From ccd02f937cdb389c3cf88d240485e0359a18641e Mon Sep 17 00:00:00 2001
From: Louis Oliphant <ltoliphant@wisc.edu>
Date: Mon, 22 Apr 2024 05:46:00 -0500
Subject: [PATCH] Louis Lec 34 Plotting 1

---
 .../Lec34_Plotting1_Solution_Oliphant.ipynb   | 1818 +++++++++++++++++
 .../Lec34_Plotting1_Template_Oliphant.ipynb   |  459 +++++
 .../34_Plotting1/movies.db                    |  Bin 0 -> 180224 bytes
 3 files changed, 2277 insertions(+)
 create mode 100644 s24/Louis_Lecture_Notes/34_Plotting1/Lec34_Plotting1_Solution_Oliphant.ipynb
 create mode 100644 s24/Louis_Lecture_Notes/34_Plotting1/Lec34_Plotting1_Template_Oliphant.ipynb
 create mode 100644 s24/Louis_Lecture_Notes/34_Plotting1/movies.db

diff --git a/s24/Louis_Lecture_Notes/34_Plotting1/Lec34_Plotting1_Solution_Oliphant.ipynb b/s24/Louis_Lecture_Notes/34_Plotting1/Lec34_Plotting1_Solution_Oliphant.ipynb
new file mode 100644
index 0000000..bd838f0
--- /dev/null
+++ b/s24/Louis_Lecture_Notes/34_Plotting1/Lec34_Plotting1_Solution_Oliphant.ipynb
@@ -0,0 +1,1818 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 0\n",
+    "import pandas as pd\n",
+    "from pandas import DataFrame, Series\n",
+    "import sqlite3\n",
+    "import os\n",
+    "import copy"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 1: Open a connection, define the qry function, and save all of the movies\n",
+    "#           data to a dataframe called \"movies_df\"\n",
+    "movies_path = \"movies.db\"\n",
+    "assert os.path.exists(movies_path)\n",
+    "c = sqlite3.connect(movies_path)\n",
+    "\n",
+    "def qry(sql, conn = c):\n",
+    "    return pd.read_sql(sql, conn)\n",
+    "\n",
+    "movies_df = qry(\"\"\"\n",
+    "SELECT *\n",
+    "FROM movies\n",
+    "\"\"\")\n",
+    "# movies_df"
+   ]
+  },
+  {
+   "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>Title</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>333.13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Guardians of the Galaxy Vol. 2</td>\n",
+       "      <td>389.81</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            Title  Revenue\n",
+       "0         Guardians of the Galaxy   333.13\n",
+       "1  Guardians of the Galaxy Vol. 2   389.81"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Warmup 2: What are the names and revenues of the top 2 movies by James Gunn?\n",
+    "qry(\"\"\"\n",
+    "SELECT title, revenue\n",
+    "FROM movies\n",
+    "WHERE director = \"James Gunn\"\n",
+    "ORDER BY rating DESC\n",
+    "LIMIT 2\n",
+    "\"\"\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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>Director</th>\n",
+       "      <th>AVG(revenue)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Brad Bird</td>\n",
+       "      <td>279.45</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Director  AVG(revenue)\n",
+       "0  Brad Bird        279.45"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Warmup 3: What is the average revenue of movies by Brad Bird?\n",
+    "qry(\"\"\"\n",
+    "SELECT director, AVG(revenue)\n",
+    "FROM movies\n",
+    "WHERE director = \"Brad Bird\"\n",
+    "\"\"\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "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>Director</th>\n",
+       "      <th>AvgRev</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>James Cameron</td>\n",
+       "      <td>760.510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Colin Trevorrow</td>\n",
+       "      <td>652.180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Thomas Kail</td>\n",
+       "      <td>612.820</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Anthony Russo</td>\n",
+       "      <td>551.255</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Joss Whedon</td>\n",
+       "      <td>541.135</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>674</th>\n",
+       "      <td>Alex Ranarivelo</td>\n",
+       "      <td>0.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>675</th>\n",
+       "      <td>Akan Satayev</td>\n",
+       "      <td>0.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>676</th>\n",
+       "      <td>Aisling Walsh</td>\n",
+       "      <td>0.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>677</th>\n",
+       "      <td>Afonso Poyart</td>\n",
+       "      <td>0.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>678</th>\n",
+       "      <td>Adam Leon</td>\n",
+       "      <td>0.000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>679 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            Director   AvgRev\n",
+       "0      James Cameron  760.510\n",
+       "1    Colin Trevorrow  652.180\n",
+       "2        Thomas Kail  612.820\n",
+       "3      Anthony Russo  551.255\n",
+       "4        Joss Whedon  541.135\n",
+       "..               ...      ...\n",
+       "674  Alex Ranarivelo    0.000\n",
+       "675     Akan Satayev    0.000\n",
+       "676    Aisling Walsh    0.000\n",
+       "677    Afonso Poyart    0.000\n",
+       "678        Adam Leon    0.000\n",
+       "\n",
+       "[679 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Warmup 4: What is the average revenue of movies for each director? Sort your answer from highest to lowest.\n",
+    "qry(\"\"\"\n",
+    "SELECT director, AVG(revenue) as AvgRev\n",
+    "FROM movies\n",
+    "GROUP BY director\n",
+    "ORDER BY AvgRev DESC\n",
+    "\"\"\")"
+   ]
+  },
+  {
+   "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>Director</th>\n",
+       "      <th>AvgRev</th>\n",
+       "      <th>TotMovies</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Anthony Russo</td>\n",
+       "      <td>551.255000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>J.J. Abrams</td>\n",
+       "      <td>336.690000</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Francis Lawrence</td>\n",
+       "      <td>324.952500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Christopher Nolan</td>\n",
+       "      <td>283.910000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Brad Bird</td>\n",
+       "      <td>279.450000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>David Yates</td>\n",
+       "      <td>271.751667</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Jon Favreau</td>\n",
+       "      <td>256.400000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Michael Bay</td>\n",
+       "      <td>236.886667</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Peter Jackson</td>\n",
+       "      <td>215.112500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Gore Verbinski</td>\n",
+       "      <td>207.455000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Bryan Singer</td>\n",
+       "      <td>201.435000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Zack Snyder</td>\n",
+       "      <td>195.148000</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>182.757500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Sam Mendes</td>\n",
+       "      <td>171.635000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Justin Lin</td>\n",
+       "      <td>164.958000</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Clint Eastwood</td>\n",
+       "      <td>164.747500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>James Wan</td>\n",
+       "      <td>160.967500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Steven Spielberg</td>\n",
+       "      <td>156.747500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Paul Feig</td>\n",
+       "      <td>141.955000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Tim Burton</td>\n",
+       "      <td>138.505000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Marc Webb</td>\n",
+       "      <td>130.517500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Dennis Dugan</td>\n",
+       "      <td>124.680000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Guy Ritchie</td>\n",
+       "      <td>112.434000</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Adam McKay</td>\n",
+       "      <td>109.535000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>David O. Russell</td>\n",
+       "      <td>108.055000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>Louis Leterrier</td>\n",
+       "      <td>105.567500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>David Fincher</td>\n",
+       "      <td>105.544000</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>Peter Berg</td>\n",
+       "      <td>102.266000</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>Quentin Tarantino</td>\n",
+       "      <td>95.988000</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>Matthew Vaughn</td>\n",
+       "      <td>90.262500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>89.882500</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>Nicholas Stoller</td>\n",
+       "      <td>85.222500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>Antoine Fuqua</td>\n",
+       "      <td>78.642000</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>Martin Scorsese</td>\n",
+       "      <td>77.518333</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>Ron Howard</td>\n",
+       "      <td>75.922500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>Ben Affleck</td>\n",
+       "      <td>64.717500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>61.748333</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>Guillermo del Toro</td>\n",
+       "      <td>61.555000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>D.J. Caruso</td>\n",
+       "      <td>59.665000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>Robert Zemeckis</td>\n",
+       "      <td>56.530000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>Denis Villeneuve</td>\n",
+       "      <td>51.376667</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>Edgar Wright</td>\n",
+       "      <td>47.235000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>Wes Anderson</td>\n",
+       "      <td>39.400000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>Danny Boyle</td>\n",
+       "      <td>36.680000</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>Paul W.S. Anderson</td>\n",
+       "      <td>34.820000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>Joe Wright</td>\n",
+       "      <td>34.732500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>Woody Allen</td>\n",
+       "      <td>28.238000</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>Alexandre Aja</td>\n",
+       "      <td>16.735000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>Mike Flanagan</td>\n",
+       "      <td>15.647500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>Lars von Trier</td>\n",
+       "      <td>1.137500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Director      AvgRev  TotMovies\n",
+       "0        Anthony Russo  551.255000          4\n",
+       "1          J.J. Abrams  336.690000          5\n",
+       "2     Francis Lawrence  324.952500          4\n",
+       "3    Christopher Nolan  283.910000          6\n",
+       "4            Brad Bird  279.450000          4\n",
+       "5          David Yates  271.751667          6\n",
+       "6          Jon Favreau  256.400000          4\n",
+       "7          Michael Bay  236.886667          6\n",
+       "8        Peter Jackson  215.112500          4\n",
+       "9       Gore Verbinski  207.455000          4\n",
+       "10        Bryan Singer  201.435000          4\n",
+       "11         Zack Snyder  195.148000          5\n",
+       "12          James Gunn  182.757500          4\n",
+       "13          Sam Mendes  171.635000          4\n",
+       "14          Justin Lin  164.958000          5\n",
+       "15      Clint Eastwood  164.747500          4\n",
+       "16           James Wan  160.967500          4\n",
+       "17    Steven Spielberg  156.747500          4\n",
+       "18           Paul Feig  141.955000          4\n",
+       "19          Tim Burton  138.505000          4\n",
+       "20           Marc Webb  130.517500          4\n",
+       "21        Dennis Dugan  124.680000          4\n",
+       "22         Guy Ritchie  112.434000          5\n",
+       "23          Adam McKay  109.535000          4\n",
+       "24    David O. Russell  108.055000          4\n",
+       "25     Louis Leterrier  105.567500          4\n",
+       "26       David Fincher  105.544000          5\n",
+       "27          Peter Berg  102.266000          5\n",
+       "28   Quentin Tarantino   95.988000          5\n",
+       "29      Matthew Vaughn   90.262500          4\n",
+       "30        Ridley Scott   89.882500          8\n",
+       "31    Nicholas Stoller   85.222500          4\n",
+       "32       Antoine Fuqua   78.642000          5\n",
+       "33     Martin Scorsese   77.518333          6\n",
+       "34          Ron Howard   75.922500          4\n",
+       "35         Ben Affleck   64.717500          4\n",
+       "36  M. Night Shyamalan   61.748333          6\n",
+       "37  Guillermo del Toro   61.555000          4\n",
+       "38         D.J. Caruso   59.665000          4\n",
+       "39     Robert Zemeckis   56.530000          4\n",
+       "40    Denis Villeneuve   51.376667          6\n",
+       "41        Edgar Wright   47.235000          4\n",
+       "42        Wes Anderson   39.400000          4\n",
+       "43         Danny Boyle   36.680000          5\n",
+       "44  Paul W.S. Anderson   34.820000          6\n",
+       "45          Joe Wright   34.732500          4\n",
+       "46         Woody Allen   28.238000          5\n",
+       "47       Alexandre Aja   16.735000          4\n",
+       "48       Mike Flanagan   15.647500          4\n",
+       "49      Lars von Trier    1.137500          4"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Warmup 5: Of those directors who had more than 3 movies, what is the average revenue\n",
+    "#           of movies for each director? Sort your answer from highest to lowest.\n",
+    "qry(\"\"\"\n",
+    "SELECT director, AVG(revenue) as AvgRev, COUNT(*) as TotMovies\n",
+    "FROM movies\n",
+    "GROUP BY director\n",
+    "HAVING TotMovies > 3\n",
+    "ORDER BY AvgRev DESC\n",
+    "\"\"\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "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>Director</th>\n",
+       "      <th>AvgRev</th>\n",
+       "      <th>TotHighMovies</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Anthony Russo</td>\n",
+       "      <td>551.255000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>J.J. Abrams</td>\n",
+       "      <td>387.517500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>David Yates</td>\n",
+       "      <td>300.784000</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Christopher Nolan</td>\n",
+       "      <td>283.910000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Clint Eastwood</td>\n",
+       "      <td>164.747500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Guy Ritchie</td>\n",
+       "      <td>112.434000</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>David Fincher</td>\n",
+       "      <td>105.544000</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Quentin Tarantino</td>\n",
+       "      <td>95.988000</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Matthew Vaughn</td>\n",
+       "      <td>90.262500</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Martin Scorsese</td>\n",
+       "      <td>77.518333</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Denis Villeneuve</td>\n",
+       "      <td>61.450000</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Danny Boyle</td>\n",
+       "      <td>45.270000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Wes Anderson</td>\n",
+       "      <td>39.400000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             Director      AvgRev  TotHighMovies\n",
+       "0       Anthony Russo  551.255000              4\n",
+       "1         J.J. Abrams  387.517500              4\n",
+       "2         David Yates  300.784000              5\n",
+       "3   Christopher Nolan  283.910000              6\n",
+       "4      Clint Eastwood  164.747500              4\n",
+       "5         Guy Ritchie  112.434000              5\n",
+       "6       David Fincher  105.544000              5\n",
+       "7   Quentin Tarantino   95.988000              5\n",
+       "8      Matthew Vaughn   90.262500              4\n",
+       "9     Martin Scorsese   77.518333              6\n",
+       "10   Denis Villeneuve   61.450000              5\n",
+       "11        Danny Boyle   45.270000              4\n",
+       "12       Wes Anderson   39.400000              4"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Warmup 6: Of those directors who had more than 3 movies with ratings above 7.0,\n",
+    "#           what is the average revenue of those movies for each director?\n",
+    "#           Sort your answer from highest to lowest.\n",
+    "qry(\"\"\"\n",
+    "SELECT director, AVG(revenue) as AvgRev, COUNT(*) as TotHighMovies\n",
+    "FROM movies\n",
+    "WHERE rating > 7.0\n",
+    "GROUP BY director\n",
+    "HAVING TotHighMovies > 3\n",
+    "ORDER BY AvgRev DESC\n",
+    "\"\"\")"
+   ]
+  },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![image.png](attachment:image.png)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='Rating', ylabel='Revenue'>"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Warmup 7: Make a scatter plot where the rating is on the x-axis\n",
+    "#           and the revenue is on the y-axis\n",
+    "movies_df.plot.scatter(x=\"Rating\", y=\"Revenue\")"
+   ]
+  },
+  {
+   "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>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Rating</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.256041</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Revenue</th>\n",
+       "      <td>0.256041</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Rating   Revenue\n",
+       "Rating   1.000000  0.256041\n",
+       "Revenue  0.256041  1.000000"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Warmup 8: What is the correlation between the rating and the revenue?\n",
+    "movies_df[[\"Rating\", \"Revenue\"]].corr()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Lecture 34: Bar Plots\n",
+    "\n",
+    "Learning Objectives:\n",
+    "- Make a bar plot from a Pandas Series\n",
+    "- Add features: x-label, y-label, title, gridlines, color to plot\n",
+    "- Set the index of a DataFrame certain column\n",
+    "- Create an 'other' column in a DataFrame\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Without this Jupyter notebook cannot display the \"first\" plot in older versions of Python / mathplotlib / jupyter\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Helpful documentation and an overview of how Matplotlib works\n",
+    "https://matplotlib.org/stable/tutorials/introductory/usage.html\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# matplotlib is a plotting module similar to MATLAB\n",
+    "import matplotlib\n",
+    "from matplotlib import pyplot as plt\n",
+    "\n",
+    "# matplotlib is highly configurable, acts like a style sheet for Pandas Plots\n",
+    "# rc stands for runtime config, syntax is like a dictionary\n",
+    "\n",
+    "#matplotlib.rcParams                        # show all parameters\n",
+    "#matplotlib.rcParams[\"font.size\"]          # show current font size setting\n",
+    "matplotlib.rcParams[\"font.size\"] = 18   # change current font size setting\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Bar plots: From a Series\n",
+    "The index is the x-label\n",
+    "\n",
+    "The values are the height of each bar\n",
+    "\n",
+    "https://pandas.pydata.org/docs/reference/api/pandas.Series.plot.bar.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "s = Series({\"Police\": 5000000, \"Fire\": 3000000, \"Schools\": 2000000})\n",
+    "\n",
+    "# make a bar plot...notice the type\n",
+    "s.plot.bar()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "matplotlib.axes._axes.Axes"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# if we store the returned object in a variable, we can configure the Axes\n",
+    "# typically the variable name used is 'ax'\n",
+    "ax = s.plot.bar() \n",
+    "type(ax)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How can we set the x-axis, y-axis labels, and title?\n",
+    "- use the Axes object"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Annual City Spending')"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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1xio7R2V2K2P9+vVy/4GmTZsiLCwMK1euxKhRo9C9e3d07NgR7du3R/v27XN8CDwArT/W586dy7WJDLPDzMwM/fv3B/B+ssGTJ08CAOLi4uQJ+cqWLYsGDRrkSj2FCxfG+vXrYWb2vjE9NjZWbuVMi7o/UUY0w4P6NtSHj/v27SuvxZXVr5yiGQJ0fX3GpGvdWTmGch/DDuWKPXv2pOpEmVX5bfkIdV8L9ZIK6UmrL4mmgwcPyo9//fXXDD8xPnjwQIcKs+eTTz6RW0uio6PTXe08rxg0aJD8iV7duvPHH3/It5NyslUnLcWLF9e6dat5W+dD//77b6bn0zxGs4+Q5mP1HEB5gWZdmb2+qKioPHOrVP2eB4D79+9nevy9e/dyshzKJvbZoVyhGVj69OmDkiVLZvqcdevW4c6dO7h48SKuXLmCKlWq5GCFhuPo6Ihnz57JrVPpUS8gmZ5nz57Jj0uVKpXucc+fP8fff/+tU43ZIUkSvv32W4wfPx4AMH36dLRp00ZurcgpmrcgdGl58PDwQPPmzfHnn39i48aNmDdvnnwLy9zcHH369DF4rZnR7HSs2QLzoZMnTyIpKSnDTspHjhyRH3t7e8uPnZ2dUaFCBdy8eRN//fUXHjx4gBIlSuhZuf68vb3lJTmOHDmSYV+8w4cP51ZZmapatSrMzMyQnJyM48ePQ6VSpXtbLDk5GadOncrlCikr2LJDOS4yMhK7du0CANja2mLJkiWYMmVKpl9ff/21fI781LqjHhL88OHDDD/lLViwIMPzaPZryKiPjL+/v0Fnm83I0KFDUbx4cQDvO/qOGjUqywEkPj4+WwFDMxToemtjyJAhAN7fWpg4cSJCQ0MBAO3bt4ezs7POtXxIM5Bm5sGDB7h69ar8faVKldI9NioqKs11xNT2798v3+KsU6cOihYtqrVfveCqEEIOp8bWqlUreXbvwMDADPsW/frrr7lVVqasra3x5ZdfAgAiIiKwZcuWdI9dv349Xrx4kVulkQ4YdijHBQcHy3+MfX19YW1tnaXndevWDaampgDez4uSW3/Q9aX5iXXcuHFphoFJkybJc3ekRz13DgD8+OOPafbxWb58OebPn69Htbqxs7PDpk2b5BaHhQsX4quvvpKX/0iLEAIbN25EtWrV5PlfdKE5AubixYs6Pbdly5byvEiLFi2StxvqFpa3tzcGDBiACxcuZHhceHg4fH195X5OderUyXTUzpgxY9JcWPPu3btyfyQAGD16dKpjhg8fLr/ukJAQjBgxIsPRg9HR0Zg3b57WrVNDK1KkCLp16wbg/bIRvXr1SrOmiRMn4vTp0zlWR3aMHDlSfjxs2DB5mRFNV65c0TqO8hbexqIcl9VRWB8qUqQImjZtir179+LFixfYtWuXTsNojaV///6YNWsWXr58iU2bNqFevXro0aMHChcujIcPHyIkJAQXLlxA165d5flx0jvPjBkz8ObNG2zduhXVq1dHr169ULx4cTx79gxbtmzBsWPHUKRIEVSpUiXT8GQotWrVwo4dO9ClSxdER0dj06ZN2LlzJ7744gs0aNAAxYoVg6WlJZ4/f46rV69iz5498krp2eHo6Ihq1arh0qVLOHLkCIYMGYImTZpotfiktx6RqakpBgwYoLXekaenJ5o0aZLtejQlJSVh5cqVWLlyJUqXLo369evj008/hbOzM0xMTPDs2TOEhoZi27Zt8uirggULYvHixRmet2XLljhw4AB8fHzQp08f1KtXT2ttLPUIoY4dO6Y5yV3BggWxbds2NGzYELGxsViwYAE2bdqEr776ClWrVoWdnR1iY2Nx//59nDt3DocPH0ZSUhLWrFljkH+X9MydOxf79+/H06dPsXPnTlSuXFlrbayQkBCcOnUK3t7eiIiIyLBfU25q2rQpevbsieDgYDx//hw1atRIc20slUqFNm3aYOfOnQDyzshOAtfGopz1119/yVOnu7m5iZSUFJ2eHxwcLD+/TZs2Wvs0l3jITGbHGvJcQgixd+9erRWxP/xq3bq1ePv2babLRezcuVOegj+tL1dXV3H27FmtKf3v37+f6jyGWC7iQ7du3RKtW7dOt7YPv6pVqyb27duX6jxZWSX6zz//FKampumeOyMRERHy2kcAxPTp0w3x8oUQQjRt2lRIkpTlf4NKlSqJ8+fPp3kuXVc9b9myZaarnt+4cUNUrVo1S7VZWlqKPXv2pDpHZu8tXY811qrnGcnKsYmJiaJ9+/bp1q1e9VxzWZWLFy9meF3KPYydlKM0W3W6d++u8yedDh06yJ/g9+zZo1MfCWNq1qwZLl++jH79+sHDwwMWFhZwdnZGo0aNsGbNGuzYsSNLc420bt0aFy9eRL9+/eDu7g5zc3MUKlQI1atXx08//YQrV65o3e7KTWXLlsXOnTtx6dIlTJ48GfXr14e7uzusra1haWmJokWLol69ehg7dizOnj2Lixcvyn0fdNWiRQucOnUK3bt3h6enZ5ZvhQLvRwFVqFABwPsh6Rktw6Cr/fv34+HDh1i5ciX69euHmjVrwtnZGRYWFjA3N4eTkxOqVauG/v37Y8eOHfj777/lJRUy06tXL5w/fx4DBgyAl5cXrKys4OTkhC+++AJr167F7t27YWVlleE5KlSogEuXLmHbtm3o3bs3ypQpAzs7O5iamsLBwQFVq1ZF7969ERgYiCdPnuTKit2VKlXC9evXMXnyZHzyySewsbGBvb09qlevjpkzZ+L8+fN5okP1hywsLLB161aEhISgSZMmKFSoEKysrODl5YUBAwbg/Pnz6N69u9ayKoaasJL0JwmRgxMrEBEZ2Z07d+Qh3+3atcO2bduMW1A6jh49Kk8OOXnyZEyZMsW4BVG2eHt748KFC7C3t8erV69Srf9HxsGWHSJSNPVwZ+D9IqFEOeX8+fNyZ/X69esz6OQhDDtEpFjh4eFYvnw5gPcr1ufGbRpSprt372Y4d9adO3fk0WYAg3Vew9FYRKQox44dQ1xcHB48eICff/5ZHrk0efJkftKmbAsNDUW/fv3QoEEDNGjQAF5eXrC0tMSLFy9w8uRJbNq0SZ41vUOHDmjVqpWRKyZNDDtEpCh9+vRJtXxGu3bt0KNHDyNVREqRnJyMQ4cO4dChQ+ke4+vrm+ND+El3DDtEpEhWVlYoVaoU+vTpgxEjRhi7HMrn2rZti3Xr1mH//v24ePEiXrx4gZcvX8ojD318fNC7d2+5kznlLRyNRURERIr20bfsqFQqPH78GLa2tryfT0RElE8IIRAbGwtXV9dM53D76MPO48eP5TVkiIiIKH959OiRvEBxej76sGNrawvg/T+WnZ2dkashIiKirIiJiYG7u7v8dzwjH33YUd+6srOzY9ghIiLKZ7LSBYWTChIREZGiMewQERGRojHsEBERkaIx7BAREZGiMewQERGRojHsEBERkaLlm7ATGBgISZIy/Tp48KCxSyUiIqI8JN/Ns2NiYgJnZ+d091taWuZiNURERJTX5buw4+7ujrCwMGOXQURERPlEvrmNRURERJQdDDtERESkaAw7REREpGj5Luy8ePECn332GQoWLAhra2t4eXmhZ8+eOHr0qLFLIyIiojwo34WduLg4XLx4ERYWFlCpVLh//z7Wrl2LRo0aoX///khOTs7w+YmJiYiJidH6IiIiIuXKN6OxXF1dMXnyZHTs2BHlypWDpaUlUlJScPbsWUyePBkHDx5EQEAAChQogAULFqR7Hn9/f0ydOjUXKzeMkuN3G7sExQib2crYJRARUS6ShBDC2EXoS6VSoWPHjti+fTtMTEzwzz//oEyZMmkem5iYiMTERPn7mJgYuLu7Izo6GnZ2drlVss4YdgyHYYeIKP+LiYmBvb19lv5+57vbWGkxMTHB3LlzAbwPPjt37kz3WEtLS9jZ2Wl9ERERkXIpIuwAQOnSpVG4cGEAwL1794xcDREREeUVigk7RERERGlRTNi5e/cuIiMjAQCenp5GroaIiIjyinwRdjLrQy2EwNixYwG877/TunXr3CiLiIiI8oF8EXYePHiAmjVrYtmyZbh3754cflQqFc6cOYMWLVpg69atAIDBgwejXLlyxiyXiIiI8pB8M8/O+fPncf78eQDvR1TZ2toiNjZWaxh5v379MH/+fGOVSERERHlQvgg7RYoUwYIFCxAaGoq///4bL168wKtXr2BlZQVPT0/UrVsX/fv3h4+Pj7FLJSIiojwmX4Qda2trDB8+HMOHDzd2KURERJTP5Is+O0RERETZxbBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKlu/DzsyZMyFJkvxFREREpClfh51bt25h6tSpxi6DiIiI8rB8G3ZUKhX8/PyQkJCAOnXqGLscIiIiyqPybdhZsGABTp06hR49euDLL780djlERESUR5kZ4iS3b99GaGgoHj9+jBcvXiAhIQGFChWCs7MzKlSoAB8fH9jY2BjiUgCA+/fvY+LEiShUqBB+/fVXLFq0yGDnJiIiImXJdtgJDQ3F8uXLsXfvXjx//jzji5iZoXr16ujRowd69eoFe3v77F4WADBw4EC8ffsWixcvhrOzs17nIiIiImXTOewEBwdj9uzZuH79OoQQ8vaCBQuiUKFCcHJygrW1NaKiohAVFYXIyEi8e/cOZ8+exblz5zB+/Hh069YNkyZNgru7u84Fr1ixAocOHUKTJk3Qu3dvnZ9PREREH5csh52jR49izJgxuHTpEoQQcHJygq+vL+rXr49atWqhdOnSaT7vzZs3uHDhAs6ePYsdO3YgNDQUK1euxNq1a/Htt9/ihx9+gK2tbZZqiIiIwNixY2FtbY1ly5ZltXQtiYmJSExMlL+PiYnJ1nmIiIgof8hy2Pniiy8AAM2aNcOQIUPQsmVLmJubZ/q8ggULomHDhmjYsCHGjRuHsLAwBAUFYcGCBZg9ezZsbGzw448/ZqmGwYMHIzo6GrNmzYKXl1dWS9fi7+/P4epEREQfkSyPxmrWrBlCQ0OxZ88etGvXLktBJy0lS5bEpEmT8ODBA/j7+8PJySlLzwsODsbu3bvx6aef4rvvvsvWtQFgwoQJiI6Olr8ePXqU7XMRERFR3pfllp09e/YY9MI2Njb4/vvvs3Ts8+fPMXLkSJiammLFihUwM8v+IDJLS0tYWlpm+/lERESUvxhk6HlOGzduHF6+fImhQ4eifPnyePPmjdb+pKQk+bF6n4WFBSwsLHK1TiIiIsp78sWkgvfv3wcALFmyBLa2tqm+/P395WPV27LaakRERETKlmMtOykpKViyZAkOHDgAU1NTtGrVCn5+fjl1OSIiIqI06dWyExAQAFNTU3z11Vep9nXr1g3ffvstdu3ahW3btmHQoEHo2rVrtq5z9OhRCCHS/Zo8ebJ8rHrbb7/9lt2XRURERAqiV9jZt28fAKBHjx5a248ePYpNmzZBCIG6deuiSZMmAICNGzdi+/bt+lySiIiISCd6hZ2///4bAODj46O1PSgoCMD7ZR1OnDiB/fv3Y+rUqRBCIDAwUJ9LEhEREelEr7ATGRkJS0tLFC5cWGv7wYMHIUkSRowYIW8bNmwYAODChQv6XJKIiIhIJ3qFnZiYGFhZWWlte/LkCcLDw+Hi4oJKlSrJ2x0dHWFnZ4cXL17oc8k0TZkyRe6rQ0RERKRJr7Bjb2+P6OhoxMXFyduOHTsGAKhbt26az/kwHBERERHlJL3CzieffAIA2LBhg7wtKCgIkiShQYMGWsdGR0cjJiYGRYsW1eeSRERERDrRa56dbt264dixYxg2bBjOnj2Lp0+fYu/evbC0tEw1HD00NBQAUKZMGX0uSURERKQTvcKOn58fNm3ahIMHD2L58uUQQkCSJEybNi1VC87GjRvTbPEhIiIiykl6hR1TU1Ps3bsX69evx+nTp+Hg4ICWLVumGoqelJSEJ0+eoH79+mjRooVeBRMRERHpQu/lIkxMTNCjR49UEwtqsrCwwJ9//qnvpYiIiIh0li8WAiUiIiLKLoYdIiIiUjSDrHp+9+5dbNiwAVeuXEFUVBTevXuX7rGSJOHQoUOGuCwRERFRpvQOO1OnTsW0adOgUqmyNIOxJEn6XpKIiIgoy/QKO2vXrsXUqVMBAK6urmjWrBlcXV1hZmaQBiMiIiIivemVShYtWgQAaNu2LTZs2AALCwuDFEVERERkKHp1UL527RokScLixYsZdIiIiChP0ivsSJIEOzs7uLq6GqoeIiIiIoPSK+yUL18ecXFxSExMNFQ9RERERAalV9gZMGAA3r17h40bNxqqHiIiIiKD0ivsDBw4EG3btsWIESNw/PhxQ9VEREREZDB6jcb66aefULVqVZw4cQKNGjWCj48PatWqBVtb2wyfN2nSJH0uS0RERJRlksjKTIDpMDExkScJVJ8mK5MGpqSkZPeSBhcTEwN7e3tER0fDzs7O2OWkq+T43cYuQTHCZrYydglERKQnXf5+69WyU79+fc6ITERERHmaXmHn6NGjBiqDiIiIKGdw1XMiIiJSNIYdIiIiUjSDrdiZlJSEAwcO4MKFC3j+/DkkSYKzszO8vb3RpEkTLidBRERERmGQsLN8+XL8+OOPiIyMTHN/4cKFMW3aNAwcONAQlyMiIiLKMr3Dzrhx4zB37lx56LmbmxuKFy8OAAgPD0dERARevHiBIUOG4O7du5g5c6a+lyQiIiLKMr367Bw7dgxz5syBEAK+vr64ceMGHj16hNDQUISGhuLRo0e4efMmOnXqBCEE5syZgxMnThiqdiIiIqJM6RV2Fi1aBADw8/PDxo0bUb58+VTHlCtXDhs2bICfnx+EEFi4cKE+lyQiIiLSiV5h5/Tp0zAxMcH06dMzPXbatGmQJAmnTp3S55JEREREOtEr7ERGRsLe3h4uLi6ZHlukSBE4ODik24mZiIiIKCfoFXZsbW0RGxuLhISETI+Nj49HbGwsChYsqM8liYiIiHSiV9ipUqUKUlJSsGrVqkyPXbVqFZKTk1G1alV9LklERESkE73CTo8ePSCEwOjRo7Fy5cp0j/v9998xevRoSJKEXr166XNJIiIiIp1IQj1BTjaoVCo0btwYx44dgyRJKF68OBo1agQ3NzdIkoRHjx7hyJEjiIiIgBACDRs2xKFDh/LUSum6LBFvTCXH7zZ2CYoRNrOVsUsgIiI96fL3W69JBU1MTLB9+3b0798fW7ZswaNHj7BmzRqtY9RZytfXFytXrsxTQYeIiIiUT+8ZlO3s7LBp0yacP38eISEh8tpYAODi4oIaNWqga9eu8Pb21rtYIiIiIl0ZbCFQb29vBhoiIiLKc/TqoExERESU1zHsEBERkaJl+TZWUFAQAMDe3h7t2rXT2qar3r17Z+t5RERERLrK8tBzExMTSJKEcuXK4caNG1rbdLqgJCE5OVn3SnMIh55/fDj0nIgo/8uRoeceHh6QJAmurq6pthERERHlVVkOO2FhYVnaRkRERJSXsIMyERERKRrDDhERESkaww4REREpms5Dzw2BQ8+JiIgot2Q57PTt29cgI68kSWLYISIiolyj89BzIiIiovxEr6HnRERERHkdOygTERGRomW5ZcfYLl68iJ07d+Kvv/7C7du38eLFC8TExMDOzg7ly5dHy5YtMXToUDg5ORm7VCIiIspD8k3YWbVqFRYtWiR/b2VlBWtra0RFReH06dM4ffo0fvvtN+zYsQN16tQxYqVERESUl+Sboec1a9ZEyZIl8fnnn6N8+fJwcHAAALx58wabN2/G2LFj8eLFC7Rv3x63b9+Gvb29weolIiKi/EvnVc/1vmAOrXq+f/9+NGvWDAAQHByMHj16ZOl5XPX848NVz4mI8r8cXfU8r6pdu7b8ODw83IiVEBERUV6imKHnJ06ckB+XKlXKiJUQERFRXpJvOiinJTExEU+ePMGuXbswadIkAEDp0qXRpk0bI1dGREREeUW+DDtWVlZITExMtd3Hxwfr1q2DpaVlus9NTEzUem5MTEyO1EhERER5Q74MO0WLFkVCQgLevHmDt2/fAgAaNWqE2bNnw8PDI8Pn+vv7Y+rUqblRJpHiseO8YbDTPFHO0nnoub29Pdq1a6e1TVf6LgSq2X/o+fPnWLNmDaZPn46aNWvif//7H3766ad0nzthwgR899138vcxMTFwd3fXqx4iIiLKu3Qeel6uXDncuHFDa5tOF8yhoefnzp1DnTp1oFKpsHPnTrRu3TpLz+PQ848PP0UbDt+XhsH3JJHucnTouaura6pteUHNmjXx+eef4/jx41i+fHmWww4REREpm15Dz/PacHQ3NzcAwL///mvkSoiIiCivUNSq5/fu3QMA2NraGrkSIiIiyivyRdhJSUlBZl2LDh06hHPnzgEAGjZsmAtVERERUX6QL8LOo0ePUK1aNSxbtgz37t3TCj6PHj3CzJkz0a5dOwgh4OTkhFGjRhmxWiIiIspLdJpn5/jx4wa5aP369XV+zuXLlzFkyBAAgIWFBezs7BAfHy/PswMAnp6e2Lx5M4oWLWqQOomIiCj/0ynsNGzYUO/RV9kZeu7q6ooNGzbg6NGjOHv2LJ48eYLIyEiYmprCw8MDVatWRbt27dC9e3dYW1vrVR8REREpS7ZmUM7i1DwGY2Fhgc6dO6Nz5865el0iIiLK/7IVdjw9PdG3b1906tQJNjY2hq6JiIiIyGB0CjtDhw5FSEgI7t+/jylTpmDu3Lno0qUL+vfvj9q1a+dUjURERETZptNorEWLFuHJkydYt24dGjdujLdv3+L333+Hj48PKlSogDlz5uDp06c5VSsRERGRznQeem5hYYGuXbti//79CAsLw9SpU1GyZEncunUL48ePh4eHB9q2bYutW7fmyBpYRERERLrQa56d4sWL48cff8Tdu3dx+PBh9OjRAxYWFti1axc6deoEV1dXfPfdd1y+gYiIiIzGYJMKNmzYEEFBQXjy5AmWL1+OWrVqITIyEvPmzcPy5csNdRkiIiIinRh8BmVbW1t4enrC09MT5ubmhj49ERERkU6yNfQ8LWFhYQgMDMTq1avx8OFDCCFgZmaG1q1bo1OnToa6DBEREZFO9Ao7CQkJ2LRpE1atWoXjx49DCAEhBCpUqIB+/fqhV69eKFKkiKFqJSIiItJZtsLOmTNnsGrVKmzYsAGxsbEQQsDOzg5du3ZFv379UKtWLUPXSURERJQtOoWd2bNnIyAgALdv34YQApIkoWHDhujfvz98fX1hZWWVU3USERERZYtOYWf8+PGQJAklS5ZEnz590LdvX3h4eORUbURERER6y9ZoLPVkgp6enjA1NdXpy8zMYH2iiYiIiDKlc/LI7RXPiYiIiPShU9gJCAjIqTqIiIiIcoROYadPnz45VQcRERFRjjD4DMpEREREeQnDDhERESkaww4REREpWpbDTpUqVbBlyxaDXfjx48cYPnw4Zs2aZbBzEhEREX0oy2Hn5s2b6Ny5Mz799FMsXboUUVFR2brg8ePHMWDAAJQqVQpLliyBSqXK1nmIiIiIsiLLo7GuXr2KsWPHYvfu3Rg2bBhGjhyJpk2bol69eqhZsyaqVq0KR0dHreckJSXh3r17OHfuHM6ePYtdu3YhPDwcQgg4Oztj8uTJGDx4sMFfFBEREZFalsNO+fLlsXPnThw5cgSzZs3CgQMHsHv3bvz555/yMaampnBwcIClpSVevXqF+Ph4rXMIIeDm5oZBgwZh5MiRsLW1NdwrISIiIkqDzjMoN2rUCI0aNUJYWBhWrFiBffv24fLly0hJSUFycjIiIyNTPadIkSJo0KABunXrhjZt2sDEhP2iiYiIKHdke6GqkiVLYvr06Zg+fTpiY2Nx4cIFPH78GC9evEBCQgIKFSoEZ2dnVKxYEWXLljVkzURERERZZpBVOW1tbdGoUSNDnIqIiIjIoHg/iYiIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFC3Hw86rV68QExOT05chIiIiSpNeYefx48cICgrC3r17U+27fv06atSogcKFC8PR0RH16tXD7du39bkcERERkc70CjurVq1Cv379cPToUa3t8fHxaNmyJS5dugQhBIQQOHXqFJo0acJWHiIiIspVeoWdgwcPAgC6dOmitX316tV49OgRnJycsGLFCgQHB6N48eKIiIjAokWL9LkkERERkU70CjthYWEAgPLly2tt37JlCyRJwowZM+Dn54fu3btjxYoVEEJgx44d+lySiIiISCd6hZ3IyEjY2dnB2tpa3qZSqXD69GlIkoROnTrJ25s2bQoTExPcunVLn0sSERER6USvsJOSkoLExEStbVevXkVcXBwqVaoER0fH/y5kYgJHR0e8fftWn0sSERER6USvsFOsWDEkJibi/v378rZ9+/YBAOrWrZvq+Ddv3sDJyUmfSxIRERHpRK+wU6dOHQDA1KlToVKp8OLFCyxZsgSSJKFZs2Zax96/fx+JiYkoVqyYPpckIiIi0oleYefbb78FAKxZswYODg5wd3fHgwcP4OnpidatW2sde+DAAQBA9erV9bkkERERkU70Cjs1a9bEqlWrULBgQbx58wZJSUkoX748tmzZAjMzM61jg4KCAACNGjXS55JEREREOjHL/JCM9enTB1999RWuXbsGBwcHlCpVCiYm2hkqKSkJgwYNwsCBA9GqVSt9L0lERESUZXqFnYcPHwIAXFxc4O3tne5xFhYW6N27tz6XIiIiIsoWvW5jlSxZEl5eXoiKijJUPUREREQGpVfLTsGCBWFubg5XV1dD1UNERERkUHq37MTFxSElJcVQ9RAREREZlF5hp3379khKSsLu3bsNVQ8RERGRQekVdsaNG4fSpUtj6NChuHLliqFqStPLly8REBCAnj17omLFiihQoAAsLS1RvHhxtG/fHlu3bs3R6xMREVH+pFefnc2bN2Pw4MGYMmUKatSogebNm8PHxwcuLi4wNTVN93nZGZlVtGhRJCcny99bWVnB3NwcERERiIiIwPbt29GiRQts2rQJNjY22Xo9REREpDySEEJk98kmJiaQJAkAIISQH2d4QUnSCi1ZJUkSatasib59+6JZs2bw8vICAISFhWHatGlYuXIlAKBnz55Ys2ZNls8bExMDe3t7REdHw87OTue6ckvJ8bxVaChhMznXk6HwfWkYfE8S6U6Xv996tex4eHhkKeAYwuHDh9OcfblkyZL4/fffYWZmhmXLliE4OBgzZsyAu7t7rtRFREREeZteYScsLMxAZWQus2Um/Pz8sGzZMgDAhQsXGHaIiIgIgJ4dlPMSKysr+TGHwhMREZGaYsLO0aNH5ceVK1c2XiFERESUp+i9EGhe8Pr1a/j7+wMA6tWrh3LlyqV7bGJiIhITE+XvY2Jicrw+IiIiMh6DhZ3Tp0/j5MmTCA8Px9u3b5HeIC9JkuSRU4agUqnQq1cvPHnyBJaWlliwYEGGx/v7+2Pq1KkGuz4REeUdHCFoOEoaJah32Llz5w66d++Oixcvam1Payi6epshw863336LXbt2AQAWL16MqlWrZnj8hAkT8N1338nfx8TEsDMzERGRgukVdl6+fIkvvvgCERERKFKkCBo0aIANGzbA2toavr6+ePr0Kc6ePYvY2FgULlwYrVoZNiWOGTMGCxcuBAD8+uuv6N+/f6bPsbS0hKWlpUHrICIiorxLrw7Kv/32GyIiIlCrVi3cvXsXISEhAAB7e3sEBQVh//79ePz4McaOHYvIyEhYW1sjICDAIIV///33+PnnnwEAc+bMwciRIw1yXiIiIlIWvVp2du/eDUmSMGPGjHSXaChQoABmzZqFpKQkzJ8/H40aNULnzp31uSzGjh2LuXPnAgBmz56NMWPG6HU+IiIiUi69Wnbu3r0LSZJQr149re1JSUmpjh0/fjwAYPny5fpcEmPGjNEKOmPHjtXrfERERKRserXsvHv3Dvb29jAz++80NjY2iI2NTXVskSJFYG9vr9fq6GPGjJFvXc2dOxejR4/O9rmIiIjo46BXy46rqyuio6O1FvYsUqQIkpOTce/ePa1j3717h5iYGERHR2frWuPGjZODzi+//MKgQ0RERFmiV9jx9PSEEAKPHj2St3l7ewMAgoODtY4NDAyESqWCm5ubztd5+PAhZs+eDeD9SuuzZs1C0aJF0/1S3+YiIiIi0us21pdffonDhw9j7969GDp0KACgV69e2LBhA6ZNm4Znz57h008/xeXLl7FixQpIkoT27dvrfB2VSqX1+NmzZxke/+bNG52vQURERMqkV9hp164dFi1ahBMnTshhp1WrVujatStCQkKwdOlS+VghBCpUqIBJkybpfJ2SJUumOyMzERERUUb0Cjtly5ZFWFhYqu1r165Fo0aN8Mcff+DRo0ewt7dH8+bNMXr0aNjb2+tzSSIiIiKd5MhCoJIkYeDAgRg4cGBOnJ6IiIgoy/TqoExERESU1zHsEBERkaJl+TbW8ePHDXbR+vXrG+xcRERERBnJcthp2LAhJEnS+4KSJGlNQkhERESUk3TqoGyI4d8cQk5ERES5KcthR3NiPyIiIqL8gh2UiYiISNEYdoiIiEjRGHaIiIhI0Tj0nIiIiBSNQ8+JiIhI0Tj0nIiIiBSNQ8+JiIhI0dhBmYiIiBSNYYeIiIgUTac+O1nx4MEDPH/+HJIkwdnZGSVKlDD0JYiIiIiyzCAtO0+ePMGIESPg4uICLy8v1K5dG7Vq1YKXlxdcXFwwcuRIPHnyxBCXIiIiItKJ3mHn1KlTqFKlChYtWoTIyEgIIbS+IiMjsWDBAlStWhWnT582RM1EREREWabXbaznz5+jbdu2ePXqFezs7DBkyBA0bdoUxYsXBwCEh4fj4MGDWLZsGSIjI9G2bVvcuHEDLi4uBimeiIiIKDN6hZ2ff/4Zr169Qvny5XHgwAG4ublp7S9XrhwaN26Mb775Bk2aNMGtW7fwyy+/YObMmXoVTURERJRVet3G2r17NyRJwooVK1IFHU2urq5YsWIFhBDYtWuXPpckIiIi0oleYScsLAwFChSAj49Ppsf6+PigQIECePDggT6XJCIiItKJXmFHkiSdl3/gchFERESUm/QKOyVKlEBcXBzOnDmT6bGhoaF4+/YtSpYsqc8liYiIiHSiV9hp0aIFhBAYNGgQXrx4ke5xz58/x6BBgyBJElq2bKnPJYmIiIh0otdorDFjxmDlypW4fv06KlSogKFDh6Jx48Zwc3ODJEl49OgRDh06hGXLluHly5dwcHDAmDFjDFU7ERERUab0CjtFihTB1q1b0aFDB0RFRWHGjBmYMWNGquOEEHBwcMC2bds4xw4RERHlKr1nUG7QoAGuXLmCwYMHw9HRMdUMyo6Ojhg6dCiuXr2K+vXrG6JmIiIioiwzyEKgxYsXx5IlS7BkyRLcv38fz58/BwC4uLjA09PTEJcgIiIiyhaDr3ru6enJgENERER5hkFWPSciIiLKq/Rq2Xn9+jW2bduGY8eO4e7du4iKigIAFCpUCKVKlULDhg3Rvn172NnZGaRYIiIiIl1lO+zMmjULM2fORExMjLxNPTuyJEk4efIkVq9ejZEjR+KHH37gkHMiIiIyimyFnV69emHdunVyuDE1NYWXlxecnJwghMCrV69w7949pKSk4PXr1xg3bhyuX7+OgIAAgxZPRERElBmd++wsXboUa9euhRAC1apVw8aNG/H69WvcunULoaGhOHPmDG7duoXXr19jw4YNqFatGoQQCAoKwu+//54Tr4GIiIgoXTqFnXfv3uHHH3+EJEno1q0bzpw5A19fXxQoUCDVsQUKFECnTp1w5swZdO3aFUIITJw4EcnJyQYrnoiIiCgzOoWdHTt24OXLl/D09MTKlSthbm6e6XPMzc2xatUqeHp6IjIyEjt37sx2sURERES60insHDlyBJIkYfjw4bCyssry86ysrDBs2DAIIXDo0CGdiyQiIiLKLp3CzqVLlwAATZs21flCzZo10zoHERERUW7QKew8fPgQkiShYsWKOl+oYsWKMDExwcOHD3V+LhEREVF26RR2YmJiYGtrC0mSdL6QJEmws7PTmpeHiIiIKKfpFHbevHkDa2vrbF/M0tISb9++zfbziYiIiHSlU9hRTyKoD0Ocg4iIiCiruBAoERERKZrOy0U8e/YMpqam2bqYECJb/X2IiIiIskvnsMPbUERERJSf6BR2Jk+enFN1EBEREeUIhh0iIiJSNHZQJiIiIkXLN2EnLi4Oe/bswbRp09CxY0eUKFECkiRBkiRMmTLF2OURERFRHqVzB2VjOXfuHFq2bGnsMoiIiCifyTdhBwAcHR1RvXp1+WvUqFF4+vSpscsiIiKiPCzfhJ169eohKipKa9v48eONVA0RERHlF/mmz052JzIkIiKij1u+CTtERERE2cGwQ0RERIqWb/rsGEpiYiISExPl72NiYoxYDREREeW0j65lx9/fH/b29vKXu7u7sUsiIiKiHPTRhZ0JEyYgOjpa/nr06JGxSyIiIqIc9NHdxrK0tISlpaWxyyAiIqJc8tG17BAREdHHhWGHiIiIFI1hh4iIiBSNYYeIiIgULV91UH716hVSUlLk71UqFQAgLi4OkZGR8nYrKysULFgw1+sjIiKivCdftexUq1YNzs7O8pd62PicOXO0tg8fPtzIlRIREVFeka/CDhEREZGu8tVtrLCwMGOXQERERPkMW3aIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjR8l3YiY2NxZQpU1C5cmUULFgQ9vb28Pb2xs8//4ykpCRjl0dERER5jJmxC9DFgwcP0LBhQ4SFhQEAbGxskJiYiAsXLuDChQtYu3YtDh06BEdHR+MWSkRERHlGvmnZSUlJQZs2bRAWFoZixYrhwIEDePv2LeLi4hASEgJbW1tcunQJPXr0MHapRERElIfkm7ATGBiIq1evAgA2b96MJk2aAABMTEzQpUsXLFu2DACwZ88eHDp0yGh1EhERUd6Sb8LO6tWrAQCNGjVCnTp1Uu3v2rUrPD09AQBBQUG5WhsRERHlXfki7MTFxeHUqVMAgBYtWqR5jCRJaN68OQBg//79uVYbERER5W35IuzcvHkTKpUKAPDJJ5+ke5x639OnTxEVFZUrtREREVHeli9GYz1+/Fh+7Obmlu5xmvseP34MJyenVMckJiYiMTFR/j46OhoAEBMTY4hSc4wqMc7YJShGXv+/zk/4vjQMvicNh+9Jw8nr70t1fUKITI/NF2EnNjZWfmxjY5PucZr7NJ+jyd/fH1OnTk213d3dXY8KKT+x/83YFRBp43uS8qL88r6MjY2Fvb19hsfki7BjSBMmTMB3330nf69SqRAVFYVChQpBkiQjVpb/xcTEwN3dHY8ePYKdnZ2xyyHie5LyHL4nDUcIgdjYWLi6umZ6bL4IO7a2tvLjuLj0myg192k+R5OlpSUsLS21tjk4OOhXIGmxs7PjDzHlKXxPUl7D96RhZNaio5YvOihrpraIiIh0j9Pcl5WkR0RERMqXL8JOhQoVYGLyvtRr166le5x6X9GiRdPsnExEREQfn3wRdmxsbODj4wMA2Lt3b5rHCCGwb98+AMCXX36Za7XRfywtLTF58uRUtwmJjIXvScpr+J40DklkZcxWHrBy5UoMGDAAkiQhNDQUtWrV0tq/YcMGdOnSBQBw8OBBNG7c2BhlEhERUR6TL1p2AKBPnz6oXLkyhBDw9fWV179SqVTYuHEjBg4cCOD9DMsMOkRERKSWb1p2ACAsLAyNGjVCWFgYgPe3t1QqFRISEgAA1apVw6FDh+Do6GjEKomIiCgvyVdhB3g/edDcuXOxZcsW3L9/HyYmJihbtiy6deuGb775BhYWFsYukYiIiPKQfBd2iIiIiHSRb/rsEBEREWUHww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERGRwnCgtTaGHSIiIgVJSUmBJEkAgIiICCQnJxu5IuNj2KE8KyUlxdglkIJpfvJVqVRpbifKb1JSUmBqagoAWLRoEXx9fdGrVy/ExMQYuTLjMjN2AURqKpUKJib/5W/1D6yaEEL+tEKkD80/CADw+PFjODg4QAgBW1tbI1ZGlH2a7+sRI0Zg4cKFsLCwgLm5OW7fvo0aNWoYuULj4QzKlCckJyfDzOx99j527BguX76M8+fPw9PTEx4eHhgwYICRKySl0HyvLVmyBCdOnMCff/4JFxcXWFtbY9SoUfDx8UGZMmWMXClR1ml+WOzZsyfWrVsHBwcHrFu3DrVr14aDg4NxCzQyhh0yOs1PIyNHjsTq1asRHR2tdUyrVq0wbtw4eHt7w9LS0hhlkgJovtcGDBiAVatWwdTUFGZmZnB2dkZ4eDgsLCzQoUMH+Pn5oUmTJkaumEg3o0aNwrx58+Dm5oa9e/eiUqVKcqu4ZtBX+7BFXakYdsioNH/QevXqhbVr16JAgQIYMWIEnJ2dYW9vj3HjxiEyMhLly5eHv78/2rZty9tZpDPN26B+fn4ICAiAg4MDAgIC4OnpiSpVquDXX3/FtGnT8OrVKzRt2hQbNmyAvb29kSsn0pbeLf1Dhw6hc+fOePfuHU6dOoUqVaogOTkZJiYmMDExQXx8PBISEhAaGgoPDw+4u7vD3t7+owg87LNDRqX+Afvf//6HtWvXan0aUTtz5gxWrFiBf/75Bx4eHgw6lC3q983ChQsREBAAZ2dnHDlyBBUrVpSPefHiBV69egUA+PHHHxl0KE+ZM2cO2rVrh7Jly6a5/9q1a3j9+jWGDRuGKlWqICkpCebm5pAkCZcvX0ZAQAAOHDiAmzdvws3NDZ9++ilWrFiBokWLKr9PpCAyskuXLgkvLy9RoEABcf78ea19Y8eOFZIkCQsLC3H8+HEhhBApKSnGKJMUIDExUbRr105YWlqKffv2ae37/vvvhSRJwszMTJw4cUIIIURycrIQQgiVSpXrtRJp8vX1FZIkiX79+om7d+9q7VP/TvTz8xOSJAk/Pz95X1RUlFi/fr2wt7cXkiQJW1tbYWtrK2xsbIQkSaJz584iNjY2V1+LMSi73YryhatXr+L+/fvo06eP1miBH374AXPnzoWpqSkOHz6MevXqpTkcXfBOLGXRrVu3sHfvXpQsWRIVKlSQt//www+YM2cOTE1NceTIEXz++edaw9GjoqKMUS4RAODt27dwcXGBs7MzNmzYgJ9++gn37t2T96tbZFq0aAEA2L17N2bOnIkFCxbAz88P3bt3R0xMDPr164edO3fi0KFDGDx4MKysrHDlypWPY1i6sdMW0YQJE4QkSWLBggWptml+yk5JSZE/wZw6dUpMmDDBKPVS/vDu3btU265cuSJsbW1FixYt5G3jx49P872mbs25ceOGKFOmjNi9e3fuFE6kQf0+fP36tRg/frwoXLiwsLGxEX369JFbeNTHhIWFib59+worKyshSZKQJEmYmpqK2rVri6VLl2qd98yZM8La2lpIkiROnjyp+NZL9tkho4uPjwcAvHnzBgAwfvx4zJ49O9WnbHX/noSEBAQHB2Pp0qWoVq0aOnfubLTaKW9KSUmRR50EBwejZ8+eAN6/1968eYMbN27g0aNHWL58OWbNmpXme02lUkGSJJw7dw7//vsv/vjjD7Rs2dKYL4s+QpIkQaVSyYM1hBBYuXIlNm7cCACYNGkSvLy8AAAlSpSQR62uXbsWJiYm6NOnD2rVqoXKlSsDeP8zYG1tDSsrK1hbW6NSpUqoVq2asvvrAGzZodyR1qcGdSvN9u3bhYWFhfD19RUjRoxI81O2EP/1n7h3754oU6aMqFixooiIiMilV0D5heZ7rVevXkKSJDFu3DghxPvWnmbNmglra2tRr169TN9r8fHxolatWqJw4cLi4MGDufxKiP6jfm++evVKjBs3Ls0WHk1xcXHi7du3WtsSExPlx+3btxeSJIlvvvlGxMfH52zxeQDDDuU49R8OIYR4/vy5uHfvntb+q1evCltbW7nZ1czMTJw+fVoI8d+tCM1bEm3atBGSJIkxY8Z8FD+klD3/93//JyRJEm5ubmLPnj0iOTlZqFQq8dNPP8nN+2ZmZmLPnj1CiPfv03fv3mm917p16yYkSRK+vr4iKirKWC+FSAiRtcCjUqm0Av+H3wshRN++fYUkSaJs2bIiLCws916AETHsUI7S/MMxf/580bhxY1GjRg35D4zasmXL5LDTvXv3VM9V69+/v5AkSVStWlU8evQoZ4unfEXz/RIfHy9q1KghChcuLP755x8hxH9/KOLi4kTt2rWFJEmiaNGiIiAgQFy7dk3rXElJSXKrUMmSJVMFdCJjUQeXrLbwaPb5uXTpkmjevLn8IeDmzZu5WrsxMexQjtFs0RkyZIiQJEmYm5uLwYMHiyNHjggh/vtBjI6OloeZS5IkOnbsKBYsWCAePnwobt26Jfbv3y9atGghJEkSRYoUkf+AEQmhPR3BqVOnxL///iskSRL+/v5CiP/ei+pA9PLlS1G1alUhSZJwcHAQpUuXFlOnThXz5s0To0ePFjVr1hSSJAlXV9eP6g8C5V2arTO63tK6ceOG6NatmyhatKiQJEnUqVNH3LlzJ9dqzwsYdihHaP5gqptMCxUqJI4ePSoSEhLSfM6DBw/E//73PznwSJIk/xBbWloKSZJEpUqVGHQ+cq9fv053n4+Pj5AkScycOVO4urqKTZs2CSG0w5A6+ERFRYnGjRtr3UJVf9na2oqGDRt+dH8QKO/IbD4x9fv41atXmY7S2rlzp6hYsaL45JNPxPfffy/Cw8Nztvg8iKOxKEeoe/bPnTsXq1evRtGiRXHw4EFUrFgx3XlxPDw8MGnSJFSqVAmzZ8/Gs2fP8OTJEwCAj48P6tevjyFDhsDd3T3XXgflLY0aNUK1atUwYcIEODs7a+2Li4uDnZ0dgPczcqekpODhw4cAoDUVvqmpKVJSUuDo6Ihdu3Zh8+bNCA0NRWhoKGxsbFCmTBm0bdsWdevWhYuLS+69OKL/T3MNtzt37uD69esICwuDu7s7SpYsic8++0ze7+DggHHjxgEAfv/99zRHabVu3Rqurq4oUKAAPDw8YG1tbYRXZWTGTlukXC9evBCNGzcWlpaWch+drM5+/OTJE/HgwQNx6tQpcfr0aZGcnCySkpJyslzK41atWiW3vMycOTPNzumvX78WXbt2FZIkCRMTE9GlSxfx5MmTNM+neZtViPd9eT7cRpTbNN+D48ePFxUqVEjV8vj999/LM8qrZfWW1seKYYdyzOHDh4UkScLDw0M8fPgwS8/5cOivEP81xSp90ivKnLoj+5IlS1Lt0+yI2aVLF3nE1YoVKzI8p/p56tFamtuIcpPmh8GePXsKSZKEjY2N8Pb2Fp9//rmoVKmSHHgaNGgggoODtZ7/4S0tPz8/cfv27dx+GXkSww5lS5MmTdL8g6Npy5YtwsTERPj4+GT5j8fHsEYL6W7evHmiQIECIjIyUty4cUPevn79eq2WG83A0717dznwrF+/PtdrJsqu0aNHC0mSRIkSJcTFixflfo5PnjwR/v7+8szHn332mfjjjz+0nqtu4SlWrJiQJEkMHTqUreKCYYeyYe7cufKni5CQkHSPW7NmjdzJOCsdPV++fClGjx4ttm3bZshyKZ/TvH21bt06eXvdunWFJEli8uTJ4vnz5/J2Bh7Kz06cOCGKFSsmChYsKK5cuSKEEKnCSlBQkHB3dxeSJInWrVvLHwDUow1fv34tvvnmG+Hl5aX14eBjxrBDOouJiZHnu1m+fHm6xz148ECUL19emJubC39//1Szeaqpb1mFhoaKokWLioEDB6Y7Yos+LppBZ9WqVVr7Ro4cKe+bNGlSlgJPRuGcKC9Q36rt2rWrEEJ7/ijN21wrV66U3/+//fZbqmNev34tnj17lktV530MO6QT9R+RN2/eiGPHjsnb1fPmaIqOjhYdOnQQkiQJb29vcezYMTnYqM+j+YPcsmVLIUmSWLhwIftMkFbQ+f333+Xtmp9yJ0+ezMBDiqB+vw4ePFhIkiR69uwphEg9qEPz+zFjxghJkkSpUqXE48ePU52L/sOwQ3qrU6eOkCRJBAUFyds0V4y2t7cXkiSJzz//XOzbt0/ExMSkOkefPn2EJEmibt26Wj+09HFKL+ikpKRorUguhBCTJk3SKfBYWVmJwMDA3HsxRFmgfq9+//338u2pD/epqT807tmzR9jY2AgXFxfx4MGD3Cs2H2LYoUz5+PiIadOmpbkvPj5ebr2RJEmsXr1a3qf+gTx06JAceCpVqiT8/PzE4cOHxalTp0RISIj48ssv5enLOYkbaQadZcuWydvVQUdt165d8kKwWQ08vXv3lie4jI6OzqVXRJR1u3btkt/LmqE8rdaaf/75RxQqVEiYm5uLCxcu5GaZ+Q7DDmVIc82qefPmpXlMbGys8PPzSzPwqH9AT548KU9VntZX5cqVOTMyaQWdgIAAIcR/IUcz6Kjfl/Xq1ZNva2Ul8Lx69UoMHDhQXLx4MfdeFJEOnj17Jlq3bi1MTU1F48aNxdGjR+V96p8B9e3/kydPChsbG/HZZ5+JN2/eGKXe/IJhhzKUmJiotWaVZkc4TbGxsaJfv35pBh71D+i///4rJk6cKBo3biwKFSokChUqJJo1ayZmzJjBRT1JvH37VnTu3Fl+D6k7aAohtDqsawbwDzvIZyXwsD8DGUtmk6qq35vLly8XBQsWFKampqJjx47iwIEDaR6v/nkZPnw4h5dngmGHMpWUlCTP+6Bv4FHf2goPD5fXZ8nqrMqkfBEREcLPz0+eR6RDhw5a+5cuXSq/v9asWSNv1/xFn1HgITIWzcEYhw4dEr/++qsYNGiQ+Prrr0VgYGCq2Y7Vne9NTExE1apVxezZs8WzZ89EeHi4uHv3rjxTuJeXl7h//34uv5r8h2GHssQQgUeI/4KNSqXiJ21K0+PHj0W/fv3kwOPr6yuEECIwMDDNoKM5A7KaZuAZM2aMePHiRe6+CCINmu/Nb7/9Vjg6Omrdxjc3NxeFCxcWf/zxh9YkmdOmTROurq7CxMRESJIkypcvL1xdXeUJAz08PMTNmzeN8ZLyHYYdyjJDBR6izERERGgFnurVq6fqyyNE+qNUhBBi6tSp8nT7DDtkLJot1+oO8nZ2dqJ79+5i7Nixol69evL6V7a2tmLatGlaLTWbNm0Sw4cPF9bW1qJAgQLyQI9evXpx7SsdMOyQThh4KLeoW3isrKxSzaD87t27dFsENQPPjBkzxN9//50r9RJlRN3a6ObmJq5evSpvj46OFn///bdo06aNkCRJFChQQMyePTvVFB1Xr14VJ0+eFNu2bRNPnz7l0jo6YtghnWUn8JiZmWkNIybKisePH4s+ffoIS0tLIUmS6N69u7xPsw/Eh7h6OeUlDx48ENWqVRPW1tYiNDRUCKG98Kxap06d5MBz+PBhIYT2LX/KPoYdypDmD5rmZG66BJ6BAwfKTbevX7/OtdpJGSIiIkTfvn2FjY1Nqk7LGQUeorxi7969QpIkUbp0afHy5ctUgzLU4TwhIUGed6xy5cq8/WpAJiDSkJKSovV9UlKSvM3ExASSJCE5ORnm5ubw9/fH6NGjAQCjRo3Cb7/9lup8BQsWxM8//4xhw4bh2LFjsLe3z/HXQMri6uqKGTNmoEuXLrCyssK2bdvg6+sLADAzM0NycrKRKyTKWHx8PCRJQrFixeDk5AQTE+0/vaamplCpVLC0tMTXX38NR0dHREZG4uXLl0aqWHkYdkiWnJwMU1NTAEBwcDBGjx6NTz/9FLVq1cKIESMQFBSE5ORk+Q+Mubk5ZsyYIQee7777Ls3AY2tri/nz5+PTTz/NxVdDSlKsWDFMnz4dXbt2hZWVFbZu3crAQ/mGJEkQQuDkyZM4ceJEmseoA5CPjw+srKzw9OlT3LhxIzfLVDZjNy1R3qDZx2HIkCFpznJsbW0tWrRoIV69eiWE+G+UQVJSkrwgnSRJ4tdffzXCK6CPwYfD0jt27CjvYz8dyqseP34svL29hbm5ufj+++9FZGRkmsclJyeLhIQEeXTWtm3bcrlS5WLLDkEIIbfo9O3bF8uWLYOjoyNmzpyJpUuX4pdffkHdunVhbW2NvXv3olmzZnj48CFMTEzSbeHx9/c35ksihSpWrBimTZum1cLTtGlTAJDfw0S5TQiR4fYiRYrA29sbycnJCA4Oxv79+xEfH6913Lt372Bqaoro6Gi8efMGXl5e8Pb2zpX6PwrGzVqUl8ycOVMeGnnr1i2tfXfu3BGLFi0Sbm5uQpIkUatWLREXFyeE+O8TdVJSkhg3bpw8+urly5e5/hro4/D48WMxYMAAuTWRy42QsXzYohgVFSUSExPl79Ut4PHx8aJmzZpCkiRRvHhxERAQkOb7tmfPnnJH/A+Hn1P2Mex8RDRHAKgfay7j0KJFC2FhYSH27NkjhEg9l0lsbKxYu3atPHtn7969U40qSExMFD/++CPnNqEc9+jRIzF8+HDOIEtGoxl0fvrpJ9GuXTvh4uIivvjiCzF37lwRHx+vdXxYWJioUaOGkCRJuLi4iM6dO4s//vhDXLp0SRw6dEh06NBB/sD577//5vbLUTRJiHTa30iREhISkJiYCABaI6Nu3LiBTz75BNbW1rhw4QLKlSuXasQAALx+/Rrz58/HrFmzULx4cYSEhKBatWoQQkCSpFx7HUQA5A7zRDltwoQJ+Prrr+Hu7g4AUKlU8u/IPn36YM2aNak6y/fu3Rtff/01vL295d+PT58+RZcuXbQ6KltaWuLdu3dQqVQoU6YMduzYgXLlyuXiq1M+9tn5SJw4cQITJkxAjRo1UK1aNbRq1Qrz5s2DSqUC8N+Qc2traxQoUCDNoAMADg4OaNWqFaytrXHnzh2cOXMGABh0yCgYdCg3dOzYEbNmzcKgQYPw+PFjAP+Nnho3bhzWrFkDJycnzJs3D7/99hv+97//AQCCgoIwbdo0nDhxQu6/U7RoURw4cAAzZ85E586dYW1tDXNzc9SuXRvfffcdDhw4wKCTE4zbsES5ISQkRBQqVEiYmpqmGmE1dOhQ8eTJE/HixQtRokQJYW5uLpYuXZrprJ29evUSkiSJ6dOn5+IrISLKfTt37hSFCxcWkiSJL7/8UkRERAgh3k94WaJECVGkSJFUt1O3bNki7O3thSRJonXr1uLYsWNp/k599OiRCA8PF0JwksycxI9FChcQEAA/Pz8AQJcuXVC8eHE8f/4cly5dwrVr17B06VKYmppi7ty5KFWqFB4+fIhNmzahR48eKFiwIFJSUrRGuaSkpEClUuH58+cAIN8SIyJSqtatW2P9+vXo0qULDhw4gH79+mH16tUICwuTf2eWL19enqtMkiR06NABpqam6NOnD3bv3i2fq169epAkSb4N5ubmJreMc0RhDjJ22qKcs2rVKrkFZ+HChVr79u/fLzp37izv37p1q7h8+bK86OJXX32V6nzqTx2JiYmievXqwsXFRZw8eTJXXgsRkbHt379fODk5CUmSRMuWLcWmTZtEkSJFxNWrV7VabTQfb9++XTg4OKTZwsM1r3IPw45CaQYdzQU4k5KS5Me7du0SHh4eQpIk0alTJ5GUlCRmz54tr0HUsWNHERYWJg8xV+vdu7eQJEk0btyYa7cQ0UdFM/AUKVJEWFpairt376Y6LqPAc+LECQadXMawo0CaQScgIEAI8X6IuXqYuOYPWfPmzYUkSaJu3bpCiPer806dOlUUKFBAnk+nf//+4o8//hBz586Vj3d1dRV37tzJ9ddGRGRs+/fvl8OLjY2NWLJkSZozeKcXeOrVqydOnTqVmyV/9DgaS2Hi4uKwZ88e+ft9+/YBeD9yQD3ySpKkVAt+uri4AAA8PDwwaNAg/Pbbb7CxscG5c+cQEBCAnj17YuzYsdi3bx8qV66Mw4cPo3Tp0rn0qoiIcp/6d6YmIQSaNm2KkJAQ2NvbIz4+HuvWrcOjR49SHateEwsA2rZtizVr1gAATp8+jeLFi+ds8aSF8+wo0OPHjzFp0iSsW7cOCQkJaN++PbZs2QLg/bwkkiTB1NQUUVFRaNy4MR4+fIiFCxeiW7duWvPlXL9+HcHBwbhw4QLevHkDZ2dnfPnll+jQoQPc3NyM+RKJiHKU5uCMO3fuID4+HlWqVNE6Zv/+/ejatStev36Npk2bIiAgAK6urqnOpfl7dc+ePfD09ET58uVz/kXQf4zZrEQ5J6MFE9XUw8cbNmwoHjx4oLVPc2ZklUol3r59m+M1ExHlBZpDwP39/eWFObds2ZLqWM0+PJrD0j/EPjrGxdtYCpXWgokdOnSQ9/v5+SE4OBienp6YN28ePDw8tBazU0+YJf7/JxIbGxv5eyIipUpJSZEnq/Tz88MPP/yAiIgIDB8+HJaWlqmOb9q0Kf744w84OjriwIED6Nu3rzzxoCZOvGpcvI2lcE+ePMHEiRMREhKChIQEdO7cGQ4ODlixYgXc3Nywfft2VK9encs9ENFHT/P34ODBg7FixQoUK1YMGzZsgI+PT4bPPXjwILp06YJXr16hSZMmCAwMTPOWFhkHw85H4MPAAwDFixeXpyXXXOOFiOhjt3jxYgwfPhxOTk44efIkypcvn6UPhJqBp3nz5li2bJm8lhYZF//CfQTUt7S6dOkCCwsLAECZMmXk9Vc+HJlFRPQxO378OMzNzTF//nyUL18eKSkpWWr5btKkCf744w+4uLhg7969+Pbbb/n7NY9g2PlIuLq6YsaMGXIfniNHjqBjx44AAHNzc62VeomIPhYf3ty4efMmNm3aBDMzM1SoUAGAbss4NGnSBKtWrULJkiXx448/cgmIPIJh5yNSrFgx+Pv7y4Fn27Zt8PX1BfB+9WgGHiJSupcvX+Ls2bO4cOECVCpVqhabhIQESJKEggULwt7ePkvnjI2NlR8LIdCyZUtcu3YN1apVM2jtlH0MOx+ZYsWKYfr06VqjtDQDD5tciUipTp06hfHjx+OLL77A8OHDcfHixVTHWFpawtbWFu/evUNkZCSAtCcXVIuNjYWfnx8CAwMB/DfqSj2ClfIGhp2PUFrD0ps2bQqAq+4SkTJt374d3bp1w8qVK+Hl5YVPP/0UFStWTHVc6dKlUbJkSbx+/RqTJ09GbGys1gz0auoPhq9evcLhw4fx22+/ITo6OldeC+mOYecj5erqiunTp6NHjx4AgEOHDiE8PNzIVRERGd6aNWvQoUMHhIeH4/vvv8e2bduwePFi2NjYaPXZUalUsLCwwNdffw0nJyecOHEC/v7+ePv2LUxMTORb/cnJyfIHw2HDhiEqKgpt27Zla04eZmbsAsh4ihUrhsmTJ8PKygrDhg3jWi1EpDibN29Gnz59AACLFi3C0KFD5X0fDidXT8HRsGFD+Pj4YNeuXQgMDERCQgKmTJkCOzs7AJAnHezTpw92796Nzz77DIMHD4a5uXluvSzSEefZISQnJ8s/vERESnHx4kV07twZ9+/fx9y5c/Hdd98BgNbcYunNn3P27FmMHTsWoaGhSElJQdWqVdGjRw84Ozvj3r17OHr0KE6cOIFixYrhyJEjKFu2bK6+NtINww4RESmKOswsWrQIo0aNQps2bbB582atfZqPY2JiEB8fj/Pnz8Pc3Bze3t5wcnLCzZs3MXPmTBw+fBgRERFa1zA3N8enn36KNWvWMOjkA/w4T0REiiJJEoQQCAkJQXJysjxfTlq3ra5du4YxY8bgwYMHuHXrFgDA09MTw4cPR//+/TF//nxcv34dCxcuRGRkJGJiYuDp6YmWLVuiSZMmKFasmFFeI+mGYYeIiBRFHWjULTgFCxYEoL3I5/Xr17F//35Mnz4dUVFR8nOsra1x//59zJkzB2/evMG3336LunXrok6dOkhJSUF8fDxsbW2N8KpIHww7RESkKEIIJCUlyd/v2bMHvXr1gouLCwBg48aNWLlyJU6ePIm4uDjUrFkT9erVQ+XKlXH//n2sXr0aYWFh+P3339G8eXN4e3sDeN8xWR10uHhy/sI+O0REpEh79uxBp06dEB8fD29vb7i5ucHa2hrr168H8H4Cwc6dO2PhwoWwsbGBmZkZVCoVzp49i06dOuHJkyfo3bs3AgMDGW7yObbsEBGRIjVq1Ajjx4/HrFmzcP78eZw/f17e17x5c7Ru3Rpff/01AO0FkdUTDj558kSeT4dBJ39j2CEiIkWysrLCqFGjUL58ecyaNQtCCNjZ2aFbt25o3rw5PDw8ALwPOupQY2JiAkmS5PWu2D9HGXgbi4iIFC82NhaWlpZISEiQJwcEtPveqEPPjRs30Lx5cwDA2rVrUa9ePd7Gyue4XAQRESmera0tLCws5JFZ6s/56gCjuQTE999/j/DwcNSpUweffPKJ1nGUP7Flh4iI6P/r378/AgMDUbp0aezfvx8lS5Y0dklkAGzZISKij5L6s358fDxu376N1q1bIzAwEM7Ozti5cyeDjoKwgzIREX2UJEnC6dOnsWXLFuzatQu3b99G5cqVsXHjRi4BoTC8jUVERB+d5ORknDt3Di1btkRMTAzc3d3RrFkz/Pjjj3B3dzd2eWRgDDtERPRRio+Px5w5c3D79m34+fmhevXqsLe3N3ZZlAMYdoiI6KP17t07mJubG7sMymEMO0RERKRoHI1FREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESK9v8A6rcHVTvqVjAAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# better plot:\n",
+    "# instead of 1e6, divide all values in s by 1 million\n",
+    "ax = (s / 1000000).plot.bar()\n",
+    "\n",
+    "# give the x ticklabels a rotation of 45 degrees\n",
+    "ax.set_xticklabels(list(s.index), rotation = 45)\n",
+    "\n",
+    "# set the y_label to \"Dollars (Millions)\"\n",
+    "ax.set_ylabel(\"Dollars (Millions)\")\n",
+    "\n",
+    "# set the title to \"Annual City Spending\"\n",
+    "ax.set_title(\"Annual City Spending\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How can we change the figure size?\n",
+    "- figsize keyword argument\n",
+    "- should be a tuple with two values: width and height (in inches)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Annual City Spending')"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 150x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = (s / 1000000).plot.bar(figsize = (1.5, 4))\n",
+    "ax.set_ylabel(\"Dollars (Millions)\")\n",
+    "ax.set_title(\"Annual City Spending\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How can we make the bars horizontal?\n",
+    "https://pandas.pydata.org/docs/reference/api/pandas.Series.plot.barh.html\n",
+    "- switch figsize arguments\n",
+    "- change y-label to x-label"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Annual City Spending')"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 400x150 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# paste the previous code cell here and modify\n",
+    "ax = (s / 1000000).plot.barh(figsize = (4, 1.5))\n",
+    "ax.set_xlabel(\"Dollars (Millions)\")\n",
+    "ax.set_title(\"Annual City Spending\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Change bar color by using the argument color= ' ' \n",
+    "<pre>\n",
+    "- plot.bar(figsize = (width,height ) , color = ??? )\n",
+    "- 8 standard colors: r, g, b, c, m, y, k, w    color = 'c'  cyan\n",
+    "- can use value of grey between 0 and 1        color = '0.6'\n",
+    "- can use a tuple (r,g,b) between 0 and 1      color = (0, .3, .4)\n",
+    "</pre>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Annual City Spending')"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 400x150 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# color as a single char\n",
+    "ax = (s / 1000000).plot.barh(figsize = (4, 1.5), color='c')\n",
+    "ax.set_xlabel(\"Dollars (Millions)\")\n",
+    "ax.set_title(\"Annual City Spending\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Annual City Spending')"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 400x150 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# color as a value of grey\n",
+    "ax = (s / 1000000).plot.barh(figsize = (4, 1.5), color='0.5')\n",
+    "ax.set_xlabel(\"Dollars (Millions)\")\n",
+    "ax.set_title(\"Annual City Spending\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Annual City Spending')"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 400x150 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# color as tuple of (r,g,b)\n",
+    "ax = (s / 1000000).plot.barh(figsize = (4, 1.5), color=(.2, .5, 0))\n",
+    "ax.set_xlabel(\"Dollars (Millions)\")\n",
+    "ax.set_title(\"Annual City Spending\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How can we mark gridlines?\n",
+    "- use ax.grid()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 400x150 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# copy the previous code and add grid lines\n",
+    "ax = (s / 1000000).plot.barh(figsize = (4, 1.5), color='y')\n",
+    "ax.set_xlabel(\"Dollars (Millions)\")\n",
+    "ax.set_title(\"Annual City Spending\")\n",
+    "ax.grid()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Examples with the Movies Database"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# What happens if we just plot the entire data frame?\n",
+    "#movies_df.plot.bar() # Answer: Each x label is a movie, and there is a bar for each numeric data type."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Let's see that more clearly, plot the first 3 movies\n",
+    "movies_df.iloc[:3].plot.bar()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# How about just the revenue?\n",
+    "s = movies_df.iloc[:3][\"Revenue\"]\n",
+    "s.plot.bar()"
+   ]
+  },
+  {
+   "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>Genre</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Cast</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Title</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Guardians of the Galaxy</th>\n",
+       "      <td>Action,Adventure,Sci-Fi</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>333.13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Prometheus</th>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael   ...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>126.46</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Split</th>\n",
+       "      <td>Horror,Thriller</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>138.12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sing</th>\n",
+       "      <td>Animation,Comedy,Family</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>270.32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Suicide Squad</th>\n",
+       "      <td>Action,Adventure,Fantasy</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>325.02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Guardians of the Galaxy Vol. 2</th>\n",
+       "      <td>Action, Adventure, Comedy</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Zoe Saldana, Dave Bautista, Vin D...</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>136</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>389.81</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Baby Driver</th>\n",
+       "      <td>Action, Crime, Drama</td>\n",
+       "      <td>Edgar Wright</td>\n",
+       "      <td>Ansel Elgort, Jon Bernthal, Jon Hamm, Eiza Gon...</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>113</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>107.83</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Only the Brave</th>\n",
+       "      <td>Action, Biography, Drama</td>\n",
+       "      <td>Joseph Kosinski</td>\n",
+       "      <td>Josh Brolin, Miles Teller, Jeff Bridges, Jenni...</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>134</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>18.34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Incredibles 2</th>\n",
+       "      <td>Animation, Action, Adventure</td>\n",
+       "      <td>Brad Bird</td>\n",
+       "      <td>Craig T. Nelson, Holly Hunter, Sarah Vowell, H...</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>118</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>608.58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>A Star Is Born</th>\n",
+       "      <td>Drama, Music, Romance</td>\n",
+       "      <td>Bradley Cooper</td>\n",
+       "      <td>Lady Gaga, Bradley Cooper, Sam Elliott, Greg G...</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>136</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>215.29</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1068 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                       Genre  \\\n",
+       "Title                                                          \n",
+       "Guardians of the Galaxy              Action,Adventure,Sci-Fi   \n",
+       "Prometheus                          Adventure,Mystery,Sci-Fi   \n",
+       "Split                                        Horror,Thriller   \n",
+       "Sing                                 Animation,Comedy,Family   \n",
+       "Suicide Squad                       Action,Adventure,Fantasy   \n",
+       "...                                                      ...   \n",
+       "Guardians of the Galaxy Vol. 2     Action, Adventure, Comedy   \n",
+       "Baby Driver                             Action, Crime, Drama   \n",
+       "Only the Brave                      Action, Biography, Drama   \n",
+       "Incredibles 2                   Animation, Action, Adventure   \n",
+       "A Star Is Born                         Drama, Music, Romance   \n",
+       "\n",
+       "                                            Director  \\\n",
+       "Title                                                  \n",
+       "Guardians of the Galaxy                   James Gunn   \n",
+       "Prometheus                              Ridley Scott   \n",
+       "Split                             M. Night Shyamalan   \n",
+       "Sing                            Christophe Lourdelet   \n",
+       "Suicide Squad                             David Ayer   \n",
+       "...                                              ...   \n",
+       "Guardians of the Galaxy Vol. 2            James Gunn   \n",
+       "Baby Driver                             Edgar Wright   \n",
+       "Only the Brave                       Joseph Kosinski   \n",
+       "Incredibles 2                              Brad Bird   \n",
+       "A Star Is Born                        Bradley Cooper   \n",
+       "\n",
+       "                                                                             Cast  \\\n",
+       "Title                                                                               \n",
+       "Guardians of the Galaxy         Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...   \n",
+       "Prometheus                      Noomi Rapace, Logan Marshall-Green, Michael   ...   \n",
+       "Split                           James McAvoy, Anya Taylor-Joy, Haley Lu Richar...   \n",
+       "Sing                            Matthew McConaughey,Reese Witherspoon, Seth Ma...   \n",
+       "Suicide Squad                   Will Smith, Jared Leto, Margot Robbie, Viola D...   \n",
+       "...                                                                           ...   \n",
+       "Guardians of the Galaxy Vol. 2  Chris Pratt, Zoe Saldana, Dave Bautista, Vin D...   \n",
+       "Baby Driver                     Ansel Elgort, Jon Bernthal, Jon Hamm, Eiza Gon...   \n",
+       "Only the Brave                  Josh Brolin, Miles Teller, Jeff Bridges, Jenni...   \n",
+       "Incredibles 2                   Craig T. Nelson, Holly Hunter, Sarah Vowell, H...   \n",
+       "A Star Is Born                  Lady Gaga, Bradley Cooper, Sam Elliott, Greg G...   \n",
+       "\n",
+       "                                Year  Runtime  Rating  Revenue  \n",
+       "Title                                                           \n",
+       "Guardians of the Galaxy         2014      121     8.1   333.13  \n",
+       "Prometheus                      2012      124     7.0   126.46  \n",
+       "Split                           2016      117     7.3   138.12  \n",
+       "Sing                            2016      108     7.2   270.32  \n",
+       "Suicide Squad                   2016      123     6.2   325.02  \n",
+       "...                              ...      ...     ...      ...  \n",
+       "Guardians of the Galaxy Vol. 2  2017      136     7.6   389.81  \n",
+       "Baby Driver                     2017      113     7.6   107.83  \n",
+       "Only the Brave                  2017      134     7.6    18.34  \n",
+       "Incredibles 2                   2018      118     7.6   608.58  \n",
+       "A Star Is Born                  2018      136     7.6   215.29  \n",
+       "\n",
+       "[1068 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# What is movie 0??? Let's make the title our index (hint: it's unique!)\n",
+    "movies_df = movies_df.set_index(\"Title\")\n",
+    "movies_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Title\n",
+       "Star Wars: Episode VII - The Force Awakens    936.63\n",
+       "Avengers: Endgame                             858.37\n",
+       "Avatar                                        760.51\n",
+       "Avengers: Infinity War                        678.82\n",
+       "Jurassic World                                652.18\n",
+       "The Avengers                                  623.28\n",
+       "Hamilton                                      612.82\n",
+       "Incredibles 2                                 608.58\n",
+       "The Dark Knight                               533.32\n",
+       "Rogue One                                     532.17\n",
+       "Name: Revenue, dtype: float64"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# What are revenues of the top 10 revenue movies?\n",
+    "top_rev_movies = movies_df[\"Revenue\"].sort_values(ascending=False).iloc[:10]\n",
+    "top_rev_movies"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: title={'center': 'Top Grossing Movies'}, xlabel='Movie', ylabel='Revenue (in Millions)'>"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Now plot them!\n",
+    "top_rev_movies.plot.bar(xlabel=\"Movie\", ylabel=\"Revenue (in Millions)\", title=\"Top Grossing Movies\", color=\"salmon\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: title={'center': 'Top Grossing Movies'}, xlabel='Movie', ylabel='Revenue (in Millions)'>"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Wouldn't it be nice to have an \"other\" bar to represent other revenue?\n",
+    "other_rev = movies_df[\"Revenue\"].sort_values(ascending=False).iloc[10:].sum()\n",
+    "top_rev_movies_with_other = copy.deepcopy(top_rev_movies)\n",
+    "top_rev_movies_with_other[\"Other Revenue\"] = other_rev\n",
+    "top_rev_movies_with_other.plot.bar(xlabel=\"Movie\", ylabel=\"Revenue (in Millions)\", title=\"Top Grossing Movies\", color=\"salmon\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: title={'center': 'Top Grossing Movies'}, xlabel='Movie', ylabel='Revenue (in Millions)'>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Add the argument logy=True to show on a logarithmic scale\n",
+    "top_rev_movies_with_other.plot.bar(xlabel=\"Movie\", ylabel=\"Revenue (in Millions)\", title=\"Top Grossing Movies\", color=\"salmon\", logy=True)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/s24/Louis_Lecture_Notes/34_Plotting1/Lec34_Plotting1_Template_Oliphant.ipynb b/s24/Louis_Lecture_Notes/34_Plotting1/Lec34_Plotting1_Template_Oliphant.ipynb
new file mode 100644
index 0000000..8c2f6c0
--- /dev/null
+++ b/s24/Louis_Lecture_Notes/34_Plotting1/Lec34_Plotting1_Template_Oliphant.ipynb
@@ -0,0 +1,459 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 0\n",
+    "import pandas as pd\n",
+    "from pandas import DataFrame, Series\n",
+    "import sqlite3\n",
+    "import os\n",
+    "import copy"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 1: Open a connection, define the qry function, and save all of the movies\n",
+    "#           data to a dataframe called \"movies_df\"\n",
+    "movies_path = \"movies.db\"\n",
+    "assert os.path.exists(movies_path)\n",
+    "c = sqlite3.connect(movies_path)\n",
+    "\n",
+    "def qry(sql, conn = c):\n",
+    "    return pd.read_sql(sql, conn)\n",
+    "\n",
+    "movies_df = qry(\"\"\"\n",
+    "SELECT *\n",
+    "FROM movies\n",
+    "\"\"\")\n",
+    "# movies_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 2: What are the names and revenues of the top 2 movies by James Gunn?\n",
+    "qry(\"\"\"\n",
+    "\n",
+    "\"\"\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 3: What is the average revenue of movies by Brad Bird?\n",
+    "qry(\"\"\"\n",
+    "\n",
+    "\"\"\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 4: What is the average revenue of movies for each director? Sort your answer from highest to lowest.\n",
+    "qry(\"\"\"\n",
+    "\n",
+    "\"\"\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 5: Of those directors who had more than 3 movies, what is the average revenue\n",
+    "#           of movies for each director? Sort your answer from highest to lowest.\n",
+    "qry(\"\"\"\n",
+    "\n",
+    "\"\"\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 6: Of those directors who had more than 3 movies with ratings above 7.0,\n",
+    "#           what is the average revenue of those movies for each director?\n",
+    "#           Sort your answer from highest to lowest.\n",
+    "qry(\"\"\"\n",
+    "\n",
+    "\"\"\")"
+   ]
+  },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![image.png](attachment:image.png)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 7: Make a scatter plot where the rating is on the x-axis\n",
+    "#           and the revenue is on the y-axis\n",
+    "movies_df.plot.scatter(x=\"Rating\",y=\"Revenue\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 8: What is the correlation between the rating and the revenue?\n",
+    "movies_df[[\"Rating\",\"Revenue\"]].corr()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Lecture 34: Bar Plots\n",
+    "\n",
+    "Learning Objectives:\n",
+    "- Make a bar plot from a Pandas Series\n",
+    "- Add features: x-label, y-label, title, gridlines, color to plot\n",
+    "- Set the index of a DataFrame certain column\n",
+    "- Create an 'other' column in a DataFrame\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Without this Jupyter notebook cannot display the \"first\" plot in older versions of Python / mathplotlib / jupyter\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Helpful documentation and an overview of how Matplotlib works\n",
+    "https://matplotlib.org/stable/tutorials/introductory/usage.html\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# matplotlib is a plotting module similar to MATLAB\n",
+    "import matplotlib\n",
+    "from matplotlib import pyplot as plt\n",
+    "\n",
+    "# matplotlib is highly configurable, acts like a style sheet for Pandas Plots\n",
+    "# rc stands for runtime config, syntax is like a dictionary\n",
+    "\n",
+    "#matplotlib.rcParams                        # show all parameters\n",
+    "#matplotlib.rcParams[\"font.size\"]          # show current font size setting\n",
+    "matplotlib.rcParams[\"font.size\"] = 18   # change current font size setting\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Bar plots: From a Series\n",
+    "The index is the x-label\n",
+    "\n",
+    "The values are the height of each bar\n",
+    "\n",
+    "https://pandas.pydata.org/docs/reference/api/pandas.Series.plot.bar.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "s = Series({\"Police\": 5000000, \"Fire\": 3000000, \"Schools\": 2000000})\n",
+    "\n",
+    "# make a bar plot...notice the type\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# if we store the returned object in a variable, we can configure the Axes\n",
+    "# typically the variable name used is 'ax'\n",
+    "ax = s.plot.bar() \n",
+    "type(ax)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How can we set the x-axis, y-axis labels, and title?\n",
+    "- use the Axes object"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# better plot:\n",
+    "# instead of 1e6, divide all values in s by 1 million\n",
+    "ax = (s / 1000000).plot.bar()\n",
+    "\n",
+    "# give the x ticklabels a rotation of 45 degrees\n",
+    "ax.set_xticklabels(list(s.index), rotation = 45)\n",
+    "\n",
+    "# set the y_label to \"Dollars (Millions)\"\n",
+    "ax.set_ylabel(\"Dollars (Millions)\")\n",
+    "\n",
+    "# set the title to \"Annual City Spending\"\n",
+    "ax.set_title(\"Annual City Spending\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How can we change the figure size?\n",
+    "- figsize keyword argument\n",
+    "- should be a tuple with two values: width and height (in inches)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ax = (s / 1000000).plot.bar(figsize = (1.5, 4))\n",
+    "ax.set_ylabel(\"Dollars (Millions)\")\n",
+    "ax.set_title(\"Annual City Spending\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How can we make the bars horizontal?\n",
+    "https://pandas.pydata.org/docs/reference/api/pandas.Series.plot.barh.html\n",
+    "- switch figsize arguments\n",
+    "- change y-label to x-label"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# paste the previous code cell here and modify\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Change bar color by using the argument color= ' ' \n",
+    "<pre>\n",
+    "- plot.bar(figsize = (width,height ) , color = ??? )\n",
+    "- 8 standard colors: r, g, b, c, m, y, k, w    color = 'c'  cyan\n",
+    "- can use value of grey between 0 and 1        color = '0.6'\n",
+    "- can use a tuple (r,g,b) between 0 and 1      color = (0, .3, .4)\n",
+    "</pre>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# color as a single char\n",
+    "ax = (s / 1000000).plot.barh(figsize = (4, 1.5), color='c')\n",
+    "ax.set_xlabel(\"Dollars (Millions)\")\n",
+    "ax.set_title(\"Annual City Spending\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# color as a value of grey\n",
+    "ax = (s / 1000000).plot.barh(figsize = (4, 1.5), color='0.5')\n",
+    "ax.set_xlabel(\"Dollars (Millions)\")\n",
+    "ax.set_title(\"Annual City Spending\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# color as tuple of (r,g,b)\n",
+    "ax = (s / 1000000).plot.barh(figsize = (4, 1.5), color=(.2, .5, 0))\n",
+    "ax.set_xlabel(\"Dollars (Millions)\")\n",
+    "ax.set_title(\"Annual City Spending\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How can we mark gridlines?\n",
+    "- use ax.grid()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# copy the previous code and add grid lines\n",
+    "ax = (s / 1000000).plot.barh(figsize = (4, 1.5), color='y')\n",
+    "ax.set_xlabel(\"Dollars (Millions)\")\n",
+    "ax.set_title(\"Annual City Spending\")\n",
+    "ax.grid()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Examples with the Movies Database"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# What happens if we just plot the entire data frame?\n",
+    "movies_df.plot.bar() # Answer: "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Let's see that more clearly, plot the first 3 movies\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# How about just the revenue?\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# What is movie 0??? Let's make the title our index (hint: it's unique!)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# What are revenues of the top 10 revenue movies?\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Now plot them!\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Wouldn't it be nice to have an \"other\" bar to represent other revenue?\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Add the argument logy=True to show on a logarithmic scale\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/s24/Louis_Lecture_Notes/34_Plotting1/movies.db b/s24/Louis_Lecture_Notes/34_Plotting1/movies.db
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HcmV?d00001

-- 
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