I Spit on Your Grave,"Crime,Horror,Thriller","A writer who is brutalized during her cabin retreat seeks revenge on her attackers, who left her for dead.",Steven R. Monroe,"Sarah Butler, Jeff Branson, Andrew Howard,Daniel Franzese",2010,108,6.3,60133,0.09,27,Steven,R. Monroe,male
+736,968,The Walk,"Adventure,Biography,Crime","In 1974, high-wire artist Philippe Petit recruits a team of people to help him realize his dream: to walk the immense void between the World Trade Center towers.",Robert Zemeckis,"Joseph Gordon-Levitt, Charlotte Le Bon,Guillaume Baillargeon, Émilie Leclerc",2015,123,7.3,92378,10.14,,Robert,Zemeckis,male
+737,970,The Lone Ranger,"Action,Adventure,Western","Native American warrior Tonto recounts the untold tales that transformed John Reid, a man of the law, into a legend of justice.",Gore Verbinski,"Johnny Depp, Armie Hammer, William Fichtner,Tom Wilkinson",2013,150,6.5,190855,89.29,,Gore,Verbinski,male
+738,971,Texas Chainsaw 3D,"Horror,Thriller",A young woman travels to Texas to collect an inheritance; little does she know that an encounter with a chainsaw-wielding killer is part of the reward.,John Luessenhop,"Alexandra Daddario, Tania Raymonde, Scott Eastwood, Trey Songz",2013,92,4.8,37060,34.33,62,John,Luessenhop,male
+739,972,Disturbia,"Drama,Mystery,Thriller",A teen living under house arrest becomes convinced his neighbor is a serial killer.,D.J. Caruso,"Shia LaBeouf, David Morse, Carrie-Anne Moss, Sarah Roemer",2007,105,6.9,193491,80.05,,D.J.,Caruso,male
+740,973,Rock of Ages,"Comedy,Drama,Musical","A small town girl and a city boy meet on the Sunset Strip, while pursuing their Hollywood dreams.",Adam Shankman,"Julianne Hough, Diego Boneta, Tom Cruise, Alec Baldwin",2012,123,5.9,64513,38.51,47,Adam,Shankman,male
+741,974,Scream 4,"Horror,Mystery","Ten years have passed, and Sidney Prescott, who has put herself back together thanks in part to her writing, is visited by the Ghostface Killer.",Wes Craven,"Neve Campbell, Courteney Cox, David Arquette, Lucy Hale",2011,111,6.2,108544,38.18,52,Wes,Craven,male
+742,980,The Skin I Live In,"Drama,Thriller","A brilliant plastic surgeon, haunted by past tragedies, creates a type of synthetic skin that withstands any kind of damage. His guinea pig: a mysterious and volatile woman who holds the key to his obsession.",Pedro Almodóvar,"Antonio Banderas, Elena Anaya, Jan Cornet,Marisa Paredes",2011,120,7.6,108772,3.19,70,Pedro,Almodóvar,male
+743,983,Across the Universe,"Drama,Fantasy,Musical",The music of the Beatles and the Vietnam War form the backdrop for the romance between an upper-class American girl and a poor Liverpudlian artist.,Julie Taymor,"Evan Rachel Wood, Jim Sturgess, Joe Anderson, Dana Fuchs",2007,133,7.4,95172,24.34,56,Julie,Taymor,female
+744,984,Let's Be Cops,Comedy,"Two struggling pals dress as police officers for a costume party and become neighborhood sensations. But when these newly-minted ""heroes"" get tangled in a real life web of mobsters and dirty detectives, they must put their fake badges on the line.",Luke Greenfield,"Jake Johnson, Damon Wayans Jr., Rob Riggle, Nina Dobrev",2014,104,6.5,112729,82.39,30,Luke,Greenfield,male
+745,986,Your Highness,"Adventure,Comedy,Fantasy","When Prince Fabious's bride is kidnapped, he goes on a quest to rescue her... accompanied by his lazy useless brother Thadeous.",David Gordon Green,"Danny McBride, Natalie Portman, James Franco, Rasmus Hardiker",2011,102,5.6,87904,21.56,31,David,Gordon Green,male
+746,987,Final Destination 5,"Horror,Thriller",Survivors of a suspension-bridge collapse learn there's no way you can cheat Death.,Steven Quale,"Nicholas D'Agosto, Emma Bell, Arlen Escarpeta, Miles Fisher",2011,92,5.9,88000,42.58,50,Steven,Quale,male
+747,988,Endless Love,"Drama,Romance",The story of a privileged girl and a charismatic boy whose instant desire sparks a love affair made only more reckless by parents trying to keep them apart.,Shana Feste,"Gabriella Wilde, Alex Pettyfer, Bruce Greenwood,Robert Patrick",2014,104,6.3,33688,23.39,30,Shana,Feste,female
+748,990,Selma,"Biography,Drama,History","A chronicle of Martin Luther King's campaign to secure equal voting rights via an epic march from Selma to Montgomery, Alabama in 1965.",Ava DuVernay,"David Oyelowo, Carmen Ejogo, Tim Roth, Lorraine Toussaint",2014,128,7.5,67637,52.07,,Ava,DuVernay,female
+749,991,Underworld: Rise of the Lycans,"Action,Adventure,Fantasy","An origins story centered on the centuries-old feud between the race of aristocratic vampires and their onetime slaves, the Lycans.",Patrick Tatopoulos,"Rhona Mitra, Michael Sheen, Bill Nighy, Steven Mackintosh",2009,92,6.6,129708,45.8,44,Patrick,Tatopoulos,male
+750,992,Taare Zameen Par,"Drama,Family,Music","An eight-year-old boy is thought to be a lazy trouble-maker, until the new art teacher has the patience and compassion to discover the real problem behind his struggles in school.",Aamir Khan,"Darsheel Safary, Aamir Khan, Tanay Chheda, Sachet Engineer",2007,165,8.5,102697,1.2,42,Aamir,Khan,male
+751,993,Take Me Home Tonight,"Comedy,Drama,Romance","Four years after graduation, an awkward high school genius uses his sister's boyfriend's Labor Day party as the perfect opportunity to make his move on his high school crush.",Michael Dowse,"Topher Grace, Anna Faris, Dan Fogler, Teresa Palmer",2011,97,6.3,45419,6.92,,Michael,Dowse,male
+752,994,Resident Evil: Afterlife,"Action,Adventure,Horror","While still out to destroy the evil Umbrella Corporation, Alice joins a group of survivors living in a prison surrounded by the infected who also want to relocate to the mysterious but supposedly unharmed safe haven known only as Arcadia.",Paul W.S. Anderson,"Milla Jovovich, Ali Larter, Wentworth Miller,Kim Coates",2010,97,5.9,140900,60.13,37,Paul,W.S. Anderson,male
+753,995,Project X,Comedy,"3 high school seniors throw a birthday party to make a name for themselves. As the night progresses, things spiral out of control as word of the party spreads.",Nima Nourizadeh,"Thomas Mann, Oliver Cooper, Jonathan Daniel Brown, Dax Flame",2012,88,6.7,164088,54.72,48,Nima,Nourizadeh,male
+754,997,Hostel: Part II,Horror,"Three American college students studying abroad are lured to a Slovakian hostel, and discover the grim reality behind it.",Eli Roth,"Lauren German, Heather Matarazzo, Bijou Phillips, Roger Bart",2007,94,5.5,73152,17.54,46,Eli,Roth,female
+755,998,Step Up 2: The Streets,"Drama,Music,Romance",Romantic sparks occur between two dance students from different backgrounds at the Maryland School of the Arts.,Jon M. Chu,"Robert Hoffman, Briana Evigan, Cassie Ventura, Adam G. Sevani",2008,98,6.2,70699,58.01,50,Jon,M. Chu,male
diff --git a/your-project/README.md b/your-project/README.md
index 0c5c97c..ca10020 100644
--- a/your-project/README.md
+++ b/your-project/README.md
@@ -1,9 +1,9 @@
 <img src="https://bit.ly/2VnXWr2" alt="Ironhack Logo" width="100"/>
 
-# Title of My Project
-*[Your Name]*
+# Exploring the 1000 Most Popular Movies on IMDB from 2006 to 2016
+*Ana André*
 
-*[Your Cohort, Campus & Date]*
+*Data Squad 21, Lisbon 13.09.2019*
 
 ## Content
 - [Project Description](#project-description)
@@ -16,35 +16,38 @@
 <a name="project-description"></a>
 
 ## Project Description
-Write a short description of your project: 3-5 sentences about what your project is about, why you chose this topic (if relevant), and what you are trying to show. 
+For this project, I chose to analyze an IMDB dataset with 1000 movies records from 2006 to 2016.
+I picked this topic because there has been many discussion on whether online movies aggregator databases can affect a movie's revenue or not. Also, because I love movies.
+Much has been stated about the relation between a movie genre and its gross box office so I went for 3 other relationships: rating vs revenue, rating vs votes and revenue vs votes.
 
 <a name="hypotheses-/-questions"></a>
 
 ## Hypotheses / Questions
-What are the questions you would like to answer with your project? Write your hypotheses here.
+The main questions are:
+- Do higher ratings mean higher revenue?
+- Do more votes mean higher rating?
+- Are higher-grossing movies watchers more prone to vote?
 
 <a name="dataset"></a>
 
 ## Dataset
-Where did you get your data? What dataset did you use or did you build your own datset? If so, did you use an API? Did you scrape a web? Provide links to the data if available.
-
-[Dataset]() 
+I got my dataset from Kagle, here: 
+[Dataset](https://www.kaggle.com/PromptCloudHQ/imdb-data) 
 
 <a name="workflow"></a>
 
 ## Workflow
-Outline the workflow you used in your project. What were the steps you went through?
+Long story short: I started with a 1000 records dataset and after some data cleaning I ended up with 756 records. After, I perform some exploratory data analysis to have a deeper knowledge of my data.
+Next, I performed some statistical analysis in search for correlations. Finally, I did some visualizations and drew some conclusions.
 
 <a name="organization"></a>
 
 ## Organization
-How did you organize yourself? Did you use any tools?
+I used Trello to lay out a plan and keep track of all the actions I needed to perform to have the project ready on time.
 
 <a name="links"></a>
 
 ## Links
-Include the links to your repository, slides and trello. Feel free to include any other links associated to your project. 
-
-[Repository](https://github.com/)  
-[Slides](https://slides.com/)  
-[Trello](https://trello.com/en)  
\ No newline at end of file
+[Repository](https://github.com/Ana-Andre/Project-Week-4)  
+[Slides](https://www.canva.com/design/DADlSes2lSw/EQwGN7iok2_0vJNTayvIQA/view?utm_content=DADlSes2lSw&utm_campaign=designshare&utm_medium=link&utm_source=sharebutton)  
+[Trello](https://trello.com/b/uWFKkLV2/project-4)  
diff --git a/your-project/Report_AnaAndre_project4.pdf b/your-project/Report_AnaAndre_project4.pdf
new file mode 100644
index 0000000..bc32b72
Binary files /dev/null and b/your-project/Report_AnaAndre_project4.pdf differ