{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [ "remove_input" ] }, "outputs": [], "source": [ "path_data = '../../../../data/'\n", "\n", "import numpy as np\n", "import pandas as pd\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "#plt.style.use('fivethirtyeight')\n", "plt.style.use('bmh')\n", "\n", "np.set_printoptions(threshold=50)\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing Categorical Distributions ###\n", "\n", "Data come in many forms that are not numerical. Data can be pieces of music, or places on a map. They can also be categories into which you can place individuals. Here are some examples of *categorical* variables.\n", "\n", "- The individuals are cartons of ice-cream, and the variable is the flavor in the carton.\n", "- The individuals are professional basketball players, and the variable is the player's team.\n", "- The individuals are years, and the variable is the genre of the highest grossing movie of the year.\n", "- The individuals are survey respondents, and the variable is the response they choose from among \"Not at all satisfied,\" \"Somewhat satisfied,\" and \"Very satisfied.\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The DataFrame `icecream` contains data on 30 cartons of ice-cream. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
FlavorNumber of Cartons
0Chocolate16
1Strawberry5
2Vanilla9
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" ], "text/plain": [ " Flavor Number of Cartons\n", "0 Chocolate 16\n", "1 Strawberry 5\n", "2 Vanilla 9" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "icecream = pd.DataFrame({\n", " 'Flavor':np.array(['Chocolate', 'Strawberry', 'Vanilla']),\n", " 'Number of Cartons':np.array([16, 5, 9])}\n", ")\n", "icecream" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The *values* of the **categorical** variable \"flavor\" are chocolate, strawberry, and vanilla. The df shows the number of cartons of each flavor. We call this a *distribution table*. A *distribution* shows all the values of a variable, along with the frequency of each one." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bar Chart (pandas) ###\n", "The bar chart (*as opposed to Histogram*) is a familiar way of visualizing categorical distributions. It displays a bar for each category. The bars are equally spaced and equally wide. The length of each bar is proportional to the frequency of the corresponding category.\n", "\n", "We will draw bar charts with horizontal bars because it's easier to label the bars that way. The *pandas* df method is therefore called `barh`. It takes two arguments: the first is the column label of the categories, and the second is the column label of the frequencies." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "icecream.plot.barh('Flavor', 'Number of Cartons')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the table consists just of a column of categories and a column of frequencies, as in `icecream`, the method call is even simpler. You can just specify the column containing the categories, and `barh` will use the values in the other column as frequencies." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "icecream.plot.barh('Flavor')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Features of Categorical Distributions ###\n", "Apart from purely visual differences, there is an important fundamental distinction between bar charts and the two graphs that we saw in the previous sections. Those were the scatter plot and the line plot, both of which display two numerical variables – the variables on both axes are numerical. In contrast, the bar chart has categories on one axis and numerical frequencies on the other.\n", "\n", "This has consequences for the chart. First, the width of each bar and the space between consecutive bars is entirely up to the person who is producing the graph, or to the program being used to produce it. Python made those choices for us. If you were to draw the bar graph by hand, you could make completely different choices and still have a perfectly correct bar graph, provided you drew all the bars with the same width and kept all the spaces the same.\n", "\n", "Most importantly, the bars can be drawn in any order. The categories \"chocolate,\" \"vanilla,\" and \"strawberry\" have no universal rank order, unlike for example the numbers 5, 7, and 10.\n", "\n", "This means that we can draw a bar chart that is easier to interpret, by rearranging the bars in decreasing order. To do this, we first rearrange the rows of `icecream` in decreasing order of `Number of Cartons`, and then draw the bar chart." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "icecream.sort_values('Number of Cartons', ascending=False).plot.barh('Flavor')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This bar chart contains exactly the same information as the previous ones, but it is a little easier to read. While this is not a huge gain in reading a chart with just three bars, it can be quite significant when the number of categories is large." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grouping Categorical Data ###\n", "To construct the df `icecream`, someone had to look at all 30 cartons of ice-cream and count the number of each flavor. But if our data does not already include frequencies, we have to compute the frequencies before we can draw a bar chart. Here is an example where this is necessary.\n", "\n", "The df `top` consists of U.S.A.'s top grossing movies of all time. The first column contains the title of the movie; *Star Wars: The Force Awakens* has the top rank, with a box office gross amount of more than 900 million dollars in the United States. The second column contains the name of the studio that produced the movie. The third contains the domestic box office gross in dollars, and the fourth contains the gross amount that would have been earned from ticket sales at 2016 prices. The fifth contains the release year of the movie. \n", "\n", "There are 200 movies on the list. Here are the top ten according to unadjusted gross receipts." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TitleStudioGrossGross (Adjusted)Year
0Star Wars: The Force AwakensBuena Vista (Disney)9067234189067234002015
1AvatarFox7605076258461208002009
2TitanicParamount65867230211786279001997
3Jurassic WorldUniversal6522706256877280002015
4Marvel's The AvengersBuena Vista (Disney)6233579106688666002012
..................
195The Caine MutinyColumbia217500003861735001954
196The Bells of St. Mary'sRKO213333335458824001945
197Duel in the SunSelz.204081634438775001946
198Sergeant YorkWarner Bros.163618854186718001941
199The Four Horsemen of the ApocalypseMPC91836733994898001921
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200 rows × 5 columns

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" ], "text/plain": [ " Title Studio Gross \\\n", "0 Star Wars: The Force Awakens Buena Vista (Disney) 906723418 \n", "1 Avatar Fox 760507625 \n", "2 Titanic Paramount 658672302 \n", "3 Jurassic World Universal 652270625 \n", "4 Marvel's The Avengers Buena Vista (Disney) 623357910 \n", ".. ... ... ... \n", "195 The Caine Mutiny Columbia 21750000 \n", "196 The Bells of St. Mary's RKO 21333333 \n", "197 Duel in the Sun Selz. 20408163 \n", "198 Sergeant York Warner Bros. 16361885 \n", "199 The Four Horsemen of the Apocalypse MPC 9183673 \n", "\n", " Gross (Adjusted) Year \n", "0 906723400 2015 \n", "1 846120800 2009 \n", "2 1178627900 1997 \n", "3 687728000 2015 \n", "4 668866600 2012 \n", ".. ... ... \n", "195 386173500 1954 \n", "196 545882400 1945 \n", "197 443877500 1946 \n", "198 418671800 1941 \n", "199 399489800 1921 \n", "\n", "[200 rows x 5 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "top = pd.read_csv(path_data + 'top_movies.csv')\n", "top" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Disney subsidiary Buena Vista shows up frequently in the top ten, as do Fox and Warner Brothers. Which studios will appear most frequently if we look among all 200 rows?\n", "\n", "To figure this out, first notice that all we need is a table with the movies and the studios; the other information is unnecessary. Again, notice that we use two sqaure brackets as we wish to use more than one column." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "movies_and_studios = top[['Title', 'Studio']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The df methods `groupby()` and `count()` allows us to count how frequently each studio appears in the table, by calling each studio a category and assigning each row to one category. The `groupby` method takes as its argument the label of the column that contains the categories, the `count()` returns a table of counts of rows in each category. Unless we state which column we wish to `count()` the first column in the df will be used, notice how the name of the grouping column or category is shown below the name of the column being used for the count. There a number of ways by which we could 'remove' the name of the count column - can you think of any?" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Title
Studio
AVCO1
Buena Vista (Disney)29
Columbia10
Disney11
Dreamworks3
Fox26
IFC1
Lionsgate3
MGM7
MPC1
NM1
New Line5
Orion1
Paramount25
Paramount/Dreamworks4
RKO3
Selz.1
Sony6
Sum.2
TriS2
UA6
Universal22
Warner Bros.29
Warner Bros. (New Line)1
\n", "
" ], "text/plain": [ " Title\n", "Studio \n", "AVCO 1\n", "Buena Vista (Disney) 29\n", "Columbia 10\n", "Disney 11\n", "Dreamworks 3\n", "Fox 26\n", "IFC 1\n", "Lionsgate 3\n", "MGM 7\n", "MPC 1\n", "NM 1\n", "New Line 5\n", "Orion 1\n", "Paramount 25\n", "Paramount/Dreamworks 4\n", "RKO 3\n", "Selz. 1\n", "Sony 6\n", "Sum. 2\n", "TriS 2\n", "UA 6\n", "Universal 22\n", "Warner Bros. 29\n", "Warner Bros. (New Line) 1" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "movies_and_studios.groupby(['Studio']).count()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus `groupby` creates a distribution table that shows how the movies are distributed among the categories (studios). \n", "\n", "We can now use this table, along with the graphing skills that we acquired above, to draw a bar chart that shows which studios are most frequent among the 200 highest grossing movies." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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Umku9eXS6hXSUbq2TTDNe1FqbTOrNpd48as2l3jxTU5v/ZENNkiVyWieZ5/iyfoSZ1JtLvXnUmku9eXp7ezd9Wz1LIiIiIiLraJIcATN7q5m9Ys3f/83Mbljz9/9tZq+MZXDtxz9qZofN7FDw3xc8mI+X1RsSaLZ3aa1NJvXmUm8eteZSb55KpbLp22qSHI0vA3g6AJhZCsAwgMev2f50AF86nzsys1Bn85vZmT5a5tnuPg7gZwG8bYPbWTD20Jb0xj2aQyW9+YNJvbnUm0etudSbZ3R0dNO31SQ5Gl9CMElGe3J8BEDZzAbMbBuASwHcbmavN7NvmNkRM3uXmRkAmNnNZvbHZnYLgN8L/v5mM/u6md1tZs8Mrpc2sz8L7uMOM/vN4PKrzezzZvZ3AA6fY6x9AOaD2+00s7vM7J0ADgJ4ZHD/R4Ijzi8KrrfdzL4QHIk+cnI8Z5LXG/doLuvTmz+Y1JtLvXnUmku9eaanpzd9W/0qEwF3/4GZNczsUWhPlr8C4BEAngagBOAOd6+Z2dvd/Y0AYGbvB/B8AP8S3E2/u18VbPtJABl3f7KZ/TiANwB4DoBfA1By9ycFk+8vmdn+4PZPBrDb3f/jDMP8fDAp/2EA/3nN5Y8B8Cvu/l/N7GcAjAO4HO2j4d8wsy8A+EUA/+bu/ys4Ut19th4rlQXc947XoNpqf7DI+FXXoD5+Lfb0NzC1kkK91f5IziMLGVzc20TGHIcXMhgvNlbfzLC9q4VDpQwu62ug4YZ7Kmns7mvgWDWFbAoY3dbCgRMZ7OlvYKlpmFhK49JCA0eX0ihkHEO5U9vLDcPxagqXFJq4dzGNoVwL/Vlf3X6ibpitpbCrp4m7y2lsz7dQyJzaPltLodww7Oxu4q5yBju6m+hOn9oe5z7t6G7i6FJzS+1TJz9PgznHVcO1LbVPnfw8pQ146mB9S+1Tpz5PY9tap31vb4V96uTnCQCuGq5tqX2K+nmamJjA8PAwSqUS6vU6xsbGMDk5iZ6eHqTTaSwsLGBkZARzc3Nwd4yMjGBqamr1jXqVSgWjo6MolUowMwwODmJ6ehp9fX1oNptYXFxcvc8zsTCLLMspZvZBtCe8Pwbgz9GeJD8d7UnykLu/OpiE/j7ak8xBAH/l7n9iZjcDeIO73xLc180AXufuXzKzUQBfcvdHm9nfA3gCgKXgYYsAfhNALbj9s88wtqMArnT3GTPbBeCzAHajPRH+vLv/UHC9twI47O7vCf7+fgAfA3ACwHsAfADAP7n7obO1+OAnb/K/uEsvUjAM5VqYrak1i3pzqTePWnOp97nt33dFJPeztLSE7u6zHtvDwYMHD+zdu/fK9ZfrGYrOyfOSL0P7dIuvon0k+eloH/HtAvBOAD/r7pcBeDeArjW3X1x3fyvBf5s4dcTfAPyuu48Hf37I3fef4fYbcvd7AUwBeNwGt9vwZGJ3/wKAZwH4PoD3m9kvn+0x8in94sWyWy/ZUak3l3rzqDWXevOEOd1Ck+TofAnt0yfm3L3p7nMA+tGeKH8FpybEM2bWi/Yb6C7UvwH4L2aWBQAzu8TMei7kDszsYQB+CMDEBpu/AOBFwbnPI2hPjL9uZjsA3O/u7wbwNwCeeLbHqGmdZJpjVf0IM6k3l3rzqDWXevP09fVt+rY6Jzk6h9E+feHv1l3W6+4zAGBm7w4uOwrgG5t4jBsA7ARwMDi/eBrAT53nbT9vZk0AWQCvdvcpM9u57jr/iPak/psAHMDvu/ukmb0UwKvMrA6gAuCXg/25AcBfu/tta+9EU2SerP4/S6XeXOrNo9Zc6s3TbDY3fVtNkiPi7k20V45Ye9nL1v39DwD8wQa3vfpMfw8m2DuDr1sAXhv8Wevm4M+ZxrbzDJcfRfvc5JN/dwCvCv6svd57Abx3g9vv2+h+tU4yz+i2Fr5djnsUyaHeXOrNo9Zc6s2zuLiI4eHhTd1Wv8tI5Ba1TjLNgRP6PZdJvbnUm0etudSbZ2xsbNO31SRZItejdZJp9vTrzR9M6s2l3jxqzaXePGdb4u1cNEmWyLV0VjKNPt2QS7251JtHrbnUmyebzW76tpokS+RW9JH0NBNLZ/oUcnkwqDeXevOoNZd68xSLxU3fVpNkiZzWSea5tKCX7JjUm0u9edSaS715ZmZmNn1bTZIlcistvYzEclRHI6jUm0u9edSaS715dCRZOkpac2SaQkZH7ZnUm0u9edSaS715arXapm+rSbJELqN1kmmGcjoBnEm9udSbR6251JunWq1u+raaJEvktE4yj9ba5FJvLvXmUWsu9ebROsnSUbROMo/W2uRSby715lFrLvXmCbNOsn6VkcgN927D/n2XxT2MRDh+/Dhet3173MNIDPXmUm8eteZSb55cLrfp2+pIskQuldK3FUuhUIh7CImi3lzqzaPWXOrNE6a1ZjMSuUZDLyOxzM7Oxj2ERFFvLvXmUWsu9eYJ01qTZIlcJqOzeFgGBgbiHkKiqDeXevOoNZd684RprUmyRK7V0tI2LGGWtpELp95c6s2j1lzqzaMl4KSjaJLMs7y8HPcQEkW9udSbR6251JsnTGtNkiVy2Ww27iEkRpj1H+XCqTeXevOoNZd682idZOko9Xo97iEkRpj1H+XCqTeXevOoNZd682idZOko9y828Lwbbo97GIlwebGOb35mLu5hJIZ6c6k3j1pzRdV7/74rIhjN1tbV1bXp2+pIskSuqQ/co5mt6UeYSb251JtHrbnUmyefz2/6tnqWJHLbUpols+zqacY9hERRby715lFrLvXmmZ+f3/RtNUmWyC23LO4hJMbd5XTcQ0gU9eZSbx615lJvnqGhoU3fVpNkiVxW31U02/Nabo9JvbnUm0etudSbp1wub/q2ms5I5NLQ6RYshYxaM6k3l3rzqDWXevPUarVN31aTZIncYlOnW7AcOKEFapjUm0u9edSaS715tE6ydJSetH5DZtnT34h7CImi3lzqzaPWXOrNE2adZE2SJXIN15FkFi0jxKXeXOrNo9Zc6s2jJeCko2idZJ5yQ7+QMKk3l3rzqDWXevPkcrlN31aTZImc1knm2dmttTaZ1JtLvXnUmku9eUql0qZvq0myRK6qdZJp7irrzR9M6s2l3jxqzaXePMPDw5u+rSbJErlt+q6i2aGjEVTqzaXePGrNpd48YY4k61cZgZk1ARxec9FPufvRzd5fSusk03RrJREq9eZSbx615lJvnnq9vunbapIsAFB19/Go7kzrJPNorU0u9eZSbx615lJvHq2TLJEzs3Ez+6qZ3WFm/2hmA2a2w8zuMbNhM0uZ2a1m9rz1t9U6yTxaa5NLvbnUm0etudSbR+skS1h5MzsU/PnH4LL3Afjv7v4EtE/FeIO7TwB4M4C/BvD/AfiWu+9ff2d1rZNMM7WiH2Em9eZSbx615lJvnp6enk3fVsf7BVh3uoWZFQH0u/stwUXvBfAxAHD3G8zs5wD8FoBxbKBeKeG+d7wG1Vb7TXzjV12D+vi12NPfwNRKCvUWcFG+hSMLGVzc20TGHIcXMhgvNnB8uf0/ju1dLRwqZXBZXwMNN9xTSWN3XwPHqilkU8DothYOnMhgT38DS03DxFIalxYaOLqURiHjGMqd2l5uGI5XU7ik0MS9i2kM5Vroz/rq9hN1w2wthV09TdxdTmN7voVC5tT22VoK5YZhZ3cTd5Uz2NHdRHf61PY49+mxvQ1UGral9qmTn6exbc0tt0+d/DyV6sBTB+tbap869XnakT/9e3sr7FMnP0+zK4arhmuh9+n+++9HLpdDqVTC8PAwSqUS6vU6xsbGMDk5iZ6eHqTTaSwsLGBkZARzc3Nwd4yMjGBqagq9vb0AgEqlgtHRUUxPT8PMMDg4iOnpafT19aHZbGJxcXH1PrPZLIrFImZmZlAsFlGr1VCtVle353I5FAoFzM7OYmBgANVqFcvLy6vbu7q6kM/nMT8/j6GhIZTLZdRqtdXt+Xw+0n2am5vD8vLyWffpTMxdL40nnZlV3L13zd+LAA67+6OCv+8C8DF3f6KZdQP4BoAuAM9w9+Pr7+/jn/6Mv+nONGn0yXbVcA23zGx+oXS5MOrNpd48as0VVe/9+66IYDRb28TEBHbs2HHW6xw8ePDA3r17r1x/uY73ywO4ewnAvJk9M7joJQBOHlV+M4APAng9gHdvdHutk8xzZEEvBjGpN5d686g1l3rzjIyMbPq2miTLmbwUwJ+Z2R1on1bxRjO7CsCTALzZ3T8IoGZmv7L+hlonmefiXq21yaTeXOrNo9Zc6s0zNze36dvqVxnB2lMt1lx2CMBT1118y9rL3P2FG92faZ1kmoypNZN6c6k3j1pzqTdPmNOKdcxPIlfVOsk0h/WSHZV6c6k3j1pzqTePTreQjqJPEuIZL2qtTSb15lJvHrXmUm+eqampTd9Wk2SJnNZJ5jm5JJFwqDeXevOoNZd685xcEm4z9CyJiIiIiKyjSbJELqs3JNBs72rFPYREUW8u9eZRay715qlUKpu+rSbJErklvXGP5lBJb/5gUm8u9eZRay715hkdHd30bTVJlsjl9cY9msv69OYPJvXmUm8eteZSb57p6elN31aTZImcQ0eSWRp6kySVenOpN49ac6k3j9nmW2uSLJFb0alWNPdU0nEPIVHUm0u9edSaS715BgcHN31bTZIlcvmUTrdg2a2X7KjUm0u9edSaS715dLqFdJSaXkaiOVbVjzCTenOpN49ac6k3T19f36Zvq7dXSuQe0bcN+/ftjnsYiTAzM4Ph4eG4h5EY6s2l3jxqzaXePM1mc9O31a8yErkw35ByYRYXF+MeQqKoN5d686g1l3rzhGmtSbJELpvNxj2ExBgbG4t7CImi3lzqzaPWXOrNE6a1JskSuXq9HvcQEmNycjLuISSKenOpN49ac6k3T5jWmiRL5MKsSSgXRkftudSbS7151JpLvXnCtNYkWSKXTmv9R5ZisRj3EBJFvbnUm0etudSbJ0xrTZIlco2G1n9kmZmZiXsIiaLeXOrNo9Zc6s0TprUmyRI5HUnm0dEILvXmUm8eteZSb54wrbVOskTu+MIKXnnD7XEPIxF29zVwZEE/xizqzaXePGrN9YFrHxH3EBKjVqtt+rY6kiyRy5g+lpplKNeKewiJot5c6s2j1lzVajXuISRGmNaaJEvkFpta3YLlwAkd+WFSby715lFrLq2TzKN1kqWj9KR1JJllT7/eJMmk3lzqzaPWXFonmUfrJEtHaUJHklnKDbVmUm8u9eZRa65cLhf3EBIjTGtNkiVydZ3aRnO8qh9hJvXmUm8eteYqFApxDyExwrTWT4VEriul0y1YLik04x5Coqg3l3rzqDXX7Oxs3ENIjDCtNUmWyK209LIdy72LWpOaSb251JtHrbkGBgbiHkJihGmtSbJELq05Mo2WbeJSby715lFrLi0Bx6Ml4KSjaJ1knv6sWjOpN5d686g11/LyctxDSIwwrTVJlshpnWQerW3Kpd5c6s2j1lxaJ5lH6yRLR9E6yTxa25RLvbnUm0etubROMo/WSX4IMbOmmR0ysyNm9jEz6457TJthZq8409gbriPJLCfqas2k3lzqzaPWXF1dXXEPITHCtNYkma/q7uPuvhtADcBvnc+NzKzTXgt7BYANJ8lNHUimma3pR5hJvbnUm0etufL5fNxDSIwwrfVTEa9bATzazH7SzL5mZreb2U1mNgoAZna9mb3LzPYDeJ+Z7TSzW83sYPDn6cH1rjazW8zso2Z2t5n9iZm92My+bmaHzWxXcL0dZvZZM7sj+O+jgstvNLOfPTkoM6usud+bzezvzezbZvZBa3s5gIcD+LyZfX79Tm3TOsk0u3q0timTenOpN49ac83Pz8c9hMQI01qT5JgER4Z/DMBhAF8E8FR3vwLAhwH8/pqr7gHwAnf/RQD3A3iuuz8RwIsAvG3N9S4H8HsALgPwEgCXuPuTAdwA4HeD67wdwPvc/QkAPrju9mdyBdpHjR8H4IcB/Ii7vw3ADwA8292fvf4Gy1onmebustY2ZVJvLvXmUWuuoaGhuIeQGGFad9pL+EmQN7NDwde3AvgbAI8B8BEz2w4gB+A/1lz/E+5+cpG/LIC3m9k4gCaAS9Zc7xvufhwAzOxeAPuDyw8DODmRfRqAFwZfvx/An57HeL/u7seC+z0EYCfak/oz8qUS7nvHa1BtAdtSwPhV16A+fi329DcwtZJCvQVclG/hyEIGF/c2kTHH4YUMxosNHF9u/962vauFQ6UMLutroOGGeypp7O5r4Fg1hWwKGN3WwoETGezpb2CpaZhYSuPSQgNHl9IoZBxDuVPbyw3D8WoKlxSauHcxjaFcC/1ZX91+om6YraWwq6eJu8tpbM+3UMic2j5bS6HcMOzsbuKucgY7upvoTp/aHuc+XTVSwxdnc1tqnzr5eXpMbxOXNJtbap86+XlqObCjp7Wl9qlTn6enDNYxX29uqX3q5Odpfn4es7OzyOVyKBQKmJ2dxcDAAKrVKpaXlzE2NobJyUl0dXUhn89jfn4eQ0NDKJfLqNVqq9vz+TxyuRxKpRKGh4dRKpVQr9dXt/f09CCdTmNhYQEjIyOYm5uDu2NkZARTU1Po7e0FAFQqFYyOjmJ6ehpmhsHBQUxPT6Ovrw/NZhOLi4ur95nNZlEsFjEzM4NisYharYZqtbq6vdP26Xvf+x76+vrOuk9nYu56aZzJzCru3rvuspsB/Lm7f8LMrgZwvbtfbWbXA6i4+1uC610PoBftI80pAMvungluc527P3/N/V3n7ret3WZmMwC2u3vdzLIAfuDuI2Z2A4D97v5RMzMAK+6e2+B+3w7gNne/0cyOArjS3WfW7+PHP/0Zf9OdOirBcNVwDbfM5OIeRmKoN5d686g117ufO4gdO3bEPYxEmJiYOGfrgwcPHti7d++V6y/X6RadoQjg+8HXLz3H9Y67ewvtUyoudCb6ZQA/H3z9Ypw6InwU7dM6AOAFaB+xPpcygMJGG7ROMo/WNuVSby715lFrLq2TzKN1kh/6rgfwMTO7FcADjsyu8U4ALzWzr6J9qsXiBT7OywH8ipndgfYk+/eCy98N4Coz+zqAp5zn/b4LwP/b6I17WieZR2ubcqk3l3rzqDWX1knmCdNap1tI5D76qZv8z76l378Ydvc1cGRBR4BY1JtLvXnUmusD1z4CD3vYw+IeRiLcf//952yt0y2ERusk85QbOrWFSb251JtHrblyOZ3/zRKmtSbJEjmtk8yzs1trmzKpN5d686g1V6lUinsIiRGmtSbJErmq1kmmuausl0eZ1JtLvXnUmmt4eDjuISRGmNaaJEvktum7imaHjv5QqTeXevOoNZeOJPPoSLJ0lBR0ugVLt1YSoVJvLvXmUWuuer0e9xASI0xrTZIlclonmUdrm3KpN5d686g1l9ZJ5tE6ydJRtE4yj9Y25VJvLvXmUWsurZPME6a1JskSubrrSDLL1Ip+hJnUm0u9edSaq6enJ+4hJEaY1vqpkMjpODJPvRX3CJJFvbnUm0etudLpdNxDSIwwrTVJlsjlTNNklovy+peNSb251JtHrbkWFhbiHkJihGmtSbJETusk8+hjZLnUm0u9edSaa2RkJO4hJEaY1vqpkMhdVMhi/74nxD2MRDh27BguuuiiuIeRGOrNpd48as117NgxdHd3xz2MRJibm9t0ax1JFnkIc9epLUzqzaXePGrNpd48YVprkiyRy2T0AgWLXrLjUm8u9eZRay715gnTWpNkiZw+SYhnamoq7iEkinpzqTePWnOpN0+Y1pokS+S0tA1Pb29v3ENIFPXmUm8eteZSb54wrTVJFhERERFZR5NkiVyz2Yx7CIlRqVTiHkKiqDeXevOoNZd684RprUmyRC6bzcY9hMQYHR2NewiJot5c6s2j1lzqzROmtZYhkMhNlpbwihtuj3sYifCMoRq+OJuLexiJod5c6s3Tia3377si7iE8aKanp/HIRz4y7mEkQpjWOpIskXPoE/dYGq7WTOrNpd48as1lpt4sYVprkiyRW2nFPYLkuKeilUSY1JtLvXnUmmtwcDDuISRGmNaaJEvk8il9khDL7r5G3ENIFPXmUm8eteaanp6OewiJEaa1JskSuZpetqM5VtWPMJN6c6k3j1pz9fX1xT2ExAjTWj8VEjlNkXmy+gmmUm8u9eZRay4tlcoTprV+LCRyWdPpFiyj23QCOJN6c6k3j1pzLS4uxj2ExAjTWpNkidxiU8eSWQ6c0CqOTOrNpd48as01NjYW9xASI0xrTZIlcj1pHUlm2dOvN9swqTeXevOoNdfk5GTcQ0iMMK01SZbItXRWMs2SjtpTqTeXevOoNZc+mZYnTGtNkiVyWieZZ2JJa5syqTeXevOoNVexWIx7CIkRprUmyRI5rZPMc2lBL5EyqTeXevOoNdfMzEzcQ0iMMK01Se4gZrbTzI6su+x6M7vuLLe50sze9uCPbsPHPmpmw+svX2npZTuWozr6Q6XeXOrNo9ZcOpLME6a13s76EOfutwG4Lez9mFnG3SM5lJDWHJmmkNFReyb15lJvHrXmqtVqcQ8hMcK01pHkhwgzu9nM3mxmXzezu83smcHlV5vZJ80sFRzZ7V9zm383s1EzGzGzfzCzbwR/fiTYfr2ZvcvM9gN4n5k9Prj/Q2Z2h5ldHFzvn8zsgJndaWa/ca6xZrROMs1QTieAM6k3l3rzqDVXtVqNewiJEaa1jiQ/tGTc/clm9uMA3gDgOSc3uHvLzP4ZwE8D+FszewqAo+4+ZWZ/B+Ct7v5FM3sUgH8DcGlw0z0AnuHuVTP7KwB/6e4fNLMcgJOvv/2qu8+ZWR7AN8zsH9x99kyD1DrJPFrblEu9udSbR625tE4yT5jW+qnoLGc6BHvy8o8H/z0AYOcG1/sIgNcD+FsAPx/8HWhPph9ntjp57TOzQvD1J9z95K9ZXwHwOjO7CMDH3f2e4PKXm9lPB18/EsDFAM44SU5XT+C+d7wW1RawLQWMX3UN6uPXYk9/A1MrKdRbwEX5Fo4sZHBxbxMZcxxeyGC82MDx5faLG9u7WjhUyuCyvgYabrinksbuvgaOVVPIptqfDnXgRAZ7+htYahomltK4tNDA0aU0ChnHUO7U9nLDcLyawiWFJu5dTGMo10J/1le3n6gbZmsp7Opp4u5yGtvzLRQyp7bP1lIoNww7u5u4q5zBju4mutOntse5T88dreFz07kttU+d/DyNFxuYqaW21D518vOUTztO1FNbap869Xm6aqSG48vpjtqn+++/H9VqFWNjY5icnEQul0OhUMDs7CwGBgZQrVaxvLy8ur2rqwv5fB7z8/MYGhpCuVxGrVZb3Z7P55HL5VAqlTA8PIxSqYR6vb66vaenB+l0GgsLCxgZGcHc3BzcHSMjI5iamkJvby8AoFKpYHR0FNPT0zAzDA4OYnp6Gn19fWg2m1hcXFy9z2w2i2KxiJmZGRSLRdRqNVSrVTSbTaTT6S21T536PN1zzz0YGBg46z6dibnrpfFOYWa9AL7j7o9Yc9nb0J4U/wqA69z9tuDNcre5+04zuzq4/PnWngXfA+BpAL4O4Ep3nzWzGQCPXDMZPnnf1wOouPtb1ly2C8BPAHgFgH0AWgD+CMDz3H3JzG4GcL2732xmR4PHOO2tox/79E3+p3fqTB6GJ/bXcfCE1ttkUW8u9ebpxNb7910R9xAeNMePH8f27dvjHkYinE/rgwcPHti7d++V6y/XTKaDuHsFwHEz2wsAZjYI4BoAXzzP2zuAfwTw5wDuWnNKxH4Av3PyemY2vtHtzeyHAXzX3d8G4BMAngCgCGA+mCA/FsBTzzWOuk5tozle1Y8wk3pzqTePWnMVCoVzX0kiEaa1fio6zy8D+AMzOwTgcwD+0N3vvYDbfwTAL+HUqRYA8HIAVwZvxvsWgN86w21fBOBI8NiPBfA+AP8KIGNmdwD4nwC+eq4BdGmdZJpLCs24h5Ao6s2l3jxqzTU7e8YzFiViYVrrnOQO4+7fAvDsDS6/es3XMwjOSXb3mwHcvGbbbcDpnwsdXP9FG9zn9ev+/iYAb9pgWD92hrHu3OhyrZPMc++i1jZlUm8u9eZRa66BgYG4h5AYYVrrSLJETusk82jZJi715lJvHrXm0hJwPGFaa5IskdM6yTz9WbVmUm8u9eZRa67l5eW4h5AYYVprkiyR0zrJPFrblEu9udSbR625tE4yT5jWmiRL5HrSOiLBsqc/kk8Sl/Ok3lzqzaPWXGdbm1eiFaa1JskSuYbrSDLLibpaM6k3l3rzqDVXV1dX3ENIjDCtNUmWyDV1IJlmtqYfYSb15lJvHrXmyufzcQ8hMcK01k+FRG6b1kmm2dWjtU2Z1JtLvXnUmmt+fj7uISRGmNaaJEvklrVOMs3dZa1tyqTeXOrNo9ZcQ0NDcQ8hMcK01iRZIpfVdxXN9rzWNmVSby715lFrrnK5HPcQEiNMa01nJHJp6HQLlkJGrZnUm0u9edSaq1arxT2ExAjTWpNkiZzWSebR2qZc6s2l3jxqzaV1knnCtNZPhUTukYUM9u+7PO5hJMLExAR27NgR9zASQ7251JtHrbkmJyfVmyRMax1JlsilUvq2YtEyQlzqzaXePGrNpd48WgJOOoqZTrdgyeVycQ8hUdSbS7151JpLvXnCtNYkWSLXbGq9TZZSqRT3EBJFvbnUm0etudSbJ0xrTZIlcpmMTnVnGR4ejnsIiaLeXOrNo9Zc6s0TprUmyRI5HUnm0dEILvXmUm8eteZSbx4dSZaO4q71Nlnq9XrcQ0gU9eZSbx615lJvnjCtNUmWyGWz2biHkBhaa5NLvbnUm0etudSbR+skS0eZKi3hFTfcHvcwEuGq4RpumdG7pFmi6r1/3xURjGbr01qyPGrNpd48WidZOkrdtQQcy9SKfoSZ1Jurp6cn7iEkhlpzqTdPmNb6P75ETmck89RbcY8gWdSbK51Oxz2ExFBrLvXmCdNak2SJXM40TWa5KK9ZG5N6cy0sLMQ9hMRQay715gnTWpNkiVy1pdMtWI4s6G0FTOrNNTIyEvcQEkOtudSbJ0xrTZIlctv0XUVzca/WpGZSb665ubm4h5AYas2l3jxhWms6I5EznZVMk9GpLVTqzaU113nUmku9ecK01iRZIldt6nQLlsN6+Z9Kvbn0kjSPWnOpN49Ot5CO0p3Wb8gs48VG3ENIFPXmmpqainsIiaHWXOrNE6a1JskSOa2TzHN8WT/CTOrN1dvbG/cQEkOtudSbJ0xr/R9fRERERGQdTZIlclm9uYlme5fW7WVSb65KpRL3EBJDrbnUmydMa02SJXJLeuMezaGS3kjGpN5co6OjcQ8hMdSaS715wrTWJPkhzsyaZnbIzO40s2+a2SvNLBVsu9LM3sYeU15v3KO5rE9vJGNSb67p6em4h5AYas2l3jxhWuuwyENf1d3HAcDMHgbg7wAUAbzB3W8DcBt7QA4dSWZp6E2SVOrNZabeLGrNpd48YVrrSPIW4u73A/gNAL9jbVeb2ScBwMyuCo44HzKz282sEGy/2cz+3sy+bWYftOC7ycz2mNktZnbAzP7NzLab2S4zO3jy8czsYjM7sH4cKzptk+aeSjruISSKenMNDg7GPYTEUGsu9eYJ01pHkrcYd/9ucLrFw9Ztug7Ab7v7l8ysF8BycPkVAB4P4AcAvgTgR8zsawD+CsAL3H3azF4E4H+5+6+aWcnMxt39EIBfAXDj+jHY0gnc947Xotpqf0T1+FXXoD5+Lfb0NzC1kkK9BVyUb+HIQgYX9zaRMcfhhQzGi43VJba2d7VwqJTBZX0NNNxwTyWN3X0NHKumkE0Bo9taOHAigz39DSw1DRNLaVxaaODoUhqFjGMod2p7uWE4Xk3hkkIT9y6mMZRroT/rq9tP1A2ztRR29TRxdzmN7fkWCplT22drKZQbhp3dTdxVzmBHdxPd6VPb49yn547W8Lnp3Jbap05+nsaLDczUUqH3aWVlBZOTk+jq6kI+n8f8/DyGhoZQLpdRq9UwNjaGyclJ5PN55HI5lEolDA8Po1QqoV6vr27v6elBOp3GwsICRkZGMDc3B3fHyMgIpqamVpc+qlQqGB0dxfT0NMwMg4ODmJ6eRl9fH5rNJhYXF1fvM5vNolgsYmZmBsViEbVaDdVqdXV7LpdDoVDA7OwsBgYGUK1Wsby8vLo9yn2q1+vo6uraUvvUqc/TxMQEent7t9Q+dfLz1Gw2kU6nt9Q+derzdO+992JgYOCs+3Qmpo9GfGgzs4q796677ASAxwC4FMB17v58M3s1gJ8G8EEAH3f3Y2Z2NYDXuftzg9v9H7QnyocAfBnAd4O7TAM47u7PM7MXA3gygFcCuBvAk919du3jf/hTN/n//pZepGDY1dPAvYv6XZclqt77910RwWi2vvn5eQwMDMQ9jERQay715jmf1gcPHjywd+/eK9dfrn9dtxgz+2EATQD3oz1JBgC4+5+Y2acA/DiAr5rZc4JNK2tu3kT7e8IA3OnuT9vgIf4BwBsAfA7AgfUTZAQ3Fo6sfhehUm+uZrMZ9xASQ6251JsnTGv9L38LMbMRAH8N4O2+7iUCM9vl7ofd/c1ov5nvsWe5q+8AGDGzpwW3zZrZ4wHA3ZcB/BuA/wPgbze6sdZJ5hndphPAmdSba3FxMe4hJIZac6k3T5jWmiQ/9OVPLgEH4CYA+wH84QbXe4WZHTGzbwKoAvh/Z7pDd68B+FkAbw6ufwjA09dc5YMAPHisB1jUOsk0B07oxSAm9eYaGxuLewiJodZc6s0TprX+j/8Q5+5nfLu9u98M4Obg69/d4Cqr24Pr/M6arw8BeNYZ7voZAN7j7hu+htGjdZJp9vQ3cMtMLu5hJIZ6c01OTmLHjh1xDyMR1JpLvXnCtNYkWS6Imf0jgF0AfvRM12nprGQafbohl3pzZbPZuIeQGGrNpd48YVprkiwXxN1/+lzX0TrJPBNLWreXSb25isVi3ENIDLXmUm+eMK11TrJELp/S6RYslxb0MclM6s01MzMT9xASQ6251JsnTGtNkiVyKy29JM1yVEc2qdSbS0fbeNSaS715dCRZOkpac2SaQkZH7ZnUm6tWq8U9hMRQay715gnTWpNkiVxG6yTTDOV0AjiTenNVq9W4h5AYas2l3jxhWmuSLJHTOsk8WreXS725tJYsj1pzqTdPmNaaJEvktE4yz55+vZGMSb25Jicn4x5CYqg1l3rzhGmtSbJErql1kmnKDbVmUm+uXE4f3MKi1lzqzROmtSbJErm6TtukOV7VjzCTenMVCoW4h5AYas2l3jxhWusEO4ncw3sz2L/v8riHkQgTExP6aFMi9eaanZ1Fb29v3MNIBLXmUm+eMK11WEQil8nody+WgYGBuIeQKOrNpd48as2l3jxhWmuSLJFrtXS+BYuWEeJSby715lFrLvXm0RJw0lE0SeZZXl6OewiJot5c6s2j1lzqzROmtSbJErlsNhv3EBJDa21yqTeXevOoNZd682idZOko9Xo97iEkhtba5FJvLvXmUWsu9ebROsnSUVIpfVuxdHV1xT2ERFFvLvXmUWsu9eYJ01qzGYmcJsk8+Xw+7iEkinpzqTePWnOpN0+Y1lqrSyJ3/0IV/+2G2+MeRiJcNVzDLTP65CaWdz93EH19fXEPIzHm5+fVm0StudSbJ0xrHfKTyC239NG9LHeX03EPIVGGhobiHkKiqDePWnOpN0+Y1pokS+Sy+q6i2Z7XcntM5XI57iEkinrzqDWXevOEaa3pjEQuDY97CIlRyKg1U61Wi3sIiaLePGrNpd48YVprkiyRW2zqdAuWAyf0tgImrW3Kpd48as2l3jxaJ1k6Sk9aRzdZ9vQ34h5ComhtUy715lFrLvXm0TrJ0lEariPJLLM1/QgzadkmLvXmUWsu9eYJ01r/wkrkmjqQTFNu6BcSplxOy+0xqTePWnOpN0+Y1pokS+S2pTRLZtnZ3Yx7CIlSKpXiHkKiqDePWnOpN0+Y1pokS+SqWieZ5q6y3rjHNDw8HPcQEkW9edSaS715wrTWJFkit03fVTQ7dCSZSkd/uNSbR6251JtHR5Klo6S0TjJNt1YSoarX63EPIVHUm0etudSbJ0xrTZIlclonmUfrJHNpbVMu9eZRay715tE6yVuImY2Z2YfN7F4z+5aZfdrMLjnDdXea2ZGIHvdlZvb2M2z78oXcl9ZJ5tE6yVxa25RLvXnUmku9ebRO8hZhZgbgHwHc7O673P1xAF4LYDTOcbn70y/k+nWtk0wztaIfYaaenp64h5Ao6s2j1lzqzROmtf6F7SzPBlB3978+eYG7HwLwRTP7MzM7YmaHzexF62+4/kiwmX3SzK4Ovq6Y2ZvN7ICZ3WRmTzazm83su2Z27Zq7eaSZ/auZfcfM3rDmvirBf3vN7LNmdjAYxws22gkdR+apt+IeQbKk0+m4h5Ao6s2j1lzqzROmtSbJnWU3gAMbXP5CAOMALgfwHAB/ZmbbL+B+e9A+Or0HQBnAHwF4LoCfBvDGNdd7MoAXB4/1c2Z25br7WQbw0+7+RLQn9P87OPp9mpxpmsxyUV6zZKaFhYW4h5Ao6s2j1lzqzROmtd7189DwDAAfcvcmgCkzuwXAkwDccZ63rwH41+DrwwBW3L1uZocB7Fxzvc+4+ywAmNnHg8e9bc12A/DHZvYsAC0Aj0D7VJDTTviplBdw3zteg2qrvRzc+FXXoD5+Lfb0NzC1kkK91Z7cHVnI4OLeJjLmOLyQwXixgePL7d/btne1cKiUwWV9DTTccE8ljd19DRyrppBNAaPbWjhwIoM9/Q0sNQ0TS2lcWmjg6FIahYxjKHdqe7lhOF5N4ZJCE/cupjGUa6E/66vbT9QNs7UUdvU0cXc5je35FgqZU9tnaymUG4ad3U3cVc5gR3cT3elT2+Pcp3zacVG+uaX2qZOfp0wmg4mJCYyNjWFychLZbBbFYhEzMzMoFouo1WqoVqur23O5HAqFAmZnZzEwMIBqtYrl5eXV7V1dXcjn85ifn8fQ0BDK5TJqtdrq9nw+j1wuh1KphOHhYZRKJdTr9dXtPT09SKfTWFhYwMjICObm5uDuGBkZwdTUFHp7e9s/k5UKRkdHMT09DTPD4OAgpqen0dfXh2azicXFxY7cp0KhgGPHjm2pferU5wnAad/bW2GfOvl5KhaLmJiY2FL71KnPU7PZxLFjx866T2di7jrq1ynMbC+AN7j7s9Zd/hcA7nD39wR/fz+Aj6E9Sf6ku+82s18C8HR3/6/BdW4C8EfufrOZVdy9N7j8egAVd39L8PeKu/ea2csAPNvdXxpc/kYAs+7+l+uu82MAfimYZB8FcLW7H1073r//9E3+5jv1IgXDUwfr+OpcNu5hJMZ7rhnBRRddFPcwEuPYsWPqTaLWXOrNcz6tDx48eGDv3r3rXz3X6RYd5nMAtpnZr5+8wMyeBGAewIvMLG1mIwCeBeDr6257FMC4maXM7JFonzpxoZ5rZoNmlgfwUwC+tG57EcD9wQT52QB2bHQnprOSaTI6tYVKBxW41JtHrbnUmydMa51u0UHc3c3spwH8hZm9Gu1zgI8CeAWAXgDfRPt9cb/v7pNmtnPNzb8E4D/QPp3iCICDmxjCFwG8H8CjAfydu9+2bvsHAfyLmd0G4BCAb290J1Wtk0xzeEE/wkwjIyNxDyFR1JtHrbnUmydMa/0L22Hc/QcA/vMGm14V/Fl73aNov9kP3v5V6cVnuM/eNV9fv9E2d78RwI1nu727zwB42rn2QZ8CxzNebOCWmVzcw0iMqakp7Nix4Qso8iBQbx615lJvnjCtdbqFRE7rJPOcfLOZcJx8Q4hwqDePWnOpN0+Y1voXVkRERERkHU2SJXJZvZmMZnuX1klmqlQqcQ8hUdSbR6251JsnTGtNkiVyS3rjHs2hkt5WwDQ6GusnxCeOevOoNZd684RprUmyRC6vN+7RXNbXiHsIiTI9PR33EBJFvXnUmku9ecK01iRZIufQkWSWht4kSbXBp7DLg0i9edSaS715wrTWJFkit6LTZGnuqaTjHkKiDA4Oxj2ERFFvHrXmUm+eMK01SZbI5VM63YJlt063oNJLpFzqzaPWXOrNo9MtpKPUdAoAzbGqfoSZ+vr64h5Coqg3j1pzqTdPmNb6F1YipykyT1Y/wVTNZjPuISSKevOoNZd684RprX9iJXJaJ5lndJtOAGdaXFyMewiJot48as2l3jxhWmuRVYncaLEb+/c9Lu5hJMLKygpet21b3MNIjJWVlbiHkChjY2NxDyEx1JpLvXnCtNaRZIlcvV6PewiJMTk5GfcQEkW9udSbR6251JsnTGtNkiVyWv+RJ5vNxj2ERFFvLvXmUWsu9eYJ01qTZIlcOq21e1mKxWLcQ0gU9eZSbx615lJvnjCtNUmWyDUaWruXZWZmJu4hJIp6c6k3j1pzqTdPmNaaJEvkdCSZR0cjuNSbS7151JpLvXl0JFk6iruWgGOp1WpxDyFR1JtLvXnUmku9ecK01iRZItdqae1elmq1GvcQEkW9udSbR6251JsnTGutkyyRu6/cwKtuuD3uYSRCb6aFSmMu7mGcZv++K+IewoNGa5tyqTePWnOpN4/WSZaO0pPW6RYse/r1JkkmrW3Kpd48as2l3jxaJ1k6ShNaJ5ml3FBrplwuF/cQEkW9edSaS715wrTWJFkiV9cpyTTHq/oRZioUCnEPIVHUm0etudSbJ0xr/QsrketK6XQLlksKzbiHkCizs7NxDyFR1JtHrbnUmydMa02SJXIrLZ0CwHLvotakZhoYGIh7CImi3jxqzaXePGFaa5IskUtrjkwzlNO5LUxatolLvXnUmku9ecK01iRZIpcxnW7B0p9Va6bl5eW4h5Ao6s2j1lzqzROmtSbJErnFpg4lsxw4oaXOmbS2KZd686g1l3rzaJ1k6ShaJ5lH6yRzaW1TLvXmUWsu9ebROsnSURquI8ksJ+pqzdTV1RX3EBJFvXnUmku9ecK01iRZItfUgWSa2Zp+hJny+XzcQ0gU9eZRay715gnTWv/CJoCZuZm9f83fM2Y2bWafXHPZNWb2dTP7tpkdMrOPmNmjgm03mtmSmRXWXP8vg/sdXv9427ROMs2uHq2TzDQ/Px/3EBJFvXnUmku9ecK01iQ5GRYB7Dazk79OPRfA909uNLPdAP4KwEvd/bHuPg7ggwB2rrmPfwfwguD6KQDPXnsfay1rnWSau8taJ5lpaGgo7iEkinrzqDWXevOEaa1JcnL8PwA/EXz9CwA+tGbbfwfwx+5+18kL3P0T7v6FNdf5EIAXBV9fDeBLADZ811hW31U02/NaJ5mpXC7HPYREUW8eteZSb54wrTWdSY4PA/h5M+sC8AQAX1uz7fEADp7j9vcAGDGzAbQn2R8+0xXT0OkWLIWMWjPVarW4h5Ao6s2j1lzqzROmtRZZTQh3v8PMdqI9wf30ma5nZkMAPgugG8C73P0tazZ/HMDPA3gKgN88031Uygu47x2vQbUFbEsB41ddg/r4tdjT38DUSgr1FnBRvoUjCxlc3NtExhyHFzIYLzZwfLn9e9v2rhYOlTK4rK+BhhvuqaSxu6+BY9UUsilgdFsLB05ksKe/gaWmYWIpjUsLDRxdSqOQcQzlTm0vNwzHqylcUmji3sU0hnIt9Gd9dfuJumG2lsKunibuLqexPd9CIXNq+2wthXLDsLO7ibvKGezobqI7fWp7nPuUSzkuyjc7ap8mJibQ19eHZrOJxcVFjI2NYXJyEtlsFsViETMzMygWi6jVaqhWq6vbc7kcCoUCZmdnMTAwgGq1iuXl5dXtXV1dyOfzmJ+fx9DQEMrlMmq12ur2fD6PXC6HUqmE4eFhlEol1Ov11e09PT1Ip9NYWFjAyMgI5ubm4O4YGRnB1NQUent729+/lQpGR0cxPT0NM8Pg4CCmp6fR19eHXC6HiYmJLbVPnfw8FYtFHDt2bEvtU6c+T6lU6rTv7a2wT538PA0ODmJiYmJL7VOnPk+tVgvHjh076z6dcU7kriNRW52ZVdy918xeD+D30D5dYgjAde7+/OBNfZ9z979dc5vrAPS6+/VmdiOATwL4OtpHnN/r7v+fmR0FcKW7z6x9vI9/+jP+pjt1rizDVcM13DKTi3sYp9m/74q4h/CgmZiYwI4dO+IeRmKoN49ac6k3z/m0Pnjw4IG9e/deuf5yHUlOlvcAKLn7YTO7es3lfwrgH83sq2vOS+5ef2N3/56ZvQ7ATWd7EK2TzKMl4Li0bBOXevOoNZd684RprUlygrj7MQB/ucHlh83s9wC8L1jmbRbA9wC8YYPr/t9zPY7WSeYpN/QLCVMu11lH7bc69eZRay715gnTWpPkBHD33g0uuxnAzWv+/ikAnzrD7V92hst3bnS51knm2dndxMSSTm1hKZVK6O/vj3sYiaHePGrNpd48YVrrtVqJXFXrJNPcVdbvuUzDww/47Bx5EKk3j1pzqTdPmNaaJEvktum7imZHtz5xj6lUKsU9hERRbx615lJvnjCtNZ2RyKW0TjJNd1qtmer1etxDSBT15lFrLvXmCdNak2SJ3GJTp1uwHDih0y2YxsbG4h5Coqg3j1pzqTdPmNaaJEvkenR0k2ZP/4afDC4PkrMtOi/RU28eteZSb54wrTVJlsjVtU4yzdSKfoSZenp64h5Coqg3j1pzqTdPmNb6F1Yip+PIPPVW3CNIlnRay+0xqTePWnOpN0+Y1pokS+Rypmkyy0V5zZKZFhYW4h5Coqg3j1pzqTdPmNaaJEvktE4yz5EFvXGPaWRkJO4hJIp686g1l3rzhGmtSbJETusk81zcq3WSmebm5uIeQqKoN49ac6k3T5jWms5I5ExnJdNkdGoLlbt6M6k3j1pzqTdPmNZ6rVYiN1bsxv59j4t7GImwvLyM13d1xT2MxNBLpFzqzaPWXOrNo9MtpKPok4R4pqam4h5Coqg3l3rzqDWXevOEaa1JskROS9vw9Pb2xj2ERFFvLvXmUWsu9eYJ01qTZBERERGRdTRJlsg1m1pxgaVSqcQ9hERRby715lFrLvXmCdNak2SJXDabjXsIiTE6Ohr3EBJFvbnUm0etudSbJ0xrTZIlco1GI+4hJMb09HTcQ0gU9eZSbx615lJvnjCtNUkWeQgz06cbMqk3l3rzqDWXevOEaa11kiVyx8p1XHfD7XEPIxGGci3M1qI5IrF/3xWR3M9WNjg4GPcQEkW9edSaS715wrTWkWSJXD6lTxJi2d2nU1uY9BIpl3rzqDWXevPodAvpKDXXy0gsx6r6EWbq6+uLewiJot48as2l3jxhWutfWImcpsg8Wf0EU2l5Qy715lFrLvXmCdNa/8RK5LKm0y1YRre14h5CoiwuLsY9hERRbx615lJvnjCtNUmWyC02dSyZ5cAJvfeWaWxsLO4hJIp686g1l3rzhGmtSbJErietI8kse/r1xj2mycnJuIeQKOrNo9Zc6s0TprUmyRK5ls5KplnSUXsqfZokl3rzqDWXevOEaa1JskRuRafJ0kwspeMeQqIUi8W4h5Ao6s2j1lzqzROmtSbJEjmtk8xzaUGnWzDNzMzEPYREUW8eteZSb54wrTVJlsittHQKAMtRHUmm0tEfLvXmUWsu9ebRkWTpKGnNkWkKGR21Z6rVanEPIVHUm0etudSbJ0xrTZIlchmtk0wzlNMJ4EzVajXuISSKevOoNZd684RprUmynMbMdprZkXWXXW9m1wVfZ8xsxszedKb70DrJPFonmUtrm3KpN49ac6k3j9ZJFqbnAfgOgP9sZhvOhrVOMo/WSebS2qZc6s2j1lzqzaN1koXpFwD8JYDvAXjqRldoap1kmnJDrZlyuVzcQ0gU9eZRay715gnTWq/VynkzszyAvQB+E0A/2hPmr6y/3nK5hPve8RpUW8C2FDB+1TWoj1+LPf0NTK2kUG8BF+VbOLKQwcW9TWTMcXghg/FiA8eX27+3be9q4VApg8v6Gmi44Z5KGrv7GjhWTSGbAka3tXDgRAZ7+htYahomltK4tNDA0aU0ChnHUO7U9nLDcLyawiWFJu5dTGMo10J/1le3n6gbZmsp7Opp4u5yGtvzLRQyp7bP1lIoNww7u5u4q5zBju4mutOntse5T9u3NXFRPhXJPk1MTGBsbAyTk5Po6elBOp3GwsICRkZGMDc3B3fHyMgIpqam0NvbCwCoVCoYHR3F9PQ0zAyDg4OYnp5GX18fms0mFhcXV+8zm82iWCxiZmYGxWIRtVoN1Wp1dXsul0OhUMDs7CwGBgZQrVaxvLy8ur2rqwv5fB7z8/MYGhpCuVxGrVZb3Z7P55HL5VAqlTA8PIxSqYR6vR75Pq3ttFX2qVOfp56eHhw7dmxL7VOnPk8rKyunfW9vhX3q5Oepr68PExMTW2qfOvV5WlpawrFjx866T2ec97jrpXE5xcx2APiUu+9ec9n1AMpoHz3+KXd/sZkNATgEYKe7N9fex8c//Rl/051amozhquEabpmJ5ojE/n1XRHI/W9nExAR27NgR9zASQ7151JpLvXnOp/XBgwcP7N2798r1l+t0C1lvFsDAussGAcygfeT4OWZ2FMABAEMAnr3+DrROMs+9i/plhGlgYP2PhjyY1JtHrbnUmydMa02S5TTuXgFw3Mz2AoCZDQK4Bu2jxs8A8Ch33+nuOwH8NtoT59NonWQeLQHHpWWbuNSbR6251JtHS8BJ1H4ZwB+Y2SEAnwPwhwCuAPA5d19Zc71/BnCtmW1be2Otk8zTn1VrpuXl5biHkCjqzaPWXOrNE6a13rgnD+Du38IGp1EAuHHd9eYAjKy/ktZJ5tE6yVxa25RLvXnUmku9ebROsnQUrZPMo3WSubS2KZd686g1l3rzaJ1k6SgN15FklhN1tWbq6uqKewiJot48as2l3jxhWmuSLJFr6kAyzWxNP8JM+Xw+7iEkinrzqDWXevOEaa1/YSVy21KaJbPs6mme+0oSmfn5+biHkCjqzaPWXOrNE6a1JskSuWWtk0xzd1nrJDMNDQ3FPYREUW8eteZSb54wrTVJlshl9V1Fsz2vdZKZyuVy3ENIFPXmUWsu9eYJ01rTGYlcGjrdgqWQUWumWq0W9xASRb151JpLvXnCtNYkWSKndZJ5tE4yl9Y25VJvHrXmUm8erZMsHUXrJPNonWQurW3Kpd48as2l3jxaJ1k6itZJ5tEScFxatolLvXnUmku9ecK01mu1Erntfduwf9/uuIeRCCdOnEB/f3/cw0iMXC4X9xASRb151JpLvXnCtNZhKIlcs6m1e1lKpVLcQ0gU9eZSbx615lJvnjCtNUmWyGUyeoGCZXh4OO4hJIp6c6k3j1pzqTdPmNaaJEvkdCSZR0cjuNSbS7151JpLvXl0JFk6irtWt2Cp1+txDyFR1JtLvXnUmku9ecK01iRZIpfNZuMeQmJorU0u9eZSbx615lJvHq2TLB1FvyHzaK1NLvXmUm8eteZSbx6tkywdJZ1Oxz2ExOjp6Yl7CImi3lzqzaPWXOrNE6a1liGQyH1/YQWvvOH2uIeRCLt6Grh38b5I7mv/visiuZ+tTL8Acqk3j1pzqTdPmNY6kiyRy5neuMdyUb4V9xASZWFhIe4hJIp686g1l3rzhGmtSbJErtrSx1KzHFnQi0FMIyMjcQ8hUdSbR6251JsnTGtNkiVy2/RdRXNxr9akZpqbm4t7CImi3jxqzaXePGFaazojkTPodAuWjE5todIa4FzqzaPWXOrNE6a1JskSuWpTp1uwHNbpFlR6iZRLvXnUmku9eXS6hXSU7rR+Q2YZLzbiHkKiTE1NxT2ERFFvHrXmUm+eMK01SZbI1V1HklmOL+tHmKm3tzfuISSKevOoNZd684RprX9hRURERETW0SRZIpfVm8lotndpnWSmSqUS9xASRb151JpLvXnCtNYkWSK3pDfu0Rwq6Y17TKOjo3EPIVHUm0etudSbJ0xrTZIlcnm9cY/msj69cY9peno67iEkinrzqDWXevOEaa1JskTOoSPJLA29SZLKTL2Z1JtHrbnUmydMa02SE8LMXmdmd5rZHWZ2yMye8mA91opOk6W5p5KOewiJMjg4GPcQEkW9edSaS715wrTWJDkBzOxpAJ4P4Inu/gQAzwFw34P1ePmUTrdg2a3TLaj0EimXevOoNZd68+h0CzmX7QBm3H0FANx9xt1/YGZ7zex2MztsZu8xs20AYGZHzewPzexgsO2xZpYys3vMbCS4TsrM/t3Mhtc/WE2nANAcq+pHmKmvry/uISSKevOoNZd684RprbfGJ8N+AK83s7sB3ATgIwC+BuBGAHvd/W4zex+A/wLgL4LbzLj7E83svwK4zt33mdkHALw4uM5zAHzT3WfWP1ijUsJ973gNqi1gWwoYv+oa1MevxZ7+BqZWUqi3gIvyLRxZyODi3iYy5ji8kMF4sbH64Rjbu1o4VMrgsr4GGm64p5LG7r4GjlVTyKaA0W0tHDiRwZ7+BpaahomlNC4tNHB0KY1CxjGUO7W93DAcr6ZwSaGJexfTGMq10J/11e0n6obZWgq7epq4u5zG9nwLhcyp7bO1FMoNw87uJu4qZ7Cju4nu9Kntce7TeLGBlZZFsk8TExMYGxvD5OQkenp6kE6nsbCwgJGREczNzcHdMTIygqmpqdXF2SuVCkZHRzE9PQ0zw+DgIKanp9HX14dms4nFxcXV+8xmsygWi5iZmUGxWEStVkO1Wl3dnsvlUCgUMDs7i4GBAVSrVSwvL69u7+rqQj6fx/z8PIaGhlAul1Gr1Va35/N55HI5lEolDA8Po1QqoV6vR7pP8/PzWFhY2FL71MnPUyaTweLi4pbap059nmZmZk773t4K+9TJz1Mul8PExMSW2qdOfZ6mpqawuLh41n06E3PXS+NJYGZpAM8E8GwAvwngTQB+xt2fFWzfC+C33f2FZnYUwI+4+/eDc5f/l7s/x8weCeCfg8nzhwF8wN0/uf6xPv7pz/ib7tS5sgxXDddwy0wukvvav++KSO5nK5uYmMCOHTviHkZiqDePWnOpN8/5tD548OCBvXv3Xrn+ch1JTgh3bwK4GcDNZnYYwEvPcZOV4L9NBN8n7n6fmU2Z2Y8CeAraR5UfYFHrJNMcOKEfYaaxsbG4h5Ao6s2j1lzqzROmtU5oTAAze4yZXbzmonEAUwB2mtmjg8teAuCW87i7GwB8AMBHg4n3A/RonWSaPf164x7T2V6Wk+ipN49ac6k3T5jWmiQnQy+A95rZt8zsDgCPA/BqAL8C4GPBkeUWgL8+j/v6RHB/f3umK7S0TjKNPt2QK5vNxj2ERFFvHrXmUm+eMK31Wm0CuPsBAE/fYNNnATzgRFR337nm69sAXL1m8+Vov2Hv22d6PK2TzDOxpHO/mYrFYtxDSBT15lFrLvXmCdNaR5LlvJnZqwH8A4DXnO16WieZ59KCTrdgmpl5wGIu8iBSbx615lJvnjCtNUmW8+buf+LuO9z9i2e73kpLpwCwHNWRZCod/eFSbx615lJvHh1Jlo6S1hyZppDRUXumWq0W9xASRb151JpLvXnCtNYkWSKXMU3cWIZyOgGcqVqtxj2ERFFvHrXmUm+eMK01SZbIaZ1kHq2TzKW1TbnUm0etudSbR+skS0fROsk8WieZS2ubcqk3j1pzqTeP1kmWjtLUOsk05YZaM+Vy0XwEuJwf9eZRay715gnTWpNkiVxdp8nSHK/qR5ipUCjEPYREUW8eteZSb54wrfUvrESuS+sk01xS2PCTweVBMjs7G/cQEkW9edSaS715wrTWJFkip3WSee5d1DrJTAMDA3EPIVHUm0etudSbJ0xrTZIlclonmUdLwHFp2SYu9eZRay715gnTWutHSeQe1pPB/n2Xxz2MRJiYmMCOHTviHkZiLC8vxz2ERFFvHrXmUm+eMK11JFkil81m4x5CYmitTS715lJvHrXmUm8erZMsHaVer8c9hMTQWptc6s2l3jxqzaXePFonWTpKKqVvK5aurq64h5Ao6s2l3jxqzaXePGFaazYjkdMkmSefz8c9hERRby715lFrLvXmCdNasxmJXKOhj0pmmZ+fj3sIiaLeXOrNo9Zc6s0TprUmyRK5TEaLprAMDQ3FPYREUW8u9eZRay715gnTWpNkiVyrpbV7WcrlctxDSBT15lJvHrXmUm+eMK11yE8iN1NZwfNuuD3uYSTCu587GPcQEqVWq8U9hERRbx615lJvnjCtdSRZIrfY1EfusWitTS715lJvHrXmUm8erZMsHaUn7XEPITG01iaXenOpN49ac6k3j9ZJlo7ScB1JZtEyQlzqzaXePGrNpd48WgJOOkpTB5Jpcrlc3ENIFPXmUm8eteZSb54wrTVJlshtS2mWzFIqleIeQqKoN5d686g1l3rzhGmtSbJErtrS6RYsw8PDcQ8hUdSbS7151JpLvXnCtNYkWSK3Td9VNDoawaXeXOrNo9Zc6s2jI8nSUVLQ6RYs9Xo97iEkinpzqTePWnOpN0+Y1pokS+S0TjKP1trkUm8u9eZRay715tE6ydJRtE4yj9ba5FJvLvXmUWsu9ebROsnSUepaJ5mmp6cn7iEkinpzqTePWnOpN0+Y1pokdxgzczP732v+fp2ZXR/h/e80syMbXP5GM3tOFI+h48g86XQ67iEkinpzqTePWnOpN0+Y1pokd54VAC80M+r6MO7+ene/KYr7ypmmySwLCwtxDyFR1JtLvXnUmku9ecK01iS58zQAvAvAf1u/wcxGzOwfzOwbwZ8fCS4/bGb91jZrZr8cXP7+8z06bGY3mtnPBl8fNbM/NLODwX0/Nri8x8zeEzz27Wb2go3uS+sk84yMjMQ9hERRby715lFrLvXmCdNak+TO9A4ALzaz4rrL/xLAW939SQB+BsANweVfAvAjAB4P4LsAnhlc/lQAX93kGGbc/YkA/g+A64LLXgfgc8HjPxvAn5nZA0720TrJPHNzc3EPIVHUm0u9edSaS715wrTORDgOiYi7L5jZ+wC8HEB1zabnAHic2eqR2j4zKwC4FcCzAEygPan9DTN7BIA5d69schgfD/57AMALg6+fB+BaMzs5ae4C8CgAd629Ya1yAve947WottoT5vGrrkF9/Frs6W9gaiWFegu4KN/CkYUMLu5tImOOwwsZjBcbOL7cnmFv72rhUCmDy/oaaLjhnkoau/saOFZNIZsCRre1cOBEBnv6G1hqGiaW0ri00MDRpTQKGcdQ7tT2csNwvJrCJYUm7l1MYyjXQn/WV7efqBtmayns6mni7nIa2/MtFDKnts/WUig3DDu7m7irnMGO7ia606e2x7lP8/Pz6OvrQ7VaxfLyMsbGxjA5OYmuri7k83nMz89jaGgI5XIZtVptdXs+n0cul0OpVMLw8DBKpRLq9frq9p6eHqTTaSwsLGBkZARzc3Nwd4yMjGBqagq9vb0AgEqlgtHRUUxPT8PMMDg4iOnpafT19aHZbGJxcXH1PrPZLIrFImZmZlAsFlGr1VCtVle353I5FAoFzM7OYmBgoCP3qVKpYGJiYkvtUyc/T81mE8eOHdtS+9Spz9PCwsJp39tbYZ86+XlqtVqYmJjYUvvUqc/TiRMnAOCs+3Qm5q7zRzuJmVXcvdfMBgEcBPC3aD9P15vZDIBHunt13W0eCeAjaE+SX4f2Eeebgutet+66OwF80t13r7v8xuDyvzezowCudPcZM7sSwFvc/WozOwDgF939O2fbhw/8y03+l9/W4WSGT/zSpejq6op7GImxvLys3kTqzaPWXOrNcz6tDx48eGDv3r1Xrr9cM5kO5e5zAD4K4NfWXLwfwO+c/IuZjQfXvQ/AMICL3f27AL6I9ikSt0Y8rH8D8LsWHMo2sys2ulK31kmmmZqainsIiaLeXOrNo9Zc6s0TprUmyZ3tf6M9+T3p5QCuNLM7zOxbAH5rzbavAbg7+PpWAI9Ae7K8kceY2bE1f37uPMfzPwFkAdwRLCP3Pze6ktZJ5jn5spJwqDeXevOoNZd684RprXOSO4y79675egpA95q/zwB40Rlu95I1X38ZZ/gFyN2Poj3RXe9ja66zc83XtwG4Ovi6CuA3z2c/RERERB7KdCRZIpfVOsk0lcpm35cpm6HeXOrNo9Zc6s0TprUmyRK5paZOt2AZHR2NewiJot5c6s2j1lzqzROmtSbJErm83rhHMz09HfcQEkW9udSbR6251JsnTGtNkiVyDh1JZlmzZrYQqDeXevOoNZd684RprUmyRG6lFfcIkmNwcDDuISSKenOpN49ac6k3T5jWmiRL5PIpnW7BopfsuNSbS7151JpLvXl0uoV0lJrWSabp6+uLewiJot5c6s2j1lzqzROmtSbJEjlNkXmazWbcQ0gU9eZSbx615lJvnjCtNUmWyGmdZJ7FxcW4h5Ao6s2l3jxqzaXePGFaa5IskVvUOsk0Y2NjcQ8hUdSbS7151JpLvXnCtNYkWSLXo3WSaSYnJ+MeQqKoN5d686g1l3rzhGmdiXAcIgCAoZ4c9u97QtzDSIQf/OAHcQ8hUbLZbNxDSBT15lFrLvXmCdNaR5Ilcul0Ou4hJEaxWIx7CImi3lzqzaPWXOrNE6a1JskSuUajEfcQEmNmZibuISSKenOpN49ac6k3T5jWmiRL5HQkmUdHI7jUm0u9edSaS715dCRZOoq73rjHUqvV4h5Coqg3l3rzqDWXevOEaa1JskSu1WrFPYTEqFarcQ8hUdSbS7151JpLvXnCtNYkWSKnd+3yaK1NLvXmUm8eteZSbx6tkywdpV6vxz2ExNBam1zqzaXePGrNpd48WidZOsr0UgPPu+H2uIfR0fbvuyKS+8nlcpHcj5wf9eZSbx615lJvnjCtdSRZIlfXKck0hUIh7iEkinpzqTePWnOpN0+Y1pokS+S6UlrdgmV2djbuISSKenOpN49ac6k3T5jWmiRL5FZaFvcQEmNgYCDuISSKenOpN49ac6k3T5jWmiRL5NKaI9NoGSEu9eZSbx615lJvHi0BJx0lYzrdgmV5eTnuISSKenOpN49ac6k3T5jWmiRL5BabOpTMorU2udSbS7151JpLvXm0TrJ0lJ60jiSzaK1NLvXmUm8eteZSb54wrTVJlsg1XEeSWbq6uuIeQqKoN5d686g1l3rzhGmtSbJErqkDyTT5fD7uISSKenOpN49ac6k3T5jWmiRL5LZpnWSa+fn5uIeQKOrNpd48as2l3jxhWmuSLJFb1jrJNENDQ3EPIVHUm0u9edSaS715wrSmTZLNrGlmh8zsiJl9zMy6WY8dJTN7xfqxm9lrzOzFZna9mX0/2M97zOzjZva4uMYalpkdNbPhC71dVr960ZTL5biHkCjqzaXePGrNpd48YVozpzNVdx93990AagB+63xuZGaZB3dYF+wVANZP8J8HYH/w9VuD/bwYwEcAfM7MRtbfiZmlH9RRhhRmfGnodAuWWq0W9xASRb251JtHrbnUmydM67iO+d0K4NFm9pNm9jUzu93MbjKzUQAIjsi+y8z2A3ifme00s1vN7GDw5+nB9a42s1vM7KNmdreZ/UlwRPfrZnbYzHYF19thZp81szuC/z4quPxGM/vZk4Mys8qa+73ZzP7ezL5tZh+0tpcDeDiAz5vZ54Pr9gHIufv0+p1094+gPXn+xeC6R83s9Wb2RQA/Z2bPM7OvBPv0MTPrDa73ejP7RnDU/V1mZsHlN5vZW83sC2Z2l5k9KThafY+Z/VFwnd8Pxongup8Lvt5rZh8Ivv6FoM8RM3vz2v03szea2dcAPG3N5Xkz+1cz+3Uz6zGzT5nZN4Pbv2j9fmudZB6ttcml3lzqzaPWXOrN85BaJzk4MvxjAA4D+CKAp7r7FQA+DOD311x1D4AXuPsvArgfwHPd/YkAXgTgbWuudzmA3wNwGYCXALjE3Z8M4AYAvxtc5+0A3ufuTwDwwXW3P5Mr0D5q/DgAPwzgR9z9bQB+AODZ7v7s4HrPAfDZs9zPQQCPXfP3ZXd/BoCbAPwBgOcE+3UbgFeeHK+7Pyk46p4H8Pw1t6+5+7MA/DWAfwbw2wB2A3iZmQ0B+AKAZwbXvRJAr5llATwDwK1m9nAAbwbwowDGATzJzH4quH4PgCPu/hR3/2JwWS+AfwHwd+7+bgDXAPiBu18ejO9f1++w1knm0VqbXOrNpd48as2l3jxhWjNPZcib2aHg61sB/A2AxwD4iJltB5AD8B9rrv8Jdz/5gdtZAG83s3EATQCXrLneN9z9OACY2b04ddrDYQAnJ7JPA/DC4Ov3A/jT8xjv1939WHC/hwDsRHtSv941AP72LPez/rDqR4L/PhXtCfiXggPFOQBfCbY928x+H+3TOgYB3In2RBUAPhH89zCAO9fs+3cBPBLAAQB7zKwAYAXtSfqVaE+cXw7gSQBuPnnk28w+COBZAP4J7bb/sG68/wzgT939g2se9y3BEehPuvut63d4qbyA+97xGlRbwLYUMH7VNaiPX4s9/Q1MraRQbwEX5Vs4spDBxb1NZMxxeCGD8WIDx5fbv7dt72rhUCmDy/oaaLjhnkoau/saOFZNIZsCRre1cOBEBnv6G1hqGiaW0ri00MDRpTQKGcdQ7tT2csNwvJrCJYUm7l1MYyjXQn/WV7efqBtmayns6mni7nIa2/MtFDKnts/WUig3DDu7m7irnMGO7ia606e2b2afjh07hsHBQUxPT6Ovrw/NZhOLi4sYGxvD5OQkstksisUiZmZmUCwWUavVUK1WV7fncjkUCgUsLi5iYWEB1WoVy8vLq9u7urqQz+cxPz+PoaEhlMtl1Gq11e35fB65XA6lUgnDw8MolUqo1+ur23t6epBOp7GwsICRkRHMzc3B3TEyMoKpqSn09vYCACqVCkZHRzE9PQ0zi2SfZmdnMTAw0JH71Gg0MDExsaX2qZOfp3Q6jWPHjm2pferU52llZeW07+2tsE+d/Dxls1lMTExsqX3q1OdpaWnpnP/mnom5c476mVnF3XvXXXYzgD9390+Y2dUArnf3q83segAVd39LcL3r0T6i+ftoH/1edvdMcJvr3P35a+7vOne/be02M5sBsN3d68FR1R+4+4iZ3QBgv7t/NDilYcXdcxvc79sB3ObuN5rZUQBXuvtMsO0QgD3u3lw/7mD7+4Lbvm3tbc3sJwH8orv/wromXQAmguvdF9wn3P36M+3fBvv+ObQnvcMA7kD7l4pfR/uI+AsAvNDdfzm43a8BeLy7v3L9cxSM99MA+gC8xINvFjMbBPDjaJ9Xvt/d37h2Hz70yZv8z+/Su/fOZv++KyK5nxMnTqC/vz+S+5JzU28u9eZRay715jmf1gcPHjywd+/eK9dfHvdMpgjg+8HXLz3H9Y67ewvtUyou9E1lXwbw88HXL8apI8JH0T6tA2hPHrPncV9lAAUAMLPHA/i2uzc3uqKZ/Qzab+r70AabvwrgR8zs0cF1u83sEgAnPxpmJjhH+Wc3uO25fAHAdcF/b0V7MnsomOR+DcBVZjZs7Tfn/QKAW85yX68HMAvgncE4Hw5gyd0/AOAtAJ64/gZaJ5mnVCrFPYREUW8u9eZRay715gnTOu5J8vUAPmZmtwKYOcv13gngpWb2VbSPii5e4OO8HMCvmNkdaE+yfy+4/N1oTxi/DuAp53m/7wLw/4I37v0YHnhO7n+zYAk4AL8E4EfP8Ka+aQAvA/ChYFxfBfBYdz8RjOsw2keDv3EB+3nSrQC2A/iKu08BWA4uQ3B6xmsAfB7ANwEcdPd/Psf9vQJAl5n9Kdrnfn89OIL+OgB/tP7KVa2TTDM8fMEr9EkI6s2l3jxqzaXePGFaX9DpFmY2AOAnATwC7SPAn3T3uU0/+kOcmX0GwC+fPC9Y2v7+0zf5m++M+/evzhbV6RY/+MEP8PCHPzyS+5JzU28u9eZRay715jmf1qFPtzCzpwG4F+2X7p8A4DcB/HtweSK5+3M1QX6glNZJpqnX63EPIVHUm0u9edSaS715wrS+kNUt/gLAf3X3D5+8IFgj921or5ggAkDrJDNprU0u9eZSbx615lJvHtY6yZcA+Oi6y/4ewKM3/eiyJWmdZB6ttcml3lzqzaPWXOrNE6b1hUyS78GpFSJO+jm0T8EQWVV3HUlm6enpiXsIiaLeXOrNo9Zc6s0TpvWFnG7xCgCfDD7yeALtD9e4GKd/GpyIzkgmSqcvdDVECUO9udSbR6251JsnTOvzPpLs7l8GsAvtj3g+AOCvADw6uFxkVc40TWZZWFiIewiJot5c6s2j1lzqzROm9QV9LLW7zwP4wKYfTRJB6yTzjIyMxD2ERFFvLvXmUWsu9eYJ0/qsk2Qz+1d3vyb4+lac4ZV0d3/WpkcgW842LZFMMzc3h+7u7riHkRjqzaXePGrNpd48YVqf60jy+9Z8fcOmHkESx3RWMs2FfBiQhKfeXOrNo9Zc6s0TpvVZJ8nu/ndrvn7vph9FEqWqdZJp9JIdl3pzqTePWnOpN8+DebrFr57Pnbj7ezY9AtlyurVOMs3U1BR27NgR9zASQ7251JtHrbnUmydM63OdbvGSNV8bgB8BMAngPgCPBDAG4IsANEmWVSOFLuzftzvuYSRCb29v3ENIFPXmUm8eteZSb54wrc91usWzT35tZn8F4J/c/S/WXPZ7aC8LJyIiIiKyZVzIOgS/hPbayGu9HacfbRZBs9mMewiJUalU4h5Coqg3l3rzqDWXevOEaX0hk+RJANeuu+wnAdy/6UeXLSmbzcY9hMQYHR2NewiJot5c6s2j1lzqzROm9YVMkl8O4EYz+7KZfcTMvgLgvQB+d9OPLltSo9GIewiJMT09HfcQEkW9udSbR6251JsnTOvz/sQ9d/+Mme0C8GMAHg7gUwA+5e6zm350EQnFTMvtMak3l3rzqDWXevOEaX2hH0s9A+D9m340SYRM5oK+rSSEwcHBuIeQKOrNpd48as2l3jxhWp/36RZmdquZfWGjP5t+dNmS6vV63ENIDL1kx6XeXOrNo9Zc6s1DOd0CD/xY6jEAvwbgA5t+dNmSJhcbeNUNt8c9jAfF/n1XxD2E0/T19cU9hERRby715lFrLvXmCdP6Qs5JfsDHUpvZPwD4WwBv3PQIZMvRmVY8Wm6PS7251JtHrbnUmydM6wtZ3WIj3wfwhJD3IVtM1vSx1CyLi4txDyFR1JtLvXnUmku9ecK0Pu8jyWb2q+su6gbwQgBf3fSjy5a02NSxZJaxsbG4h5Ao6s2l3jxqzaXePGFaX8iR5Jes+3MNgC8D+MVNP7psST1pHUlmmZycjHsIiaLeXOrNo9Zc6s0TpvWFnJP87E0/iiRKS2cl0+jTDbnUm0u9edSaS715wrS+kCXg5s5wuT6WWk6z0op7BMlRLBbjHkKiqDeXevOoNZd684RpfSGnWzxgKm5mWQDpTT+6bEn5lE63YJmZmYl7CImi3lzqzaPWXOrNE6b1OU+3MLNbATiArg0+OOQitM9LFlm10tLpFiw6GsGl3lzqzaPWXOrNE6b1+ZyTfPJDRJ4E4G/WXO4ApgB8btOPLltSWnNkmlqtFvcQEkW9udSbR6251JsnTOvzmSQfAbAC4Ap3/7aZPQzAXwB4PICvAPgSAH0OsazKaJ1kmmq1GvcQEkW9udSbR6251JsnTOvzOSf5LwCMufu3g7+/C8DFwX93A/jTTT+6bElaJ5lHa21yqTeXevOoNZd68zzY6yRfCuBWADCzfgA/AeDF7v4OAL8A4Cc3/eiyJWmdZB6ttcml3lzqzaPWXOrNE6b1+UySMwBOntDxVADH3f1uAHD3+wD0b/rRtxgza5rZITO708y+aWavNLOwH/0dCzN7mZm9fTO3bWqdZJpcLhf3EBJFvbnUm0etudSbJ0zr85nA3Qng54Kvfx7ATSc3mNkjAJQ2/ehbT9Xdx9398QCeC+DHAbxh/ZXM7Lw/xCUOYcdX1zrJNIVCIe4hJIp6c6k3j1pzqTdPmNbnM0n+7wD+b/BhIj8B4M1rtr0I7TfuyTrufj+A3wDwO9b2MjP7mJn9C4D9ZtZjZu8xs2+Y2e1m9gIAMLOdZnarmR0M/jw9uPxqM7vFzD5qZneb2Z+Y2YvN7OtmdtjMdplZ2sy+Gzxev5m1zOxZwe1vNbNHm9mgmf2Tmd1hZl81sycE2683s3eZ2X4A71u7L2b2E2b2FTMbNrOfM7MjwZHy9UsCAgC6tE4yzezsbNxDSBT15lJvHrXmUm+eMK3PecTQ3b9oZo8CcAmAu929vGbzpwB8eNOPvsW5+3eD0y0eFlz0NABPcPc5M/tjAJ9z918NzvX+upndBOB+AM9192UzuxjAhwBcGdz+crTPEZ8D8F0AN7j7k83s9wD8rru/wszuBvA4AD8E4ACAZ5rZ1wBc5O7/bmZ/BeB2d/8pM/tRtCfE48H97wHwDHevmtnLAMDMfhrAKwH8uLvPm9nrAfwnd/9+MO4HWCwv4L53vAbVFrAtBYxfdQ3q49diT38DUysp1FvARfkWjixkcHFvExlzHF7IYLzYwPHl9u9t27taOFTK4LK+BhpuuKeSxu6+Bo5VU8imgNFtLRw4kcGe/gaWmoaJpTQuLTRwdCmNQsYxlDu1vdwwHK+mcEmhiXsX0xjKtdCf9dXtJ+qG2VoKu3qauLucxvZ8C4XMqe2ztRTKDcPO7iYWFxdRKpVQr9cxNjaGyclJ9PT0IJ1OY2FhASMjI5ibm4O7Y2RkBFNTU+jt7QUAVCoVjI6OYnp6GmaGwcFBTE9Po6+vD81m+75P3mc2m0WxWMTMzAyKxSJqtRqq1erq9lwuh0KhgJWVFSwsLKBarWJ5eXl1e1dXF/L5PObn5zE0NIRyuYxarba6PZ/PI5fLoVQqYXh4uKP2aXZ2FgMDAx25T6lUChMTE1tqnzr5ecrn8zh27NiW2qdOfZ5ardZp39tbYZ86+Xnq7e3FxMTEltqnTn2e6vU6jh07dtZ9OhNz11G/qJhZxd171112AsBjAPwYgKvc/VeCy28D0AWgEVx1EMB/AvADAG9He+LaBHCJu3eb2dUAXufuzw1u/wUAr3H3LwWT3ZcHE9/XoT2J/iEAXwXw6wD+V7D9P5vZ7QB+xt2/G9zPfWivUvLfALi7/2Fw+csAvApAGcDz3H0huPyvAewC8FEAH3f3B/yK9tFP3eR/9q2H5KnY57R/3xVxD+E0U1NTGB0djXsYiaHeXOrNo9Zc6s1zPq0PHjx4YO/evVeuv3xrzmQ6hJn9MNoT3fuDixbXbkZ7sjoe/HmUu9+F9mR1Cu2jxlcCWHvG+cqar1tr/t7CqVcFbgXwTABPBvBptN9YeTWAk6dGbPSuupO/KS2uu/y7AApov4rQvqL7bwH4AwCPBHDIzIbW35nWSeZZXl6OewiJot5c6s2j1lzqzROmtSbJDxIzGwHw1wDe7hsfrv83AL9rZhZc/+QhyiLaK4i0ALwEQPoCH/prAJ4OoOXuywAOAfhNBMv4oT1ZfnHwmFcDmDl5lHgDEwBeCOB9Zvb44Da73P1r7v56ADNoT5ZPo3WSebTWJpd6c6k3j1pzqTfPg71Ospy//Mkl4NBeBWQ/gD88w3X/J4AsgDvM7EjwdwB4J4CXmtlX0T6Cu/7o7lm5+wqA+9A+1QJoT44LAA4Hf78ewJVmdgeAPwHw0nPc33fQnlR/zMx2Afiz4I2CR9CecH9z/W20TjKP1trkUm8u9eZRay715gnTuqOXInuocfczHvV19xsB3Ljm71W0j/Cuv949AJ6w5qLXBJffDODmNde7es3X67c9c83Xfwfg79b8fQ7ACzZ43OvPNF53vx3tNwMC7SPLZ9VwHUlm6erqinsIiaLeXOrNo9Zc6s0TprWOJEvkmjqQTJPP5+MeQqKoN5d686g1l3rzhGmtSbJEbpvWSaaZn5+PewiJot5c6s2j1lzqzROmtSbJErnllk63YBkaesDiIvIgUm8u9eZRay715gnTWpNkiVxW31U05XL53FeSyKg3l3rzqDWXevOEaa3pjEQuDZ1uwVKr1eIeQqKoN5d686g1l3rzhGmtSbJETusk82itTS715lJvHrXmUm8erZMsHUXrJPNorU0u9eZSbx615lJvnjCtNUmWyGmdZB4tI8Sl3lzqzaPWXOrNoyXgpKNonWSeXC4X9xASRb251JtHrbnUmydMa02SJXJaJ5mnVCrFPYREUW8u9eZRay715gnTWh9LLZF7WF8e+/c9Pu5hJMLw8HDcQ0gU9eZSbx615lJvnjCtdSRZItdsNuMeQmLoaASXenOpN49ac6k3T5jWmiRL5Nx1ugVLvV6PewiJot5c6s2j1lzqzROmtSbJErlsNhv3EBJDa21yqTeXevOoNZd682idZOko+g2ZR2ttcqk3l3rzqDWXevNonWTpKOl0Ou4hJEZPT0/cQ0gU9eZSbx615lJvnjCtNUkWeQjTLyRc6s2l3jxqzaXePGFaa5IskdPqFjwLCwtxDyFR1JtLvXnUmku9ecK01jrJErnvVxp41Q23xz2MB8X+fVfEPYTTjIyMxD2ERFFvLvXmUWsu9eYJ01pHkiVy2/RdRTM3Nxf3EBJFvbnUm0etudSbJ0xrTWckcgatk8yiNam51JtLvXnUmku9ecK01iRZIldtWtxDSAy9ZMel3lzqzaPWXOrNo9MtpKN0p/UbMsvU1FTcQ0gU9eZSbx615lJvnjCtNUmWyNVdR5JZent74x5Coqg3l3rzqDWXevOEaa1JsoiIiIjIOpokS+SyptMtWCqVStxDSBT15lJvHrXmUm+eMK01SZbILemNezSjo6NxDyFR1JtLvXnUmku9ecK01iRZIpfXG/dopqen4x5Coqg3l3rzqDWXevOEaa1JskTOoSPJLGZqzaTeXOrNo9Zc6s0TprUmyRK5lVbcI0iOwcHBuIeQKOrNpd48as2l3jxhWmuSLJHLp3S6BYtesuNSby715lFrLvXm0ekWcsHMrGlmh8zsiJn9i5n1B5fvNLMja67362Z20MwGzOzxZvY5M7vbzO4xs/9hG7yOUdM6yTR9fX1xDyFR1JtLvXnUmku9ecK01iQ5uaruPu7uuwHMAfjt9Vcws5cA+F0AzwOwDOATAP7E3S8BcDmApwP4rw+43YM5ajlNs9mMewiJot5c6s2j1lzqzROmtSbJAgBfAfCItReY2X8G8GoAz3P3GQC/COBL7r4fANx9CcDvBNc5jdZJ5llcXIx7CImi3lzqzaPWXOrNE6Z1JsJxyEOQmaUB7AXwN2su3gHg7QCucPfJ4LLHAziw9rbufq+Z9ZpZn7svnLy8Ul7Afe94DaotYFsKGL/qGtTHr8We/gamVlKot4CL8i0cWcjg4t4mMuY4vJDBeLGB48vt39u2d7VwqJTBZX0NNNxwTyWN3X0NHKumkE0Bo9taOHAigz39DSw1DRNLaVxaaODoUhqFjGMod2p7uWE4Xk3hkkIT9y6mMZRroT/rq9tP1A2ztRR29TRxdzmN7fkWCplT22drKZQbhp3dTSwuLqJUKqFer2NsbAyTk5Po6elBOp3GwsICRkZGMDc3B3fHyMgIpqamVj8Ss1KpYHR0FNPT0zAzDA4OYnp6Gn19fWg22/d98j6z2SyKxSJmZmZQLBZRq9VQrVZXt+dyORQKBTSbTSwsLKBarWJ5eXl1e1dXF/L5PObn5zE0NIRyuYxarba6PZ/PI5fLoVQqYXh4uKP2aXZ2FgMDAx25T7lcDhMTE1tqnzr5eSoWizh27NiW2qdOfZ5SqdRp39tbYZ86+XkaHBzExMTEltqnTn2eWq0Wjh07dtZ9OuMcyV1H/ZLIzJoADgPYifbk93nu3jSznQA+h/YpGB9097cG138rgP9w97etu595AI9y9/LJyz7+6c/4m+5MU/aDbf++K+IewmkmJiawY8eOuIeRGOrNpd48as2l3jzn0/rgwYMH9u7de+X6y3W6RXJV3X0c7aPGOZx+TvISgB8D8Ftm9uLgsjsBnPYNZGY/DKCydoIMAC2dlUyTzWbjHkKiqDeXevOoNZd684RprUlywrl7CcDLAVxnZtk1l08DuAbAH5vZfwLwQQDPMLPnAICZ5QG8DcCfrr9PrZPMUywW4x5Coqg3l3rzqDWXevOEaa1JssDdbwfwTQA/v+7y/wBwLYD3AHgCgBcA+AMz+w7ap2p8A+1zl0+jdZJ5ZmZm4h5Coqg3l3rzqDWXevOEaa037iWUu/eu+/tPrvnr7jWXfxOnr3xx9bnue6Wl0y1YdDSCS7251JtHrbnUm0dHkqWjpDVHpqnVanEPIVHUm0u9edSaS715wrTWJFkil9E6yTTVajXuISSKenOpN49ac6k3T5jWmiRL5BabOpTMMjY2FvcQEkW9udSbR6251JsnTGtNkiVyPWkdSWY52yLoEj315lJvHrXmUm+eMK01SZbINbVOMk0ul4t7CImi3lzqzaPWXOrNE6a1JskSubrWSaYpFApxDyFR1JtLvXnUmku9ecK01iRZIteldZJpZmdn4x5Coqg3l3rzqDWXevOEaa1JskRO6yTzDAwMxD2ERFFvLvXmUWsu9eYJ01qTZImc1knm0TJCXOrNpd48as2l3jxaAk46itZJ5lleXo57CImi3lzqzaPWXOrNE6a1JskSOa2TzKO1NrnUm0u9edSaS715wrTORDgOEQDAIwsZ7N93edzDSITJyUns2LEj7mEkhnpzqTePWnOpN0+Y1jqSLJFLpfRtxdLV1RX3EBJFvbnUm0etudSbJ0xrzWYkcpok8+Tz+biHkCjqzaXePGrNpd48YVprNiORazQacQ8hMebn5+MeQqKoN5d686g1l3rzhGmtSbJELpPRqe4sQ0NDcQ8hUdSbS7151JpLvXnCtNYkWSLXaulzqVnK5XLcQ0gU9eZSbx615lJvnjCtNUmWyGmSzFOr1eIeQqKoN5d686g1l3rzhGmtSbJELpvNxj2ExNBam1zqzaXePGrNpd48WidZOspUaQmvuOH2uIfxoNi/74q4h3AarbXJpd5c6s2j1lzqzaN1kqWjNFyfuMeiZYS41JtLvXnUmku9ebQEnHSUpsc9guTI5XJxDyFR1JtLvXnUmku9ecK01iRZIrctpVkyS6lUinsIiaLeXOrNo9Zc6s0TprUmyRK5akunW7AMDw/HPYREUW8u9eZRay715gnTWpNkidw2fVfR6GgEl3pzqTePWnOpN4+OJEtHSUGnW7DU6/W4h5Ao6s2l3jxqzaXePGFaa5IskVts6nQLFq21yaXeXOrNo9Zc6s0TprUmyRK5nrSOJLNMTk7GPYREUW8u9eZRay715gnTWpNkiVxd6yTT9PT0xD2ERFFvLvXmUWsu9eYJ01qTZImcjiPzpNPpuIeQKOrNpd48as2l3jxhWmuSLJHLmabJLAsLC3EPIVHUm0u9edSaS715wrTWJLlDmFllg8t+y8x+OY7xrBnDT5nZ4y7kNlonmWdkZCTuISSKenOpN49ac6k3T5jWmiR3MHf/a3d/X8zD+CkAFzRJ1jrJPHNzc3EPIVHUm0u9edSaS715wrTWdKaDmdn1ZnZd8PW4mX3VzO4ws380s4Hg8pvN7M1m9nUzu9vMnhlc/vjgskPBbS4OLv8fZvZtM/uMmX1ozf3/upl9w8y+aWb/YGbdZvZ0ANcC+LPgfnYFf/7VzA6Y2a1m9tgHjFtnJdO4qzWTenOpN49ac6k3T5jWmiQ/dLwPwH939ycAOAzgDWu2Zdz9yQBeseby3wLwl+4+DuBKAMfM7EoAPwPgCgAvDC4/6ePu/iR3vxzAXQB+zd2/DOATAF7l7uPufi+AdwH4XXffA+A6AO9cP9Cq1kmm0Ut2XOrNpd48as2l3jxhWmciHIc8SMysCKDf3W8JLnovgI+tucrHg/8eALAz+PorAF5nZhehPQG+x8yeAeCf3b0a3O+/rLmP3Wb2RwD6AfQC+LcNxtEL4OkAPma2OhHetv56qeoJ3PeO16Laap96MX7VNaiPX4s9/Q1MraRQbwEX5Vs4spDBxb1NZMxxeCGD8WIDx5fbv7dt72rhUCmDy/oaaLjhnkoau/saOFZNIZsCRre1cOBEBnv6G1hqGiaW0ri00MDRpTQKGcdQ7tT2csNwvJrCJYUm7l1MYyjXQn/WV7efqBtmayns6mni7nIa2/MtFDKnts/WUig3DDu7m1hcXESpVEK9XsfY2BgmJyfR09ODdDqNhYUFjIyMYG5uDu6OkZERTE1Nobe3FwBQqVQwOjqK6elpmBkGBwcxPT2Nvr4+NJvt+z55n9lsFsViETMzMygWi6jVaqhWq6vbc7kcCoUCvvvd72Lnzp2oVqtYXl5e3d7V1YV8Po/5+XkMDQ2hXC6jVqutbs/n88jlciiVShgeHu6ofZqdncXAwEBH7tPk5CS6u7u31D518vNUr9fR1dW1pfapU5+niYkJ9Pb2bql96uTnqdlsIp1Ob6l96tTn6Z577sHAwMBZ9+lMTIf8O4OZVdy9d91l1wOoAHg3gMPu/qjg8l0APubuTzSzmwFc5+63mdkwgNvcfeea6/0E2keY9wG4HO3J9huC7X8O4Afu/hYz+w8AP+Xu3zSzlwG42t1fZmY3Aviku/+9mfUB+I67bz/bvnzkUzf5W761NV+k2L/viriHcJrZ2VkMDQ3FPYzEUG8u9eZRay715jmf1gcPHjywd+/eK9dfvjVnMluMu5cAzJ883xjASwDccpabwMx+GMB33f1taJ8y8QQAXwTwk2bWFRwV/ok1NykAOG5mWQAvXnN5OdgGd18A8B9m9nPBY5iZXR56B0VEREQ6jCbJnaPbzI6t+fPKddtfivYb6O4AMA7gjee4vxcBOGJmhwA8FsD73P0baE+Yv4n2KRq3ASgF1/8fAL4G4DMAvr3mfj4M4FVmdntwZPrFAH7NzL4J4E4AL1j/wFmtk0xTqTxg5UB5EKk3l3rzqDWXevOEaa3TLRLGzHrdvWJm3QC+AOA33P1glI/xgX+5yf/y21vz969OO91ieXkZXV1dcQ8jMdSbS7151JpLvXnOp7VOt5CT3hUcXT4I4B+iniADQD6tX7xYpqen4x5Coqg3l3rzqDWXevOEaa3VLRLG3X/xQX8MaAk4ljWrjAiBenOpN49ac6k3T5jWOpIskVtpxT2C5BgcHIx7CImi3lzqzaPWXOrNE6a1JskSuXxKp1uw6CU7LvXmUm8eteZSb54wrTVJlsjVXC8jsfT19cU9hERRby715lFrLvXmCdNak2SJnKbIPM1mM+4hJIp6c6k3j1pzqTdPmNaaJEvktE4yz+LiYtxDSBT15lJvHrXmUm+eMK01SZbILTZ1LJllbGws7iEkinpzqTePWnOpN0+Y1pokS+R6tE4yzeTkZNxDSBT15lJvHrXmUm+eMK01SZbItXRWMk02m417CImi3lzqzaPWXOrNE6a1JskSOa2TzFMsFuMeQqKoN5d686g1l3rzhGmtT9yTyD2iN4P9+y6PexiJMDMzg56enriHkRjqzaXePGrNpd48YVrrSLJELp1Oxz2ExNDRCC715lJvHrXmUm+eMK01SZbIueuNeyy1Wi3uISSKenOpN49ac6k3T5jWmiRL5FotnZTMUq1W4x5Coqg3l3rzqDWXevOEaa1JskRO79rl0VqbXOrNpd48as2l3jxaJ1k6Sr1ej3sIiaG1NrnUm0u9edSaS715tE6ydJRUSt9WLLlcLu4hJIp6c6k3j1pzqTdPmNaazUjkNEnmKRQKcQ8hUdSbS7151JpLvXnCtNY6yRK5+xeq+G833B73MFbt33dF3EN40MzOzqK3tzfuYSSGenOpN49ac6k3T5jWOuQnkVtp6WOpWQYGBuIeQqKoN5d686g1l3rzhGmtSbJELq05Mo2WEeJSby715lFrLvXm0RJw0lEypg8TYVleXo57CImi3lzqzaPWXOrNE6a1JskSucWmDiWzaK1NLvXmUm8eteZSbx6tkywdpSetI8ksWmuTS7251JtHrbnUm0frJEtHabiOJLN0dXXFPYREUW8u9eZRay715gnTWpNkiVxTB5Jp8vl83ENIFPXmUm8eteZSb54wrTVJlshtS2mWzDI/Px/3EBJFvbnUm0etudSbJ0xrTZIlcstaJ5lmaGgo7iEkinpzqTePWnOpN0+Y1pokS+Sy+q6iKZfLcQ8hUdSbS7151JpLvXnCtNZ0RiKXhk63YKnVanEPIVHUm0u9edSaS715wrTWJDkBzOx1Znanmd1hZofM7CkP5uNpnWQerbXJpd5c6s2j1lzqzaN1kuWMzOxpAJ4P4Inu/gQAzwFw34P5mFonmUdrbXKpN5d686g1l3rzaJ1kOZvtAGbcfQUA3H3G3X9gZkfNbBgAzOxKM7s5+Pp6M3uvme0PrvNCM/tTMztsZv9qZtlzPaDWSebRMkJc6s2l3jxqzaXePFoCTs5mP4BHmtndZvZOM7vqPG6zC8BPAHgBgA8A+Ly7XwagGlx+VlonmSeXy8U9hERRby715lFrLvXmCdM6E+E4pAO5e8XM9gB4JoBnA/iImb36HDf7f+5eN7PDANIA/jW4/DCAned8zKUTuO8dr0W1BWxLAeNXXYP6+LXY09/A1EoK9RZwUb6FIwsZXNzbRMYchxcyGC82cHy5/Xvb9q4WDpUyuKyvgYYb7qmksbuvgWPVFLIpYHRbCwdOZLCnv4GlpmFiKY1LCw0cXUqjkHEM5U5tP378OAqFAmZnZzEwMIBqtYrl5WWMjY1hcnISXV1dyOfzmJ+fx9DQEMrlMmq12ur2fD6PXC6HUqmE4eFhlEol1Ov11e09PT1Ip9NYWFjAyMgI5ubm4O4YGRnB1NQUent7AQCVSgWjo6OYnp6GmWFwcBDT09Po6+tDs9nE4uLi6n1ms1kUi0XMzMygWCyiVquhWq2ubs/lcigUCvje976HVCq1pfapk5+nyclJlEqlLbVPnfw81et1VCqVLbVPnfo8ff/73z/te3sr7FMnP0/NZhOlUmlL7VOnPk/33XcfKpXKWffpTMxdh/2SxMx+FsBLAVwK4Onufr+ZPQPAH7n71WZ2PYCKu78luH7F3XuDr0/bdiYf/ORN/hd3dc6LFPv3XRH3EB40i4uL6OnpiXsYiaHeXOrNo9Zc6s1zPq0PHjx4YO/evVeuv7xzZjLyoDCzx5jZxWsuGgcwAeAogD3BZT8T5WNu03cVTalUinsIiaLeXOrNo9Zc6s0TprVOt9j6egH8lZn1A2gA+HcAv4H2keS/MbPXAvjahd6pmb0RwG3u/on121JaJ5mmXq/HPYREUW8u9eZRay715gnTWpPkLc7dDwB4+gabbgVwyQbXv37d33s32uburz/TY2qdZB6ttcml3lzqzaPWXOrNo3WSpaNonWQerbXJpd5c6s2j1lzqzaN1kqWj1LVOMo3e+MGl3lzqzaPWXOrNE6a1JskSOR1H5kmn03EPIVHUm0u9edSaS715wrTWJFkilzNNk1kWFhbiHkKiqDeXevOoNZd684RprUmyRK7a0ukWLCMjI3EPIVHUm0u9edSaS715wrTWJFkip3WSeebm5uIeQqKoN5d686g1l3rzhGmt6YxEznRWMo0+MZNLvbnUm0etudSbJ0xrTZIlclWtk0yjl+y41JtLvXnUmku9eXS6hXSUbq2TTDM1NRX3EBJFvbnUm0etudSbJ0xrTZIlclonmae3t/fcV5LIqDeXevOoNZd684RprUmyiIiIiMg6mbgHIFvPaE8G+/ddHvcwEqFSqWBoaCjuYSSGenOpN49ac6k3T5jWOpIskctms3EPITFGR0fjHkKiqDeXevOoNZd684RprUmyRK7RaMQ9hMSYnp6OewiJot5c6s2j1lzqzROmtSbJIg9hZnqTJJN6c6k3j1pzqTdPmNaaJEvkMhmd6s4yODgY9xASRb251JtHrbnUmydMa02SJXL1ej3uISSGXrLjUm8u9eZRay715tHpFtJR0ul03ENIjL6+vriHkCjqzaXePGrNpd48YVprkizyENZsNuMeQqKoN5d686g1l3rzhGmtk0clctPlZTzvhtvjHsaq/fuuiHsID5rFxUUMDw/HPYzEUG8u9eZRay715gnTWkeSJXKLTb1rl2VsbCzuISSKenOpN49ac6k3T5jWmiRL5HrSHvcQEmNycjLuISSKenOpN49ac6k3T5jWmiRL5FrQkWQWfbohl3pzqTePWnOpN0+Y1pokS+RWWnGPIDmKxWLcQ0gU9eZSbx615lJvnjCtNUmWyOVTOt2CZWZmJu4hJIp6c6k3j1pzqTdPmNaaJEvkVlo63YJFRyO41JtLvXnUmku9eXQkWTpKWnNkmlqtFvcQEkW9udSbR6251JsnTGtNkiVyGdPpFizVajXuISSKenOpN49ac6k3T5jWmiRL5LROMo/W2uRSby715lFrLvXm0TrJ0lG0TjKP1trkUm8u9eZRay715tE6ydJRmlonmSaXy8U9hERRby715lFrLvXmCdNak2SJXF3rJNMUCoW4h5Ao6s2l3jxqzaXePGFaa5KcYGY2ZGaHgj+TZvb9NX/PBde51sxeHXz9GDO7Odh+l5m9a6P77dI6yTSzs7NxDyFR1JtLvXnUmku9ecK0zkQ4DnmIcfdZAOMAYGbXA6i4+1tObjezjLt/AsAngoveBuCt7v7PwfbLNrpfrZPMMzAwEPcQEkW9udSbR6251JsnTGsdSZbTmNmNZvbnZvZ5AG82s5eZ2duDzdsBHDt5XXc/vNF9aJ1kHi0jxKXeXOrNo9Zc6s0TprWOJMtGLgHwHHdvmtnL1lz+VgCfM7MvA9gP4G/d/cT6GzcWT+C+d7wW1RawLQWMX3UN6uPXYk9/A1MrKdRbwEX5Fo4sZHBxbxMZcxxeyGC82MDx5fbvbdu7WjhUyuCyvgYabrinksbuvgaOVVPIpoDRbS0cOJHBnv4GlpqGiaU0Li00cHQpjULGMZQ7tf348eMoFAqYnZ3FwMAAqtUqlpeXMTY2hsnJSXR1dSGfz2N+fh5DQ0Mol8uo1Wqr2/P5PHK5HEqlEoaHh1EqlVCv11e39/T0IJ1OY2FhASMjI5ibm4O7Y2RkBFNTU+jt7QUAVCoVjI6OYnp6GmaGwcFBTE9Po6+vD81mE4uLi6v3mc1mUSwWMTMzg2KxiFqthmq1uro9l8uhUChgamoK+Xx+S+1TJz9Pc3Nzp41pK+xTJz9P9Xod9Xp9S+1Tpz5PMzMzp23fCvvUyc9Ts9nExMTEltqnTn2e7r//ftTr9bPu05mYu84flVOnWwDYDeDz7v7e4PKXAbjS3X8n+PvDAVwD4AUAHgPgcndfWXtf7/+Xm/xt3+6cFyn277si7iE8aFZWVrBt27a4h5EY6s2l3jxqzaXePOfT+uDBgwf27t175frLO2cmI51k8Uwb3P0H7v4ed38BgAbak+rTaJ1kHq21yaXeXOrNo9Zc6s2jdZKFwsyuMbNs8PUYgCEA319/vYbrpGSWrq6uuIeQKOrNpd48as2l3jxhWuucZLkQzwPwl2a2HPz9Ve7+gF/RmjqQTJPP5+MeQqKoN5d686g1l3rzhGmtSbIAANz9+jNcfiOAG4OvXwnglee6r21aJ5lmfn4efX19cQ8jMdSbS7151JpLvXnCtNbpFhK5Za2TTDM0NBT3EBJFvbnUm0etudSbJ0xrTZIlcll9V9GUy+W4h5Ao6s2l3jxqzaXePGFaazojkUtDp1uw1Gq1uIeQKOrNpd48as2l3jxhWmuSLJFbbP7/7d1/fGR3Xe/x9yeTmWQ2P6b5MSQLbbdSiwoVsnSFi2B/uIpVpAJWW/SqRdcfV0UoAgpysfq4CEqLgBQVa61wr/wQaqmlyFYslCIC3W3tbim0QDfdQJNOfjCTyc5kJjOf+8ecDek0+/OcfZ/pnPfz8eijyZxk8pnXTOGbk5NvdLkFy+TkZNwjJIp6c6k3j1pzqTdPmNZaJEvktE8yj/ba5FJvLvXmUWsu9ebRPsnSUbRPMo+2EeJSby715lFrLvXmCdNai2SJnPZJ5slkMnGPkCjqzaXePGrNpd48YVprkSyR0z7JPMViMe4REkW9udSbR6251JsnTGstkiVyFe2TTDM+Ph73CImi3lzqzaPWXOrNE6a1FskSuT69qmh0NoJLvbnUm0etudSbJ0xr/Vlqidz4ll7s3vWsuMdIhHq9HvcIiaLeXOrNo9Zc6s0TprXO+Unk0ul03CMkhvba5FJvLvXmUWsu9ebRPsnSUfQdMo/22uRSby715lFrLvXm0T7J0lFSqVTcIyTGwMBA3CMkinpzqTePWnOpN0+Y1lokizyB6RsSLvXmUm8eteZSb54wrbVIlsg1Go24R0iMUqkU9wiJot5c6s2j1lzqzROmtRbJEjn94h5PPp+Pe4REUW8u9eZRay715gnTWotkidza2lrcIyTG4uJi3CMkinpzqTePWnOpN0+Y1tonWSI3v1LDC6+7O/T97N61PYJpupu7/gQ4k3pzqTePWnOpN0+Y1jqTLJGrNPRnqVn0Izsu9eZSbx615lJvHl1uIR1lS0rfIbPMzc3FPUKiqDeXevOoNZd684RprUWyRK7uOpPMMjg4GPcIiaLeXOrNo9Zc6s0TprUWySIiIiIibbRIlsilTZdbsJTL5bhHSBT15lJvHrXmUm+eMK21SJbIHdIv7tFMTEzEPUKiqDeXevOoNZd684RprUWyRC6rX9yjKRQKcY+QKOrNpd48as2l3jxhWmuRLJFz6Ewyi5laM6k3l3rzqDWXevOEaa1FskRutRn3BMkxOjoa9wiJot5c6s2j1lzqzROmtRbJErlsjy63YNGP7LjUm0u9edSaS715dLmFdJSa9kmmGR4ejnuERFFvLvXmUWsu9eYJ01qLZImclsg8jUYj7hESRb251JtHrbnUmydM61O+SDazvzSzV294/1Nmdt2G968xs9ec6jmOxMwOmNk+M7sn+PfPEL7mq83sl4O3bzCzb5lZX/D+uJkdiPjrfcbMdrTdtsPM3h3iPv/dzEY2O6Z9knlWVlbiHiFR1JtLvXnUmku9ecK0ZpxJ/k8APwwAZtYDYBzAMzYc/2EAnz+eOzKz3jCDmFnqCIcucvcpAJcCeNzC0VoiaRU8hl8F8E8bbm4Et9G4+13u/nsh7uIDAH57swMr2ieZZnJyMu4REkW9udSbR6251JsnTGvGIvnzCBbJaC2O9wNYNrOR4OzpDwC428zebGZfNrP9ZvY+C/bsCM6C/pmZfRbAq4L3/9zMvmRmD5jZjwQflzKztwf3ca+Z/WZw+4VmdruZ/ROAfceYdRjAUvB5Z5nZ/Wb2XgB7AZwR3P/+4IzzZcHHbTWzO4Iz0fsPz3MUPwpgr7uvbbjtnQCu3OybADN73YbH9CfBba83s98L3v5LM/uP4O2dZvZ/j/H1D9/vhWZ2S/D2VWZ2fdD2m4fvOzj2P4PW95jZ3274RuNmAC/f7L4HtE8yzezsbNwjJIp6c6k3j1pzqTdPmNanfJHs7t8GsGZmZ6K1WP4CgC8CeB6AHQDudfcagPe4+w+5+7kAsgB+esPdnObuF7j7NcH7ve7+HACvBvDHwW2/BqDo7j8E4IcA/LqZfU9w7DkA/sjdn36EMW83s/0APgvgTRtu/z4A73f37cGsUwCeBeDHALzdzLYC+AUAnwrORD8LwD3HSPJ8AHvabnsYwJ0AfmnjjWb2QgDnBPNPATjPzM4HcAeAw4vxHQAGzSwN4AUAPneMr38k3w/gJ4Kv9cdmljazHwBwGYDnB4+vAeAXAcDdlwD0mdlY+x01dVUyTTqdjnuERFFvLvXmUWsu9eYJ0zrU5Qsn4PDZ5B8G8A4ATwneLqJ1OQYAXGRmrwewBcAogPsA/Gtw7MNt93dj8O89AM4K3n4hgGea2aXB+zm0Fpg1AF9y94eOMt9F7j5vZmcD+LSZfSa4fdrd/yt4+wUAPujuDQBzwZntHwLwZQDXB4vUm9z9nmO02Arg/k1u/zO0zs5+YsNtLwz+uTt4fzB4TO9Ha8E8BGAVrTPdO9BaOJ/sJRSfcPdVAKtm9iiACQA7AZwH4MvBif0sgEc3fM6jAJ4MYGHjHVWWizh47RtQaQJ9PcDUBRejPnUJzjttDXOrPag3gdOzTewv9eKcwQZ6zbGv1Iup3Boeqba+b9va30S1WkWhUICZYXR0FIVCAcPDw2g0GlhZWcHk5CRmZ2eRTqeRy+UwPz+PXC6HWq2GSqWyfjyTyWBoaAgLCwsYGRlBpVJBtVpdP97f349sNoulpSWMjY1heXkZtVpt/Xg2m0Umk0GxWMT4+DiKxSLq9fr68YGBAaRSKZRKJeTzeSwuLsLdkc/nMTc3h8HBQQCtvx8/MTER6WM6dOgQSqVSVz2mTn6e3B3T09Nd9Zg6+XkaHBzEzMxMVz2mTn2e6vX6Y17b3fCYOvl5yuVymJ6e7qrH1KnPU6VSwczMzFEf05GY+6n/0biZ/Q5aZ2VfgNbCMgfgnwGUAFwP4DYA0wB2uPtBM7sKANz9qmDB+lp3vyu4r/X3zWwcwF3ufpaZfQzA+9z9U21f+8Lg4zeemd54/EDwdeeD978I4JVoLQBvCc5sw8zeidZZ7+uD9z8A4J/d/WYzezKAF6G1QH27u7//KC3eBeBud78heP+G4Ot8NLgk5D+Dec8ys2sAPODuf7vJ/fwHgJvQusb7XgBPA/DrAJ7qbU9qe8P2LkHvsrtfHRzbj9aZ/BcDeLK7v+EIj2UPgMvc/esbb7/x1tv8rfcd6fLv47d71/bQ99HtpqensW3btrjHSAz15lJvHrXmUm+e42m9d+/ePTt37tzRfjtrC7jPo7XoWnT3hrsvAjgNrUsuvgCgP/i4eTMbROsX6E7UpwD8r+CMLszsaWY2cCJ3YGZPAvA9aC3Y290B4LLg2uc8gPMBfMnMtgF41N3/DsDfA3j2Mb7M/QC+9wjH3gLgtRve/xSAXw2awMyeEsx4eJ7XBv/+HIDfAnBP+wI5pE8DuPTw1zSz0eDxIrhmfBLAgfZPWm3qcguWXC4X9wiJot5c6s2j1lzqzROmNWuRvA+tM57/1XZb0d3n3f07AP4uuO0mtC5hOFHXAfgKgL3BmdC/xfFfTnK7md0D4HYAf+juc5t8zL+gdcb2vwH8B4DXu/ssgAsB3GNmdwP4WQDvAgAzu87atl0LfBKtBfbjuPt9aF06cfj93WjtgvEFM9sH4KMAhoLDn0Pr0o0vBPNWcfTrkT9hZjPBP/98lI/bOM9X0LpGe7eZ3YvWGf+tweHzAPxX2y8gAgBSWiPT1Gq1uEdIFPXmUm8eteZSb54wrSmXW8hjmdm/oLXIfjDuWU5WcNnIze7+6fZjutyCRz+y41JvLvXmUWsu9eZ5IlxuIY/1h/juGdknqv2bLZAB7ZPMpL02udSbS7151JpLvXk6fZ9kaePuX3P3O+KeI4zgGuxNaZ9kHu21yaXeXOrNo9Zc6s3T0fskS/I0tE8yTSaTiXuERFFvLvXmUWsu9eYJ01qLZIlcvRn3BMkxNDR07A+SyKg3l3rzqDWXevOEaa1FskSuv0eXW7AsLCwc+4MkMurNpd48as2l3jxhWmuRLJHTPsk8IyMjcY+QKOrNpd48as2l3jxhWmuRLJHTPsk8lUol7hESRb251JtHrbnUmydMay2SJXK9psstWKrVatwjJIp6c6k3j1pzqTdPmNZaJEvktE8yj/ba5FJvLvXmUWsu9ebRPsnSUbRPMo/22uRSby715lFrLvXm0T7J0lHWXGeSWfr7++MeIVHUm0u9edSaS715wrTujXAOEQDAk3P92L3rGXGPkQjZbDbuERJFvbnUm0etudSbJ0xrnUmWyK2trcU9QmIsLS3FPUKiqDeXevOoNZd684RprUWyRK63Vz+gYBkbG4t7hERRby715lFrLvXmCdNai2SJXLOpv0vNsry8HPcIiaLeXOrNo9Zc6s0TprUWyRI5LZJ5arVa3CMkinpzqTePWnOpN0+Y1lokS+TS6XTcIySG9trkUm8u9eZRay715tE+ydJR6vV63CMkhvba5FJvLvXmUWsu9ebRPsnSUXp69LJi0TZCXOrNpd48as2l3jxhWmsbAonct0o1/P51d4e+n927tkcwTXfLZDJxj5Ao6s2l3jxqzaXePGFa65SfRK6vR3+WmqVYLMY9QqKoN5d686g1l3rzhGmtRbJErtLUn6VmGR8fj3uERFFvLvXmUWsu9eYJ01qLZIlcn15VNDobwaXeXOrNo9Zc6s2jM8nSUXqgyy1YtJMIl3pzqTePWnOpN0+Y1lokS+RWGrrcgkV7bXKpN5d686g1l3rzaJ9k6SgDKZ1JZtFem1zqzaXePGrNpd482idZOkrddSaZZWBgIO4REkW9udSbR6251JsnTGstkiVyOo/Mk0ql4h4hUdSbS7151JpLvXnCtNYiWSKXMS2TWUqlUtwjJIp6c6k3j1pzqTdPmNZaJEvktE8yTz6fj3uERFFvLvXmUWsu9eYJ01qLZImc9knmWVxcjHuERFFvLvXmUWsu9eYJ01rLGVlnZuXg32eZWcXM7tnwTyY49pNmdpeZ3W9mXzWzqx93P7oqmcZdrZnUm0u9edSaS715wrTujXAO6S7fcPepjTeY2bkA3gPgRe7+VTPrBfAb7Z9Y0T7JNPqRHZd6c6k3j1pzqTePLrcQltcDeIu7fxUA3H3N3d/b/kFbtE8yzdzcXNwjJIp6c6k3j1pzqTdPmNZaJMuRnL3hUotrg9vOBbDnWJ+ofZJ5BgcH4x4hUdSbS7151JpLvXnCtNblFnIkj7vc4njVy0UcvPYNqDRbv8Q3dcHFqE9dgvNOW8Pcag/qTeD0bBP7S704Z7CBXnPsK/ViKreGR6qt79u29jdRrVZRKBRgZhgdHUWhUMDw8DAajQZWVlYwOTmJ2dlZpNNp5HI5zM/PI5fLoVaroVKprB/PZDIYGhrCwsICRkZGUKlUUK1W14/39/cjm81iaWkJY2NjWF5eRq1WWz+ezWaRyWRQLBYxPj6OYrGIer2+fnxgYACpVAqlUgn5fB6Li4twd+TzeczNza3/B1oulzExMRHpYyoUCkin0131mDr5eSqVSiiXy131mDr5eUqn05iZmemqx9Spz9PS0tJjXtvd8Jg6+Xnq6+vD9PR0Vz2mTn2e5ufnUalUjvqYjsR08bgcZmZldx80s7MA3OLu57Yd/wCA2939+qPdz4233uZvvS/8Rum7d20PfR/dbnp6Gtu2bYt7jMRQby715lFrLvXmOZ7We/fu3bNz584d7bfrcgs5EW8H8EYzexoAmFmPmb2m/YMO6Rf3aCYmJuIeIVHUm0u9edSaS715wrTWIlmOm7vfC+DVAD5oZvcD2A9ga/vHZfWLezSFQiHuERJFvbnUm0etudSbJ0xrXZMs69x9MPj3AbR+SW+zj7kFwC1HvR/oTDKLmVozqTeXevOoNZd684RprTPJErnVZtwTJMfo6GjcIySKenOpN49ac6k3T5jWWiRL5LI9utyCRT+y41JvLvXmUWsu9eYJ01qLZIlcTfsk0wwPD8c9QqKoN5d686g1l3rzhGmtRbJETktknkajEfcIiaLeXOrNo9Zc6s0TprUWyRK5tOlyC5aVlZW4R0gU9eZSbx615lJvnjCttUiWyK1on2SaycnJuEdIFPXmUm8eteZSb54wrbVIlsgNaJ9kmqP9OU2JnnpzqTePWnOpN0+Y1lokS+SauiqZJp1Oxz1Coqg3l3rzqDWXevOEaa1FskRO+yTz5HK5uEdIFPXmUm8eteZSb54wrbVIlshpn2Se+fn5uEdIFPXmUm8eteZSb54wrbVIlsitNnW5BYvORnCpN5d686g1l3rzhGndG+EcIgCApwxnsHvXD8Y9RiLUarW4R0gU9eZSbx615lJvnjCtdSZZItds6qJklkqlEvcIiaLeXOrNo9Zc6s0TprUWyRI5/dYuj/ba5FJvLvXmUWsu9ebRPsnSUer1etwjJIb22uRSby715lFrLvXm0T7J0lF6evSyYslkMnGPkCjqzaXePGrNpd48YVprNSOR0yKZZ2hoKO4REkW9udSbR6251JsnTGutZiRya2trcY+QGAsLC3GPkCjqzaXePGrNpd48YVprkSyR6+3VzoIsIyMjcY+QKOrNpd48as2l3jxhWms1I5H7drGKK6+7O/T97N61PYJpululUsHw8HDcYySGenOpN49ac6k3T5jWOpMskes1/Vlqlmq1GvcIiaLeXOrNo9Zc6s0TprUWyRK5lYb+LDWL9trkUm8u9eZRay715tE+ydJRBlI6k8yivTa51JtLvXnUmku9ebRPsnSUNdeZZJb+/v64R0gU9eZSbx615lJvnjCttUiWyDV0Ipkmm83GPUKiqDeXevOoNZd684RprUWyRK6vR6tklqWlpbhHSBT15lJvHrXmUm+eMK21SJbIVZu63IJlbGws7hESRb251JtHrbnUmydMay2SJXJpvapolpeX4x4hUdSbS7151JpLvXnCtNZyRiKXgi63YKnVanGPkCjqzaXePGrNpd48YVprkSyR0z7JPNprk0u9udSbR6251JtH+yRLR9E+yTzaa5NLvbnUm0etudSbR/skywkxMzezD2x4v9fMCmZ2S/D+FcH795jZV8zs1zd87E+a2V1mdr+ZfdXMrm6/f+2TzKNthLjUm0u9edSaS715wrTujXAOeeJYAXCumWXdvQLgxwF8q+1jPuzuv2tmTwJwn5ndDCAP4D0AXuTuXzWzXgC/0X7n2ieZJ5PJxD1Coqg3l3rzqDWXevOEaa0zycn1SQAvCt5+OYAPbvZB7v4ogG8A2Abg9QDe4u5fDY6tuft72z9H+yTzFIvFuEdIFPXmUm8eteZSb54wrbVITq4PAbjczPoBPBPAFzf7IDN7KoCnAvg6gHMB7DnWHVe0TzLN+Ph43CMkinpzqTePWnOpN0+Y1rrcIqHc/V4zOwuts8i3bvIhl5nZCwCsAvhNd180O87F76EiDl77BlSaQF8PMHXBxahPXYLzTlvD3GoP6k3g9GwT+0u9OGewgV5z7Cv1Yiq3hkeqre/btvY3Ua1WUSgUYGYYHR1FoVDA8PAwGo0GVlZWMDk5idnZWaTTaeRyOczPzyOXy6FWq6FSqawfz2QyGBoawsLCAkZGRlCpVFCtVteP9/f3I5vNYmlpCWNjY1heXkatVls/ns1mkclkUCwWMT4+jmKxiHq9vn58YGAAqVQKpVIJ+Xwei4uLcHfk83nMzc1hcHAQAFAulzExMRHpYzpw4ADOPPPMrnpMnfw8FQoF9PX1ddVj6uTnyd2xtLTUVY+pU5+nmZkZZLPZrnpMnfw8mRnm5+e76jF16vN04MAB5HK5oz6mIzF3/Wg8acys7O6DZvZmAK8CcCGAMQCvdfefNrMrAOxw999t+7wPALjd3a8/2v3feOtt/tb7UqHn3L1re+j76HbT09PYtm1b3GMkhnpzqTePWnOpN8/xtN67d++enTt37mi/XZdbJNv1AP7U3fcd58e/HcAbzexpAGBmPWb2mvYP0j7JPNprk0u9udSbR6251JtH+yTLSXH3GXd/1wl8/L0AXg3gg2Z2P4D9ALa2f5z2SebRXptc6s2l3jxqzaXePGFa65rkBHL3wU1u+wyAzwRv3wDghiN87i0Abjna/de1TzLNwMBA3CMkinpzqTePWnOpN0+Y1jqTLJHTeWSeVCr8td9y/NSbS7151JpLvXnCtNYiWSKXMS2TWUqlUtwjJIp6c6k3j1pzqTdPmNZaJEvktE8yTz6fj3uERFFvLvXmUWsu9eYJ01qLZIlcn15VNIuLi3GPkCjqzaXePGrNpd48YVprOSORM12VTKN9zrnUm0u9edSaS715wrTWIlkiV9E+yTT6kR2XenOpN49ac6k3jy63kI6yRfsk08zNzcU9QqKoN5d686g1l3rzhGmtRbJETvsk8xz+G/XCod5c6s2j1lzqzROmtRbJIiIiIiJttEiWyKW1TzJNuVyOe4REUW8u9eZRay715gnTWotkidwh/eIezcTERNwjJIp6c6k3j1pzqTdPmNa9Ec4hAgA4YziN3bueGfcYiVAoFHDGGWfEPUZiqDeXevOoNZd684RprTPJIk9gZjprz6TeXOrNo9Zc6s0TprUWyRK53l79gIJldHQ07hESRb251JtHrbnUmydMay2SJXL1ej3uERKjUCjEPUKiqDeXevOoNZd684RprUWyRC6VSsU9QmIMDw/HPUKiqDeXevOoNZd684RprUWyyBNYo9GIe4REUW8u9eZRay715gnTWotkiZz+4+dZWVmJe4REUW8u9eZRay715gnTWotkiVw6nY57hMSYnJyMe4REUW8u9eZRay715gnTWtsQSOTmiofw6uvuDn0/u3dtj2Ca7jY7O4tt27bFPUZiqDeXevOoNZd684RprTPJErkmtP8ji87ac6k3l3rzqDWXevOEaa1FskRutRn3BMmRy+XiHiFR1JtLvXnUmku9ecK01iJZIpft8bhHSIz5+fm4R0gU9eZSbx615lJvnjCttUiWyK02dbkFi85GcKk3l3rzqDWXevPoTLJ0lJTWyDS1Wi3uERJFvbnUm0etudSbJ0xrLZIlcr2myy1YKpVK3CMkinpzqTePWnOpN0+Y1lokS+RWGjqVzKK9NrnUm0u9edSaS715wrTWIlkiN5DSmWSW2dnZuEdIFPXmUm8eteZSb54wrbVIlsg1tE8yTSaTiXuERFFvLvXmUWsu9eYJ01qLZIlcXfsk0wwNDcU9QqKoN5d686g1l3rzhGmtRbJErl/7JNMsLCzEPUKiqDeXevOoNZd684RprUWyRE77JPOMjIzEPUKiqDeXevOoNZd684RprUWyAADMzM3smg3vv9bMrgrevio4/r0bjl8Z3Laj/b60TzKPthHiUm8u9eZRay715tEWcBKFVQAvM7PxIxzfB+DyDe9fCuArm32g9knmqVarcY+QKOrNpd48as2l3jxhWmuRLIetAXgfgCuPcPwmAD8DAGb2VABFAIXNPlD7JPNor00u9eZSbx615lJvnjCteyOcQ574rgVwr5n9xSbHSgAOmtm5aC2WPwzgFZvdSaryHRy89o2oNIG+HmDqgotRn7oE5522hrnVHtSbwOnZJvaXenHOYAO95thX6sVUbg2PVFvft23tb6JaraJQKMDMMDo6ikKhgOHhYTQaDaysrGBychKzs7NIp9PI5XKYn59HLpdDrVZDpVJZP57JZDA0NISFhQWMjIygUqmgWq2uH+/v70c2m8XS0hLGxsawvLyMWq22fjybzSKTyaBYLGJ8fBzFYhH1en39+MDAAFKpFEqlEvL5PBYXF+HuyOfzmJubw+DgIACgXC5jYmIi0sf0zW9+E2eddVZXPaZOfp5mZ2exZcuWrnpMnfw81et19Pf3d9Vj6tTnaXp6GoODg131mDr5eWo0GkilUl31mDr1eXrwwQcxMjJy1Md0JOauH40LYGZldx80sz8FUAdQATDo7lcF1yaXATwM4JkAfgLATgA3A3itu9+18b4+8ol/97d/JfwPKXbv2h76Prrd3NwcJiYm4h4jMdSbS7151JpLvXmOp/XevXv37Ny583G/Y6XLLaTdOwH8GoCBTY79K4BfAvCwu5eOdAcNfd9Fk81m4x4hUdSbS7151JpLvXnCtNYiWR7D3RcBfASthXL7sQqAPwDwlqPdR5/2SaZZWlqKe4REUW8u9eZRay715gnTWotk2cw1ADbd5cLdP+Tue4/2yVXtk0wzNjYW9wiJot5c6s2j1lzqzROmtX5xTwAA7j644e05AFs2vH/VET7nws1uT+tbL5rl5eX1X1KQU0+9udSbR6251JsnTGstZyRyKehyC5ZarRb3CImi3lzqzaPWXOrNE6a1FskSOe2TzKO9NrnUm0u9edSaS715wrTWIlkiN5DSmWSWo+3vKNFTby715lFrLvXmCdNai2SJ3JrrTDKLthHiUm8u9eZRay715tEWcNJRtE8yTyaTiXuERFFvLvXmUWsu9eYJ01qLZImc9knmKRaLcY+QKOrNpd48as2l3jxhWmuRLJGraJ9kmvHxTbezllNEvbnUm0etudSbJ0xrLZIlcn16VdHobASXenOpN49ac6k3j84kS0fp0T7JNPV6Pe4REkW9udSbR6251JsnTGstkiVy2ieZR3ttcqk3l3rzqDWXevOEaa0/Sy2RO2OoF7t3PSvuMRJhdnYW27Zti3uMxFBvLvXmUWsu9eYJ01pnkiVyqVQq7hESY2BgIO4REkW9udSbR6251JsnTGstkkWewPQNCZd6c6k3j1pzqTdPmNZaJEvkGo1G3CMkRqlUinuERFFvLvXmUWsu9eYJ01qLZIlcOp2Oe4TEyOfzcY+QKOrNpd48as2l3jxhWmuRLJFbW1uLe4TEWFxcjHuERFFvLvXmUWsu9eYJ01qLZJEnMHftSc2k3lzqzaPWXOrNE6a1FskSud5e7SzIoh/Zcak3l3rzqDWXevOEaa3VjERurngIr77u7tD3s3vX9gim6W5zc3Paa5NIvbnUm0etudSbJ0xrnUmWyNVdf3GPZXBwMO4REkW9udSbR6251JsnTGstkkVERERE2miRLJFLm34hgaVcLsc9QqKoN5d686g1l3rzhGmtRbJE7lBDl1uwTExMxD1Coqg3l3rzqDWXevOEaa1FskQum9KZZJZCoRD3CImi3lzqzaPWXOrNE6a1FskSOYfOJLOYqTWTenOpN49ac6k3T5jWWiRL5FabcU+QHKOjo3GPkCjqzaXePGrNpd48YVprkSyRy/bocgsW/ciOS7251JtHrbnUm0eXW0hHqWmfZJrh4eG4R0gU9eZSbx615lJvnjCttUiWyGmJzNNoNOIeIVHUm0u9edSaS715wrTWIlkip32SeVZWVuIeIVHUm0u9edSaS715wrTWIlkit6J9kmkmJyfjHiFR1JtLvXnUmku9ecK01iK5y5nZ6Wb2cTN70My+YWbvMrPMJh/3ZDP7aBRfc0D7JNPMzs7GPUKiqDeXevOoNZd684RprUVyF7PW5oA3ArjJ3c8B8DQAgwDe0vZxve7+bXe/NIqv29RVyTTpdDruERJFvbnUm0etudSbJ0zr3gjnkM7zowCq7v4PAODuDTO7EsBDZvYQgIsA9AMYMLNfBXCLu59rZv0A/hrADgBrAF7j7reb2RUALgGwBcDZAP7F3V/f/kW1TzJPLpeLe4REUW8u9eZRay715gnTWmeSu9szAOzZeIO7lwA8jNY3SM8D8Cvu/qNtn/c7wcf+IICXA/jHYOEMAFMALgPwgwAuM7Mz2r+o9knmmZ+fj3uERFFvLvXmUWsu9eYJ01pnkrubAdhsxXr49tvcfXGT4y8A8FcA4O5fNbNptC7VAIBPu3sRAMzsKwC2ATi48ZNXlks4eO0bUGkCfT3A1AUXoz51Cc47bQ1zqz2oN4HTs03sL/XinMEGes2xr9SLqdwaHqm2vm/b2t9EtVpFoVCAmWF0dBSFQgHDw8NoNBpYWVnB5OQkZmdnkU6nkcvlMD8/j1wuh1qthkqlsn48k8lgaGgICwsLGBkZQaVSQbVaXT/e39+PbDaLpaUljI2NYXl5GbVabf14NptFJpNBsVjE+Pg4isUi6vX6+vGBgQGkUimUSiXk83ksLi7C3ZHP5zE3N4fBwUEAQLlcxsTERKSPqVqtolQqddVj6uTnCQCmp6e76jF18vPU39+PmZmZrnpMnfo8NRqNx7y2u+ExdfLztGXLFkxPT3fVY+rU52l1dRUzMzNHfUxHXES566xftzKzHwPwZnc/f8NtwwAeAvC/ATzd3X83uP0sfPdyi5sAvNvd/yM49jm0zi4/G8CODZ9zC4Cr3f0zG7/uRz7x7/72r4T/IcXuXdtD30e3e/TRR/GkJz0p7jESQ7251JtHrbnUm+d4Wu/du3fPzp07d7TfrsstutunAWwxs18GADNLAbgGwA0ADh3l8+4A8IvB5zwNwJkAvna8X7RX+yTTVCqVuEdIFPXmUm8eteZSb54wrbVI7mLe+jHBSwH8nJk9COABAFUAbzzGp74XQMrM9gH4MIAr3H31eL+u9knm0V6bXOrNpd48as2l3jzaJ1mOyN0PuvuL3f0cdz/b3V/p7qvufsPhyyaCjzvg7ucGb1fd/Qp3/0F33+7utwe3t3/OT7dfagFon2Qm7bXJpd5c6s2j1lzqzaN9kqWjNLRPMk0m87i/CyOnkHpzqTePWnOpN0+Y1lokS+Tq2ieZZmhoKO4REkW9udSbR6251JsnTGstkiVy/donmWZhYSHuERJFvbnUm0etudSbJ0xrLZIlcqtNXW7BMjIyEvcIiaLeXOrNo9Zc6s0TprUWyRK5lNbINNpGiEu9udSbR6251JtHW8BJR9E+yTzVajXuERJFvbnUm0etudSbJ0xrLZIlctonmUd7bXKpN5d686g1l3rzaJ9k6SjaJ5lHe21yqTeXevOoNZd682ifZOkoa64zySz9/f1xj5Ao6s2l3jxqzaXePGFaa5EskWvoRDJNNpuNe4REUW8u9eZRay715gnTWotkiVyf9kmmWVpainuERFFvLvXmUWsu9eYJ07o3wjlEAABPGs5i965nxD1GIoyNjcU9QqKoN5d686g1l3rzhGmtM8kSuWZTf5eaZXl5Oe4REkW9udSbR6251JsnTGstkiVyWiTz1Gq1uEdIFPXmUm8eteZSb54wrbVIlsil0+m4R0gM7bXJpd5c6s2j1lzqzaN9kqWj1Ov1uEdIDO21yaXeXOrNo9Zc6s2jfZKlo/T06GXFom2EuNSbS7151JpLvXm0BZx0FDP9MRGWTCYT9wiJot5c6s2j1lzqzROmtRbJErlGoxH3CIlRLBbjHiFR1JtLvXnUmku9ecK01j7JErlvldfwuuvuDn0/u3dtj2Ca7jY+Ph73CImi3lzqzaPWXOrNE6a1ziRL5Pr0qqLR2Qgu9eZSbx615lJvnjCttZyRyPVAf5aaRTuJcKk3l3rzqDWXevOEaa1FskRupaFf3GPRXptc6s2l3jxqzaXePNonWTrKQEpnklm01yaXenOpN49ac6k3j/ZJlo5Sd51JZhkYGIh7hERRby715lFrLvXmCdNai2SJnM4j86RSqbhHSBT15lJvHrXmUm+eMK21SJbIZUzLZJZSqRT3CImi3lzqzaPWXOrNE6a1FskSuUpTl1uw5PP5uEdIFPXmUm8eteZSb54wrbVIlshpn2SexcXFuEdIFPXmUm8eteZSb54wrbWckciZrkqmcVdrJvXmUm8eteZSb54wrbVIlshVtE8yjX5kx6XeXOrNo9Zc6s2jyy3kuJjZH5nZfWZ2r5ndY2bPPcrH3mBml57M19mifZJp5ubm4h4hUdSbS7151JpLvXnCtO6NcA7pYGb2PAA/DeDZ7r5qZuMAMqfia2mfZJ7BwcG4R0gU9eZSbx615lJvnjCtdSY5ObYCmHf3VQBw93l3/7aZnWdmnzWzPWb2KTPbuvGTzGxHcNb5HjPbZ6b93URERKT7aZGcHLsBnGFmD5jZe83sAjNLA/grAJe6+3kArgfwlo2f5O53ufuUu08B+DcAVx/rC6W1jqYpl8txj5Ao6s2l3jxqzaXePGFa63KLhHD3spmdB+BHAFwE4MMA/g+AcwHcZmYAkALwyGafb2Y/D+DZAF54rK9VXi7h4LVvQKXZ2g5u6oKLUZ+6BOedtoa51R7Um8Dp2Sb2l3pxzmADvebYV+rFVG4Nj1Rb37dt7W+iWq2iUCjAzDA6OopCoYDh4WE0Gg2srKxgcnISs7OzSKfTyOVymJ+fRy6XQ61WQ6VSWT+eyWQwNDSEhYUFjIyMoFKpoFqtrh/v7+9HNpvF0tISxsbGsLy8jFqttn48m80ik8mgWCxifHwcxWIR9Xp9/fjAwABSqRRKpRLy+TwWFxfh7sjn85ibm1v/UU+5XMbExESkj2ltbQ2lUqmrHlMnP0+ZTAbT09Nd9Zg6+XnK5XKYmZnpqsfUqc9TT0/PY17b3fCYOvl5GhkZwfT0dFc9pk59nprNJmZmZo76mI7EtA1JMgW/lPc7APrd/XmbHL8BwC3u/lEzewaAjwI4390Lx7rvj916m7/tvvB/cnP3ru2h76PbHTx4EGeccUbcYySGenOpN49ac6k3z/G03rt3756dO3fuaL9dl1skhJl9n5mds+GmKQD3A8gHv9QHM0sHC+KNn5cD8CEAv3w8C2QAcOgX91iCnwAIiXpzqTePWnOpN0+Y1rrcIjkGAfyVmZ0GYA3A1wH8BoD3AXh3sBjuBfBOAPdt+LyXANgG4O8Ov9DcfcrMfit4+2/av9Bq81Q9BGk3Ojoa9wiJot5c6s2j1lzqzROmtRbJCeHuewD88CaH5gGcv8nHX7Hh3X/c5PjjFseHZXt0CQ9LoVDAtm3b4h4jMdSbS7151JpLvXnCtNblFhK5mvZJphkeHo57hERRby715lFrLvXmCdNai2SJnJbIPI1GI+4REkW9udSbR6251JsnTGstkiVy2ieZZ2VlJe4REkW9udSbR6251JsnTGstkiVyKw2dS2aZnJyMe4REUW8u9eZRay715gnTWotkidxASmeSWY62CbpET7251JtHrbnUmydMay2SJXJNXZVMk06n4x4hUdSbS7151JpLvXnCtNYiWSKnfZJ5crlc3CMkinpzqTePWnOpN0+Y1lokS+S0TzLP/Px83CMkinpzqTePWnOpN0+Y1lokS+RWm7rcgkVnI7jUm0u9edSaS715dCZZOkpKa2SaWq0W9wiJot5c6s2j1lzqzROmtRbJErle7ZNMU6lU4h4hUdSbS7151JpLvXnCtO6NcA4RAMBEbgt273p63GMkgvba5FJvLvXmUWsu9ebRPsnSUer1etwjJIb22uRSby715lFrLvXm0T7J0lF6evSyYslkMnGPkCjqzaXePGrNpd48YVprNSOR0yKZZ2hoKO4REkW9udSbR6251JsnTGutZiRya2trcY+QGAsLC3GPkCjqzaXePGrNpd48YVprkSyR6+3V74OyjIyMxD1Coqg3l3rzqDWXevOEaa1FskSu2dTfpWbRNkJc6s2l3jxqzaXePGFaa5EskdMimadarcY9QqKoN5d686g1l3rzhGmtn4tL5A4ur+F1190d+n5279oewTTdTXttcqk3l3rzqDWXevNon2TpKAMp/cU9Fu21yaXeXOrNo9Zc6s2jfZKlo6y5xT1CYvT398c9QqKoN5d686g1l3rzhGmtRbJErqETyTTZbDbuERJFvbnUm0etudSbJ0xrLZIlcn09WiWzLC0txT1Coqg3l3rzqDWXevOEaa1FskSu2tTlFixjY2Nxj5Ao6s2l3jxqzaXePGFaa5EskUvrVUWzvLwc9wiJot5c6s2j1lzqzROmtZYzErkUdLkFS61Wi3uERFFvLvXmUWsu9eYJ01qLZIncSkOXW7Bor00u9eZSbx615lJvHu2TLB1F+yTzaK9NLvXmUm8eteZSbx7tkywdRfsk82gbIS715lJvHrXmUm8ebQEnHUX7JPNkMpm4R0gU9eZSbx615lJvnjCttUiWyGmfZJ5isRj3CImi3lzqzaPWXOrNE6a1FsldzsxeamZuZt9vZleZ2Vvbjk+Z2f3B24Nm9rdm9g0zu8/M7jCz5wbHTjezj5vZg8Hxd5nZpt+eVbRPMs34+HjcIySKenOpN49ac6k3T5jWWiR3v5cDuBPA5QA+COCytuOXA/in4O3rACwCOMfdnwHgCgDjZmYAbgRwk7ufA+BpAAYBvGWzL9inVxWNzkZwqTeXevOoNZd68+hMsmzKzAYBPB/ArwG43N2/BuA7h88OB34ewIfM7GwAzwXwJndvAoC7f9PdPwHgRwFU3f0fgtsbAK4E8KtmtqX96/Zon2Saer0e9wiJot5c6s2j1lzqzROmdW+Ec0jneQmAf3P3B8xs0cyejdbZ5MsBfNHM/geABXd/0MwuAXBPsABu9wwAezbe4O4lM3sYwPcCuHfjsfJyCQevfQMqzdZZ5akLLkZ96hKcd9oa5lZ7UG8Cp2eb2F/qxTmDDfSaY1+pF1O5NTxSbX3ftrW/iWq1ikKhADPD6OgoCoUChoeH0Wg0sLKygsnJSczOziKdTiOXy2F+fh65XA61Wg2VSmX9eCaTwdDQEBYWFjAyMoJKpYJqtbp+vL+/H9lsFktLSxgbG8Py8jJqtdr68Ww2i0wmg2KxiPHxcRSLRdTr9fXjAwMDSKVSKJVKyOfzWFxchLsjn89jbm4Og4ODrS7lMiYmJiJ9TI1GA6VSqaseUyc/T5lMBtPT0131mDr5ecrlcpiZmemqx9Spz1NPT89jXtvd8Jg6+XkaHR3F9PR0Vz2mTn2ems0mZmZmjvqYjsTcddavW5nZJwC8091vM7PfA3AGgHcD+E8A2wC8A8DD7v6OYJH8Cnd/6Sb38yoA29z9NW233wPgl9x938bbb7z1Nn/rfanQ8+/etT30fXS76elpbNu2Le4xEkO9udSbR6251JvneFrv3bt3z86dO3e0364zyV3KzMbQukziXDNzACkADuD1AA4AuADAzwJ4XvAp9wF4lpn1HL7cYoP7go/deP/DaC26v9H+tevaJ5lmYGAg7hESRb251JtHrbnUmydMay2Su9elAN7v7r95+AYz+yyAF6B1ycVfAviGu88AgLt/w8zuAvAnZvZmd3czOwfA0wHcDOBtZvbL7v5+M0sBuAbADe5+qP0L62cTPKlU+DP2cvzUm0u9edSaqxN7uzvK5TK67QoDd0epVAIAmBkGBwfR2o/g2LRI7l4vB/C2tts+BuAXALwZwLsAvLLt+C60Fr9fN7NDABYAvC5YML8UwHvN7H+j9QuftwJ442ZfOGPd9R9YJyuVShgZGYl7jMRQby715lFrrk7sXS6X0dfX13V/6GR1dRV9fX0AgFqthnK5jKGhoeP6XC2Su5S7X7jJbe/e8G56k+MlAL9+hPs7CODFx/O1tU8yTz6fj3uERFFvLvXmUWuuTuzt7l23QAaA3t7vLnUzmQyq1epxf662gJPIaZ9knsXFxbhHSBT15lJvHrXmUm+eRmOzTbuOj5YzEjnTVck03XbtWKdTby715lFrLvV+YtDlFhK5SkOXW7B04o/supl6c6k3j1pzPRF6v/C6uyO9v2Nt67q4uIiXvOQlAIBHH30UqVQKY2NjeOihh3DZZZfh6quvxp133ol0Oo3nPrf1N9He9ra3YWBgAK98ZfuvWH3XxsstTpQWyRK5LSl9h8wyNzenvTaJ1JtLvXnUmku9H290dBR33HEHgCMvfu+8804MDAysL5KPR71eX//FvROlyy0kctonmefwXxYSDvXmUm8eteZS7+N355134vLLL8fDDz+MG264AX/zN3+D888/H1/4whce83EPPfQQLr30Ulx00UX4qZ/6KTzwwAMAwm23pzPJIiIiItLRzjzzTFxxxRWPOcP82c9+dv34lVdeiWuuuQZnn3027rrrLrzuda/Dxz/+8VBfU4tkiVxa+yTTlMtljI2NxT1GYqg3l3rzqDWXekerXC7jS1/6El7xiles37a6ugqgtbvFyV6XrEWyRO6QfnGPZmJiIu4REkW9udSbR6251DtazWYTuVxu/ZrmjdLpx/1ZiOOma5Ilcln94h5NoVCIe4REUW8u9eZRay71PjmDg4Mol8uPu314eBhnnnkmbrrpJgCtLfb2798PAFhbWzvpr6czyRI5h84ksxzv35+XaKg3l3rzqDXXE6H3sbZsi8PFF1+MK664Ap/85Cfx53/+54859r73vQ+///u/j2uuuQb1eh0ve9nLcO6554b6eqYNrSVqn//85/3pT3963GMkwqFDh7Bly5a4x0gM9eZSbx615urE3qVSCcPDw3GPEblGo/GYHS42e5x79+7ds3Pnzh3tn6vLLSRy9Xo97hESQz+y41JvLvXmUWsu9eYJc7mFFskSuTB7EsqJ6cbv+juZenOpN49ac6k3T5g1iRbJIk9gjUYj7hESRb251JtHrbnUmyfMZcVaJEvk9B8/z8rKStwjJIp6c6k3j1pzdWJvM0OtVot7jMg1m831t2u12gn90qR2t5DIhdmTUE7M5ORk3CMkinpzqTePWnN1Yu/D26tVq9W4R4lUo9FY/8MiZnZCfxJci2SJnH5xj2d2dhbbtm2Le4zEUG8u9eZRa65O7G1mGBoainuMyE1PT590a11uIZH7zne+E/cIiXF443ThUG8u9eZRay715gnTWotkiZwWyTw33nhj3CMkinpzqTePWnOpN0+Y1lokS+T0B2p4wuz/KCdOvbnUm0etudSbJ0xr/cU9idytt9663NfX97W450iCxcXF8dHR0fm450gK9eZSbx615lJvnuNsvW3nzp359hu1SBYRERERaaPLLURERERE2miRLCIiIiLSRotkiYyZXWxmXzOzr5vZH8Y9T7czswNmts/M7jGzu+Kep9uY2fVm9qiZ7d9w26iZ3WZmDwb/Holzxm5xhNZXmdm3gtf3PWb2U3HO2E3M7Awzu93M7jez+8zsVcHten1H7Cit9fo+Bcys38y+ZGb/HfT+k+D2k3pt65pkiYSZpQA8AODHAcwA+DKAl7v7V2IdrIuZ2QEAO9xdv/xxCpjZ+QDKAN7v7ucGt/0FgEV3f1vwjeCIu/9BnHN2gyO0vgpA2d2vjnO2bmRmWwFsdfe9ZjYEYA+AlwC4Anp9R+oorX8een1Hzlp/c3rA3ctmlgZwJ4BXAXgZTuK1rTPJEpXnAPi6u3/T3WsAPgTgZ2KeSeSkufsdABbbbv4ZAP8YvP2PaP2fnYR0hNZyirj7I+6+N3h7GcD9AJ4Cvb4jd5TWcgp4Szl4Nx384zjJ17YWyRKVpwA4uOH9Geh/CE41B7DbzPaY2W/EPUxCTLj7I0Dr//wAPCnmebrd75rZvcHlGPrR/ylgZmcB2A7gi9Dr+5Rqaw3o9X1KmFnKzO4B8CiA29z9pF/bWiRLVGyT23Qtz6n1fHd/NoCfBPA7wY+sRbrFXwM4G8AUgEcAXBPrNF3IzAYBfAzAq929FPc83WyT1np9nyLu3nD3KQCnA3iOmZ17svelRbJEZQbAGRvePx3At2OaJRHc/dvBvx8F8C9oXfIip9ZccI3h4WsNH415nq7l7nPB/9k1Afwd9PqOVHC95scA/D93P/x3e/X6PgU2a63X96nn7t8B8BkAF+MkX9taJEtUvgzgHDP7HjPLALgcwM0xz9S1zGwg+CUQmNkAgBcC2H/0z5II3AzgV4K3fwXAx2Ocpasd/j+0wEuh13dkgl9u+nsA97v7OzYc0us7Ykdqrdf3qWFmeTM7LXg7C+DHAHwVJ/na1u4WEplgC5t3AkgBuN7d3xLvRN3LzJ6K1tljAOgF8E/qHS0z+yCACwGMA5gD8McAbgLwEQBnAngYwM+5u37hLKQjtL4QrR9FO4ADAH7z8DWFEo6ZvQDA5wDsA9AMbn4jWtfK6vUdoaO0fjn0+o6cmT0TrV/MS6F1Ivgj7v6nZjaGk3hta5EsIiIiItJGl1uIiIiIiLTRIllEREREpI0WySIiIiIibbRIFhERERFpo0WyiIiIiEgbLZJFRERERNpokSwiIl3JzA6Y2Y/FPYeIPDFpkSwiIiIi0kaLZBERoTCzM8zsRjMrmNmCmb3HzHrM7E1mNm1mj5rZ+80sF3z8hWY203Yf62eHzewqM/tI8DnLZnafme0Ijn0Arb+u9a9mVjaz17Mfr4g8sWmRLCIip5yZpQDcAmAawFkAngLgQwCuCP65CMBTAQwCeM8J3PUlwf2cBuDmw5/r7r+E1p+ffbG7D7r7X4R/FCKSJFoki4gIw3MAPBnA69x9xd2r7n4ngF8E8A53/6a7lwG8AcDlZtZ7nPd7p7vf6u4NAB8A8KxTMr2IJI4WySIiwnAGgGl3X2u7/clonV0+bBpAL4CJ47zf2Q1vHwLQfwILbBGRI9IiWUREGA4COHOTBey3AWzb8P6ZANYAzAFYAbDl8IHgko38CXxNP7lRRUS0SBYREY4vAXgEwNvMbMDM+s3s+QA+COBKM/seMxsE8GcAPhyccX4ArTPDLzKzNIA3Aeg7ga85h9Z1ziIiJ0yLZBEROeWCa4ZfDOB70fqFuhkAlwG4Hq1rie8A8BCAKoBXBp9TBPDbAK4D8C20zizPtN/3UbwVwJvM7Dtm9tpoHomIJIW566dRIiIiIiIb6UyyiIiIiEgbLZJFRERERNpokSwiIiIi0kaLZBERERGRNloki4iIiIi00SJZRERERKSNFskiIiIiIm20SBYRERERaaNFsoiIiIhIm/8PYjjlmXJgII0AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#we can also use the '.size()' method as this will return the 'size' \n", "#i.e. an int representing the number of elements in and object.\n", "\n", "studio_distribution1 = movies_and_studios.groupby(['Studio'], as_index=False).count()\n", "studio_distribution = studio_distribution1.copy()\n", "studio_distribution.sort_values(by=['Title']).plot.barh('Studio', width=0.8, figsize=(10,18))\n", "\n", "plt.xlabel('count')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Warner Brothers and Buena Vista are the most common studios among the top 200 movies. Warner Brothers produces the Harry Potter movies and Buena Vista produces Star Wars. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because total gross receipts are being measured in unadjusted dollars, it is not very surprising that the top movies are more frequently from recent years than from bygone decades. In absolute terms, movie tickets cost more now than they used to, and thus gross receipts are higher. This is borne out by a bar chart that show the distribution of the 200 movies by year of release." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "movies_and_years = top[['Title', 'Year']]\n", "\n", "movies_and_years1 = movies_and_years.copy()\n", "\n", "movies_and_years = movies_and_years.groupby(['Year'], as_index=False).count()\n", "\n", "movies_and_years.sort_values(by=['Title']).plot.barh('Year', width=0.8, figsize=(10,38), color=\"blue\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All of the longest bars correspond to years after 2000. This is consistent with our observation that recent years should be among the most frequent." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Towards numerical variables ###\n", "There is something unsettling about this chart. Though it does answer the question of which release years appear most frequently among the 200 top grossing movies, it doesn't list all the years in chronological order. It is treating `Year` as a categorical variable. \n", "\n", "But years are fixed chronological units that do have an order. They also have fixed numerical spacings relative to each other. Let's see what happens when we try to take that into account.\n", "\n", "By default, `barh` sorts the categories (years) from lowest to highest. So we will run the code without sorting by count. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#movies_and_years.group('Year').barh('Year')\n", "\n", "movies_and_years1.groupby(['Year'], as_index=False).count()\n", "\n", "movies_and_years.plot.barh('Year', width=0.8, figsize=(10,38), color ='blue')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the years are in increasing order. But there is still something disquieting about this bar chart. The bars at 1921 and 1937 are just as far apart from each other as the bars at 1937 and 1939. The bar chart doesn't show that none of the 200 movies were released in the years 1922 through 1936, nor in 1938. Such inconsistencies and omissions make the distribution in the early years hard to understand based on this visualization.\n", "\n", "Bar charts are intended as visualizations of categorical variables. When the variable is numerical, the numerical relations between its values have to be taken into account when we create visualizations. That is the topic of the next section." ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.12" } }, "nbformat": 4, "nbformat_minor": 1 }