{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualization"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Tables are a powerful way of organizing and visualizing data. However, large tables of numbers can be difficult to interpret, no matter how organized they are. Sometimes it is much easier to interpret graphs than numbers.\n",
"\n",
"In this chapter we will develop some of the fundamental graphical methods of data analysis. Our source of data is the [Internet Movie Database](http://www.imdb.com), an online database that contains information about movies, television shows, video games, and so on. The site [Box Office Mojo](http://www.boxofficemojo.com) provides many summaries of IMDB data, some of which we have adapted. We have also used data summaries from [The Numbers](http://www.the-numbers.com), a site with a tagline that says it is \"where data and the movie business meet.\""
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"tags": [
"remove-input"
]
},
"outputs": [],
"source": [
"from datascience import *\n",
"import matplotlib\n",
"path_data = '../../assets/data/'\n",
"matplotlib.use('Agg')\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plots\n",
"from matplotlib.ticker import MaxNLocator\n",
"plots.style.use('fivethirtyeight')\n",
"import numpy as np\n",
"np.set_printoptions(threshold=50)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Scatter Plots and Line Graphs**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The table `actors` contains data on Hollywood actors, both male and female. The columns are:\n",
"\n",
"| Column | Contents |\n",
"|---------------------|----------|\n",
"|`Actor` | Name of actor |\n",
"|`Total Gross` | Total gross domestic box office receipt, in millions of dollars, of all of the actor's movies |\n",
"| `Number of Movies` | The number of movies the actor has been in |\n",
"| `Average per Movie` | Total gross divided by number of movies |\n",
"| `#1 Movie` | The highest grossing movie the actor has been in |\n",
"| `Gross` | Gross domestic box office receipt, in millions of dollars, of the actor's `#1 Movie` |\n",
"\n",
"In the calculation of the gross receipt, the data tabulators did not include movies where an actor had a cameo role or a speaking role that did not involve much screen time.\n",
"\n",
"The table has 50 rows, corresponding to the 50 top grossing actors. The table is already sorted by `Total Gross`, so it is easy to see that Harrison Ford is the highest grossing actor. At the time when the table was created, his movies had brought in more money at the domestic box office than the movies of any other actor in the table."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
" \n",
"
\n",
"
Actor
Total Gross
Number of Movies
Average per Movie
#1 Movie
Gross
\n",
"
\n",
" \n",
" \n",
"
\n",
"
Harrison Ford
4871.7
41
118.8
Star Wars: The Force Awakens
936.7
\n",
"
\n",
"
\n",
"
Samuel L. Jackson
4772.8
69
69.2
The Avengers
623.4
\n",
"
\n",
"
\n",
"
Morgan Freeman
4468.3
61
73.3
The Dark Knight
534.9
\n",
"
\n",
"
\n",
"
Tom Hanks
4340.8
44
98.7
Toy Story 3
415
\n",
"
\n",
"
\n",
"
Robert Downey, Jr.
3947.3
53
74.5
The Avengers
623.4
\n",
"
\n",
"
\n",
"
Eddie Murphy
3810.4
38
100.3
Shrek 2
441.2
\n",
"
\n",
"
\n",
"
Tom Cruise
3587.2
36
99.6
War of the Worlds
234.3
\n",
"
\n",
"
\n",
"
Johnny Depp
3368.6
45
74.9
Dead Man's Chest
423.3
\n",
"
\n",
"
\n",
"
Michael Caine
3351.5
58
57.8
The Dark Knight
534.9
\n",
"
\n",
"
\n",
"
Scarlett Johansson
3341.2
37
90.3
The Avengers
623.4
\n",
"
\n",
" \n",
"
\n",
"
... (40 rows omitted)
"
],
"text/plain": [
"Actor | Total Gross | Number of Movies | Average per Movie | #1 Movie | Gross\n",
"Harrison Ford | 4871.7 | 41 | 118.8 | Star Wars: The Force Awakens | 936.7\n",
"Samuel L. Jackson | 4772.8 | 69 | 69.2 | The Avengers | 623.4\n",
"Morgan Freeman | 4468.3 | 61 | 73.3 | The Dark Knight | 534.9\n",
"Tom Hanks | 4340.8 | 44 | 98.7 | Toy Story 3 | 415\n",
"Robert Downey, Jr. | 3947.3 | 53 | 74.5 | The Avengers | 623.4\n",
"Eddie Murphy | 3810.4 | 38 | 100.3 | Shrek 2 | 441.2\n",
"Tom Cruise | 3587.2 | 36 | 99.6 | War of the Worlds | 234.3\n",
"Johnny Depp | 3368.6 | 45 | 74.9 | Dead Man's Chest | 423.3\n",
"Michael Caine | 3351.5 | 58 | 57.8 | The Dark Knight | 534.9\n",
"Scarlett Johansson | 3341.2 | 37 | 90.3 | The Avengers | 623.4\n",
"... (40 rows omitted)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"actors = Table.read_table(path_data + 'actors.csv')\n",
"actors"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Terminology.**\n",
"A *variable* is a formal name for what we have been calling a \"feature\" or \"attribute\", such as 'number of movies.' The term *variable* emphasizes the point that a feature can have different values for different individuals. For example, the numbers of movies that actors have been in vary across all the actors.\n",
"\n",
"Variables that have numerical values and can be measured numerically, such as 'number of movies' or 'average gross receipts per movie' are called *quantitative* or *numerical* variables."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Scatter Plots**\n",
"\n",
"A *scatter plot* displays the relation between two numerical variables. You saw an example of a scatter plot in an early section where we looked at the number of periods and number of characters in two classic novels.\n",
"\n",
"The Table method `scatter` draws a scatter plot consisting of one point for each row of the table. Its first argument is the label of the column to be plotted on the horizontal axis, and its second argument is the label of the column on the vertical."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"actors.scatter('Number of Movies', 'Total Gross')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The plot contains 50 points, one point for each actor in the table. You can see that it slopes upwards, in general. The more movies an actor has been in, the more the total gross of all of those movies – in general.\n",
"\n",
"Formally, we say that the plot shows an *association* between the variables, and that the association is *positive*: high values of one variable tend to be associated with high values of the other, and low values of one with low values of the other, in general. \n",
"\n",
"Of course there is some variability. Some actors have high numbers of movies but middling total gross receipts. Others have middling numbers of movies but high receipts. That the association is positive is simply a statement about the broad general trend.\n",
"\n",
"Later in the course we will study how to quantify association. For the moment, we will just think about it qualitatively."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we have explored how the number of movies is related to the *total* gross receipt, let's turn our attention to how it is related to the *average* gross receipt per movie."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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880ybO3eurVq1yh1T8PLqq6+6DanUwYfS45deeskFBaGBgh7LXXfdleN1evTo4VZsKBDxIjQAABJZgQKFI4880pYvX25ff/21bdq0yS6++GK77LLLrGnTplaSlFcwY8YM97W39HLlypVu2kAbVGnaIJQeq4qkvmf9+vXWsGFDd1yBhp4LVzVSP0fPa8mn3icAAImsQIHCggUL7Msvv3R37pMnT7YnnnjCFVzq3LmzXX755Xb22WdHZW5k37597rU0arBt2zabM2eO2z9CQUrXrl2zAwVp1qxZ2J+h4woUdJ4CBeUzKNhRoKHKkeHOD/25+c0NIXrU/qGfEQy0WzDRbonTbhUK2V8XeOqhffv27mP48OEuWFDQ4N15a4j/vPPOcx24zokUvfERI0bkyHdQSej77rsv+5i3O2W1atXC/oyqVavmOM/77B3P7/y8bNiwwTIyMgrxjlAUmzdvLu1LQBHQbsFEu8V3u6WkpPjeWEes4FJqaqpdeuml7kN5AgoYJk6caOPGjbPx48e7aYq//OUvNnDgQCsu5R1otYOmHDS98NFHH9kDDzxgixcvdptO+XX2JaV+/fql+vrxToGi/vBreWy4nBXEJtotmGi3YNpXAu1WrMqMikp0d696BVpSqHLOs2fPtpEjR0YkUAhNbmzQoIGrc6Btq6+66io3JXH//fdnBwvbt28P+725RxDyGzHIb8QhFEuISob+8PO7Dh7aLZhot2AqF8V2i8jyhfnz57vlhIsWLcqeIoiWU0891X3WtId49Q68VRC5ece985TEqAJLa9asCTttkPt8AAASWZEDBc3Pe7tD9unTx00/aOhDSw41qhAtSkSUsmXLZnfo2ohq4cKFLlExlB7ruLbA9lY8iJIw9ZySNHPzVlWoxgIAAImuUIGCSierQNH555/vqh8+/PDDbm7kwgsvtKlTp7rlk9p6urhz9z/++KP9/vvvBx3XMQUiXs0Db/SiX79+rlSzpjxC6bGOa6fLUN5jXX9opqiKOGmkQrUiGjduXKz3AABAPChQjoKqHmqPBZVN1jJFLVdU8SV10Oeee65VqVIlohelVRWqpqg6B+qw9fM1gqE8iK1bt1qnTp3s+uuvz1FiWmWaVYVRpZuPOeYYW7p0aXYJ5+uuuy7Hzz/55JPtiiuucIWXtMxSJZw1UqHXVVXIxx57LKLvBwCAuA4U1LHqzv3QQw+1G264wdVO0OqGaNG+Deq4lfOgD00TKLlQ+z9oGaZeX1UaPco7mDZtmlu6qZGNzz//3E2D3HjjjXbHHXe4lRq5KahQLQWt1HjhhRfcz1DVRyVmlnQhKQAAAr0plO6yFShont/LDSjwCyQluWJNQGGxSU0w0W7BRLsFU3qsbAolmm7QxRRWNFdAAACA6CpQoKDhfAAAkHgKFChoR0UAAJB4ortfNAAACDQCBQAA4ItAAQAA+CJQAAAAvggUAACALwIFAADgi0ABAABENlCYMGGCTZo0qSjfCgAA4j1Q0MZQb7zxRuSvBgAABD9QqFmzptsoCgAAxLciBQrHHXecfffdd5G/GgAAEPxAYfDgwbZ8+XL7v//7v8hfEQAAiBkF3mY695bT/fv3t1tvvdXef/9969OnjzVu3Nh3L+zOnTsX9zoBAEBQAoUzzzzTkpKSXMAwe/ZsmzNnju+5Om/Lli3FuUYAABCkQOHEE090AQAAAIhvRQoUpk2bFvkrAQAAMYfKjAAAILqBwr59+2zTpk22bdu2SPw4AAAQD4HCxIkTrVu3bla/fn1r1aqV3X333dnPTZ061a6++mpbvXp1JK4TAAAEKVD461//atddd53961//stTUVLcCItThhx9u7777rgsYAABAAgUKb731lr322mvWsmVLmzVrlq1du/agc/RcgwYNbPr06ZG4TgAAEJRVD+PGjbPKlSu7qYeGDRv6nqfpCFVwBAAACTSi8O2337r9HvIKEqR69er266+/FvXaAABAEAMFrXKoWrVqvuepImNKSkpRXgIAAAQ1UKhXr56tWLEiz3OU3KhpB+0BAQAAEihQ6Nq1qwsU8qrQ+Oabb9ovv/xip556anGuDwAABC1Q0NLI8uXL2zXXXGPPPfecbdy4Mfs5FV16+eWX7bbbbrNKlSrZoEGDInm9AACgBCWlpaXlLIBQQFOmTLFrr73W5SuEU7ZsWRs7dqydffbZxb1GJKj09HRbt26dNWrUyHcLc8Qe2i2YaLdgSi+BditywaVzzjnHZs6c6T5rqaRyEvShCz3ttNPsk08+IUgAACAR6yiE1knQNIMChK1bt1pmZqbVqlXLkpPZawoAAEv0QMGTlJTkAgQAABBfih0oKEdh6dKltmHDBjeyoA2i2rVrZ+XKlYvMFQIAgOAFCgoQRowYYS+99JLt3Lkzx3PKWRgwYIDdeeedbnUEAABIoEBBWZZ9+/a1hQsXulGEmjVrZhdW0gZRylcYPXq0LViwwCZPnkwGLQAAAVWkrMNRo0a5IKB58+ausNLKlSvdLpL60NfaLErbTCuQUMAAAAASKFB455133PTC+++/b7169Tro+Z49e9p7771nFStWtLfffjsS1wkAAIISKKxfv966dOni9nzwo+dOOukkdy4AAEigQEHbR6empuZ7nnITdC4AAEiwTaHmz59ve/fuzTPh8YsvvrCTTz65ONcHAACCFijcfffdtn//frv66qvt119/Pej5LVu22MCBA905OhcAACTQ8sg33njDJSxqxYP2e9BW0k2aNHHPrVmzxq1+2LNnj1188cU2YcKEg6o4/u1vf4vM1QMAgNjbPbJGjRquw1cNhTx/eMg53tf6rDoLQH7YzS6YaLdgot2CKb0E2q1IIwoaEVCHDwAA4luRAoW///3vkb8SAAAQc9gPGgAA+CJQAAAAvggUAACALwIFAADgi0ABAAD4IlAAAAC+CBQAAIAvAgUAABDZgku5rVq1yn777TerWbOmHX744ZH4kQAAIMgjChkZGTZy5Ehr0aKFtW/f3k477TR76qmnsp9/66233MZRP/zwQ6SuFQAABCFQUJBw0UUX2aOPPmppaWl25JFHHrRBVIcOHWzx4sU2derUSF0rAAAIQqDw8ssv24wZM+ykk06ypUuX2hdffHHQOdp2umnTpm7LaQAAkECBwoQJE9xW0+PHj7d69er5nqdpCW1/CQAAEihQ+Omnn+y4446z6tWr53le1apVXZIjAABIsByFcuXK5Xve5s2bC3QeAACIo0ChUaNG9t133+V5zv79+92Kh+bNmxf12gAAQBADhe7du9vatWtt3LhxvueMGTPGTTtoiSQAAEiggks33XSTvfHGG3brrbfajz/+aH379nXHf//9d1uyZIlNmTLFnn32WatVq5YNHDgw0tcMAABKSFJaWlrOAggFNG/ePOvXr59t27bNkpKScjynmgrVqlVzqyM6deoUqWtFgklPT3erZjTVVaFChdK+HBQQ7RZMtFswpZdAuxW5MmPnzp1twYIFNnjwYDvqqKMsNTXVypcvb82aNbNBgwbZ/PnzCRIAAEjkvR5q165tw4YNcx8AACD+sHskAADwRaAAAAAiO/Vw1llnFeg8FVvSyod27drZ+eef76YqAABAnAcKc+fOdZ+91Q65d470nvOOv/POO/bQQw/ZE088YZdccknxrhgAAMR2oKCtoz/++GN75pln7Nhjj3WjBY0bN3bBgQoxKTD46quv7IYbbrC2bdvaZ5995pZKqv6CNorSPhEAACBOAwVNKbzwwgv28MMP2/XXX3/Q89dee609//zzdu+999o///lPu+iii+yEE06wIUOGuO978cUXI3HtAAAgFpMZR44caUcccUTYIMFz3XXXuXMef/xx9/iKK65wow5ffPFFvj9/w4YN9txzz7mKj23atLFDDz3UjUSowNOXX34Z9nt27NhhQ4cOdecrF0IjGffcc4/t2rUr7PmZmZmuzPSJJ55odevWdXtSDBgwwFavXl3g3wMAAPGuSIGCphVat26d73k6x+vYNS2hwkwF2XZ67NixrtNXp33qqafajTfeaB07drQPPvjA7R0xadKkHOfv3r3bevfu7YILBRQKYBSkPP3009anTx9XuSo3jW7ccccdLo9CBaK0f4WmVPR6K1euLNTvAwCAeFWkqQd1vJs2bcr3PJ2zd+/e7McVK1a0MmXyf0nlPWjKokuXLjmOq9rj2WefbbfccosLDFQJUkaPHm3Lli1znX9o8Sd9PWrUKBdA6Hs8ypl45ZVX3GiC9qXwtsK+4IIL3Mftt99+UDACAEAiKtKIgu7aNYXgNw0gek7nHHnkkdnHNm7caDVr1sz352sUIHeQIOrYTzrpJEtLS7Pvv//eHdOIwKuvvmqVK1d2HXwoPdZxBQWhvMd33XVXdpAgPXr0cK87c+ZMVzsbAIBEV6RAQXP5GRkZdu6557plj8uXL7c9e/a4jxUrVrgkRz2nPID+/ftn7yz5zTffuJoKxVG2bFn3OSUlxX3WNIECkA4dOlilSpVynKvHOq4pjPXr1+dY3qnnNJ2Rm6YgvE2vAABIdEWaelBSobaTfvnll+3JJ590H7npTv8vf/mLO1e0bPKcc86x8847r8gXq7v82bNnu+RDL0fCyyfQZlTh6PiMGTPceQ0bNnT5DJoSadWqVXawkfv80J8LAEAiK/KmUCqepLtvLXdcvHhxdsKg8gaOP/54lyB45plnZp+vREblChTV/v373c9UzoNyD7xOXqsdRNtah1O1atUc53mfveP5nZ+XcEmSiJx9+/bl+IxgoN2CiXZLnHarUMjtqIu1e+QZZ5zhPjQNsWXLFndMOQgFSVgsDE1haCWDkhmvvPJKu/jiiy0WaBmn3juia/PmzaV9CSgC2i2YaLf4breUlBTfEXg/EenR9cLR2sdBQYIqPL799tt24YUX2lNPPRV2BGD79u1hvz/3CEJ+Iwb5jTiEql+/fqHeCwpHEbL+8NepUydH0iliG+0WTLRbMO0rgXaL7K1/hHkjCW+++aYrE61qj8nJOfMvVShJVq1aFfZneMe985TEqByHNWvWuNGA3HkKuc+P5PANikZ/+PldBw/tFky0WzCVi2K7FStQUFKgiiD99NNPtnPnTt/NobQnRHGCBK2gUBXFcMmH6tDr1atnCxcudImKoSsf9FjHmzRp4hIZPZ07d7Z3333XFixY4L4OpcRHbykmAACJrsiBgjpu7eWgJEOPFyiE7ipZlEDBm25QkKCVEqrUGC5I8F5LKysee+wxV1o6tOCSHquEc2ixJVGegwIFLeMMLbg0ffp0t3SyW7durtw0AACJrkiBwpw5c+zOO++0KlWquPLKqjmwaNEiVwXx559/dqWQtRxS+z1o74XCGjFihNttUsWSDj/8cNfh56bKjEcffbT7evDgwW5kQ6+vWg3HHHOMLV261BVOUpVHXUeok08+2e09ocJLXbt2dWWhNToyefJkq1Gjhgs6AABAEQMF5QroTl5ljtu3b++mCBQo6E5d7r77bncX/9prr7lyyYWlIEM0GuBtKpWb7vi9QEHTDdOmTbPhw4e7IOXzzz93iR0KYrSfQ2pq6kHfr6BCtRTGjx/vlnjqZ2g5pzaSatq0aaGvGQCAeJSUlpZ2cGJBAUo4N2jQwGbNmuUee7kEW7duzT5H9Q60g6NqLSiwAApLdSpUZKtRo0YkVwUI7RZMtFswpZdAuxWphLP2Wgi96/bKKquEs0eFlzp16lSkEQUAABAbihQoaB5fKwo81atXd59D91MQLT8MHWUAAAAJEChoqeEvv/yS/bhly5ZuhcNHH32UfUz5Bdo9kqJEAAAkWDKjag9o34b//Oc/riJjr169XDLggw8+6I4pkNCqhW3btrkaCAAAIIECBdU20DLEZcuWuWRFTUWoJsHNN99szz77rDtHIwxamTB06NBIXzMAAIjlQEG1CVSoKJSWRqp+wXvvvedGErQy4rLLLvPd1REAAMS+iO710K5dO/cBAAASOJlRIwfnnXde5K8GAAAEP1D49ddfXV4CAACIb0UKFFQBSrtFAgCA+FakQKFPnz42f/58++233yJ/RQAAINiBgjZ80qqGvn372sKFCyN/VQAAILirHi688EJLSUmxb7/91k4//XQ79NBDXc2EcBtSaJfJ999/PxLXCgAAghAozJ07N/trFVZSNUZ9hKNAAQAAJFCgMHXq1MhfCQAAiI9AoUuXLpG/EgAAEB/JjAAAIDEUq4Sz8hOmT59uixYtcksljzvuOOvXr597To/T0tKsadOmLvERAAAkUKCgnSP79+9vK1eudAGDkhb379+fHSjMmjXLBg0aZK+//rpbGQEAABJk6uGXX35xW03//PPP1qNHD3vggQdcsBCqd+/eVrZsWfvggw8ida0IkAXLttrAh5bYhXcstmseXOIeAwASJFB48sknbevWrfboo4/axIkT7a9//etB51SsWNHatGljX3/9dSSuEwGioOCBF1fYth373UhT2s797jHBAgAkSKDw6aefusqM1157bZ7nqQjT5s2bi3ptCKiX31trlSqkWHLyHzU09FmPdRwAkACBwqZNm6xVq1b5nqe7STaPSjwaQfCCBI8eb9+1v9SuCQBQgoGCphUKsiHUmjVr2I46AVWvUtYyM3PmrOhxtcplS+2aAAAlGChoNGHp0qW2ZcsW33PWrl3r9oI45phjinhpCKr+Zze23ekZ2cFCRmaWe6zjAIAECBQuuugiN6WgJMbff//9oOf37dtnt912m1suqXORWDq2rWn3XtPCalTVCEKW1axa1j3WcQBAAtRRuOyyy+ytt96yDz/80E444QTr3r27O64RhL/97W/u+Pr16+2UU06xc889N9LXjADRqtlcK2cBAPE+oqBKi2+++aadf/75tmHDBnvllVfc8W+++cZefPFFFyT06dPHXn311UhfLwKA5ZEAED+KXJmxcuXKLii4/fbb7ZNPPnGJi5mZmdagQQP785//bEcffXRkrxRxsTyS6QcASKC9HkT1FPQBeDSCoKWQ6zbvsf0HsqxMSpI1rptqyWxBBgCBU6R/upWDoNEDIJz9GZm2Yu1u238g05KSzA789/G+A/yZAYCECBQuvfRSa926td133322fPnyyF8VAi3JNOWgDEav6NIfj/84DgCI+0BBtRFUnfEf//iHderUyXr27Gnjx4+3HTt2RP4KETiaajiySWUrW+aPwECfQx8DAOI8UJg9e7bNmzfPrrvuOqtVq5YtXrzYbr75ZjvqqKPc1tJz5syJ/JUiUJUZq1Yqa0cfUc2OPaq6+6zHVGYEgOApcnqZqjM+8sgj9sMPP7hlkL169XIFllRfoW/fvm7Vw4gRI1yFRiQWKjMCQPxISktLi1g5HO3/oPoKb7zxhgsgtIY+OTm5QPtCIL6oZoKWQ2r1g0YSFCQUdmlkenq6rVu3zho1amQVKlSI2rUismi3YKLdgim9BNqt2MsjQx1yyCF244032oABA+yBBx6wF154gdURCUpBATUTACD4IhooKFfh9ddft8mTJ2dvL83ukQAAJHCgoNUP3nTDzz//bFlZWW66oVu3bm5PiN69e0fmSgEAQDACBe0OOW3aNBcczJo1y00vKEBo2rSpq7Ggj/r160f+agEAQOwHCkceeaRt377dBQcVK1Z0G0Bdfvnl1rlz58hfIQAACFagkJaW5raX1tSCtpHWBlEAACD+FClQWLRokR1xxBF5nrN161abMGGCS26cP39+Ua8PAAAELVDwCxI0FfHpp5+6Akwff/yxK8AEAAASfHnk6tWr7bXXXnMjCBs3bnQBg7cnxMUXXxyJlwAAAEEKFPbu3WvvvfeeGz3Q1IKCA32oGuPgwYNdgKC9HwAAQAIFCkuWLHHBwbvvvut2i1RwUKZMGevRo4d99913rpTksGHDonO1AAAg9gIFrXKYOHGiCxC+//57d0wBQosWLdyySI0eHHrooXb66ae7QAEAACRQoKC6CUpMVHCgpZDaHVIBgpZIAgCABA8UVIlRuQcNGjRwGz116dIl+lcGAACCESi0atXKTTn88ssvrgqjHmtE4cILL7SaNdkhEMHb/jpt5x/bXw84p/DbXwNAIkkuyEnz5s2zmTNn2lVXXeWmHpS0OHToUGvZsqX95S9/sRkzZmQviQRiOUh44MUVtm3HfjdCpmBBj3UcAFCMQEH+9Kc/2VNPPWXLly+3Z5991jp06OCmJKZMmWIXXHCBtW3b1lasWFHQHweUOI0kVKqQYsnJSe6xPuuxjgMAihkoeFJTU93ukB9++KF9+eWXrmZC7dq13bSEyjZLr169bNy4cW7jKCBWaATBCxI8erx9FxVEASBigUKo5s2bu5oJmorQng4KEJKTk91eELfccosruNS/f//ivAQQMdWrlLXMzJxTZHqsXAUAQBQCBU9KSoqdccYZ9uabb7qg4Z577rGmTZtaenq6m5oASoNyDwY+tMQuvGOxXfPgEuvQprrtTs/IDhYyMrPc4/5nNy7tSwWA+A4UQtWpU8eNJnz11Vc2depUtzICiIXExXdnbrLzutW1GlU1gpBlNauWtXuvacGqBwCI9qZQflRvgZoLiKXExYXfptnYu9uV9uUBQOKOKACxgMRFAIgMAgXEJRIXASAyCBQQl5SgSOIiAMR4jgJQWiWYdUyJijpX0w1KXLytX3MSF0sJpbOB4CJQQOBWMnhJil4JZr+VCzpGZxS8dgMQW5h6QGBQgjmYaDcg2AgUEBisZAgm2g0INgIFBAYrGYKJdgOCjUABgcFKhmCi3YBgI1BAYHgrGSjBHCy0GxBsrHpAoLCSIZhoNyC4GFEAAAC+CBQAAIAvAgUAAOCLHAXELcoGA0DxMaKAuC4bvG3HfktK+l/ZYB0HABQcgQLiEmWDASDOA4WJEyfakCFD7JRTTrHatWtb9erV7fXXX/c9f8eOHTZ06FBr06aNO79t27Z2zz332K5du8Ken5mZaWPGjLETTzzR6tata82bN7cBAwbY6tWro/iuUFIoGwwAcZ6j8NBDD9m6deusVq1aVqdOHfe1n927d1vv3r1t2bJl1q1bNzv//PPtm2++saefftrmzZtnH3zwgVWoUCHH9ygIeeWVV6xly5Y2aNAg27hxo02ZMsVmzpxpn376qQscEOyywZp2CA0WVBnwj6I/sZnPEAvXAACBGVFQJ6/OfuXKlda/f/88zx09erQLEtT5T5o0yYYNG+Y+6/HXX39tzz33XI7zP/vsMxckaDRhzpw5dv/999vYsWPdiMW2bdvs9ttvj/K7QyyVDVYHfdtT39lnX2+xr3/cbp//a4t7XJL5DLGcU6FrGPjQErvwjsV2zYNLYuKaAJScmA0UNOXQuHH+teCzsrLs1VdftcqVKx/UweuxjisoCOU9vuuuu6xcuXLZx3v06GFdunRxowp5jWAgvsoGjxj/k63/T7odyMi0pCRzn/V46DM/lFgHWdI5FQXt/GM5gAGQ4IFCQWnEQdMGHTp0sEqVKuV4To91XHkH69evzz4+d+5c91zHjh0P+nndu3d3nzVlgWBTUDD27nY2cfjx7rPfMP6P/95lZVLMdYSiz1lZmfbtzztKrIMsyZyKwnT+sZIUyqgGUHpiNkehMIGCNGvWLOzzOj5jxgx3XsOGDV0+w6ZNm6xVq1aWkpIS9vzQn5uX9PT0Yl8//O3bty/H52jRqJS5//63FfKevX+MLphlWmbmH8dSy5m9OOnf1u6IihG/hioVkw8KFjRtolyLSP8503vQeynIe9u6fa/7PXjnhR73u65It9uib9Ps0XErreJ/A5at29Pt/jE/2N+vam4ntKkekddAyf19Q+m3W+6cvbgPFLTaQapVqxb2+apVq+Y4z/vsHc/v/Lxs2LDBMjIyinjlKKjNmzdH9ecfVifFlq7cY2pKpTS46YcDZtUqJ9uePTk7w81706MyLXX68WXs2ck7LLVckusMFSTs2Zdll3RLjfjrbfptpyVZztELv/dWJnmf7diVcVAAU7VySr7XFal2e+7tTZaUlWF79x7IPpaUlWXPvf2T1atWNyKvgZL7+4bSbTfdIPvdWMdtoFCa6tevX9qXENcUIesPv1a9hOaSRFrfbkn2zcqfLcs0iqAOMcuSk81q1yxvqakVDrrDb9SoUcSvQT+ydu00Gz/tF9u+64BVq1zGruzdICp3zHUP2eE7epH7vV1/QRV3N1++/B9380oK3ZOeYddf0NwaNapeIu12IHOr5ZpV/O9xi0pbJKqS+vuG4LVb4AMFbwRg+/btYZ/PPYKQ34hBfiMOxRm+QdHoD380f9dfLd9lrZtX+W9CY5aVSUlyHfVvafutSb3k/3WQ+zLs9nOb2pKffo/KMsaT29d1H9F2zblNXU5CpQoHv7fcv2ddT7ny5dz7Vb6EkkO1cqQg7zdS7VazWvmwS11rVivL38EA/n1D8Not8IGCV+9g1apVYZ/3jnvnKYlRBZbWrFnjpg1y5ynkPh/xTx2+OiN9hKpaeZ/rGNVBatXEbf3++DPxRyf7xx22lwjot6IilleEeJ2/9978rl/HS/O9KTAJ/Z0rsPk9PcNu/W97AIiuuAgU6tWrZwsXLnSJiqErH/RYx5s0aeISGT2dO3e2d9991xYsWOC+DqXER1GNBSR2cabD6lV0qyVCKfPebxVAUAKFWOj8oxnYAIiswC+P1Jxyv379XKnmkSNH5nhOj3X8yiuvzHHce/zwww/nyBSdPn26Wzqp6o4FqeGAxCvOFO+loWN1GWJBl7oCSKARBRVF+uKLL9zX33//vfuswkrqyKVTp052xRVXuK8HDx7syjSPGjXKVXM85phjbOnSpa5w0rHHHmvXXXddjp998sknu+/Va3Tt2tV69uzplkxOnjzZatSoYY899liJv18E4441lktDF/e1vPoKQZ5WARB5SWlpaf9bPB5D1LlPmDDB9/lLLrnEnn/++ezHSmYcPny4TZ06NTsD9JxzzrE77rjDqlSpEnZTKJVtHj9+vMtL0JSFqkFqI6mmTZtG7X2h4LROX0vwlNkeK8lVuTtTb748XGea+9zM/45URKPjjcRraSTBLwjKPQUTtHZD/mi3YEovgXaL2UABiNV/uLw7d40+6M7dbxVApDregojEa2m6watOmVOWG/IPershb7RbMKWXQLvF7NQDEPREwJLMZ4jEa/lNqxzIzHSBCLtaAokp8MmMQKxSx+slSHr0WJ1tNF5ra9pe++an7fbVD2m2dMV297gwrxUuqXPjb+n227Z9bAoFJDACBSAGVlMUV4c21W352l22b/8fe1TsP5DpHut4cXbcVHXKurUqlPqmUABKD1MPQAyv/y/oSoaF36bZkU0qZ1eXLFc22Zo1qOiODzincNcc+vPD5S3E03JQAPkjUABitLBRYZYr+lWXLG6HXtjloADiD1MPQIzSSIJfFciSyocoyekTALGJQAGIUYVZyRCtDj1c3oI3ohGrVRwBRBZTD0CMKsywf175EOHyHKSgVRzDTZ/kNS3S7oiKEf9dACg9BApAjCrsrokF7dBvH/WdZWWZ1TukQpFLNec1LfKP246KwLsHECsIFIA4XjURrkP/ddteFWW1BrVTw+Y+FGSkId43xwLwPwQKQBxvBx2uQz+QYbZ//wFXnGn/gSwrk5Jkjeum2vbd+wu8yiJWVkOU5KZbQKIimRGIY+FXQ2TY73szXVEmlUg4kJFpK9buttUbfi/wKotoroYoaJKkN60SpKqRJIAiiAgUgDgWrkPPzEyy8mUVDHijAfqcZRkZWQWeTshrNURxFKbzL8zy0VhAYIOgIlAA4li4Dr1Fk8rWunlVK1vmjw5Wn1XVUdUci1KLQYmR+oiEwnT+QcuTILBBUBEoAAnC69ArVUyxzIysHMf0uGXTKgWeTohWJ1KYzr8kN92KBAIbBBWBAhDHwnXoazbsse9W7ThoA6neXWoXeDohWp1IYTr/oFWNJLCJPqZKooNAAYhj4Tr039MPWGqFMm6qQfRZUw/aQEpBwdi729nE4ce7z345B9HqRArT+UcrTyJaCGyii6mS6GF5JBDH/JZH6h/So4+oluN4YTp5dSL/Xr/b1v+anr3EslHtCla5chm7YcR3tum3nVan1g4beF7TQnXcha0dUdzloyW57DISdTFiueBXactrlCtWf8dBQaAAxLFw9Q7KpOj/OYOHwtZA6NCmun00f7OVLZPsframL777906rW6u8JddPtST7Y3ShsBUfo9n5R2PXzsIq7fcWz4FNEKdKgoJAAYhj4e4KD61R/o8ExsysIt8pappC0xXr/5NuBzKy3PRFVpZ+TmauO7pk3zu6WC2WxJ1pMAObWCkCFo/IUQDiWLh5/JFDWtvjN7cu1ty+Ovea1cq76Ytjj6ruPicnJ7ugoSB3dLE8n8ydaTAFLQckSBhRABL0rrA4d4rFndKI5bt2vzvTA5mZLqM+1kZAEMypkiAhUAAQsSmNXb8fsGU/77S9+zKsXNl9dmiNCmGnNGL5rj3ce9v0W7pbSlomOTnieQtIzKmSIGHqAUBEpjSuOquRVa5YxuUq6Jiocw3a0rtw7612zfJWt9Yf23ILxYeQSBhRABCRuzcNy6szrVurnO3Zk26pqRXcvUi46YRYX3qX+72pgI9yKWJxBASINgIFABHhTSdkZhZ8U6lw88nFXQ0RjdUUQcyoj9VVJQgeph4ARERhpxPCVYEs7mqIaK2mCFpGfSyvKkHwECgAiIhIdKbF3UMiWntQKIg5r1tdW75ml331Q5qtWLPTPY7VO3Q2dEIkESgAiAhvOkEjC0oCrFGlaPUZirMaIlqrKXQn/u7MTa7I1HEtq9uRTaq4x7F6hx7Lq0oQPOQoAIgYBQXtjqho69ats0aNGlmFCkpoLLlcgGjlEsRy3Yd4yalA7GJEAUDcTF9EK5cgaHfohf09aGREm3kN+ccvdv3w72J2pASlg0ABQMwo7tbR0dp6OpbrPhT39+AlPioYCt3Mi2ABHqYeAMRVdb1oVOeL9boPxfk9eNMqZpkF2swLiYcRBQAopZGKWBC0aRWUPEYUACCB9xHwEh9DkfiIUAQKAJDAvGmV1HJ/PNa0Svq+wk+rUAkyfjH1AAAJLBL1L6gEGd8YUQCABFfc+hdBqzOBwmFEAQBQLCRExjcCBQBAQtWZQOEQKAAAEmp3TRQOgQIAoFjiuc4ESGYEAERAvNaZiBWlufyUEQUAAGLYglJefkqgAABADHs5j+WnJYFAAQCAGJZWystPCRQAAIhh1Ut5+SmBAgAAMax/KS8/JVAAACCGdSzl5acsjwQAIMZ1LMXlp4woAAAAXwQKAADAF4ECAADwRaAAAAB8ESgAAABfBAoAAMAXgQIAAPBFoAAAAHwRKAAAAF8ECgAAwBeBAgAA8EWggJiWkpJS2peAIqDdgol2C6aUKLdbUlpaWs5NrgEAAP6LEQUAAOCLQAEAAPgiUAAAAL4IFAAAgC8CBQAA4ItAAQAA+CJQAAAAvggUUCo2bNhgzz33nPXt29fatGljhx56qLVo0cL69etnX375Zdjv2bFjhw0dOtSdX7t2bWvbtq3dc889tmvXrhK/fvzPqFGjrHr16u5j8eLFBz1Pu8WOqVOn2jnnnGNNmza1OnXq2NFHH20DBgyw9evX5ziPNosNWVlZ9v7779uZZ55pRx55pNWrV8/at29vQ4YMsdWrVx90frTajYJLKBXDhg1zHYz+werSpYsdcsghtnLlSps2bZr7y/HSSy/Zueeem33+7t277bTTTrNly5ZZt27d3D9w33zzjc2cOdOOPfZY++CDD6xChQql+p4S0ffff2+nnnqqlSlTxrXR9OnT7fjjj89+nnaLDfo7dfPNN9u4cePc37nu3btb5cqVbePGjTZv3jx78cUXrVOnTu5c2ix23HXXXfbss89a3bp17YwzzrAqVarYt99+69pC7ffxxx9bq1atot5uZSL8voAC0R/cf/7zny5ICDV//nw7++yz7ZZbbrHevXtb+fLl3fHRo0e7vwCKpBVk5A44NDqh70HJ2b9/v1133XXurqVZs2b21ltvHXQO7RYbXnjhBRckXH311TZixIiDSv4eOHAg+2vaLDZs3rzZnn/+eWvUqJHNnTvXqlWrlv2cggcviNBHtNuNEQXEHI0kKAqeNWuW/elPf3J3Q4qad+7cacuXL7dKlSpln6soWkNyGpFYsmRJqV53onn00UfdP0Bz5sxx/0hNmDAhx4gC7RYb9uzZYy1btnRTQ5rW0+iPH9osdixevNh69OhhF1xwgRvxCaXR1+OOO8569eplEydOjHq7kaOAmFO2bFn32bvr0V8KDZF26NAhx18A0WMd13xd7nlWRI/+wXniiSfsjjvusKOOOirsObRbbFDQnZaW5kboMjIy3Jz3U089ZS+//LKtWrUqx7m0Wexo3ry5lStXzhYsWOByD0J99NFH7nPXrl1LpN2YekBMWbdunc2ePdvNybVu3Tr7L4FoeDscHZ8xY4Y7r2HDhiV6vYlo79692VMOgwcP9j2PdosN3l2kAu/OnTvbzz//nP1ccnKyXX/99fbQQw+5x7RZ7KhZs6bdd999dvfdd9sJJ5yQI0fhs88+c9NIAwcOLJF2I1BATM15Dxo0yHVEmlfzRhS8aDp0ji5U1apVc5yH6HrkkUfcPzgK6PLa3pZ2iw2//fab+6y57GOOOcaNMGiFkRLdNJ/9zDPPuARHrX6gzWLLDTfcYPXr17ebbrrJjQB5lHh6/vnnZ08jRbvdmHpATMjMzHR3NkpmvPLKK+3iiy8u7UtCGIsWLbKnn37abrvttuxsa8T+3y3RMPbrr7/uEomVMX/iiSe6BEeNKihYQOwZMWKEGzVQEuJ3333npg4+/PBDS09Pd0smtZKhJBAoICb+IVPk/Pbbb9uFF17o5k/DRcPbt28P+/1elOydh+hQZrymHDQlpKV2+aHdYoP3+23Xrp1bhx9Kwd5hhx1m//73v10eA20WO2bPnu0Shq+55hr3961BgwYuwNNowptvvulyuTQtIdFuN6YeEBMjCfqDr6E0LQfSHU7upB7JnXjl8Y575yE6VLTFmwtVgaxwlKUtr732WnaSI+1Wuo444og8h6W947pL5e9a7Jg+fbr7fNJJJx30nIplqV01faS/l9FuNwIFxESQoCWRY8aMCTvnrT/cuhNauHChW+qTe+mPjjdp0oTkqihTTQtVzgxHU0YKIk4//XS3DKtx48a0W4zwOpoVK1aEzQtSJ6K2UbupA6LNYsO+ffty5JjktmXLFndTpZGFaP9dY+oBpTrdoCBBJWXHjh3rmxiXlJTkOihFziNHjszxnB7ruPIaEF2pqakuPyHch7KyRXOpeqyqcLRbbFCioir1KSB45ZVXcjynaT4NV2vppBLjaLPY0bFjR/dZhZJyTykosfGXX35xf+8UwEe73Si4hFKhuTcl6mjO7dprrw0bJOgfL3U4XlSs4iJaGqR/9JS9vXTp0uzypCr9rI4MpUO5C7kLLgntFhuUg9CzZ0/79ddfXXt4w9ZaZqfKf59++qkbTRDaLDZkZGTYWWed5UbrNNWn0TpNE6kt1G5qA1W3VeGlaLcbgQJKtWPJi5ZzXXbZZdmPFVUPHz7cbWyj8qb6h02jESr6o/XFiL1AQWi32KCMeS1t1Xr6rVu3unZQ5/O3v/3toJwT2iw27N27140oTJ482dW/0HSENntS6ftbb73VVVwsiXYjUAAAAL7IUQAAAL4IFAAAgC8CBQAA4ItAAQAA+CJQAAAAvggUAACALwIFAADgi0ABAAD4IlAAQrRt29aqV6/uPt577z3f884++2x3zuuvv26xTGWwdZ2ff/65xbsPP/zQVRpUSWKvDQvyvkPbXBXs8vKPf/wj+9xatWpZafKuA4g2AgXAx4MPPmgHDhwo7ctAAWjfgiuuuMIWLVpk7du3t4svvtguueSS7P0LCurtt9/O3rUvHG2fDSQaAgUgjIoVK7ra6rl320Ns0oY32jJ5yJAhri7+Cy+8YM8//7y1aNGiwD/jT3/6k9sD4YMPPgj7vLbq1VbN2mAnFigo0gcQbQQKQBja0VIee+wx+/3330v7clCADY+kWbNmRf4Zl19+eZ6jBq+++mqO80qbgqDCBEJAUREoAGH06NHDOnfubJs2bXK7txVmF8W8chd0XM/rPL/j2gFu6NChbu5cQ+e6gx01apRlZma6czds2ODunFu3bu12ktNQ+5gxY/K9trlz51rfvn3tsMMOs3r16rmtaN988808v2fOnDmuY9Quddph8PDDD3c7evrdyYbOm6vD1e+xcePG7tiaNWusIDTd8/LLL7ttkfW93u9Auxzqveferjz0933DDTdkX4PyMwqjVatWblRB2/Lmfp1du3bZlClTrEGDBu73lpdt27bZAw88YB07dnS/54YNG1rXrl1t9OjRtmfPnhzn/t///Z+71vPOO8/352mUQ+2s3/9vv/1WoBwF/Q41Gqbfgdpb368t22+55ZbsoCq32bNn20UXXeS2oD7kkEOsSZMm7vc+cOBAmzdvXp7vGfGNQAHwcf/992cnsOkf65KgIEEdpObK1WkpWNm4caMNGzbMJdr9+9//tlNPPdU+/fRTO+GEE6xDhw7umJ5TMOFH+9b36dPH/azu3bu7n71kyRI3cnLXXXeF/Z67777bJW1qKF6dndfp6LGSBvOar7/99tvtpptusjJlyrj3o2AmKSmpQNvqnn/++a5DU96B3p9eV3kDY8eOtZNOOsldt0fBlHIRmjZt6h6rc9Zjffz5z3+2wlJQpIDsjTfeyHFc0xkKFvRz83ofq1evtpNPPtmefPJJ16krUNI1r1q1yu677z477bTTLC0tLfv8c88911JTU23WrFkHBSe58yb0verA87Nz5063tbB+/0uXLnUBpdqrfPnyLgDT9el4KL1fBZGffPKJCxD0Z+XEE090WxO/++67bttiJK4ypX0BQKxS53bWWWe5fyQff/xxe+SRR6L+muqE1SGo41CehKhjVKf3//7f/3NZ/Oo4NSWiTtibn9ddvjon3f153xdKIw733nuv64BDRxguuOACe/bZZ91dsgIIz/jx4+2ZZ55xQ/m6M23Tpk32c7q7VLKgflanTp2sefPmB73exIkT7eOPP7bjjz++UO9fIwS6s1XHrzt4dVqi/AO9nob/r7zySlu8eLGVK1fOzjzzTPehkRgFTP369XO/i6JSkKIASR3nbbfdln1cIxYKEPKbdrj66qtt3bp1rmN+6aWXrFKlSu64ggaNGqiDVhD14osvuuPVqlVzf8beeust9zu7+eabD/qZ3mhJQd+Xfk9q2169erk21EiER6NjGq3q37+/GxVKSUlxx0eMGGFZWVlu5YjaNNSvv/7qG8QgMTCiAORBnas6ZHXSa9eujfrrVa5c2Z5++ukcnX27du3cnanudHVXq4DFCxJEgYOGzXfs2GH/+te/wv5cb9g5VJcuXWzAgAHua3UoHr3O8OHD3de6Aw0NEkSjHOrsdJerofNwbrzxxkIHCenp6a5zFb1HL0iQsmXLus5MQ+iawshr6WpxeB23RgDU2cpPP/1kCxYscO9bIyp+vvjiC/vyyy9d22mawQsSRCMBOia6Q//ll1+yn/MCgNyjGLJs2TI3sqLpl4KMkCxfvtzeeecdN+Wh32VokCDXX3+9G+FZuXKlTZ8+PUcwULVq1YOCBNHPOOaYY/J9bcQvAgUgD5qv1V2khsQffvjhqL+e/kHO/Y+7eHftGsauUKGC7/PKqQhHIwDhaChd1BFmZGS4r9UxaYpCd/UKUsJRkCF+uQqasigsBTkKhGrUqOHuyHNTB6yheolmXQiv4/amVrzP+Y0meIGFRmYU0OSm36WCLgVioXP+mgpQLoYCkty/T280Qe0XGhz60dSBRgYUVGjaoKBtp1wEBZqDBg1yI1hePgwgBApAPu68807XSWmu+Ntvv43qaykXIBzv7tTveY1EeHfl4YTenYc7riQ7Lw9D8+yioXwvYS73h5fQF5pcF0odX2EpOMnrWsXLRfDOjQZ13LqG999/3+UTKOFTd9v5BT9FvX5NaVx66aXu69AkWE236M9cYaYdvIRRTdH4tZ1GyXK33RNPPOFGSzT9ccopp2TnKWjKTVMpSGzkKAD5qFu3rkv6Uw6Astk1n1xU+d2pJScnF+v54tCdaOg1arg7vwx/v+qEStALKq/jVr6E2n3z5s121VVXRfU96fU0taKkSU376LWUL7BlyxY3hVPQZZBe2ynJM/eUUbgcHI9WtWjaRCs+PvvsMzfaoKkUfa18GE2HaUUEEhOBAlAAgwcPtnHjxrmh3byWiinBTjSEHk5p3Z35LU308i40nVGzZk33tZYAih6raFFJ0bx6XtcaOtrhnRvtjvujjz4qcO0E75q8ayzM9WsERiMZWo6q5NkLL7wwO2ehMHUbvLbT6o+RI0daYXgrVPQhmopQoqt+D0qyVNJoaN4FEgdTD0ABk9y8ZEAtc/PjdQCq4Bfujl3LGkuD3yiIV0dBHYs3B675ao0U/Pjjj/bDDz+U2DVqyaamUFSHIFx1RE2PTJo0KTtXI5q0X8QZZ5zhgiXd0Yfeffvx5v5nzJhh//nPfw56XiselJyoUSEtPczNCwgUIOj79WdFIwtatlhQXsKjRiP8pqEKStMtf//7392ffRUdU6VSJCYCBaCArrnmGpcjoCFaLc8LR/O7orledbSh880KML7++msrDUpQ87LuPRpa9lYZKBs+dIWB6jIosFHnpfNyU+Kj7n79fg9FoVENLS8ULVEMXWWi359yRTQNoPnzoiRLFpaSGLX6IXR1QF60YkABhQIaFcQKreipKQRv6aOWSYbLNdFqC3XKGu5XboCKJumYOuzCJMMqt0BFlbRUNNzozO7du13g6AUzuk6tegmXbzJ//nxX20PLKL3RCiQeph6AAlLBGq1BV6fqV9ZZd+a6E9UdsQoj6bE6QK0kUCEczXlrH4KSpmx2FZDSCIIK8CiZTgGA5rR1Td5ws0f1GNTZqNiUViC0bNnSJeLpDledte6M1YEob6OwyyDzojtYrX5QEKJiSxo50CiD5sx1PbrDV40Hb4on1ijwUueu9lenrZEDBTlaEaGhfB3zmxLQnxMFEVqSquJSRS0XrekCtY0CHLWNchUUXCnwU/ClhFwtbdXvVKsz9LUCMyU5apmtVtAoWNS5XiB46623FqjYE+ITIwpAIWiZmv4xzYtqC6hYj5IB1UFoBEJ3m+r8lGRWGjS/rEQ5dQzKs9DIhjotFeDxaibkpsRNFU3SfLlyLjSkru/VEkwNsyuI8JYrRjIYU50BZeGrg1Mwo6qS6rgUvOj36bdkMxZo5YBGBDRNpaBGvz8VkNJxVddUzkNeW0OHBgbKWyjKFIuWRaqtFbRohEsBln6Hui5NR6jIlkZLvBUYCsSeeuop15YKGlTsS0W8VFtBQY9qVihARuJKSktL+yPVGQAAIBdGFAAAgC8CBQAA4ItAAQAA+CJQAAAAvggUAACALwIFAADgi0ABAAD4IlAAAAC+CBQAAIAvAgUAAOCLQAEAAPgiUAAAAL4IFAAAgPn5/4JyO9O6Z6nmAAAAAElFTkSuQmCC",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"actors.scatter('Number of Movies', 'Average per Movie')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is a markedly different picture and shows a *negative* association. In general, the more movies an actor has been in, the *less* the average receipt per movie.\n",
"\n",
"Also, one of the points is quite high and off to the left of the plot. It corresponds to one actor who has a low number of movies and high average per movie. This point is an *outlier*. It lies outside the general range of the data. Indeed, it is quite far from all the other points in the plot."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will examine the negative association further by looking at points at the right and left ends of the plot. \n",
"\n",
"For the right end, let's zoom in on the main body of the plot by just looking at the portion that doesn't have the outlier."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"no_outlier = actors.where('Number of Movies', are.above(10))\n",
"no_outlier.scatter('Number of Movies', 'Average per Movie')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The negative association is still clearly visible. Let's identify the actors corresponding to the points that lie on the right hand side of the plot where the number of movies is large:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
" \n",
"
\n",
"
Actor
Total Gross
Number of Movies
Average per Movie
#1 Movie
Gross
\n",
"
\n",
" \n",
" \n",
"
\n",
"
Samuel L. Jackson
4772.8
69
69.2
The Avengers
623.4
\n",
"
\n",
"
\n",
"
Morgan Freeman
4468.3
61
73.3
The Dark Knight
534.9
\n",
"
\n",
"
\n",
"
Robert DeNiro
3081.3
79
39
Meet the Fockers
279.3
\n",
"
\n",
"
\n",
"
Liam Neeson
2942.7
63
46.7
The Phantom Menace
474.5
\n",
"
\n",
" \n",
"
"
],
"text/plain": [
"Actor | Total Gross | Number of Movies | Average per Movie | #1 Movie | Gross\n",
"Samuel L. Jackson | 4772.8 | 69 | 69.2 | The Avengers | 623.4\n",
"Morgan Freeman | 4468.3 | 61 | 73.3 | The Dark Knight | 534.9\n",
"Robert DeNiro | 3081.3 | 79 | 39 | Meet the Fockers | 279.3\n",
"Liam Neeson | 2942.7 | 63 | 46.7 | The Phantom Menace | 474.5"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"actors.where('Number of Movies', are.above(60))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The great actor Robert DeNiro has the highest number of movies and the lowest average receipt per movie. Other fine actors are at points that are not very far away, but DeNiro's is at the extreme end.\n",
"\n",
"To understand the negative association, note that the more movies an actor is in, the more variable those movies might be, in terms of style, genre, and box office draw. For example, an actor might be in some high-grossing action movies or comedies (such as Meet the Fockers), and also in a large number of smaller films that may be excellent but don't draw large crowds. Thus the actor's value of average receipts per movie might be relatively low.\n",
"\n",
"To approach this argument from a different direction, let us now take a look at the outlier."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
" \n",
"
\n",
"
Actor
Total Gross
Number of Movies
Average per Movie
#1 Movie
Gross
\n",
"
\n",
" \n",
" \n",
"
\n",
"
Anthony Daniels
3162.9
7
451.8
Star Wars: The Force Awakens
936.7
\n",
"
\n",
" \n",
"
"
],
"text/plain": [
"Actor | Total Gross | Number of Movies | Average per Movie | #1 Movie | Gross\n",
"Anthony Daniels | 3162.9 | 7 | 451.8 | Star Wars: The Force Awakens | 936.7"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"actors.where('Number of Movies', are.below(10))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As an actor, Anthony Daniels might not have the stature of Robert DeNiro. But his 7 movies had an astonishingly high average receipt of nearly $452$ million dollars per movie.\n",
"\n",
"What were these movies? You might know about the droid C-3PO in Star Wars:\n",
"\n",
"\n",
"\n",
"That's [Anthony Daniels](https://en.wikipedia.org/wiki/Anthony_Daniels) inside the metallic suit. He plays C-3PO.\n",
"\n",
"Mr. Daniels' entire filmography (apart from cameos) consists of movies in the high-grossing Star Wars franchise. That explains both his high average receipt and his low number of movies.\n",
"\n",
"Variables such as genre and production budget have an effect on the association between the number of movies and the average receipt per movie. This example is a reminder that studying the association between two variables often involves understanding other related variables as well. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Line Plots**\n",
"\n",
"Line plots, sometimes known as line graphs, are among the most common visualizations. They are often used to study chronological trends and patterns.\n",
"\n",
"The table `movies_by_year` contains data on movies produced by U.S. studios in each of the years 1980 through 2015. The columns are:\n",
"\n",
"| **Column** | Content |\n",
"|------------|---------|\n",
"| `Year` | Year |\n",
"| `Total Gross` | Total domestic box office gross, in millions of dollars, of all movies released |\n",
"| `Number of Movies` | Number of movies released |\n",
"| `#1 Movie` | Highest grossing movie |"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
" \n",
"
\n",
"
Year
Total Gross
Number of Movies
#1 Movie
\n",
"
\n",
" \n",
" \n",
"
\n",
"
2015
11128.5
702
Star Wars: The Force Awakens
\n",
"
\n",
"
\n",
"
2014
10360.8
702
American Sniper
\n",
"
\n",
"
\n",
"
2013
10923.6
688
Catching Fire
\n",
"
\n",
"
\n",
"
2012
10837.4
667
The Avengers
\n",
"
\n",
"
\n",
"
2011
10174.3
602
Harry Potter / Deathly Hallows (P2)
\n",
"
\n",
"
\n",
"
2010
10565.6
536
Toy Story 3
\n",
"
\n",
"
\n",
"
2009
10595.5
521
Avatar
\n",
"
\n",
"
\n",
"
2008
9630.7
608
The Dark Knight
\n",
"
\n",
"
\n",
"
2007
9663.8
631
Spider-Man 3
\n",
"
\n",
"
\n",
"
2006
9209.5
608
Dead Man's Chest
\n",
"
\n",
" \n",
"
\n",
"
... (26 rows omitted)
"
],
"text/plain": [
"Year | Total Gross | Number of Movies | #1 Movie\n",
"2015 | 11128.5 | 702 | Star Wars: The Force Awakens\n",
"2014 | 10360.8 | 702 | American Sniper\n",
"2013 | 10923.6 | 688 | Catching Fire\n",
"2012 | 10837.4 | 667 | The Avengers\n",
"2011 | 10174.3 | 602 | Harry Potter / Deathly Hallows (P2)\n",
"2010 | 10565.6 | 536 | Toy Story 3\n",
"2009 | 10595.5 | 521 | Avatar\n",
"2008 | 9630.7 | 608 | The Dark Knight\n",
"2007 | 9663.8 | 631 | Spider-Man 3\n",
"2006 | 9209.5 | 608 | Dead Man's Chest\n",
"... (26 rows omitted)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"movies_by_year = Table.read_table(path_data + 'movies_by_year.csv')\n",
"movies_by_year"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The Table method `plot` produces a line plot. Its two arguments are the same as those for `scatter`: first the column on the horizontal axis, then the column on the vertical. Here is a line plot of the number of movies released each year over the years 1980 through 2015."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"movies_by_year.plot('Year', 'Number of Movies')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The graph rises sharply and then has a gentle upwards trend though the numbers vary noticeably from year to year. The sharp rise in the early 1980's is due in part to studios returning to the forefront of movie production after some years of filmmaker driven movies in the 1970's. \n",
"\n",
"Our focus will be on more recent years. In keeping with the theme of movies, the table of rows corresponding to the years 2000 through 2015 have been assigned to the name `century_21`."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"century_21 = movies_by_year.where('Year', are.above(1999))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"century_21.plot('Year', 'Number of Movies')\n",
"\n",
"# Ensure the plot only shows integers\n",
"plots.gca().xaxis.set_major_locator(MaxNLocator(integer=True))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The global financial crisis of 2008 has a visible effect – in 2009 there is a sharp drop in the number of movies released.\n",
"\n",
"The dollar figures, however, didn't suffer much."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
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"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"century_21.plot('Year', 'Total Gross')\n",
"\n",
"# Ensure the plot only shows integers\n",
"plots.gca().xaxis.set_major_locator(MaxNLocator(integer=True))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The total domestic gross receipt was higher in 2009 than in 2008, even though there was a financial crisis and a much smaller number of movies were released.\n",
"\n",
"One reason for this apparent contradiction is that people tend to go to the movies when there is a recession. [\"In Downturn, Americans Flock to the Movies,\"](http://www.nytimes.com/2009/03/01/movies/01films.html?_r=0) said the New York Times in February 2009. The article quotes Martin Kaplan of the University of Southern California saying, \"People want to forget their troubles, and they want to be with other people.\" When holidays and expensive treats are unaffordable, movies provide welcome entertainment and relief.\n",
"\n",
"In 2009, another reason for high box office receipts was the movie Avatar and its 3D release. Not only was Avatar the \\#1 movie of 2009, it is also by some calculations one of the highest grossing movies of all time, as we will see later."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"