{ "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "---\n", "title: \"Visualization - Matplotlib with PySpark\"\n", "date: 2021-02-24\n", "type: technical_note\n", "draft: false\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting With SparkMagic on Hops\n", "\n", "To run large scale computations in a hops cluster from Jupyter we use sparkmagic, a livy REST server, and the pyspark kernel. \n", "\n", "The fact that the default computation on a cluster is distributed over several machines makes it a little different to do things such as plotting compared to when running code locally. \n", "\n", "This notebook illustrates how you can combine plotting and large-scale computations on a Hops cluster in a single notebook." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting Spark application\n" ] }, { "data": { "text/html": [ "\n", "
IDYARN Application IDKindStateSpark UIDriver log
4application_1582818676081_0008pysparkidleLinkLink
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SparkSession available as 'spark'.\n", "" ] } ], "source": [ "# When pyspark kernel is started we get a Spark session automatically created for us\n", "spark" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Check which \"magic\" functions are avilable from sparkmagic" ] }, { "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", " \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", "
MagicExampleExplanation
info%%infoOutputs session information for the current Livy endpoint.
cleanup%%cleanup -fDeletes all sessions for the current Livy endpoint, including this notebook's session. The force flag is mandatory.
delete%%delete -f -s 0Deletes a session by number for the current Livy endpoint. Cannot delete this kernel's session.
logs%%logsOutputs the current session's Livy logs.
configure%%configure -f
{\"executorMemory\": \"1000M\", \"executorCores\": 4}
Configure the session creation parameters. The force flag is mandatory if a session has already been\n", " created and the session will be dropped and recreated.
Look at \n", " Livy's POST /sessions Request Body for a list of valid parameters. Parameters must be passed in as a JSON string.
spark%%spark -o df
df = spark.read.parquet('...
Executes spark commands.\n", " Parameters:\n", "
    \n", "
  • -o VAR_NAME: The Spark dataframe of name VAR_NAME will be available in the %%local Python context as a\n", " Pandas dataframe with the same name.
  • \n", "
  • -m METHOD: Sample method, either take or sample.
  • \n", "
  • -n MAXROWS: The maximum number of rows of a dataframe that will be pulled from Livy to Jupyter.\n", " If this number is negative, then the number of rows will be unlimited.
  • \n", "
  • -r FRACTION: Fraction used for sampling.
  • \n", "
\n", "
sql%%sql -o tables -q
SHOW TABLES
Executes a SQL query against the variable sqlContext (Spark v1.x) or spark (Spark v2.x).\n", " Parameters:\n", "
    \n", "
  • -o VAR_NAME: The result of the SQL query will be available in the %%local Python context as a\n", " Pandas dataframe.
  • \n", "
  • -q: The magic will return None instead of the dataframe (no visualization).
  • \n", "
  • -m, -n, -r are the same as the %%spark parameters above.
  • \n", "
\n", "
local%%local
a = 1
All the code in subsequent lines will be executed locally. Code must be valid Python code.
send_to_spark%%send_to_spark -o variable -t str -n varSends a variable from local output to spark cluster.\n", "
\n", " Parameters:\n", "
    \n", "
  • -i VAR_NAME: Local Pandas DataFrame(or String) of name VAR_NAME will be available in the %%spark context as a \n", " Spark dataframe(or String) with the same name.
  • \n", "
  • -t TYPE: Specifies the type of variable passed as -i. Available options are:\n", " `str` for string and `df` for Pandas DataFrame. Optional, defaults to `str`.
  • \n", "
  • -n NAME: Custom name of variable passed as -i. Optional, defaults to -i variable name.
  • \n", "
  • -m MAXROWS: Maximum amount of Pandas rows that will be sent to Spark. Defaults to 2500.
  • \n", "
\n", "
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%help" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load a CSV file in Spark\n", "\n", "The pokemon csv file is available [here](https://www.kaggle.com/abcsds/pokemon)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from hops import hdfs\n", "df = spark.read.format(\"csv\").option(\"header\", \"true\").load(hdfs.project_path() + \"TourData/visualization/Pokemon.csv\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "800" ] } ], "source": [ "df.count()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "+---+--------------------+------+------+-----+---+------+-------+-------+-------+-----+----------+---------+\n", "| #| Name|Type 1|Type 2|Total| HP|Attack|Defense|Sp. Atk|Sp. Def|Speed|Generation|Legendary|\n", "+---+--------------------+------+------+-----+---+------+-------+-------+-------+-----+----------+---------+\n", "| 1| Bulbasaur| Grass|Poison| 318| 45| 49| 49| 65| 65| 45| 1| False|\n", "| 2| Ivysaur| Grass|Poison| 405| 60| 62| 63| 80| 80| 60| 1| False|\n", "| 3| Venusaur| Grass|Poison| 525| 80| 82| 83| 100| 100| 80| 1| False|\n", "| 3|VenusaurMega Venu...| Grass|Poison| 625| 80| 100| 123| 122| 120| 80| 1| False|\n", "| 4| Charmander| Fire| null| 309| 39| 52| 43| 60| 50| 65| 1| False|\n", "+---+--------------------+------+------+-----+---+------+-------+-------+-------+-----+----------+---------+\n", "only showing top 5 rows" ] } ], "source": [ "df.show(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Name the Spark DataFrame to Be Able to Use SQL" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "df.createOrReplaceTempView(\"pokemons\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use SparkMagic to Collect the Spark Dataframe as a Pandas Dataframe Locally\n", "\n", "This command will send the dataset from the cluster to the server where Jupyter is running and convert it into a pandas dataframe. This is only suitable for smaller datasets. A common practice is to run spark jobs to process a large dataset and shrink it before plotting, notice that in this case we use the `--maxrows 10` flag to limit the amount of data we download. The command below makes the result of the SQL query available as a pandas dataframe called `python_df` in `%%local`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "cd8c8cb0c3bd4abba2333f4dea88ba50", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HBox(children=(HTML(value='Type:'), Button(description='Table', layout=Layout(width='70px'), st…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1bde0fa04420423e97824ec8c0e06724", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%sql -c sql -o python_df --maxrows 10\n", "SELECT * FROM pokemons" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also download a spark dataframe from the cluster to a local pandas dataframe without using SQL, by using the `%%spark magic`. The command below makes the spark dataframe called \"df\" available as pandas dataframe called `df` in `%%local`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "%%spark -o df " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Pandas DataFrames are now Available in %%local mode" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "55998007d4aa48458f0c4c26ae0f8ebc", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HBox(children=(HTML(value='Type:'), Button(description='Table', layout=Layout(width='70px'), st…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8b4dd35d7b5943ba94f6805aebaa27f7", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%local\n", "df" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f49ce82915e54b0d8ff7250fc15706ad", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HBox(children=(HTML(value='Type:'), Button(description='Table', layout=Layout(width='70px'), st…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "17cda247ccb248c2b35488ec7893d589", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%local\n", "python_df" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Bulbasaur', 'Ivysaur', 'Venusaur', 'VenusaurMega Venusaur',\n", " 'Charmander', 'Charmeleon', 'Charizard',\n", " 'CharizardMega Charizard X', 'CharizardMega Charizard Y',\n", " 'Squirtle'], dtype=object)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%local\n", "python_df[\"Name\"].values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Local Plotting with MatplotLib and Seaborn\n", "\n", "After the Data Have Been Loaded Locally as a pandas dataframe, it can get plotted on the Jupyter server. By using the magic \"%%local\" at the top of a cell, the code in the cell will be executed locally on the Jupyter server, rather than remotely with Livy on the Spark cluster. Once the pandas dataframe is available locally it can be plotted with libraries such as matplotlib and seaborn. remember to add the line: %matplotlib inline " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "%%local\n", "%matplotlib inline \n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Pokemon Plotting Credits:\n", "\n", "- Chinmay Rane: https://www.kaggle.com/fuzzywizard/pokemon-visualization-with-seaborn\n", "- Vincent Liao: https://www.kaggle.com/fuzzywizard/pokemon-visualization-with-seaborn\n", "- iammax2Seaborn: https://www.kaggle.com/iammax2/seaborn-tutorial-exploration-with-pokemon-data" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "#view the nuumber of pokemons for Type 1 and Type 2 using one plot\n", "f, (ax1,ax2) = plt.subplots(2,1,figsize=(15, 8),sharex=True)\n", "\n", "sns.countplot('Type 1',data=df,ax=ax1)\n", "sns.countplot('Type 2',data=df,ax=ax2)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "sns.catplot(x='Legendary',kind='count',data=df,height=5,aspect=1)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%local\n", "df['Type 2'].fillna( df['Type 1'] , inplace = True)\n", "# Visualize 'Generation' via Pie-Chart\n", "labels = df['Generation'].unique().tolist()\n", "sizes = df['Generation'].value_counts().tolist()\n", "cols = ['blue', 'silver', 'green', '#ff4125', '#aa0b00', '#FFB6C1']\n", "explode = ( 0.1 , 0 , 0.1 , 0 , 0.1 , 0 )\n", "\n", "plt.pie(sizes,labels=labels,colors=cols,explode=explode,shadow=True,autopct='%1.1f%%',startangle=0)\n", "plt.axis('equal')\n", "plt.title(\"Percentage of Different Generation Pokemon\")\n", "plt.plot()\n", "fig=plt.gcf()\n", "fig.set_size_inches(10,10)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "sns.catplot(data=df,kind='box',height=10,aspect=1.5)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "%%local\n", "def comp(Type,category,feature1,feature2,color):\n", " type_poke = df.loc[df[Type]==category]\n", " ax=sns.kdeplot(type_poke[feature1],type_poke[feature2],cmap=color, shade=True, shade_lowest=False)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "comp('Type 1','Grass','Attack','Speed','Reds')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "comp('Type 1','Water','Attack','Defense','Blues')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "comp('Type 1','Bug','Sp. Atk','HP','Oranges')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "comp('Type 2','Electric','Speed','HP','Greens')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "g=sns.pairplot(data=df,y_vars=['Total'],x_vars=['Speed','HP','Attack','Defense','Sp. Atk','Sp. Def'])\n", "g.fig.set_size_inches(20,10)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "%%local\n", "def comp2(Type,Attribute):\n", " fig, ax = plt.subplots(3,1)\n", " fig.set_size_inches(20,20)\n", " sns.swarmplot(x=Type,y=Attribute,ax=ax[0],data=df)\n", " sns.violinplot(x=Type,y=Attribute,ax=ax[1],data=df)\n", " sns.barplot(x=Type,y=Attribute,ax=ax[2],data=df)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "comp2('Type 1','Attack')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "comp2('Type 1','HP')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "comp2('Type 2', 'Sp. Atk')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "%%local\n", "def comp_hex(Attribute1,Attribute2,Color):\n", " sns.jointplot(x=Attribute1, y=Attribute2, data=df, color =Color , kind ='hex', height = 8.0)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "comp_hex('Sp. Atk','Speed','Red')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAAI4CAYAAABunjOMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdeXhkV30m/vfcW5tU2hd3qxe1u92b3d5p2xg3BsKYbQjGkGEnLJN0nCFkIZDEAxMTmOwJDDP8IDHgYCA2BAjgYYIHCIwXcNtuG9vYbvXe7V7U3dqlqlJt957fH19dV0mq5da9VSrp9vt5Hj2tLqmOzr1V0nnrnFvnq7TWICIiIgoyo9kdICIiImo0Bh4iIiIKPAYeIiIiCjwGHiIiIgo8Bh4iIiIKvFCzO+AT32JGREQrhWp2B85nnOEhIiKiwGPgISIiosBj4CEiIqLAW+nX8FDA3XGHt/vt3l3ffhAR0crGGR4iIiIKPAYeIiIiCjwGHiIiIgo8XsNDDef1OhwiIqJ64QwPERERBR4DDxEREQUeAw8REREFHgMPERERBR4DDxEREQUeAw8REREFHgMPERERBR4DDxEREQUeAw8REREFHgMPERERBR4DDxEREQUeAw8REREFHouHnoe8FvPcvbu+/SAiIloqDDxECzAQEhEFD5e0iIiIKPAYeIiIiCjwGHiIiIgo8HgND7nm9doWIiKiZuMMDxEREQUeAw8REREFHgMPERERBR4DDxEREQUeAw8REREFHgMPERERBR7flk5UJ37ets+yFEREjcUZHiIiIgo8Bh4iIiIKPAYeIiIiCjwGHiIiIgo8Bh4iIiIKPAYeIiIiCjwGHiIiIgo87sNDgeRnTxwiIgoezvAQERFR4DHwEBERUeBxSWuF4pINERGRe5zhISIiosBj4CEiIqLAY+AhIiKiwGPgISIiosBj4CEiIqLAY+AhIiKiwOPb0omWAa/bDOzeXd9+EBEFFQMP0QrmZz8mhiUiOp9wSYuIiIgCj4GHiIiIAo+Bh4iIiAKPgYeIiIgCjxctE52n+M4wIjqfcIaHiIiIAo+Bh4iIiAKPgYeIiIgCj4GHiIiIAo+Bh4iIiAKPgYeIiIgCj4GHiIiIAo+Bh4iIiAKPGw8SUU38VGj3ipsdEpFfnOEhIiKiwGPgISIiosBj4CEiIqLA4zU8deDnmgZem0BUHQudEpFfDDxEFFh8MUJEDi5pERERUeAprXWz++BHXTvfjLfbElGwNGNmiEt+lS2jmT5V19aoJlzSIiKimjFk0Uqzomd4lFL3Aehz+e19AEYb2J3zGc9tY/C8Ng7PbePw3JY3qrV+TbM7cb5a0YGnFkqpvVrrnc3uRxDx3DYGz2vj8Nw2Ds8tLVe8aJmIiIgCj4GHiIiIAu98Cjx8D1bj8Nw2Bs9r4/DcNg7PLS1L5801PERERHT+Op9meIiIiOg8xcBDREREgcfAQ0RERIHHwENERESBx8BDREREgcfAQ0RERIHHwENERESBx8BDREREgcfAQ0RERIEXanYH/HjNa16j77vvvmZ3g4iIyA3l9Y4c71wre45X9AzP6Ohos7tARETUcBzv/FvRgYeIiIjIDQYeIiIiCjwGHiIiIgo8Bh4iIiIKPAYeIiIiCjwGHiIiIgo8Bh4iIiIKPAYeogbTGkgkgLNngUym2b0hIjo/reidlomWu2wWGB0FcjkJPuk0EI8D3d2AaTa7d0RE5w8GHqIGsG1gYkJmdrQu3O7M9iSTQE8P0NYGKM+bzRMRkVsMPER15ASa8fH5QafU942PA9PTQF8fEI0uXR+JiM5HDDxEdZLNAiMjQD5fOew4tJalrjNngNZWmfHhMhcRUWMw8BDVwfS0LGG5CToLaS1LXKEQ0NXFJS4iokbgu7SI6iCd9hZ2isViDDtERI3CwENERESBx8BDREREgcfAQ0RERIHHwENERESBx8BDRES0zI2MNLsHKx8DDxEREQUeAw8REREFHgMPERERBR4DD1EdtLRIeQivlGJZCSKiRmJpCaI6aGsD4nGppzU6KvW03GppkQKihiG7NXO3ZSKi+mPgIaoDpeQjGgXWrAFmZoDJycrlJkIhCTqRiIQdIiJqHAYeojpygk97u8z6jI0BqdTi7+nsBDo6Ct9PRESN1bDAo5S6E8DrAZzTWl86d9s3AGyb+5YuAJNa6yuVUhcC2Adg/9zX9mitb21U34gazZmx6esDcjlZ5srl5Dqf3l4JOZzVISJaOo2c4fkygM8C+Ipzg9b6rc7nSqm/BzBV9P2HtdZXNrA/REvOMGTJamAAsG35P4MOEdHSa1jg0Vo/MDdzs4hSSgF4C4BfadTPJ1ounGUrLl8RETVPs15rvhTAWa31waLbNiqlfqGUul8p9dJyd1RK7VZK7VVK7R3hXtu0gjDsEFEtise7RILjnV/NCjxvB3BP0f+HAQxqra8C8CEAdyulOkrdUWt9h9Z6p9Z6Z39//xJ0lYiIaOkVj3dtbRzv/FrywKOUCgF4E4BvOLdprTNa67G5zx8HcBjA1qXuGxEREQVTM2Z4/gOAIa31SecGpVS/Usqc+3wTgC0AjjShb0RERBRADQs8Sql7ADwMYJtS6qRS6j/PfeltmL+cBQA3AnhaKfUkgG8BuFVrPd6ovhEREdH5pZHv0np7mdvfW+K2bwP4dqP6QkREROc37ghCREREgcfAQ0RERIHHwENERESBx8BDREREgcfAQ0REtMxxn13/GHiIiIgo8Bh4iIiIKPAYeIiIiCjwGHiIiIgo8Bh4iIiIKPAYeIiIiCjwGHiIiIgo8Bh4iIiIKPAYeIiIiCjwGHiIiIgo8Bh4iIiIKPAYeIiIiCjwGHjIE8sC8vlm94KIiMidULM7QCuL1sD0NDA5Kf9vbwe6ugCD0ZmIiJYxBh5yLZ0GRkdldkdruW1mBkgkgN5eoLUVUKq5fSQiIiqFgYeqyueB8XFgdrYQdBxay8foKBAOA319QCTSnH4SERGVw8BDZRUvXy0MOqW+N5sFhoeBtjagu5vLXEREtHww8FBJpZav3NBalriSSaC/H2hpaVwfiYiI3GLgoZLOnQNs29t9nWWuaLS+fSIiIvKKiw5ERETL3MhIs3uw8jHwEBERUeAx8BAREVHgMfAQERFR4DHwEBERUeAx8BAREVHgMfAQERFR4DHwEBERUeAx8NCyVssuz420XPpBRETeMPBQSabpv41ay1Is5Ny32WFjufSDiIi8Y+ChkgYGgM5OQKna76sUEI9L8VAv99daylokEsDJk8DMjPx/qQOH04+pKelHMtmcfhARkX+spUUlGYZUPG9rA8bGgEym+kCvFBAKAX193uto2TaQy0nh0lxObhsfl9DT1weEw0tThd225ZjHxoB8Xm4bHZXj6uuTGTBWgyciWjkYeKiicBhYvRpIpWTwLzfDoZQEpPZ2b7M6Trvj4zKTslAuBwwPy8xRT4/8jEYEDqcfo6PA7Ozir2cywKlTcpzd3dIPL8dLRERLi4GHXGltBWIxYHpalnic0OMsX3V3137dT/G1MYkEMDFRfRYpmZTw1dU1P1z5CR3F/Vh4fOXMzEhfenrk3NSjH0RE1DgMPOSaYUjQcJa5LAvo7fW+fGVZslw0NlZYvnJDawlHiQRwwQWyjOaHZQHZrMwuOctXbti2zARFIsCqVVziIiJazhh4qGahkAzwfiWTEly8yuWkja4uf/2YnJTw5FU2C6TTMtNFRETLE1+TEhERUeAx8BAREVHgMfAQERFR4DHwEBERUeAx8BAREVHg8V1aREREK8Add8z//+7dzenHSsUZHiIiIgq8hgUepdSdSqlzSqlnim77uFLqlFLqybmP1xV97Tal1CGl1H6l1Ksb1S8iIiI6/zRySevLAD4L4CsLbv+01vrvim9QSl0C4G0AdgBYA+DHSqmtWmurgf1bUpYlO/lmMoVyBM2QTgMHD0qdqG3bpCJ6rXK5Ql0tPzstx+NSrqK4UGgtwmFpQ2vvJR0yGSlV4Uc0Ksfhpx9ERNRYDQs8WusHlFIXuvz2mwF8XWudAXBUKXUIwLUAHm5Q95aM1lJ3qbhO1MiIDJK9vTJoLwXbBk6cAI4fl88B4KmnpA9btkh5BDdtTE1JvSnnWM6ckfDW01N7LS3TlI+BgcKuy07fKnEKlba1eQ8YTgBNparXzSrHMBbX0iIiouWpGRct/45S6tcB7AXwh1rrCQBrAewp+p6Tc7ctopTaDWA3AAwODja4q/6k0zJ7YVnzB1Wt5WunTwMdHTLL0sg6TOPjwNCQ1IkqDhROLaixMWDjRmDt2tL90FpmhEZH5fOFx+IU9Ky1Wnpxwc22NpmtGR+vXObBqZZuGN5CRqkA6gWrpRNRoxWPdz09y3u8WwmW+qLlzwO4CMCVAIYB/H2tDWit79Ba79Ra7+zv7693/+rCsmQW5+xZCRnlBlanOvfJk/5mGspJp2UW55lnpN5TqdkTreX2o0eBRx+VulLFcjmZxRkZke+rdCwTE8CpU/Jza6VUYcZkzZrFM06RiNze2yuzQl5CRiYj/fMTdqJRCYbd3d5DFxGRG8XjXVvb8hzvVpIlneHRWp91PldKfQHA9+f+ewrA+qJvXTd324riBJjJSfcDqjNjMjIig3pfn/9lLssCnn9elrAWzsiUY9sSVJ5+WgbzLVskhM3M1HYs+bwEPa/LXIYhx796tcwcTU5KcdB43PtsSj2Wr0xTjqelhVXRiYhWoiUNPEqpAa318Nx/bwHgvIPrXgB3K6U+BbloeQuAR5eyb/UwMiJLP14GVa1lBiKfl2rkfmYOnnpKloXcXA+zkG3LElc0Kh9ej8WpYu5lFsQJNm1t8uHc5oXWMqvj5VwU92ftWi5fERGtZA0LPEqpewC8HECfUuokgNsBvFwpdSUADeAYgN8CAK31s0qpfwHwHIA8gA+sxHdoVVq+cstv2AFkpsbPAA/IjIbfY/G69ORQyv87n5wlOz+cGR2GHSKilauR79J6e4mbv1Th+/8cwJ83qj+0MjFkEBFRPfBqBCIiIgo8Bh4iIiIKPAYeIiIiCjwGHiIiIgo8Bh4iIiIKPAYeIiIiCjwGHiIiIgo8Bp46qseeMW5LQVTC0gf15XfzQyIiaj4OjXXU1yf1sLwOjkpJkU+/duyQWlZego9SsttzS4v3XZ+dQqCZTO33rSfLkvOZSCyuWO+Wcyy5XP37R0RES2dJa2kFXTgMDAxIkcqxMfezNUp5L7ZZSns7cM01wPAwcPhw5SrnxQxDinZu2iRhx0sxVKXk5zt1tJrBKSdx/HihgKpSQGcn0NHhvl9KyXF0dHCGh4hopWPgqTOlpLJ3S4sEhUrVxpWSgNPXB8Ri9e/HmjVAf7+EnnPnyteUMgzp8/bt8m9xG52dUsCzWrVxpepX7d0PywImJoADB+bPlmktj0ciUZiJKxd8lJLHr7e3PgGUiKiedu9udg9WJgaeBjEMmbFpbwdGR2XwLQ4LSgHd3fL1Rs4ehMMSZNauBYaGpJq7E3wMQz62bpVgVK4fpilfT6flWIqXh5wK4n19EhKaNRNiWbLsNDQkwaacfB44c0b62tc3v5p7IwMoERE1FwNPg4XDskw0OythwbZlFqVey1dutbcDO3fKYH/okASWgQFg40ZZvnIjFpPgNDMjsyhOu8th+eroUeDUKfdLb7OzwMmTMoPV2Sn9X4oASkREzcHAswSca3TWrZOZiGYt+SglIae/X2Y6vMxiKCXXtMTjEi7chqVGOX5cgo6Xi4qdZa7+fgmlXL4iIgouBp4l5CwhNVso5D+oLJdw4Cxl+eEsZRERUXAtg+GXiIiIqLEYeIiIiCjwGHiIiIgo8Bh4iIiIKPAYeIiIiCjwGHiIiIgo8Bh4iIiIKPAYeKgptJYdm6envVUxd3R0yKaBfvpx7Fhh92kvbBuYmgKSSe9tWJZsojg66u98EBFRadx4kJZcJiMDez4v/5+e9l6/qq9PynQMDgL79kmIcssp96E1cOQI8OyzwK5dUjTUrVQKGBsr1CcLhwvFSd3QWvpw4ICEHkDKW2zbJrtzExFRfTDw0JKxrNJV1/N54OxZCTy9vbXtAu3sktzSAlx5pYSHQ4cq776cz0s/ZmcL/bBtqQ/2b/8GbNokdcei0fJt5HISdDKZ+ceSzQLDw1Jhvru78s7aqZQUO00k5leyn5oC9u6VumUXXshdoImI6oGBhxrOWb6amCi/XKO1BJBTp6QYaUdHbUU8neDT3y+h6cgRCR7FP09rCRNTU+X7YVnA4cOyzLVzp1SSL+6HbUv9rZmZyscyMyNLXN3dEn6K28jnpf3Tp+cHnWK2LefizBlgy5bK1eyJiKg6Bh5qqHRaZl0sy921KU5BT2eZq6Wltp/n1Cu76CJg/XpZ5pqenl+tvlo/bFs+HntM7u8scxUvgbk5FtuWmaTpaQks4TAwMiLLV87PcNOPoSGp7L5tmxRtJSKi2vGiZWqY0VFZqsrna7sQV2sJSOfOSWDychGvs8x1+eUy03LunPvQ5cjnJXz94AcSUkZG3AWmhceSy8lszWOPSXjJ56uHnWK2LaHpySdlyYyIiGrHGR5qGD/vWgLkvtGov6Uc56JgP/0wTZmd8dNGPj//miEvolFez0NE5BVneIhcWC5vFV8u/SAiWmkYeIiIiCjwuKRFRES0gtxxx+Lbdu9e+n6sNJzhISIiosBj4CEiIqLAY+AhIiKiwGPgISIiosBj4CEiIqLAY+AhcmG51LFaLv0gIlppGHioYRYWzayFU15iZKT20hTFbSgFXHCBv6BgWVIewk8bTo0vP9JpORdERFQ77sNDDdPbK6FndLS20GJZQCYjdaecwpu7dknhzJDLZ6xlSUDYt09qaq1aVVsRU0B+Vmen/Ozu7toKkDpsW+pfOT/bC8OQ6vHbtkl5CSIiqh0DDzVUNAqsWQMkElI5vFJQcGZ1jhwBTp8u3D4yAnz3u8CWLcA110gAKFdTyqkwfugQcOZM4fZYDFi7VgLU5GTh55VimvLx4hcDGzcWZnZaWoB164CpKfmodiy2DYyNAalU+e+rxDAkdG3bJuGRiIi8Y+ChhlMKaG8HWluBiYnFRUWdcDA6KkEll1vchtZSsfz4ceDaa4ENGySUOGHEaePsWQlMpZZ+lJIZm3hc+pFKLQ4tpgls3QpcfbUUDC3VRleXzFyNjZWu5u5UN68WispRSj7WrwcGB1kwlIioHhh4aMmYJtDXJ8szo6Oy1OMsX+3bB8zMVG8jkwEefBB47jngpS8tXCeUSskSWDJZvY1QSJbJ0unCEpVhSJDZtUv+ddPGqlWFZS7Lmr985fVaG8OQULZtm8xKERFRfTDw0JKLRICBAQkox4/PX3pya2xMlrkuu0yWms6dq70NZ5krHpcLmzdsqP3CZGeZ68ABWSqbna29H46BAQliPT3e2yAiotIYeKgplJJZkLNn/bVz4oS7GZlK/Vi3Tq4z8tNGPu8v7AASurq7/bVBRESl8W3pREREFHgMPERERBR4DDxEREQUeA0LPEqpO5VS55RSzxTd9rdKqSGl1NNKqe8opbrmbr9QKTWrlHpy7uMfGtUvIiIiOv80cobnywBes+C2HwG4VGt9OYADAG4r+tphrfWVcx+3NrBfREREdJ5pWODRWj8AYHzBbT/UWjs7lOwBsK5RP5+IiIjI0cxreN4P4AdF/9+olPqFUup+pdRLy91JKbVbKbVXKbV3ZGSk8b0kIiJqguLxLpHgeOdXUwKPUuqjAPIA/nnupmEAg1rrqwB8CMDdSqmOUvfVWt+htd6ptd7Z39+/NB2mRbJZ//vOhEJSbsIPPxXMHTMzUuvLj3C4dCmKWvitpl4v2azsGt3sNojOd8XjXVsbxzu/lnzjQaXUewG8HsArtZZKQ1rrDIDM3OePK6UOA9gKYO9S948qs23g5Eng2DH5/8CAFNh0W8W82PbtUhB03z7gySdrqybu1LTqKBmL3cnn5TgefFDCxsteBlx/vbfaVVu2AJs2SR2v4eHaamiFQsDmzVJvTOv6hDgv8nnZwXp2Vs5Hb68E0lr6k8sVaowZhpQS8RtqiYjqYUkDj1LqNQD+CMDLtNapotv7AYxrrS2l1CYAWwAcWcq+UXUTE8D+/fNfvQ8Py27JW7bITsG1DI5KyWB/ySVy/5//HHj++er3a22VwdgwvIUDraUC+4EDherqlgXcfz/w2GPAzTdLeKmFcywXXSRFP/ftkwKi1QwMyH0Mo3kzPFovrgDvFHMNhyW0RCKV27Btuf/09Pw2Rkbkvn19/mfAiIj8aFjgUUrdA+DlAPqUUicB3A55V1YUwI+UjFR75t6RdSOATyilcgBsALdqrcdLNkxLLpORcDAxsXiZwgkM+/dLmYft26WgZy1MUz5uvBEYHwceeqh0WHCKfkYi3mdBkkmp4ZVKLZ5RyuVk0L7nHuDCC4HXv14KedZ6LC0twBVXyLEcPCgBcaH2duDii4FotLnV0J3ip7a9eFZKa+n78LA8pt3dpUNZKiVtaF26jUwGOH1ajrmra/ks3RHR+UXpWubel5mdO3fqvXu56tUoti0h5vhx99djGAawerXMkHhZ5ioOUL/4hSyzOMtX7e3eB8t8Hjh6VAZvN8diGBJEdu0CbrjB+7FoLT/31Cn5PByW5au+Pu8zVPXgLF+l0+6W35SSj54eKbaqlAREp+p9LW14WSojCgjPz/oNG3bqj360/Hi3e7fXlgOn7Dlm8VAqaWJCZkJyudouPrXtwjLXjh21V/52lna2b5dg8LOfyWDqJxycPSszLVq7PxYneD30ELB3L/Dud8uSXS2ccLZxo1RlHxmRIqXNXr6anJy/9OT2flpLSJqakpmpZNJbG6OjMkt3wQXNnd0iovMLAw+V9NxzEna80FqWi/xcUOwsc/kNBpYl19N4lcvJrExvr/c2nGWu9eubP6uRydQedoppLefE63PDaaMejy0RUS34J4dKqsdKZ7MHd4fffhhGfd5ivVzOx3KgVH2eY0REbjHwEBERUeAx8BAREVHgMfAQERFR4DHwEBERUeAx8BAREVHgMfAQERFR4DHwEBERUeAx8NAyF5zNWuqx7wz3rqk/nlOi8wMDD5UUi/nbCVdrqdOUz3tvI5OxEQoBuZz3Xf9s2/+OvtmsHMfCYqO1yGQKVdm9cu7rd4BeDgO887xodl+cDSWb3Q8iajwGHirp6quBwUFvYcGypH7V//pfwJ49XupxaczO2vjiF2fw5jc/j//9v2eQydiopdCtUwLh0UelHtfwcO1hw9kZOZuVY3n2WWmzlsHRsiT43XUX8La3SV/S6dr64QSlI0eARx6RKuy1HottS8g4fhw4eVKqpNdj92ivMhl5TLLZ5vTDOR/nzgFnzsjnzTwfRNR4rJZOFaXTwIEDUnCy2oBgWTKQDg0BiUTh9u5u4OabpXBmJFK5jWTSxnPPZfGe94xi375Cwab168O47bY+bNwYQSxWOYXlcjKYfve7Eg4c8Thw8cVSqdtNkCtV/mDNGuCWW6R6ezhc+f7pNPDEE8CnPiUFMx2XXgrcdpvU54rFyt/fKXY6OgocOjS/flVXlxRYDYcrF+B02jh3Djh8eP6MW0uL9ME0m1v2Ih6XIrNKNb6+llPA1CmgWqy9XZ6rTlV3ogZgtfTGK3uOGXjIlfFxYP/+0rM1TrHQgwdlZqecrVuBN7xBKm0vDAuZjI1EQuO3f3sM3/xmsmwbN97Yig99qA+trQrh8PzRMZ+XmYN775W+lnPBBdKXUInSuW5qPCkFXHUV8KpXlQ4cmYxUm/+rvwKefLJ0G4YBvPGNwG/+prSxsC+WJe0MDS0emIv7sW4dcOGFpavJlwugC9vo6AA6O5s70CslIa69vXH9sG0JoWNj5WfIDEPCV2srgw81BANP4zHwkH+2DZw4IcsiTuhxlq8OH3a3zBIKAS99KfCSlwCmKc+9TEbjH/5hGv/tv00imaz+fIzFFN73vi7cfHMHwmE11w+FPXuA++93d92QaQIXXQSsWlV5hqSSlhbgppuAyy6T47JtWaL5p38Cvv1td+ejsxP43d8Fdu2S2S9nRubIEeD0aXf9iESALVtkoDZNub9ty6zQmTPu2jBNoK9Pwmgzq5iHw9KPcLh+/XDOx+io++XESET6EQqxqjvVVcMCT72t4ADFwEP1k8kAjz0mr5QPHACS5SdkyurqAnbtyiGZzGP37jEcOJCrfqcF1q4N4b/+19WIREL4/vcVJidr70drK3DFFTLQe7V6NfDKVwKnTgH/83/OX0Zz6+KLgU98QkLS4cPzl6/c6uyU4DM9LYHJywXjsZjMgDV7kG9tBfr75XM/syy5HDAzU36WrJq2Nln289sPojkMPI1X9hyXmNQnqiwalVfAv/yl93dhTU4Cf/InSfz0pxOeLxY9dSqPv/u7JAYHu7w1ACCVkoAyMOC5CZw5A3z0o3KdjFf79gHf/z6wcaP3NqamAL/5P52W0NXswJNKyayM19k3x+nT/t6BlUhI4GHYIVr5OFlLREREgcfAQ0RERIHHwENERESBx8BDREREgcfAQ0RERIHHwENERESBx8BDREREgcfAQ0RERIHHwLOCZDKy2d+ePd52862XVEpKKFx1ldRh8mJyEjh9ug2rV69BpFpF0TLi8QhWrWoD4H1nub4+KQ2xenXp2lpubd4sOzZXKgZayYteJEVJL73U+67Pvb3AddcBl1xSvbBpOa2t/s5DvbS1yeaHfjeCX7dOdvX2unGg8/xewRvSE9GcZfCnjaopVcPqmWeklMC2bd4H2VpZFnDsmJRQsG2pcn3FFVJi4uBBd+UQslngF7+QkhS2bSIcNrF69QBmZ5MYGxuH7WLb5VDIwObN3ejvb4NhFEYyN4U/HdEo8OIXA+vXFwb4NWtkZ92JCfftOD8zEpGPa66R83PsWPXq8oCUcfjwh4HLL5fHUWup2H38uDzmbvoRi8nzoKNDdiaORiX8HD0qfXHTRnENq2buKlxcw6oe/TBNOS/t7fI8TaXc3S8Wk36UKspKRCsTA88yNzEh1a4XVim3bZklefRRGbQHB/1vw1+O1lJ48cABCT3F/TBNqXnU21soeFlqgNVavv7II3J/KawpI4lSCnGKQIIAACAASURBVPF4G2KxOCYmxpFIzJTty8BAGzZt6kUopLCwZIrbSufbtwNXX714UDUMGRzjcfeD48KfZ5ryeKxeLRXbx8ZK3y8cBt7xDuDtb5dB3inloJS0sWEDsHatPPYTE6XbMAz5vnXr5g/MTlsbNxbamJoqfz66uwszKs1iGNKPeLz+Vcqd4+rrk8A9Olq+JIppynM5Fmt+eQ0iqi8GnmUqnZaAMTlZfqZAa/k4cQIYHpZX+U6hw3pJJmXgTiTK98MZpC+6SAbfhQPsxATws5/JbeVmgbRWMAyF3t4edHZ2YGRkBNls9oWvt7VFcMkl/YjFQlCq9Ejk9M8ZLBeGkf5+4MYbZdmmUjh0QpwzOJbqc6VwpZSEmEsukfM2NATMzha+fu21wB/9kcw6lFu+Mk35uPRSOW/798uSpqOvD9i6tfB95dpoaZHZo4kJeT4VnVLE41JhvdmzGO3tEnbqHXQWMgw532vWSEHRycn5j2Fnp3w0uh9E1BwMPMuMbQPPPy8fbotq2rYMZM8+KzMU27bJQOdHPi9LIsPD7vthGPMHWOd6o0OHpA13y0QGQqEwVq8eQDqdxOTkJDZv7kJvb3xu+ar6SFT8c5SSQe7662W2w+31Kc79nGWusbH5IcfNsZimDKA7d8rMVyoFfOQjEoTcLkOaplyDcu21EmxHRiTotLW5n9FzZi2uu06W2s6elf+Hw82dxYhGJbiZ5tL1wwkz7e1yDsfG5LnpLF9xVocouBh4lplf/lJe0XupIO4sc+VyMqD6eZX6xBMyy+SlH84A+/3vy7HI8lUtFJRSaG1tw5YtbXMhxdvBGAbwpjd5vzZFKZkJGR/3fuGqaUpI+YM/qDwjU44zCK9fL0tYTr9q4czCrV3buKXPWsRicv1Ss2ZTipe5OKNDdH7g65llxmvIKBaN+v8Dns3664dSwPR0+Wsl3NBazQ3O3g9GKf8XwPp9PACZ+dLaX9hw7uv3sV0Og3u9jsUvzugQnT/4607L3DIYnZeRZgeEIOI5JTo/MPAQERFR4DHwEBERUeDxomUiIiKa5447/N1/9+769KOeOMNDREREgcfAQ0RERIHHwENERESBx8BDREREgcfAs8zUYyM092UcyqtXpWr//B2InAd/bSiloX2eUMvyfz5sW8O2fT6w8P/cqIfl0AciOr8w8CwTWktQGRiQwpNeyyCYptR+8htYLrtMdgf2EsCc2l433yw1i8Lh2ttQKgfLmsbQ0I+QzU4BKFN1tCKN2Vkbd92VwcyMjXy+9lE2l9MYH9d4+OEsZme9BQ7LAo4fB26/XUptFBfwdCuZtPDkkwn82Z8dxfR0Hrlc7ds/W5bs5D09XZ9Q7JVTk4yhh4iWkvL7yrWZdu7cqffu3dvsbvji/OFPJqXgpjMQpVJS2NDtwGAYwKpVUrHcbYFMN307fRo4csT9AGlZwKlTUqTStuVjaEhqc2ldva6WUjZsO4/p6YcwOfkQAAtKmRgcfAnWr78RphlC9ZyuYdvA6dNZnD2bg9ZyTl772jBe8YrIXF2tyonQtjVyOeB738vgwQfz0FqC265dEVxxRdhVfS+tpa7Zo49KAVVAClb+8R8D/+k/SbCtFigzGRvJpIUPfOAAvv71cwCA7u4QPvWpzXjrWy9ANGrMFVUtz7Lk48ABqf4OyM/t6ZHK8UtZuNMwpH6V3+K2RCuU55eiGzbs1B/96MoZ75r4tvSy55iBp4lsW2pNjY6WftVv2xKCEonyYcMwZNDavl0G00bI5WTAHhkpX1fKsoCZGQk36fTir8/OysB/4kT5+lpaZ5HNHsfIyL2wrOlFX49EOrB9+6+is3MjDKP0tJFta8zM5HH0aLbkjE5vr8I73xnFhReaiERK/V5oZLPA00/n8c1vZpBMLv6O7m6F1742igsuMBEKlf7dcqrNP/ZY6cd2yxbgU58CNm8uPfjbtkYmY+NLXxrGbbcdQSKxOCledVUb7rrrYlx0UQtaWxevlzmzhidPygxTqcfOqVjut95YNUpJ1feODpZyoPMaA0/jMfAsJ86szfi4hJlqslmZ7clmC8HHMORjy5ZC1elGm54uBBpn8HRC29CQHE81584BDz0kASg3t0qlVA75fAqjo99FOn2kahtdXRdi+/ZbEInEoZQEH601cjmNI0fSSCSqL/dcfLGJd70rinhcvRBaslmNiQkbX/lKBsePV29j82YTr351FJGIgmlKG5Yl5+mBBySsVvOrvwp88pMSWiMRuS2ZtPDsswm85z1DGBpKVby/UsCv//pqfOYzW9DSYiASMV7ox8wMsH+/nOtq2tpkxqfelcOVksrovb31m3kkWsEYeBqPgWc5cE51IlFYvqrlvqmUhArbBtasATZuXPpBRGtgeBg4eFCCzokTwPPP13YszjLX44/byOXymJ6+H1NTDwOost5VRCkD69Zdjw0bfgWA+cLyVS1CIeCmm8K46aYIbBv4zncy+PnP8zVdWxIKAS95SQRXXx2GbQN79igcqZ7Z5mltBT7yEeAd79BIJPK49db9+Na3Rmpqo7MzhL/5m4vw/vcPwLaB/fsVxsZq64ezzBWP1yf0hEIyexSL+W+LKCAYeBqvOYFHKXUngNcDOKe1vnTuth4A3wBwIYBjAN6itZ5QclHFZwC8DkAKwHu11k9Uan+lBZ7ZWZmpKbek40YsBnR2Nv8aiEceAf7f/3M3e1DO/fc/jIceehD5fIl1I5daW1+BUGhn1WuDKunoUMjltK9jGRiIQuuwr8c2FHoGw8NjSKVqvyDZ8dWv7sTgYHtNAXShtWu9XWhebPVqWS7j8hXRPAw8jVf2HDf6csUvA3jNgtv+BMC/a623APj3uf8DwGsBbJn72A3g8w3uW1P4GZgBeRUejdanL34oVViS8so087Dtyks21eTzOd/nNJHwF3YACX5+wg4AnDmT9xV2ACCZ1L7CTr00+pogIqJaNTTwaK0fALDwyo6bAdw19/ldAN5YdPtXtNgDoEspNdDI/hEREdH5oRn78KzSWg/PfX4GwKq5z9cCOFH0fSfnbptHKbVbKbVXKbV3ZKS26xyIiIhWiuLxLpHgeOdXUzce1HIBUU0XEWmt79Ba79Ra7+zv729Qz4iIiJqreLxra+N451czAs9ZZ6lq7t9zc7efArC+6PvWzd1GRERE5EszAs+9AN4z9/l7AHyv6PZfV+LFAKaKlr6IiIiIPKu4i4tS6upKX6/2tnGl1D0AXg6gTyl1EsDtAP4KwL8opf4zgOMA3jL37f8GeUv6Icjb0t/nov9EREREVVXbtu7v5/6NAdgJ4CnIe9wvB7AXwPWV7qy1fnuZL72yxPdqAB+o0h8iIiKimlVc0tJav0Jr/QoAwwCunrt46kUArgKvr6mZYUg9IT/FGp3yA15prfHNb+bw13+dQSrlbdNJ25ZNB5980vveM1LnaTXWrn0xlPJ6QhTyeYVs9iy8bqCptY1MZhi53IiPNjSmp6eRSEx7biMSAV772tXYudP7hYnt7SFs2hTxtSllKgV8+9vAM894byObBR5/HDhzxnsb+bzsKp7JeG+jHlIp2VW8VE01IlpZXO20rJR6Vmu9o9ptS22l7bTsnOpa6mg5nG36IxHv9Y6efdbCrbdmcOCADduWEgKf+UwMb3iDWbV6uOOXvwT+8A8LRUBDIeCGG4B169z3Y2pKajxlMhr5fB7ZbApDQ9/B5OTRGo6mC0pth1IRyERlGJHIRphmu+sW8vkp5HJH4ZS0UCqCcHgTTDPu6v5aa1hWFtnsDJTSABTC4TB6evoQibjfHXLHDuD1rwciEQ3LsnHyZAJf/OIQhofdbcqoFHDLLavx8Y9LPS3DUMhmFUZH3QdS25aQ8qMfyeaYpgls2wa8971SB8ttG6dOSdFUrSXYr10LvPjFUj7DDa3l+TE1JZ8rJfft6ZE+LRXLkuM4fVqOyzBk9+hNm1gTjHw5b3ZarqTBuzD7Ky0xdy1OEsDX5m56J4C2CktWS2KlBZ5i1SqlO5wq0+3t3oPO1JTGn/5pBv/8z3lkMvMrr7e2ApdfbuBzn4th69byMy0TE8B//+/A//k/WNRGKCQFTK+/XvpZTjYrVddHRxfX3rLtHKanj2Fo6F5kMosrpRdEYBjbYNtdABaOgAqRSBdMc0PZauryszLI548hn09A64XbEitEIj0Ihda/UJi0dBt55HIzsKzFtbeUUmhvj6OzsweGUX6U7u8HbrlF/i0u5SCFUG08+OBpfOtbR5FOl99K+pJL2vD3f38xNmxoQUvL/J9l21LI1AkP5Zw4AXzve/K9xc9F05SP170O+I//sXK5iclJqY+Wzc5/bJWSsHDllRLsKs1uzs4WnhuLzynQ3V34PWgUrYGREeDAAenHwmMxTalwv2oVd5ImTxh4sPwDTwzAbwO4ce6mBwB8Xmudrkv3PFrJgQcoVE1PJksXE21tlVfXzqBRK9vWuPvuHP74j7PIZKTKeSmGITNHv/EbYXzsYxG0tRWeL5YFfP3rwF/8hZSSKBfODEP6uWMHcPnl818FO6/8jx1zlrLK9hiWlceJEw/h+ecfgtbFA72CUuuh9QYYhgHbLv2cNgwF21aIRNYiFLpg3nKZ1jYs6zQymbMwDA3bLv3cN00Fy1KIRNbNtaGK2tCwrCQymVkoVT5ImCagtUJXVw/a2trntRGNAjfdBFxxReUSDJZlI5228NWvHsAjj5yb97XOzhA+9rGL8PrXr0I0apSdoXPO99iYLM8USyaB++6ToFKpTEg0KrXb3v9+eWyLZTKy5OMUtS0nFJJ2du0CBhbsn+4E/4VBeiEncDSqIGkyKTOPiUTlYzEM+d3cvl2qzBPVgIEHyzzwAIBSqgXAoNZ6f7165ddKDzwOJ/g4y1zhsPxRD4e9X+/z9NMWfuu3MjhyxHZ9/UFLi3x8+tNRvOlNITz5pMKHPyzV0RcOluWEwzK4XX89sH59Yfkqm62ljlgO2ewshoa+i4mJwwC655avwrBtdyfEMAwAobllrg7k85PIZo/CMGxYlrtiU4ZhQKkwwuFNMIz4C8tXhqFdH4tpKoRCIXR39yMajeLyy2XGJBJx/9hmsxaGh1P4whf24fTpJN761gF89KObEY0aCIfdNWLb8hg4weKxx4Cf/KQw0+hGNCqzG84y18mThRDr9tIl05TAc/31EhomJ2VmqZZLn5SS52lvb32WufJ5Wb4aHq4cdBYyDJnp2bTJf7FVOm8w8GCZBx6l1BsA/C2AiNZ6o1LqSgCf0Fq/oX59rF1QAo/DmUJ3Zku8Tpl//OMZfPazuaqvmMtpbQVWr44imw0hnfbWiVBIBrZwuLZBpJhtZ/HUU49jejqJxctXbikoZQKwSyxf1dLGOgCmp/MJAJGIgY99bC1Wrw55Ghy11rBtGzt2WOjsNBctX7k1NQV88pOLl6/cMgxZVrrlFgkbXgq3Otfl7Nwp7Xk/p/Ic87O0NDMDPPXU4uUrtwwD6OyUmS8ucZELDDxoXuBxO39wO4BrAUwCgNb6SQAb/feLihmGDCJO4PHq7rvzSKe9DySpFDA15T3sAPKq2TC8hx0AMIwIpqfT8B52AEBD67yPsAMABrQ2PJ9PAOjuNnDBBYbnmQClFDo7TfT1hT2HHUBmMRIJb2EHkMezvV2Cjtcq9VrLBfO1zAyVEon4uz8gM0yW5SeUS+Bh2CFa/twGnpzWemrBbT7/1FAp/MO5XPl/uvsdnIX/J4ifbREc9TiW+pwPIiJ33L7B8lml1DsAmEqpLQB+F8DPG9ctIiIiovpx+1rvgwB2AMgAuBvAFIDfb1SniIiIiOrJ1QyP1joF4KNKqT+f+5yIiIhoxXA1w6OUeolS6jkAQ3P/v0Ip9bmG9oyIiIioTtwuaX0awKsBjAGA1vopFDYhJCIiIlrWXL9fQ2t9YsFNHt+USkRERLS03L5L64RS6iUAtJICQ78HYF/jukVERERUP25neG4F8AEAawGcBnDl3P+pCPcVmS9Y52N57H9Tj/2AvG4YWKwe+0VxzykiWkqu/gRrrUe11u/UWq/SWvdrrd+ltR5rdOdWEqcmUalKz0spmwXe8Y4wQiHvA2w0CvT05BEOa1+DdCLh51xIKYWurj74CxsKkUjrvCKitTAMIBbT2LYNaG311g/TBGZmLKRSludB3rY1Jic1jh/XmJ31/gQbHATWrJHH2AvTlPIUgPfAYhhSqNPvjuKZjPf7Onp6aqtrtpBhyG7NfnYUJ6Kl4WpJSym1CcBnALwY8hLzYQB/oLU+0sC+rQhOwBkflz/ipil/RFta6vWK3p1cTqqh33svAETw3veG8KMfZXD6tFWxEnaxWAxob1f4vd+L4sorQxgeBr70JeDECfeDi1MbyTknMzPABRfUVlxRaxvpdB779o1gZqYNQBhKjQLIw22xW9M0EAq1oqfnYkQibUinpzAxsQ+WlXFdPDQeN3DZZW24887tuPjiOH7601m8732jGB21kEy660csprB9exQf/nAf1q4NI5WSyuW1BONsVuPIEQv//M8ZTExo/MqvmPj4x6Noa1OIRGpLDK2twJ/+KfDII8BXvyrPG7dlJsJhqRD+mtdIO4mEPMZAbcVDN22SOlqRiDw/JiZqLx7a1gZ0d/v/HYvHgeuuk+f48ePug4tT6279egmRS/m7TkTeuC0eugfA/wfgnrmb3gbgg1rr6xrYt6qaWTzUGdRnZuQV3sLTGI1KxXOnNlaj2LYsUfzsZ8BDDy2ufH34cB4//GEG2awuG3xCIenn294WwRvfGEY4XBhEtQYefxy46y4JPeUGx2p1s+LxQnXr8k85DcvSOHx4DMPDiUVfAxIAxud+VulGTFNBaxPd3ZsRj6+GUsXHopFInMLExJG5quml22hpMdDaauDzn9+GX/u1/nlt5HIan/nMFG6/fRK5XPlzGosptLQofPjD/XjJS1rnH4mWWZKpqcoDfT6vkUhofO1rGQwNzV+HisWAW2+N4F3vCs/NUNQ+VZJOA//6r8BPfyrPm3J9iUSAjg7gjW8E1q2b/zXLksCSTFY+llBIanDt2iXPg4VtjI9LDbdKbSgloauvT/pUb+k0cPCgHE+l57JTMHTrVnlhQ1QDFg/F8q+W/rTW+vIFtz2ltb6iDp3zrFmBx7bllfHoKKrOnrS3yytRP9XPy8lm5ZXpvfcWlhlKyec1Hn00i0cfzUHr+ddwRKPA1VebuPXWKHp7yyezTAb47neBH/+4dLFFN4VClZLBLh5feC40bFtjdDSJgwfHkc9XasiCYUzAtpMovp5F2jPQ3j6Azs5NMIzyk5eWlcXU1CEkEiPziooaBhCNGvgv/2Ut/uzPNiIeL1+kc3g4j9/5nTHcd98sUqlCP0wTCIUU3vKWDrzznV2IRsuf03xeZnsWFnrVWoLU//2/Wfz4x7mK19ysX6/wiU9EcemlJlpavD3BTp8G7rxz8Uyesyx6003Ai15UObhns4Xfh+JjcQL/tdcCmzdX/h3IZKSNheHL+d3p7ZWZpUZf+zMxAQwNybEUP6cNQ87Jtm2LQxuRSww8WP6B568BTAD4OmSUeSuAbgB/CwBa6/G6dLNGSxl4nNNk2zJIpWrYb9owZJnL+WPt5w+21jIgzM4C3/secPiw+/tOTdn48Y8zOHnSgmEAXV0Kv//7MVx2mfvq22fOAP/0T8DRo4WwV+t1OuGwLHOFQhpa6xeWrxKJWkp4Z6DUGIAclFKIROLo7r4YkUjcfQuZaYyP74Ntp+eCXzu++MXt2Lq1tfqd5zz4YBrve98Ihoct2DZw6aVRfOhDfRgYcL+GNzvrDPQSdA4etHDPPRlMTro/sTfeaOITn4iis1PNLR/W9iTTGti7tzCTpzVw6aXAq14lz1u3bSQSEhgAeZ5fdJGEJbfXDDltjI/L5/VcvqqFbQMnTwLHjhX6MTjI5SvyjYEHyz/wHJ371Pnm4ga11nqT9755t5SBJ5uVP8QzM94vxHVme/z8wTx+HHjuORmcvL7bZmoqj0jExk03hREK1f77pzXwla8A99/v92LNJGZnkzh3Lunx/hotLUA83obW1vlLT65b0Bqvfe0ZvO51Yfzqr/Z6aiOf1/iLv5hBLBbCtde6D0vz+wHcfXcWe/daOHjQ2wMbiQDf/34r1qzx/gTLZCRIr10rH17YtgT8wUH51wvLkt+11tbGLF+5lclIyF+1SpYRiXxi4CnSoOBT9hxXvGhZKXUNgBNa641z/38PgDcDOAbg482a2WkG53odP+/AcnvxcCWpFPDkk/7eWrx1awjbtnkPXkrJtRyhkPsLXkuZmsphaspr2AEAhWi0G/F4l/cWlMLLXjaAN7zBey9CIYU3v7kDIyPe21AK2L8/j4MHvSfIbBYYH9dYs8Z7P6JR4IYb/D1XDUMubvYTEEwT6PL+sNZNNAps2NDsXhBRPVQb8v4RQBYAlFI3AvhLAHdBqqXf0diuEREREdVHtbelm0WzOG8FcIfW+tsAvq2UerKxXSMiIiKqj2ozPKZSyglFrwTwk6KvuS1LQURERNRU1ULLPQDuV7Lr2yyABwFAKbUZsqxFREREtOxVDDxa6z9XSv07gAEAP9SFt3QZAD7Y6M4RERER1UPVZSmt9Z4Stx1oTHeIiIiI6o9baBEREVHgMfDUoJYCmKVo7W/fGkA2davHBmh+9wQyTdlE0Y9YTKGtzd+171Iqw1+p6rNnZ3H6tL/S2+PjsmOyH+Gw8r3J3siI1LXy1w//5RsWlmUgImo2VzstL1fNKC2RTktpiYVFOmvR0iK1eEI1jPVaS82jw4cLNZgOHKg9uHR0FGp7OVv2m+4rS7xQ+HJiQvrx9NPAD3/ovpo6IBvTXXghsHatlJY4eHAGTzwxgXy+tudiLBaHabYAUIjHw4jFIjXtlGzbeUxNHUEyOYxoFLjttg34yEcGK9a/WiiRAL7xDeDhh+X/V14JXHJJbZs6ptNSvfzoUY18HvjlLzM4fLi2J1g4rLBxYxSdnSZiMeDtb1fYtcvb5pJaS1gZH689PIVCUtwzFpOfvVT1r4hWCO60XGSpd1pm4KmRUyV9erp6tetKlJKKy52d1QeD6WkpZphOF141O4PS0aPAqVPV+xGNAv39Em6cn+f8290tZS+q9cOp+eT8bED+zWaBH/xAwk+1fvT2SvHF4lkErW1ksxp79ozh2LHqI6xpRhCNtsM0FWxbzd0GaK0Qj0cRiZgVg4/WGsnkGUxMHIJS9gszRK2tBrq7Q/jSl7bj1a+uXB3StoEHHgC+/nUJfk4ADoVksN+1C1i9uvJx2LY8rk884cxUObdrpFIajz6axvh45WkSpYBVq8JYsyYyF27kuJ3H+zd+Q8KlF7UUyXWezx0d80OWUlIaoq/P/wwpUQAw8BRh4KlBs6qlAzIYaC2DgdelDKVkcOjrk1mfhbJZ4NAh+RnllgdsW2ZXhoZKV0w3TQkZLS3lA41ShVfmpYo8lqvqXSyXk1mff/1XqT20UCwGXHyxBKtysw6WZWNyMosHHxzF1NTiEVYpE62t7ZBr7UsfjFJAOGwgHo/BNBf/oGw2gfHxfcjlUrDLnNTWVgO7dnXiH/9xGy68cPEDc/Qo8IUvyDkpN7NlmlKL6rrrpDr8QmfPAg89JM+dcrOFlqVx5kweTzyRRSaz+MS3t5vYuDGKSESh1PlwHtfrrgPe9jaZ0fPCtgtFQUs9/q2t8hwzjMrPsfZ2KRfB4pt0HmPgKcLAU4NmBh6HEzj8LHMpJYHAWebSWmZtjh4tBKtqLEsGpAMHCtcJdXTUNsAoJYNXT48zYyIhyglSbvqRywHPPgvcd58EJMMANm4E1qxxu3Smkc9rHD48g8cfn0AupwEoxGKtMM0WKCUzOdWOAwBaWsJoaZFlLtvOYWrqMGZmzgKwqx5LKKQQDit85CPrcdttGxCLmZiZAe65B3jsMXdLiU4AuOIKYMcOOf5UCnj0UeDECbf10GSZ69lnszh0KAetZflq06Yo4nEThlH972c4LD/7LW8BXv5y78tcWsvz3FnmckJyJOKuTaXkg8tcdB5j4CnCwFOD5RB4gMJgMDEhBUa9ktkJ4PnnJbTUetFn8TIXMH/5qpY+ADIbkEq5D1zFnKWQH/1IZoy8LGVobSOX0/jpTycxPR2et3zllhPalJpCInEYSumaL3BubTXQ0RHCxz52JZ5+Og7Lqj3YhkISCtavl2uwbLv2x9ZZ5jp4MI/OzvC85Su3olEJKH/0R7L85IVty/FnsxJavIQnZ5nrggtqu36MKAAYeIosq2rp5I7zyrWWC3dL0VrCitd3UCklA0g06r2auhNu/AQ3w5A+dHR4f6eOUgYiEWBmJgqlvLVjWRKcUinv20alUjYsS+ORR1o8L8U41/js3++5GzAMhUhEoacnXHWGq5xMRkJKqeVT9/2QsOLnnVxaewvjRER+cDV9mVnBE27LlCyJ+SFLYs1/YLSGqyWsSgyjPm8X9xtWGHaIaKkx8BAREVHgMfAQERFR4DHwEBERUeAx8BAREVHgMfAQERHRkmrQW9IrYuAhIiKiwGPgISIiosBj4AmkeuwZs1zaICqvHvtWBWXvq6AcB1GjMPDUkZ/dZx1u6xKVY1kahoG5GlTe27AsIJfzvkOdZVmIRDRs22OBsTktLcpX+QHTVFDKLFlI1C3bdiqqez+nzvPCz2MbjRZ2KfZqZkb64GdwtCxvJUeKOeU5/PbDKevilbMJo982mh02nPPQ7H4QLWdLHniUUtuUUk8WfUwrpX5fKfVxpdSpottft9R986uvTwpvegk9SsmW/1ddBWzeXPvW+1prZDIaDz+cx5/8SQr33isVtmvZIVhrjWzWxp49CXzoQ8/j3nsnkcnYHtrI46GHDuJrX/s6nnnmGeTzeQC1hSfLkgKq7e2tiEbDL5TvcMsJFi0tUaxd+2K0tQ1AKcNDGwaAVfjBD2Zx/HgOlqVRS/Bx+t3dDaxb561opmkWcgqmnQAAIABJREFUqp7/3u8BW7fWXp/MNOU+GzcCe/dK3bday484NdL275cCqFNT3kuYZDLA8LC3mnGWJfd/9lng8celkruXY8nngXPnpB+5nJf6ZnK/s2eBM2e8tVEPti3ncXhYjiefb04/iJa7phYPVUqZAE4BuA7A+wAktNZ/5/b+y6V46EK2DYyPS1XpaqdXKRlY+/rm1zjK5aTQ5Llz1f94ZTIaY2Man/pUGkNDhW9ub1d4y1si2LEjhEgEqFRiIZu1MTKSxxe+MILjx7Mv3N7VZeK97+3FxRe3IBKpnI+z2RyGh6fwhS88iFOnJl+4PR5vw65dL0Ff3yqEQpXLt9m2nLfnngNmZwu3W5aNZDKNXK56pXMpTmmitTU6b2Ynm01iYmIfstkk7ConVSkDoVA7QqELYRiRF27v7DRw3XVRxOMGTLN61fbWVgk7xYedyQCjo4WZkkpME7jwQuCaa4BYrHD7sWPA974n5yqbLXfvwvNr82bg6qtllsjR3Q1s3y59qzRr5BSlHR6WWm/F4aK3F9i2TdrwOnvV2irtOH2t1o/nn5eP4ufBqlXAli1y/2ptaA1MTgLT0/O/1tZWeMFSKZRWKhbc3i7ntdaA7oUzs+T8rXEoJXXsOjuXph9UExYPndPAd2ktz2rpSqlXAbhda32DUurjCEjgcWSzMrDlcqWDj1JAV5f8cSr3R2lmBhgaksF/4eBoWRrZLPDlL2fwgx/kyw6eGzcaePe7Y+juVgiHVYk2NO6+eww/+1mibJjYti2G3/zNPnR0mAiHjQVtWEin8/jqVx/GI48cLd0AgDVr1uCGG16KWCwCw1gcfJzZg9HR0veX2SMLyWRmrvL5/K9LdXSFtrYoIpHSwUprjVRqBOPj+6GUvah6umEYAEKIRDbCNDvKHsvgYAhXXRWdm2mZf04NQ/rS2zs/pMzvhzy2ExMoWRw1FJIBeNcuCcOlWJbMtPzkJ9LewiruoZAMejfcIAN5KUpJFfcNG6TfC5+HliWD6dAQkEqVbsMwgMFBaadUG244vwvt7aUHacuSkHLgQPkivaYJbNoErF5duh+2Lb9H4+PlZ4QMQwJLPL64H07QSaWkjXK/b4Yh59uZzat34HD6MTMj56Tc72zxc9DPUirVFQPPnPMx8NwJ4Amt9WfnAs97AUwD2AvgD7XWEyXusxvAbgAYHBx80fHjx5euwx5oLQPG+HjhD5WzfNXTM/+Vf6U2zpwBDh2SAduyJEw9/HAed9yRWfRKtRSlgF27QnjjG6MvXGuUy2k88kgC99wzgdnZ6nPgpgm86lUduPnmboTDaq4NCw88cADf/vbjSKerX69jGAYuu+wyXHrp5QiFDAAKlqVw+rTMHriZitdaY3Y2i1Qq98Ifcq2B1tYwYrEIlIsRxrbzmJ4+iunp0wDsudBhIBJZg1BoFZSqPkKEQsAVV0QwOBiGaTrXxih0dxcG7mqcgTyRKFyfYxgyo7Nli7s2EgngvvskLOZyhdmW666TAOCmjUhElsq6u6UPti19qxRAF4rFZLano8P7dUahkAQ851o2uZZM+jGx6K9Baa2tMnMVj88/ltHR8mFpoUhE+uGcS2cJbHS08oxasWhU2nAe03pwltGcF1JuxGLSj2qzX7Qkago8xeNdT8/gi/7yL5f3eFeL8yrwKKUiAE4D2KG1PquUWgVgFHKBxCcBDGit31+pjeU+w1PMtuUPdiYjQafcK/9KcjngoYdsHDqk8bnPZXDwYO0L9fE48KY3hdDbC3zlK2M4ccLlX+8iHR0m3vWuVnR05HHXXT/H8PBUzW20tsaxa9d/QCzWjQMH1LzlK7dkmUtGsHg86unC5FwuhZGRfdDaRDg8OG/5yq2ODgOvfGUMHR0KPT3eLrLOZGT2ob8f2Llz/tKTW88/D9x7rwxuV1+NuWXM2nR1yfLX+Lgsm3m5FqSnB9ixw9/F1S0tMsN19ixw4oS3i3H7+yU0zswsXnpyKx6XWbLpaQmWXrS1FZbsvHIC1+Rk+Zm2arq6Cstc1DSc4ZnTjMDjYn6hYV4Lmd05CwDOvwCglPoCgO83q2ONYBjyR8+PcBhIJGzcfnva1axOKckkcOedCVhWYu4C3NpNT1v43OeGYJqHFy0JuZVKJbFnzxF0d7/I0/0BwDQNdHS0VP/GCsLhVnR17UAq5f3dZNPTNrS20N9f45XERaJR4NprZYbFq8FB4M1vdj+LUcrkpFzU7Mf4uIRzP4FndlZmdfxcfDsyIsHJz6xGMjn/+hgvEgn/v/tayzVUfl6fJhKVl8+Jgq6ZE5xvB3CP8x+l1EDR124B8MyS94iIiIgCqSkzPEqpOICbAPxW0c1/o5S6ErKkdWzB14iIiIg8a0rg0VonAfQuuO3dzegLERERBR+v2SciIqLAY+AhIiKiwGPgISIiosBj4CEiIqLAY+AhIiKiwGPgWSKZDPDMM8DPfy4bonnZQCydll19P/OZVlxzjbdd3Ww7Act6GJb1MIBxT20AgFL9sKydADo9tpBAMvl1nD79MWQyhz21kMtZmJxMYXIyhXzeW9nuHTuAf/mXCL72tRZs2uRtR7bLLjPxa78WwpVX6nkFYGvR0iK7+Z45s7gmlhtOCRO3ZQ/Kicelqnt/v/cN+zZvlo/eXu9ttLcD118vOyV72cBQKTmODRsKxTy96OyUGmFdXf5qhPllGHI87e3e7q8Ud1kmamotLb9WQmkJ2wZOnpRt+p1aWoYh281v2yYDjJs2nArRzs6zmYzGgQMW/sf/yODs2eqPodZ55PP7kM0ehGHYsG0NwIBhdMG2twJwV+tCqUI9MHnqWDCMCdj2AQBuRtscDOMobPsMlLLn2oqgre1F6Ox8R8WCnQ7b1pidzSCdzr8QHKU+WQixWBSGUf2venc38Ad/IPWmolFpM5sFvvOdHD796ayr7ft7exU++MEoLrvMRDSqAGhYlsKpU+7LMji1o6LR+YUmnWrXbgKDU1spm/W+E284LCHHqbMGFMqhuC3L0NMDvPSlMiiHQoXn+/i4+7IMC+tP2bZ8HDwoZSbc6OyUWlqRSKGWltbA2Jj7sgwL6085bYyOwnUZlJaWQhv1Chpe6oLF4/LY1LMf5BlLS8w5r2pp1cNyDzwTE1JlOpcrPfgZBjAwAGzcWL6I6NiYbLGfzy9uw7Y1cjng3ntzuOeebMlX91Js9DSy2cdhGHlYC8pEK6WgtYJSg9B6ENUm/Zw//vNv07BtG7Jf5EnI3pGLegLgDIBDc23M74dphmDbJrq734K2tl8pWbxTa410OodUKvtCYcn5bUjf4vEIotFwySKipgm86U3A+99fGBCL5XIas7P4/9t78yjJqjLd+3nPiTHnsYasosiaqwCxSqBQwBavIvOg3aKsa1+6m4bW2+Dtu+jBxm8tvX1t9bu2+i3HXnilm6utdnsRKBAakFYpCpGCAqHmKooqqDnnKTKmc/b3xxubiIyM4QwRGZGR72+tWpUZmbFzn3322fvZ77tjP/jCFxJ47LHCoZZAAPj93w/iox8NZUwuZ/4dJ8abue7ghUQNUdaOpKmpcBm2zVYQExPehQ4RT4bNzYXroV3YS02woRDbYvT3c3sWcikvZ7xZzmHcslis7NtX3Ooh3wA1HyfGm6aZFaCF2sO2+RoGB4tH4vINUKuBbXPEd2iouPN7vgGqUBc0vOCpopBxigieuSQe5xXpyEj5Vb5eQa5bxytsPdBPTwMHDgBjY+XLSKUUYjGFb34zgeefz45+tj2BVOpFWNYIlCqd8jEME0qZUGo98s6EzLiAl59UDcOGUkkotQ/AaM5PJkC0H8B02XqYZhim2YGurjsQDq/JuUYLU1Nx2LZy1KamSWhujiAQyM58558P/O3f8sRazpxzelrhyBEb99wz06R182YTf/EXYbS2EkKh0mOXZfHkvHfvzKiAXvk7SdUQcV27uzn6AvB9iMV4snNyX4rR3Ow87VRsgl27lp3dTbP09eh6xmIc8cm9h62t2bRTqQiEUvy+06eBw4ezgkOnr/r7y0cxdD0mJlgs5kYI29uzXlNOyhgf5+cztwwtYsuVUQl0PUZHMcNbzzC4PZub56YegitE8FQfETxzgW2zs/PRo+5NDw2DB6h163iPz7Fj7iezRELh9dctfO1rUzh2bBcSidczaSM399iAYbTDttfBMKKw7dz0lVN0mms3DGMfbPs0AHcNQhRCc/MmtLV9AslkCPG45XpiJwIikQCWLw/jL/+ScMEF7lzqdZrrkUdSuP/+FG67LYxzztHpK+dYFnDiBN/Tzs5s+srttbS2ch8ZHq5M+srLyl9HlUIh4LLLODVbLDpZCN2nR0b4GnLTV27qYNvAoUMswjZs4Gtys9dHp6i0+NLCz209dKoMyDqiz3U0RbfH4CDfi64uETp1jAie6lOXbukNx549s1evTrFtXnW+9FLhtJETwmHChg0mAoFnkE6PAHAvEliYjCJXoLgvwwRHiV4CMAm3Yof/ZhLT0zth238A0zQ9Te4cEUjjBz8IIxp1v/nVMAiRCHDDDUFcdFEQtj07feUE0wSWLCmeenCCjijkruS9EAxyGtXrpGwY7Mq+ebO3PSF6InYS0SlVB8Pg6JJXgaHfo0WK13oALNpqKTB0eyxezN+L0BGEwojgqSDxuDehko+fMgyDMDQUm7VXx93fVwBCvuph2wQgltnb4w3LSgNo8tkeHFHx8kkfjWlSRVbu7iNllacSG1fD4ezGdT/18Iufe1rJetTL/hgROoJQmjp5VAVBEARBEKqHCB5BEARBEBoeETyCIAiCIDQ8IngEQRAEQWh4RPAIgiAIgtDwiOARBEEQBKHhEcEjCIIgCELDI4JHEARBEISGRwRPBanEQWiVIBQyK3AImY3CJqBuqESD+DieGP5ON87F74GB9XDooMZvPbTdSCPgx4tMEIT5hQieCqBNDZcsYa8mr8fUmyY7p7e1eTu9NZ1ms8p3vOMDCIe7YRjuD9I2jDTYDuL/AdEhEE2Xe8ss2DGbEAz+GUxzEQwj5KEeBogCiMf/BcA4iIrYW5eAKIVkchR/+qeP4fTpcSQS7suIx4Hjx4Gf/pRtHYq5bJdC9w8tiL32j9bWrCO5l/6hFJtdauNNLxM9EbeJtlCZr2JB35PJSbZ0mc/XIgiCM8Q81AfFHKC1k7XTQVT74KxaxV5HSrER4IEDHKEoZ62gFE/EzzwD/N//yxOSUgqx2GEMDz8PIqus1QSRglIpEP0HlHoIQBLswfZRAJ+FYURg28Gy12HbQDjcBNNsAhFBKRvp9DNIJrfCNK2MXUSpMihzvR0A2jJ1MBAMXoBg8FKYpgnbLj3bG4YNy0ojldqGVOplAAqhkIlPfvIyfPKT70U4bMIooxjSaTa3/M53gJ//nNs4GARuugm44grnxpu2zX1haqr87xa+Fv63bh0bfhLxvT58mF3DndpuWBb3Ke3aHgiwF5Ub13bD4N+PRrN16+7m7+vFXsEJts33d3CQ7zHA7dHTw6ao8+lahHmHmIdWH3FLrzSFBs38n4+NcVSgWBMbBtDUxG7PLS2zf25ZwJEjHGEoNrElEuzE/b3v8f+z65HC+PhLGB8/gGJmokRJEB2FbX8fwJkCf6UNhnEPbPsGAGEU6k9EQCAQRCDQCsOYPYMqNYF0+gEkk68AKBYmIRhGE2y7E4Vs3oiaEY1eAaJ+AIXElwKQhm2/junppwHEZv1GX187vvjF67Fly9mIRmdHnpTi+/kf/8FiZ2Ji9l/p7QVuu42jceFw4SuxbRY5w8PeIweGASxblo3q5DM5CezbxwK7WP/QprSjo4Xr0drK/a+UaCEC2tv5X6HoVDjszfV8rtELlFICtKmpdq7nwoJABE/1EcFTKfSgOTzME0450mkeYDnqwq/pwXTtWo7slEtxxGLA/v3Z0LsuNx4H7r8f2LGjfD2SyVGMjGxDMjkK2+Yoi2GkYdsxAP8E4HflC8FGEH0VwNlQKpopA+AITCsCgfKpK8s6glTq/0CpEdh2MlOGAaUMKNUDIFK2DMNYhmj0GhA1QykWPkQpKDWB6enHYNsny5Zx6aWr8JWv3ITOziZEIlxGPA6cPAn8/d8Dhw6VLQLvfCfwJ3/Ck2Qwo7+0YBocdJf+yt3jo9NX69dz2aVQCjhzBjh4kPuG7h9KsRgeHOS+Uo4lS4A1a3Q6MlunSIQFQMBBdrS11Z8LerXQz+zkJAu/clExLfDa2urvWoR5jwie6iOCxy+6mSYngZER947m09M8+dg2sHQpp6+cTCK5f39oCNizhyeyX/4SeOAB/tp5GQqx2BEMD2+DbcdB9CSU2oriEZdifBjA/wTQhFCoCYEAp6+c18NGOr0dyeQDANIAOgG0wt1YQAgG34Vg8DIAQCr1K6RSr8LNRutg0MTtt1+CO++8HJZl4pvfJDz5pLuITDAIXHcdcO21PDEOD3tPX+ny1q3jiImbiTadBt54g6OB+ekrpwQCLHoWL86meHT6yimGAXR1Ac3N/H2txYJXAQpk20BH8Wp9LUJDIIKn+hRtY/e7WhcoySQwMOBstVyIaJQnk44O95MIwINtTw9PYp//PEci3JdBaG5eCdvehrGxz8GyTrkvBADwIExzKaLR/wGlykdkZtfDQDD43kxa8Dl42zuvkEq9hFRqF1jkFMgrliGVsvCd72zDE090Ixjc7FogcBnAgw9ySnLNGn8bX885h6MpXj7tp/fkHDzIER8vpNOcIlu/nvuplwnetllcRCLuBH21OH7c+zObTgOnTgFnny1iRxAaAclSu8DvR5yJiu/5cEOhfSXu6kEgcpCPK1lGEkT+ug9RCER+P7qegBexk8vYmOVJ7OSSTPr/lE8w6P9og0oEbA2jcSb4Sh1LIAjC/KcO1mCCIAiCIDQC995b3fL9pMwkwiMIgiAIQsMjgkcQBEEQhIZHBI8gCIIgCA2PCB5BEARBEBoeETyCIAiCIDQ8IngEQRAEQWh4RPA4ZHSUTzr2c65HOOzvfBOl2P7g0kv9nefT0bEKZ531tzCMZo8lECwrikTiBSjlwT48w5Ily7F8+aU+zuIx0dp6CVpbL4b3rmwgFotjYuIYvJ46bts2tm0bwbZt47Btb2XE48APfwg8/bT3s3RSKT7Lp5wdRSmCQbYyic22IXPM+Djw4x/zqeC1ZHycDXjHx72XESztlztnJBI8/rg9LbrSTE9zPbwe5lgvaKsRL6fmC/MXsZYow/Q0D5pjY/xgEPEptNpnxwm5TsxevXlGRoDt2/n/VIoPunv8ceDVV51PkKEQG18GAgpESaTTUzhw4FMYGPg3FzVZBqKbALSDKAKlQgiFPgTTXOPYXqKlxcCqVZHMZGIhlZrGvn0PYWTkdce1iERWoafnJpgmz+6WNYmBgYeQSBxxcS3dANbDMIIgMmGaYXR1bUQ43O7o3WzVEcPw8CCIFAIBoLc3gNtu60V/vzNFqhTfw8cfZzFtmnyy79/8DduPOC3j5Eng9dezflpuTwYnAvr6+G9qh/ZwmE9+djrpWxbwm98Av/41fx0IABs3ArfeynYTc0U6DbzyCrB3L9fDMLjfr17Nz4AT9HPe2lpbPy3LYruSWIzvMxHXqaNjbs1N8z0BvYyD9UKu1YhS3I6dnXxa+hxcS8NbS1QbB+fwiJeWWywLOHoUOHYsaz6oIeKJqaeHj9AvRiUGzWQS2LmTLQPyo0upFAugn/2Mj8AvhmHwxNXUNLsOtj2FWGwP9u69FbHY3hI1aYJhXAPbXot8p3KiIExzMYLBq2AYnUVLCAYJK1eG0dJiwjBmVsS2k5iYeAt7925FIjFatAzTbEdv7w0IhVaAaObspVQKyeRhDAw8AssqdRx1BIaxAUq1QqmZ0SUiA83N3ejoWAfTLD47plJJjIwMIpFIzojqEPF1btnSjI99rAstLcWjV6dOAQ8/zBNJMuewaCKemK+8kh/ulpbiVzI+znYQicTs/mHb2VVsqce8vZ0d08Ph2ZMoEU9q7e2lJ9jDh/laYrGZUQjDYOFz3XXANddU125CKeDNN4HnnuMJOrc99OnRq1axsCv1LDY3s0CrpWO6UnyieqF7p8eSYs90pesxNsb/CtXDMLx5rtUCy+L2nJoqfC3BYHZhWkVE8PhEBE+FGRxkd3LLKh3uJOIHvatr9kDe1MQDktdBUylesb/wAtejVCotlQJ27wb+/d95BZaLdrA2zVKTng3bTuD06X/C669/Jk8sEIALAXwAhhGEbRfuS0QEpUyEw5thmpfMECNEwOLFQfT1hTJtUawMG+m0hePHt+PIkW1QKjc8YaKj471oa7sMhmFCqcKNSmTDttMYG3sGY2PPAchtOANE/VBqGYjMou1hmgTbJnR2rkJLy7IZFhq2bWN8fATj4xMAVNEy2CaCcPPNXXjf+1pnCLzpaeAXvwB+9zu+r8XKCIe5nDvvZPGTO7Elk9w/BgbKh+Qti0VVfpoqFGL/ra6u0pYWeoLVE1tuPcbGgEcfBY4cKZ1uCYVYSNx2G3DeeaXr64WxMY6ADg+XjmqZJtdlwwYWcbnoCS8YrJ3QAfgZHhws3TeArDDWda40sRj3G9suX49IhMe7evBPy0enr4aHy0fDibif6jGzCojg8YkIngoxPc1CZ3zcXV43N7ybOwB5HTSHh4Fnn+V6OE1J2DZPOE88Abz8Mv/9RYvcDkAJpNMxHDx4F86c+RcAZ4HoJhC1wradFWSaAdh2EKHQFTDNdWhrC2DlyjBCIYLzZz2FZDKB/fsfxvDwAUQia9HTcyMCgQiUcjayE6WQTscwOPgQ4vHDAHrA6SsTtu3sxpimAcMIvZ3misWmMDw8BCIFy3L23ITDhO7ubJrrlVf4Hun75YRoFFi2jNNca9YAJ05wREUp5/001zU8nebyVq5055ulveC0kN++nftpuYVBLqEQu8H/0R/xc+KXVIr7+/795SfmXHRkYs0avqbclEYt01dDQzwOuRmWK53mSqW4HomE+3q0t/O/eklzJRLZPu/2Wrq6qpLmEsHjExE8FeDECeDQIe8b2IiAs84C+vv9DZqvvAK89pr3zdGpFIf0Dx/2XgfbnsLevf+KwcFDyE9fOYUoiA0bPoaenjWz0lfO65HEiRNJpFKhWekr52UkcOrUDqTT8VnpK+cYMM3lUMr0vCk5FDLQ378MSgVmpK+cQsSD7113sQDy2j+IgCVL/AnyWAx47DGeTLxsojUMYOlS4HOf85c+GBnhqGZ++sopOmp15ZW8mq/lJB2LcbTO63BMxFHlnh5/1zE5yWLHTz3a2lh81Vr0jIzwotHPtQQC3FcrGPETweMTP4KnDgOQteHMGX+79ZXijZF+H4zDh/19EiwYBE6f9jfYGEYzRkdPw6vYAXg/TXd3v2exw/UIIZ0O+Rw4A0il0gD8xKcJlkUAvC8ObNtAPG54vhalsnt5/PSPUMh/ykav/r1+Ysi2geXLvf99zZkz3sUOwG26aFF9uMO7jerko9TsdKMXJifrox6VoNBeHTcole1ftUxxCpVDbqMgOGL+RkLzqcRkVIky5nFwWRCEeYgIHkEQBEEQGh4RPIIgCIIgNDwieARBEARBaHhE8AiCIAiC0PCI4BEEQRAEoeGp2cfSiegIgAnwUbhppdSFRNQF4F8B9AM4AuBmpdRIreooCIIgCEL9cO+9M793cC7P29Q6wvN+pdQmpdSFme8/A+BppdRaAE9nvhcEQRAEQfBFrQVPPjcCuD/z9f0AbqphXYSGoRIHvtTBSWqojwPdAH+HdGrq5VqELHJPhEamloJHAXiSiF4iIh2UWqyUOpn5+hSAxflvIqI7iOhFInpxYGCgYpVZtszf8fKG4e9oeM073uH/mPvzzuMyvJ4OatsWurs3gc02vVbExIkTe2HbNrwKDu0I7f2UUwVAIRwuYTdeBsMAwmGFdesI0ai3tmATQgutrWnP5oqmCYyO8om8XiHik2P9nizc28v2AX6u5fBhtlPwc2p0Xx/bKfipx5kz9XEAYkuLv/tCxO3p91paW/31jUrVoxK0tfm/lkiktoaoufPd5GTl5ruFSs28tIhomVLqOBEtAvAUgLsAbFVKdeT8zohSqrNYGZU2D02l2IHajc2EYfC/det4IqjECikWA55/Hjh+3PuEMDkJ/OY3bDPh1IBUKQvJZBJ79+7F2NgYgBgM4wCUGodSzhrEMAJQqglKXQZgEZqagti4sQdNTSEYDpWLYbD9QVcXGztOTrI55PS082sBLKRSUxgY2ItUim3CtceZ03sbjRo477xWfPnLG7BqVRN27IjjL/9yAIODFmIxZ89NKEQ466wwrr22B52dQZw4waabyaRza4ZgEFi1CrjmmtkO304xDBaPa9dyedoJWylvk5NSLFp++1tuTyf3hYjrsWYNcMEFbHOxZAl/r58jt9g2sG8fsHMnf+3k3up6nHMO8M531o/Dt22zqJ2YcG902dnpX6xoLIt9qNxYM+hnq6uL3cbrJVKUTnM/j8fdXYs2l41GK14l8dKqMAX28NS3eSgRfR7AJIDbAVyulDpJREsB/Eoptb7Y+yoteDQTEzyITk+XHkANg1eZK1fqVXxlOXWK3ajjcTcT/UyOH2cz0dITrA3LUjhy5DCOHTuOmREZBWAIwH4Yhg3bLqzATNOEZRkALgCwDvnBw56eJqxb14NgkGb9TKMnvFzn6rdroVi8HTrEXxcTgkQ2LMvC0NABxGJnil0wDKP4vY1GDTQ1mfjiF9fjiit6ZkS50mmFH/xgHP/wDyNIp1VRI9BQiBAOG7jhhh6sWdM042eWBezZA/zud6WvJRTiCMaNN3If8wJHqIANG2aLJa8TbC7JJLuVHzhQ2q08EOC/f9llfH/zf7ZqFbB4sfcoRzwOvPACcPRo6UVCIMAT2aWXskCoR5y6lWvD0K6u6ow/ySQ7jadS5evR0sL3tV49p6an+VpK9VGAr6Wjw390qAQieCpM3QtgSlQBAAAgAElEQVQeImoGYCilJjJfPwXg7wB8AMCQUurLRPQZAF1Kqb8uVk61BA/AD8WpU1kH9dxmMgweLNev5wGnmtg2sHcvTypOV7D5WBawe3d2gs0tw7YtjIwMYf/+g0ilStl4WyB6E0q9BcNQea7hJgyjH7Z9EYBI0RIMg7BqVQeWLm3LmIpm+yURt2l7e+nBO50G3ngDOHlyZnSCSMG2bUxNncDw8BtQqnRorJDgMU1CMEj44z9ejk9/uh+RSPGKDA5a+Lu/G8JTT8UQj6ucMvg6L7usHZdc0oFAoPj4NjXFk/Tx4zMFrU5Hvv/9wMUXe5vMtHBYuZLTtaUGb6cTbClGRzlyNTIy81oCAa7Lu9/NdSlVj5YWFmbRqPcJfGCAFwlTU7PbNBQCLrkEOOssb2XPNbEYT9L5UTjt4t3Tw2K2mijFEdaRkdnPCxFHC3t6/LnezxVKsXv66Ojsfq7TV93dVY/4ieCpMPNB8KwC8GDm2wCAHyml/p6IugH8G4AVAI6CP5Y+XKycagoeTSrFofvTp/l70+T0VU/P3IZtYzGeHN96y3uaa2qKU2UnTiik0zYSiQT27t2H8fExF6VMwzAOwLbHM5GPlkz6qsdxCdEop7mam0MIBFhkdHe7GzQnJzmqMDXF15JOT+LMmX1Ip2MuriUbvg6FDGze3IYvfnEDzj7beRx75844/uqvBnDypIV0Gli5MoJrrulBe7vzUfPkSRYLiQR/v3YtcPXV3iIQOrXQ08OpIqdtqtTMVbAXlAKOHOE+psXGunXA5s3u7u3ixdwGWvS4fc5sGzh4EHjxxey1nHce74+rl/SVU2wbGBvjiVqpyqev3NRjZCTrpq5TpE1N9ZO+cko6DQwPZ/fDmSY/L5Hia7VKIoKnwtS94KkUcyF4NJOTvDJYurQ64WOnvPoqR3v83LZf/GIYv/rVGRw/frL8LxdlGkAQwGp4fYY3b+7B6tUtaGoiT4OmUsALL5zC0aMDmJ4e9FQHALj55iW4+upFuPzybk/vtyyFL395EolEAKtWeUv62zZHJ5YsAc4+21MRADh6oTcVe63HsWP+PoWVSrHg6Ovj9IAXTJOjMX6etXicI7T9/Rw9ms+kUrzoaWmp7fiTTLJQaG2t3/SVU+Jxbtf89HmVEcFTYdwInnm23qkdLS31MWi2t/Mq1emG10I0NSUxPHzaZ00WwTS7YFneR4pUKoXmZu814ND+lC+xAwCbN7d7FjsAp8IuvbQVR454r4Nh8AZav6tMP2JH18M0/QmeYJA3BPvBsrgOfib3SIQjO41AMOh9w3olCYXmR/rKCZHInEV1hDphnmt0QRAEQRCE8ojgEQRBEASh4RHBIwiCIAhCwyOCRxAEQRCEhkcEjyAIgiAIDY8IHkEQBEEQGh4RPIIgCIIgNDwieOYZSvm3s4jFFCwr6LMmp6HU675K6Ow0fPsZJRI+DiTKEImYnr3KNGfO8MFwfqjE4WfptD8HcoDPfPFbl3DYfxnj4/6uRSl3ppGCIDQ2cvDgPEEpNnkE+IC64WG2VihmXlmIdFrhySfH8NBDcaRSS2AYU7DtYQBuTplLgujHUOonsG3AMG6Abd8DwPmpaOEw4Y/+qAMf+Ug7DIMd6l980d1hiqlUGq+8chivv34KAE+ubie25uYA/ut/XY1zz+3F8eMKbW2E9nZ3J8iOjgLf/jbwq1/x3z//fODcc90dmGeacG2tUaiMnh4WCRMT/uwHenv5WoaG2I7EDdrjKRTKluFVCO7axeWtX8/t4+ZaEoms8aVumyo4XwuCMI8QwTMPiMd58NarXe1jc/HF7F107Fj5yX7Pnmncd98AJiftjLAgAM0AmgCMAJhwUJPnQfRVEE1BqYzxE7YCeBzAPQBuRrmg4WWXNeHuu3vQ3EwZ53T2TVq5kj2YDh8uXQOlFN544wx++9sDUMp+28TUjeAhAq68cgnuvHMtwmEDgYDxtrHgxARPjuWiaJYFbN0K3Hsvf63F2muvAfv3sxt3X1/5urS1sf2Cn2P629sxQ6gpxb5H+lrcGkxqP67ubi53cLC8sNYu0/mWAz093DZafLhBKX7Pnj3OzXotixcDsVi2P1gWR+DCYa7PfPPTEgShMoiXVh2Ta3JX7DbZNk9G+/ZxtCGf4eE0fvCDQezZE0cyWbgQw1BQKg2lBgEkCvzGSRjGV6HUHigVL1gGUROAZVDqKwDOn/Xz5csD+MxnerF6dQiRSOHZPZ1m0bFtG0/Y+YyMTOK55/ZhbGwKqVThqJSerItZI6xd24J77tmIpUujCIcLh2GIeHLs7ub0Tj67dwNf/jJ7X8ULNwcCAfbFeve7C1uShMMcSTFN76mfSITL0M7oxa6lqQno6vJu02DbHOkp5JgNcPnd3aXrYdtZ122vQ45hsPN7f//sa9ER0HLlE7HIdBvJE4QKIV5aFUbMQ+c5OtowOup8crAs/v0DBzicn04rPP74KB59dAyWpRzuhbBhGNOZNJcFIAGiH0Kpn8IwLNi2k0IiMIyrYdufBdCFSIRw220duP76NgSDBMMo/bwrxddy+DCnuZJJIJlM4+WXX8fBg6dg23bZNtHRHsPITtCtrQHceecavO99ixAKGRmn9/LltLZmIzAjI8A3vznT2bwUWgCcfz57OpnmTGdmr0InEGCBEQ47n7T9umwrxf+Gh1m4ACwGe3r4fyf10GV4SZVptNfXunX8t4n4XgwMcL9x8rwQzXT7FoQ5ZEEKngKipJqIeeh8ITd95UaLmiav4rdsAR5+eBpf+MIAYjG7aFSnMAY4xRUF8BiAz4FoGkolXZhJxkH0cwBP4tJL/wl//dcfQTRKCAadzcxsCAqsWcMr+XvvPYVHHjkIpSxYlrNryW+3q6/Opq9M0/myXkcNJieB554D/vmfOQrldIOzbrNduzjN9bGPcYTCT2Sho4MjFG7L0Gmu8XGOPLlN6+jIWVcX//1kksWCm3rkpspaWjjN5Ha9Zdv8b+9eLqOvjwWPm3K0qB4YmBklEwShsRHBU2cMDTmfUPMhYuHzta8NYmTE28dbbJvAAvlzAEY8uWZbVhJAEp/97NWIRr3lUQyDN74++OBez87dtg2EwwbuvnsDTNPbwkopYGwM+N73vH9iKJXiydmv2AkGvYkdjVLcP/zUQd8XP5/kyo28eUULn+lp7/VQqjKfSBMEYX4g65o6oxIZRqeRkNL4nJEAGIbHTSO5tfBZDU5v+WsP2/a+/yW3HpW4lnrBb12Uqq/rEQSh8RHBIwiCIAhCwyOCRxAEQRCEhkcEjyAIgiAIDY8IHkEQBEEQGh4RPIIgCIIgNDwieARBEARBaHhE8AiCIAiC0PCI4Mkwjx02hDlBOkilkWcuSyXaol7as17qUQm0HYrQGCx4waMUe1CNj/s/GK4ShEL+DmSzbWDNmhBCIe+FBAIA0WoEg82eyzCMMI4dO4xk0uPxxOCTjRctiji2pSiEbQNjY2nPpyQDgGnaGZNP7yOf/vt+7q2fa9Akk/4Hcdv2X4Zp+p9IKtEeqVTtJzX99/3UQb+/1mOYvoZa16MS6PY8dYqfG2H+s6AFTywGHDvG1gEjI1kPq1o+rL297FfkdmJUii0p3ngDuOqqxfjgBzsRClFBt+9isDUFYfXqFtx883a8853/A4FAE0zTeSFEBoAwlLoOn/rUm/jhD48iHrdg285Hc30te/YAV121BRs3LodpGmWNR3MxDMAwDPT1rcB3vxvACy9kJzen2LZCPG7jRz8awaFDRzE5OQGlbLiJ9gQCbPJ53XXAypVAc7N30WNZ3F+nptz3UdvmNt29G3jgAS7HrYWJ9qAaHASOH2ffN7f10GWMj7t7Xy7aQqWtzf9pzdPTPKGlUrV57m2bJ9NTp7zXQ5dx8iT7k6XTtbuWeJz7Vj2MpV7RQmdykvt5IsFtOzQ0P69HyLIg3dJTKe68hUwHiYD29uxgWqvj7y2LRdjUVPlJOp3mh3PbNr4uTSxm4amnhrF79xRSqdKFBIOEtrYgLrmkF11dobdfn54+hRdeuAvHjv0c6fR0yTKIIiBaDdv+KwAr3n69tzeMu+9ej02bOhAOl/ZoSKd5sNy+nY07NRMT03j++f04c2YM6XTpUcc0DXR2dmD16vWIRCJvv97dDXz4w8DixSgrBBMJGzt2TOPrXx/C8HA2lBAMBtHb24tgMIhy64VQCLjgAuCWW7g/Zcvma0ynva/qw2F2C+doXOnftSyeTA8fnhkVWbIEuOwyIBotb51h23w/Rkdn1jka5XblCFjx9+sIxPg4LzC8Xrd+PtvbK/9sNjfztczFc1/KOb61lZ3ty9VDR9qGhnjxlktbGxvNzsW1aF+zwUEWPBoirkNra23HUjfohcHgYOGojjbQbWnxfD3ill59irbxghI8nN7gQbfcZQcCPKGEQrV1Uk4m2dW50OSoH84dO4CDB4uXcfx4Alu3DmB0ND3LPT0YJBARtmzpwqpVLaAiT/Hp08/iuef+GNPTJ5FKzRyhDSMC2w4B+O8Afg/F+tu73tWJv/mbDejoCCIUmjnDWhZf6/btvEIsxrFjQ3juuX1Ip9NIpWYKn0DAgGkGsW7dBnR1dRUtY+NG4Prr+d7mu4YnEjaGhy186UsDeO21RNEympqa0d3dDdMkKDWzg4TDPCjefjuwalXh9yvFInV4OPu9F/TkWKiPWhZPhHv3zp4QNUTAOecAmzfrqNjMn+vogRZoxcgVIfldyLZZ5Pk1xo1GuV3dOr27wTB4ktYTWqUnaS10Jid5QVPsvhsGi69odPY90WUUEqC5mCaXEYlUZwzT9dBbAopRL2NpKfS1DA/zvSkFEV9Tby9fk0tE8FQfETyxGA/abnPl0Sg/rES1e1hzB0i9qrMsTl/t2OEsv6yUws6dE3jyyWEopZBOA4ZBWLeuBZs2dSEUKn9xtp3G/v3fxc6d90CpJGzbglImiD4Mpf4LgGjZMgIBwh/8wXLceutKhEIGiADLIuzeDbz6qrN9GZZlYdeuN/Haa28CUJn7Sejv78eyZWfBcHCjgkHg8suBLVsA0+QykkmF++4bwc9+Nu4odE1E6OrqRHNzKwyDEAhwSvDmm7lsJ/3FTSSvGPmTo21zuQcOsFh2QjQKvPvd7OgeCGTD+oODnPZxQv4Em5sCy135u0Gnr/T1zRXBID/3wWDlnnvb5ujy4CD/7wQdydMu904FaC6RCJdRSNB6Raevhoac76Wqh7E0F/28KcXPnx5fnULEUcHOTlfmwiJ4qs/CFjypFOdivULEnVqHZmuFbQNHjvBg9/zz2eiAG6anLTz++DAGBtLYsqUbnZ3ulyjT02fwy19+CoODb0KpTwNY7rqM7u4QPvvZ89HT04Lf/pbKrqoKMTkZx/btB2BZhNWr1yEcDrsuo6sLuPzyJAYHk/jWt4YwMuI+SR8IBLF58xKsXWvillsILS2ui3h7H4efPQKhEPfR0VHuJ1429S5axGItmfSeeopE+HmJxbgMrwQCfD2V2KvjleZmnqQB73VQisegsbHZ6SuntLZm722xaF052tuzaS6vWBYLrZERbyK2AimhipFK8fUMDTkXoIVoacn2EQeI4Kk+Rdu4isHh+kEpfri8ajsdYan1Q2oYnBp4+mn+3wvRqIkPfagXIyPeP+USjS7CqlXfwOjooVlpJacMDSVx331ncMEFHtRBhpaWCC666HxfG2CHh4H/9b/GcPy4B8WVIZ1O4frr43jve71fSyjEq3mn0ZRCJJPArl3e+wbAm16PHAGamryXEY/zJk+/LF3qauVcFaamslEJP5w44e/9ExMz97R5YWrK/94nvR/M71jqZ/N+pdCRMr9rftnIPH+og8CiIAiCIAhCdRHBIwiCIAhCw7MgUlqCIAiCIFSPOd6n4wmJ8AiCIAiC0PCI4BEEQRAEoeERwSMIgiAIQsMjgkcQBEEQhIZHBI8gCIIgCA3PghA8+ph7P+/3e0JpOg2cPg28+SYfvOWlPqkUH89+443AihXlf78QbW3ARz4CfPrTwJo13soIBoFLLlmET31qC/r7OzyVcfbZLfjDP1yGiy6aaazphtWrge98B/j+94H1672VsX498JOfdGHr1j6sX+/CWj6HVauiSKWasHOn8nySLsAH3C1Z4t0rqr8fuOsu4D//Z+9tev75wAc+AJx7riefoIpAxBYX/f1sKeHVhqCtjZ8TbcTppR4dme7t93C6FSu8jyH6pPcVK7zfV4DHoGPH/Jm3BgLA8uXwdJo4wAdJ+h1LK0Ukwv3Mj2WJtj4R5gcLwloCKG3CWQqnzsXFUIoHmNxBhijr1eNkUilkeppO85Ho27eXNu7TBAJsELl+fdbZOpUC3noL2LqVj6wvx8xj4RUAQipl4ciRETzyyAFMTJQ/4re5OYBbblmDiy5ahGDQABHBsvjE4wMHnB3x3toKfOITfD3a9TyZBH79a+Bb33LWHh0dwK23Zid221ZIJhUefHASX/rSCCYmyh+f2t4ewA03dOOssyKZa+E26uvjydqrcCnmTF68Hux63tnJf1N7aW3bxv3DyYnaS5YAN93E9zcUynppvfEG27LM1TDR3g5s2MB1ME13po6afO8o7T83POzc2qEavk/aVXxoyPmJ2s3NfE8Mg+tSzJncDXqS7unhtvJCOVfxQsylg7sbvPiTAVlB7NL6pGGtJeroY+kL20tLk2/CWYp80z4vTE/zQ6QH3HyIWDwUc7sGSpueanPG/fuBl18u/rCefTbwnvewOMhfjejJ8fnnWTAUK6O5ufhqm81IbWzbdgTbt78F2559sUTA+963FDffvAahkAHTnF2QNkQtNsEaBkcffv/3C19LOs0D1z/+I/Doo4XvsWkCV10F3HBDYWPIVEohHlf4/OeH8OCDkwXrYZqE3/u9drznPe0IBGiWw7yeaNetY0dlr0JZT47FvJMCAeCCC4C1a7Midua1cB/cuhU4dKhwGZEI8KEPAe94B5eXX4ZlcTn79jkTxV4Jhfg6uroKr5idTLDl3MGdmHcGAlxGOFw9g0sn7vHlzEu9mHfm49eBXo9JsRiLyWJjajXMSyuNvpbx8fIRMJ/tJoKn+ojgycW2WfQUSi2VGzSdoAfmRMLZyriQoZ4emJPJ8mXoSek3vwGOHs2+nr/yL1fneJwnxwMHsq8Hg2woWWgynF0PC7FYGg89tBeHD4+8/frKla24/faN6O6OIBQqHf/Vq629e2caT65dC9x+O6+oykXF4nGO5n3pS8CePdnXN27kMlpaypcxPW3j6NE07r57AHv2ZGfYtWujuOGGHkSjhUVbLqbJnlQbNrBg9IJS3I/yV5+rVgEXX4yMQ3vpMpJJjuQ98khWtBABmzYBV15ZWDzmo13dDxxwvqJ3AhGnSPr7s1GMYuhJqZCzdXt71ifKSRl64ZMbdW1vz67Wqx2BKDbBGgY/r9prysm16AiyVzxGKmbVY2Rkpt9XJcbSuUYvTgstNCoRGYMInrlABE8hdBgzleJO7jfkWij15BSi7OoyFuOBw20Z2sX4+ed5f06xlX8ptLP81q08SHkx+UulLLz11ih+8YvXceONK7B5cy9CIQNunnXL4sn51Cng4x/nCISbPSVK8f3dvh24/36OCq1fzyt352UoJBIKjz46hW98Yxwf+EAX+vrCCAbdjd6GwUaYK1f6T3MBLGLb292VpSN5v/kNcPAgcP31zsRjLjrqdPQo70XzS0cHi0Engiu/HjpFZVnZyKObSVWXMTTE/3d3VzZ95aYeOkVlmrzwcTv+6DTXwIB341h97T093ve06D42OMjPWT2mr5ySn+bS+6haW31fjwie6iOCpxg6JKsUr8b9DHinT3N0oZZNqv+2Ut6vxbaBhx5ythemeD1sLF9OME0Fw0ej3nKLsyhGMbSAs20/qUmFn/5URxS8jVfhMEdk/PSvcBjYsqV8JKQU6XT2/V7LGBkBXn3VXz/v6GAR62fDp237n1ArUUYlqEQ9hob8O6p3d8+MNHshN2o2n8kV1p2dFducLIKn+hRt4wXvpUXkPd2Qj2XVVuwA2UHGz2BjGN43RGbrYWT2P/kb9UIhf9eiByk/QkMp8j14+/2kIMCREKX8tYfXCFMulsXX43XvCFCZT4BVIhpTL6mWStSj3L5EJ7iNCBdivgsdjRagPT21rolQKerkcRcEQRAEQagecy54iOgsIvolEe0hot1E9N8yr3+eiI4T0SuZf9fMdd0EQRAEQWhMapHSSgO4Wym1k4haAbxERE9lfvZ1pdQ/1KBOgiAIgiA0MHMueJRSJwGczHw9QUR7ASyb63oIgiAIgrBwqOkeHiLqB7AZwG8zL91JRK8S0X1E1FnkPXcQ0YtE9OLAwMAc1VQQBEEQ5pbc+W5yUuY7v9RM8BBRC4AHAPyFUmocwHcBrAawCRwB+mqh9yml7lVKXaiUurC3t3fO6isIgiAIc0nufNfSIvOdX2oieIgoCBY7/6KU+hkAKKVOK6UspZQN4HsAttSiboIgCIIgNB61+JQWAfg+gL1Kqa/lvL4059c+DGDXXNdNEARBEITGpBaf0roUwB8CeI2IXsm8dg+AW4hoEwAF4AiAP6tB3XxRLwdu+T2cDqjYqaK+se3a10W7dvuhEvfEsuqjj1XiEMVKHJLXKCf6VopKtIM+XVjatPGpo5OR54xafErrWRQ++vmxua5LpdCDRK0nZu3LMzrKx8MXc1ouhTYRTaX4nxPT0Hy0dUEy6d1kTxv17dgBvPOdfDKvl/Y1DGDx4tKu9eUIh4H/9J/YlyuVKu5wXYxgkD2SVqxg+xHLcj/hp9PsYbV3L/DRj3J7BIPuyqgEts3t0dnJR+57aU8itnMZGfHmHZVrImpZc2f4We90ds60ynELkb/TswWh3lnw1hJ+KOXePNdoc8nRUa7TxAR7g2ljxXKTQa655DPPZCf15uZsGeXQfyPXddot+j3avTkeB154AejrY4dwLwaP0Sg7cmtXaS+TwfLlbED62mvArl3OxFMgwKLk2muBc8/luq9cCRw5kvX3Kodlscjavp0dzwE2h/3oR4H3vpf/xlzYI2iDysFBvietrdy/hoedT7D5btOTk8D0NIueaNTZddg2983Bwaxr+8TE/HPlrgamCfT2soGoNr10el+iUb4PlbAeEYR6ZcGbh3ql0MBbq3rkuvrmQ8TiobW1+GSQTALHjrFD+uho4TK6u0s7p1di0CTiSbSrq3A0JxhkF/ieHu8Gmuk0myz6MXmdnGRhePp08TY3TeDCC4H3v7+wQ3ssBuzfz5N1IeGjFIudPXuA3/2u8Mq7rw/40z8Fli1z5wLvBi3qR0eLm8k6mWDLuU2Hw3xf2X+teD2Gh7n9CxGJZPvGQhY+ALfV5GTpKFy+ABXmhLoxD23glJa4pVcKPfAODXFkp1bo9NXQEE+e5QgEeGALhbKTQTrNK+yHHwYOHSpfRjDIK8hgMDtp6cmlu5sFjxfcDrxtbcCGDTxJek0jxuM8SfsxfD1+nCMvyWRW+ASDwJIlwA03cFuVQvej/ftnprm0kH722eKTey4XXQTceiu3RyXTXLbN/WN4uHyqQ0cVR0ay3wPlRWw+ra0sjHSKyksUta2NRb6kufi+jYxw++X283ICVKgaIniqjwgev+hmmpysbfpK18NreqapiQc6gCfUZ591n7dvbs6upHXqyeug6Wfg7esDVq/2Hu1RiqMWepL2gmVxiuu111hMXncdsHGju/pYFu/POXqUhdj27Rxxc0M4DHzkI8AVV/if6JXKiq5Ewt17LYsF0tQUi6+eHvfRJ8NggdTcnI1eplLuyjDNmSJ8oU/qOgqXSnG7OhWgQsURwVN9iraxZGwdkkwCZ87UflOf3uzpduNs7vt37wZ27uQVuRempnifzurV/gZNvZr3mn44cYIjQitWeHs/EV9HMuk9WmeavKn60ku5LC8RFtPk/UkPP8zCyYuYTiSAH/8YWL8e6O93//5cTp1yL3Q0eh9JZyd/7UVo6L1CIyPenzfL4ud1xQpJbwEsOvv6uF1kn46wUJGu74JabkrOxW89bJsjCX7xO5F42YCcTyUClJVY/Uej/tNJXj69lU8l+mglyqjEpFrrxUWjQSRiR1jYyNpHEARBEISGRwSPIAiCIAgNjwgeQRAEQRAaHhE8giAIgiA0PCJ4BEEQBEFoeETwCIIgCILQ8IjgEQRBEASh4RHB4xDDyB6m5hV9yrGfs2cCAT7gzk8Za9cCH/6wd/8cwwDOOYcPuPNaDyL2xfJzMJxh8OGFfs/iaWricrxi22zsefy497pYFnD++XyIoddzgVpasqdo+6G93btNCMDPSFeXP3+mQKAyZSz0E5YFQcgix1A5JBDgSbGlpbSRYiH0Efvag6q1lU+R9XLScTjMFgatraWNFAvR2soeVJEIT9Lvex/wwx+yEaZTVqwAbrqJyzJNdhE/cAAYGHBextKlfDJxJMLtsXw5+0kNDTkvo6uLTxWuhHdUNMp1aWtzZ6egPZ60QeOZMyx6NmzgspyWoU0e161jN/VLLgEefJBPPHYCEZuU3nwzt4dS/ib65mYWgaVMaYvR3s7/iPhZSST4vjotQ59+re1KWlr4kMyhIecHEeYa5gqCIGjES8sDtp09/r7UicW5A2++v5Ft8wDuxa8otwwnju3BINtA9PbO9p1KJNj1+3vf4yhFMVpagGuv5ahMvsiwLJ749+0rbWTa1MST+ZIls098tSwWgPv2lW7TSISFTltbdbyAnBpm5no85T9ChsECd80aFqfFKOYyrr2sdu0CnniidHusXs2eOB0dlXdM18adExMs8ksNFcWcynUZ4+Plvd+iUS4j/wRuJ47tmqYm9tCqxCneglAFxEur+oh5aDXQFg2FVp/aoK/cwOvGkbpUGbEYl5FvC9DXxz5N+RNR/vvTaY70/Ou/zhQthgFcfDFHEAKB4mVo9/aTJ4E33ph5LYYBnHcep2xK1UOXcZJg5CAAAAzhSURBVOwYG2nmXothAGefzdEgr2ahTik1wdo2R+cmJ0tP3vq+r1wJLFs2s77aYDMWK12GZfF9eeIJ4OWXZ/5uWxvwiU8AmzaVFlWVwLazzu75gjYQYIERDpfv57bNZUxPzy6jp4evw0kZhRYauVFUETpCHSOCp/qI4KkWenLU7uVeBl43K9hyZehUWVsbp1bCYeeRkHSaIxc/+hE7dq9YwXt9mpudp4505OrgQU7x9PVx+iocdu7jY1n878ABnty6uzmqY5pz6/CcO8FOT7PIGRnJtrUTDIOvXae5JiayZTglleK+odNcH/wgO6MHg3PfHslkNkWVm3pyKkBtO5vmsqziEdByZeiFhm3zvqWWFv8u8YIwB4jgqT4ieKqNXgXrQderS7TXvT0apXgSaWvzHglJJDhSk0p53yNjWSxUWlq8GxZqM03DmNuJPZ90mt3lp6e9b0o2TY70mKa3MnT0a9EijoRUOn3lph659fcSTal0GSJ0hHlERQRPA4uVSlC0jWXTcoUwDP+bRQ1jdrjfLXpTtB+BoNMTfjYEm2ZWdPkpo5ZCR2NZHFHwszbQ/cJrGUS8x6W5ubYpGy0u/PT1eilDEISFhWS7K4gMvMJCoRJ9vV7KEARhYSCCRxAEQRCEhkcEjyAIgiAIDY8IHkEQBEEQGh4RPIIgCIIgNDwieARBEARBaHhE8AiCIAiC0PCI4BEEQRAEoeERwSMIDpjHB5ILguARpfjEeaExEMFTZ7S3+ztMjai8KWU5bJtP9fUDkT8rhnoiFGJLBz8nHNs2nxrt596mUrPNYQVBqA7alPnECbb8kWdv/iPWEnVGayvQ1JR1lXYqGLQ7d0+Pd7GijT8HB9lPywtEWffrWvk9VRoiYONGNkLdt4/bxungZxjsbbZuHRCJsEXF4CC3s5t7G40CXV3efckEQXBGoXFwfJw9Dnt6eHwW5icyfNYhpskRBaeTI1HWMNRLBCHfad0rRDwpa+fqRqO9HdiyhVd8hw9nDWMLob3I1q/nNtFEImwiOj7ODujl7qtp8iAbiVT2WgRBmEmpcVD/bGCAI749Pf68BoXaIIKnjtGT48QEP4T5k6Pflb9+iGMxYHjYe8iWiE0tOzvrw+yzmhDxPentBV5/nQfA/HYzDODss4GzziqcBiNi8dTczO1eKJLnV8QKguAc2+bncGio9DioFEd9TpzgaHxHR23NfAV3iOCpc4h40tOTYyzGr/tZ+Wuhk05zBCmZ9F63RktfOSUU4jTXsmWc5orH+fXOTk5fOWmPQGB2JA/gkHlXV+OLR0GoJXoc9JLGV4oXopOT/AxLBHZ+IIJnnmCaHFVIJHjzanOz95X/9DQwNcX/vBKNch381KMRaGsDLroIOHOGRU5Hh/sydCRvaopFkAyeglB94nF+5iYnvb1fC6bxcXlm5wsieOYZ4bD/aIr+9IEfAgEROxoiYPFi/2W0tFSmPoIglMe2/S36hPmHZB8FQRAEQWh4RPAIgiAIgtDwiOARBEEQBKHhkT08giAIglDn9PYCd9xR61rMbyTCIwiCIAhCwyOCRxAEQRCEhkcEjyAIgiAIDY8IHkEQBEEQGh4RPAuQUIgPuvNzaKBXOwpBEIR6oBLjIJG4p88nRPAsQEIhYPlyb67m2rC0t1dOWRYEYf4SDPI42NrqbRyMRIC+PjkhfT4hH0tfoBgG0N3ND/vgIPtz5Tt250LE7+npYcEjCIIw3zEMNurV42Ay6Wwc7O6WyM58pO4iPER0FRHtJ6JDRPSZWten0QmFgKVLWcgYRuGVDhHQ3s6rIRE7giA0GsEgsGQJR66djIMiduYndRXhISITwLcBXAHgGIAdRLRVKbWntjVrbIjYCDQaBUZHgYkJXuXosG13N5uFCoIgNCp6P87y5TIONir1dvu2ADiklDoMAET0EwA3AhDBMwfkhnfHxrIiSBAEYaEg42DjUm8prWUA3sr5/ljmtbchojuI6EUienFgYGBOK7dQCAZlr44gCAubehgHZb6rLPUmeMqilLpXKXWhUurC3t7eWldHEARBEKqCzHeVpd4Ez3EAZ+V8vzzzmiAIgiAIgmfqTfDsALCWiFYSUQjAxwFsrXGdBEEQBEGY59TVpmWlVJqI7gTwBAATwH1Kqd01rpYgCIIgCPOcuhI8AKCUegzAY7WuhyAIgiAIjUO9pbQEQRAEQRAqjggeQRAEQRAaHhE8giAIgiA0PKRKOaXVOUQ0AOCow1/vATBYxeosZKRtq4O0a/WQtq0e0rbFGVRKXeXljUT0717fKzDzWvC4gYheVEpdWOt6NCLSttVB2rV6SNtWD2lboV6RlJYgCIIgCA2PCB5BEARBEBqehSR47q11BRoYadvqIO1aPaRtq4e0rVCXLJg9PIIgCIIgLFwWUoRHEARBEIQFiggeQRAEQRAangUheIjoKiLaT0SHiOgzta7PfIaIjhDRa0T0ChG9mHmti4ieIqKDmf87a13P+QAR3UdEZ4hoV85rBduSmG9k+vCrRPSu2tW8/inStp8nouOZvvsKEV2T87O/zbTtfiK6sja1rn+I6Cwi+iUR7SGi3UT03zKvS78V6p6GFzxEZAL4NoCrAZwD4BYiOqe2tZr3vF8ptSnnrI3PAHhaKbUWwNOZ74Xy/DOA/IPEirXl1QDWZv7dAeC7c1TH+co/Y3bbAsDXM313U8aoGJnx4OMAzs285zuZcUOYTRrA3UqpcwC8G8CfZ9pP+q1Q9zS84AGwBcAhpdRhpVQSwE8A3FjjOjUaNwK4P/P1/QBuqmFd5g1KqWcADOe9XKwtbwTwfxTzPIAOIlo6NzWdfxRp22LcCOAnSqmEUuoNAIfA44aQh1LqpFJqZ+brCQB7ASyD9FthHrAQBM8yAG/lfH8s85rgDQXgSSJ6iYjuyLy2WCl1MvP1KQCLa1O1hqBYW0o/rgx3ZlIr9+WkXqVtPUBE/QA2A/gtpN8K84CFIHiEynKZUupd4FD1nxPR7+X+UPE5B3LWQQWQtqw43wWwGsAmACcBfLW21Zm/EFELgAcA/IVSajz3Z9JvhXplIQie4wDOyvl+eeY1wQNKqeOZ/88AeBAc+j+tw9SZ/8/UrobznmJtKf3YJ0qp00opSyllA/gesmkraVsXEFEQLHb+RSn1s8zL0m+FumchCJ4dANYS0UoiCoE3J26tcZ3mJUTUTESt+msAHwKwC9yet2Z+7VYAD9emhg1BsbbcCuC/ZD718m4AYzkpBMEBeXtHPgzuuwC37ceJKExEK8EbbF+Y6/rNB4iIAHwfwF6l1NdyfiT9Vqh7ArWuQLVRSqWJ6E4ATwAwAdynlNpd42rNVxYDeJDHPAQA/Egp9e9EtAPAvxHRbQCOAri5hnWcNxDRjwFcDqCHiI4B+ByAL6NwWz4G4BrwhtoYgD+e8wrPI4q07eVEtAmcbjkC4M8AQCm1m4j+DcAe8KeQ/lwpZdWi3vOASwH8IYDXiOiVzGv3QPqtMA8QawlBEARBEBqehZDSEgRBEARhgSOCRxAEQRCEhkcEjyAIgiAIDY8IHkEQBEEQGh4RPIIgCIIgNDwieAShASAiK+MAvpuIfkdEdxNR2eebiL6Sec9X5qKegiAItUI+li4IDQARTSqlWjJfLwLwIwDblVKfK/O+MQBdcu6MIAiNjkR4BKHByNh+3AE2yiQiMjORnB0Z48w/AwAi2gqgBcBLRPQxIuologcyv7eDiC7N/N7nM2abvyKiw0T06czrzUT080xEaRcRfSzz+gVE9OuMwewT4o4tCEI90PAnLQvCQkQpdZiITACLANwIPtL/IiIKA9hORE8qpW7IRIY2AQAR/QjA15VSzxLRCvDp5BszRW4A8H4ArQD2E9F3AVwF4IRS6trM+9szPkvfBHCjUmogI4L+HsCfzNnFC4IgFEAEjyA0Ph8CcD4R/UHm+3awX9Qbeb/3QQDnZKxDAKAt44oNAD9XSiUAJIjoDNhm5DUAXyWi/xfAo0qpbUR0HoDzADyVKccEO5MLgiDUFBE8gtCAENEqABbYtZoA3KWUeqLM2wwA71ZKxfPKAoBEzksWgIBS6gARvQvslfQFInoawIMAdiul3lOZKxEEQagMsodHEBoMIuoF8I8AvqX4UwlPAPhUJt0EIlqXcbvP50kAd+WUs6nM3+kDEFNK/RDAVwC8C8B+AL1E9J7M7wSJ6NwKXJYgCIIvJMIjCI1BNONeHQQ7fv8AwNcyP/vfAPoB7CQO1wwAuKlAGZ8G8G0iehU8NjwD4JMl/uY7AHyFiGwAKQCfUkolM6mzbxBRe6ac/w/Abp/XJwiC4Av5WLogCIIgCA2PpLQEQRAEQWh4RPAIgiAIgtDwiOARBEEQBKHhEcEjCIIgCELDI4JHEARBEISGRwSPIAiCIAgNjwgeQRAEQRAanv8fe2JVg6DvQvcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "comp_hex('Defense','Speed','Blue')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "%%local\n", "group_df = df.drop(['#', 'Legendary'], axis=1)\n", "pokemon_groups = group_df.groupby('Generation')\n", "pokemon_groups_mean = pokemon_groups.mean()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "fig, axes = plt.subplots(ncols=2, nrows=3, figsize=(15, 10))\n", "sns.pointplot(x=pokemon_groups_mean.index.values, y=pokemon_groups_mean['Attack'], color='red', ax=axes[0][0])\n", "sns.pointplot(x=pokemon_groups_mean.index.values, y=pokemon_groups_mean['Defense'], color='blue', ax=axes[0][1])\n", "sns.pointplot(x=pokemon_groups_mean.index.values, y=pokemon_groups_mean['HP'], color='black', ax=axes[1][0])\n", "sns.pointplot(x=pokemon_groups_mean.index.values, y=pokemon_groups_mean['Speed'], color='green', ax=axes[1][1])\n", "sns.pointplot(x=pokemon_groups_mean.index.values, y=pokemon_groups_mean['Sp. Atk'], color='orange', ax=axes[2][0])\n", "sns.pointplot(x=pokemon_groups_mean.index.values, y=pokemon_groups_mean['Sp. Def'], color='purple', ax=axes[2][1])\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "pkmn = df.drop([\"Generation\", \"Legendary\"], 1) # [dataframe].drop([COLUMN NAMES]) will remove\n", "# certain columns from a data frame. Generation and Legendary data are not important for this \n", "# analysis so they were dropped.\n", "\n", "pkmn.head() # the [dataframe_name].head() command will show the first five rows of data frame\n", "# This can be useful to see the effects of a change, like the .drop() command in the previous \n", "# line of code\n", "\n", "fig, axs = plt.subplots(2, 2, figsize = (12,12)) #plt.subplots() first two arguements are the number\n", "# of rows and then the number of columns. The [figsize =] adjusts the size of the final output of graphs.\n", "# See point and link 2 \n", "\n", "ax1 = plt.subplot2grid((8,8), (0,0), rowspan=3, colspan=3) \n", "ax2 = plt.subplot2grid((8,8), (4,0), rowspan=3, colspan=3)\n", "ax3 = plt.subplot2grid((8,8), (0, 4), rowspan=3, colspan=3)\n", "ax4 = plt.subplot2grid((8,8), (4, 4), rowspan=3, colspan=3)\n", "\n", "# ^Each one of the above ax commands positions each graph spot within a grid. \n", "# For a better understanding see point and link 4\n", "\n", "\n", "fig.tight_layout() # To understand how this works see point and link 3\n", "\n", "ax1.set_title(\"Plot1: HP and Attack\", fontsize =18)\n", "ax2.set_title(\"Plot2: HP and Attack\", fontsize =18)\n", "ax3.set_title(\"Plot3: HP and Attack\", fontsize =18)\n", "ax4.set_title(\"Plot4: HP and Attack\", fontsize =18)\n", "\n", "# ^The above code purely sets the title of each graph and the fontsize\n", "\n", "\n", "\n", "# Plot 1\n", "sns.regplot(x='HP', y='Attack', \n", " data=pkmn, ax=ax1) #x_bins = 12, fit_reg = True, ci = 95, \n", " #color = 'red', marker =\"^\", ax=ax1) \n", "# Notice the x and y are set columns of the pkmn dataset. The [ax =]\n", "# is added because we have subplots and Python needs to know where to put this graph.\n", "# But this graph has no customization, just the bare bones. \n", "\n", "\n", "# Plot 2 \n", "sns.regplot(x='HP', y='Attack', \n", " data=pkmn, fit_reg = False, color = 'green', marker =\"^\", ax=ax2)\n", "# We're going to add some parameters. We'll add a [color =], [fit_reg =],\n", "# [marker =] command to our function. The [color =] command let's us control the color \n", "# of the graph and the points. The [fit_reg =] command allows use to turn on/off the linear\n", "# regression and just see the points. The default is True, unless we change it to False.\n", "# The final addition is the [marker =] command, this changes the marker used on the graph to \n", "# mark the points.\n", "\n", "\n", "# Plot 3\n", "sns.regplot(x='HP', y='Attack', \n", " data=pkmn, fit_reg = True, x_bins = 6, color = 'orange', ax=ax3)\n", "# We're going to add some parameters still. Now we're adding the [x_bins =] command, and changing\n", "# [fit_reg =] to True. The [x_bins =] commands seperates our data into bins, the number given is the number\n", "# of bins the data is sepperated into. The [x_bins =] command also gives a confidence interval\n", "# to the bins. This confidence interval is the verticle line running through the point. \n", "# The default is confidence interval is 95%, but that can be changed if needed. So in this plot\n", "# we have 6 points each with a confidence interval, and linear regression running through\n", "# our data. \n", "\n", "\n", "# Plot 4\n", "sns.regplot(x='HP', y='Attack', \n", " data=pkmn, fit_reg = False, x_bins = 12, ci = 99, color = 'red', ax=ax4)\n", "# I like what we did with the last graph, so I'm going to add to that. But I don't like\n", "# the line running through the data, I want the graph to be red, I want more bins, and I \n", "# want the confidence on each point to be 99% percent instead of 95%. To do this I turned\n", "# [fit_reg =] to False, [color =] to 'red', [x_bins =] to 12, and introduced a new command, \n", "# the [ci =] command. This command sets the confidence interval of both the bins AND the line.\n", "# In this exampe we don't have a linear fit to the data, so the [ci =] will only effect the bins.\n", "\n", "\n", "\n", "plt.show() # This command shows the graphs we've plotted" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "fig, axs = plt.subplots(4, 6, figsize = (10,10)) # I changed the figure size as well as the number \n", "# of rows and columns in my final figure because now I want a (2 x 3) display of images!\n", "\n", "ax1 = plt.subplot2grid((4, 6), (0, 0), rowspan=2, colspan=2) \n", "ax2 = plt.subplot2grid((4, 6), (0, 2), rowspan=2, colspan=2)\n", "ax3 = plt.subplot2grid((4, 6), (0, 4), rowspan=2, colspan=2)\n", "ax4 = plt.subplot2grid((4, 6), (2, 0), rowspan=2, colspan=2)\n", "ax5 = plt.subplot2grid((4, 6), (2, 2), rowspan=2, colspan=2)\n", "ax6 = plt.subplot2grid((4, 6), (2, 4), rowspan=2, colspan=2)\n", "\n", "# ^I changed the axs locations to match the new (2 x 3) display I want to use.\n", "\n", "\n", "fig.tight_layout(pad = 0.4, w_pad = 3.0, h_pad = 4.0) # To understand how this works see point and link 3 \n", "# of the previous plot\n", "\n", "ax1.set_title(\"HP verse Attack\", fontsize =16)\n", "ax2.set_title(\"HP verse Speed\", fontsize =16)\n", "ax3.set_title(\"HP verse Defense\", fontsize =16)\n", "ax4.set_title(\"HP verse Sp. Atk\", fontsize =16)\n", "ax5.set_title(\"HP verse Sp. Def\", fontsize =16)\n", "ax6.set_title(\"HP verse Total\", fontsize =16)\n", "\n", "# ^The above code purely sets the title of each graph and the fontsize\n", "\n", "sns.regplot(x='HP', y='Attack', \n", " data=pkmn, x_bins = 12, fit_reg = True, ci = 90, color = 'red', ax=ax1) \n", "\n", "sns.regplot(x='HP', y='Defense', \n", " data=pkmn, x_bins = 12, fit_reg = True, ci = 90, color = 'blue', ax=ax2)\n", "\n", "sns.regplot(x='HP', y='Speed', \n", " data=pkmn, x_bins = 12, fit_reg = True, ci = 90, color = 'green', ax=ax3)\n", "\n", "sns.regplot(x='HP', y='Sp. Atk', \n", " data=pkmn, x_bins = 12, fit_reg = True, ci = 90, color = 'orange', ax=ax4)\n", "\n", "sns.regplot(x='HP', y='Sp. Def', \n", " data=pkmn, x_bins = 12, fit_reg = True, ci = 90, color = 'purple', ax=ax5)\n", "\n", "sns.regplot(x='HP', y='Total', \n", " data=pkmn, x_bins = 12, fit_reg = True, ci = 90, color = 'brown', ax=ax6)\n", "\n", "sns.set(style=\"whitegrid\") # aesthetics\n", "sns.despine(left=True) # aesthetics\n", "sns.set_context(\"paper\") # aesthetics\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%local\n", "fig, axs = plt.subplots(6, 4, figsize = (10,8)) # I changed the figure size as well as the number \n", "# of rows and columns in my final figure because now I want a (3 x 2) display of images!\n", "\n", "ax1 = plt.subplot2grid((6, 4), (0, 0), rowspan=2, colspan=2) \n", "ax2 = plt.subplot2grid((6, 4), (0, 2), rowspan=2, colspan=2)\n", "ax3 = plt.subplot2grid((6, 4), (2, 0), rowspan=2, colspan=2)\n", "ax4 = plt.subplot2grid((6, 4), (2, 2), rowspan=2, colspan=2)\n", "ax5 = plt.subplot2grid((6, 4), (4, 0), rowspan=2, colspan=2)\n", "ax6 = plt.subplot2grid((6, 4), (4, 2), rowspan=2, colspan=2)\n", "\n", "# ^I changed the axs locations to match the new (3 x 2) display I want to use.\n", "\n", "\n", "fig.tight_layout(pad = 0.4, w_pad = 3.0, h_pad = 4.0) # To understand how this works see point and link 3 \n", "# of the section 2\n", "\n", "ax1.set_title(\"Plot 1: Attack\", fontsize =16)\n", "ax2.set_title(\"Plot 2: Defense\", fontsize =16)\n", "ax3.set_title(\"Plot 3: Speed\", fontsize =16)\n", "ax4.set_title(\"Plot 4: Sp. Atk\", fontsize =16)\n", "ax5.set_title(\"Plot 5: Sp. Def\", fontsize =16)\n", "ax6.set_title(\"Plot 6: Total\", fontsize =16)\n", "\n", "# ^The above code purely sets the title of each graph and the fontsize\n", "\n", "\n", "# Plot 1:\n", "\n", "sns.kdeplot(pkmn.Attack, ax=ax1) \n", "# This .kdeplot represents the bare minimum. Just x data, and the specifc plot to \n", "# be graphed on.\n", "\n", "\n", "# Plot 2:\n", "\n", "sns.kdeplot(pkmn.Defense, shade = True, ax=ax2)\n", "# Beyond the basic graph, we've now added a command [shade =]'s. This command accepts\n", "# a boolean value of eith True/False. True turns the shading on, the default is False.\n", "\n", "\n", "# Plot 3:\n", "\n", "sns.kdeplot(pkmn.Speed, shade = True, color = \"green\", ax=ax3)\n", "# On top of the previous commands, we've added a [color =]'s command to change the color\n", "# of our graph\n", "\n", "\n", "# Plot 4:\n", "\n", "sns.kdeplot(pkmn[\"Sp. Atk\"], shade = True, color = \"red\", gridsize = 3, ax=ax4)\n", "# Now this graph should look pretty strange in comparison to the other graphs. That's\n", "# because I've added a [girdsize =]'s command. This command changes the number of discrete\n", "# points used to evaluate the grid. I set it to 3 to really see its effect on a density plot.\n", "# Including the begining and the end, notice it only has 4 point on the graph. This is \n", "# helpful when graphing data that you don't want to smooth over, where the rough edges are\n", "# important to the overall graph.\n", "\n", "\n", "# Plot 5:\n", "\n", "sns.kdeplot(pkmn[\"Sp. Def\"], shade = True, color = \"orange\", gridsize = 10, legend = False, ax=ax5)\n", "# In this graph, I simply changed the [gridsize =]'s to 10, and added a new command, [legend =]'s.\n", "# Notice all the other graphs place a legend in our graph by default. Well if we don't want the legend\n", "# simply set the [legend =]'s command to False. \n", "\n", "\n", "# Plot 6:\n", "\n", "sns.kdeplot(pkmn.Total, shade = True, vertical = True, color = \"purple\", gridsize = 35, \n", " legend = False, ax=ax6)\n", "# In this graph I set [gridsize =]'s to 35, this will smooth the graph but still add a small\n", "# level of roughness to the density plot. Then I introduced a new command, the [vertical =]'s command\n", "# This command will flip the x and y axises, graphing density on the x-axis. \n", "\n", "\n", "sns.set_style(\"whitegrid\") # aesthetics\n", "sns.despine(left=True) # aesthetics\n", "sns.set_context(\"paper\") # aesthetics\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%local\n", "pokemon_color_palette = dict({\"Water\":\"#0D4EE5\", \"Normal\":\"#ABABAB\", \"Bug\":\"#13EA5D\", \"Grass\":\"#0C8D39\", \"Psychic\":\"#5823A8\",\n", " \"Fire\":\"#EF341B\", \"Electric\":\"#ffe500\", \"Rock\":\"#6A3D11\", \"Dragon\":\"#85BAE5\", \"Fairy\":\"#AC2ABE\",\n", "\"Ground\":\"#B96B3B\", \"Poison\":\"#3C0344\", \"Ghost\":\"#6B529C\", \"Fighting\":\"#FAA124\", \"Steel\":\"#82827f\",\n", "\"Ice\":\"#D3FCFF\", \"Flying\":\"#ffc882\", \"Dark\":\"#1b152b\"})\n", "\n", "# In order to get the colors right in the box plot, I had to create a dictionary matching the types\n", "# to the colors I wanted to display. This way done manually using \n", "fig, axs = plt.subplots(6, 1, figsize = (10,30))\n", "\n", "ax1 = plt.subplot2grid((6, 1), (0, 0)) \n", "ax2 = plt.subplot2grid((6, 1), (1, 0))\n", "ax3 = plt.subplot2grid((6, 1), (2, 0))\n", "ax4 = plt.subplot2grid((6, 1), (3, 0))\n", "ax5 = plt.subplot2grid((6, 1), (4, 0))\n", "ax6 = plt.subplot2grid((6, 1), (5, 0))\n", "\n", "\n", "fig.tight_layout(pad = 0.4, w_pad = 3.0, h_pad = 8.5)\n", "\n", "ax1.set_title(\"Attack by Type\", fontsize =20)\n", "ax2.set_title(\"Defense by Type\", fontsize =20)\n", "ax3.set_title(\"Speed by Type\", fontsize =20)\n", "ax4.set_title(\"Sp. Atk by Type\", fontsize =20)\n", "ax5.set_title(\"Sp. Def by Type\", fontsize =20)\n", "ax6.set_title(\"Total by Type\", fontsize =20)\n", "ax3.set_ylim(0, 185)\n", "\n", "# The code for the box plots are fairly simply. It's just an x and y input, a [data =] input, and \n", "# a color palette input (which I created in the panel above this one).\n", "\n", "sns.boxplot(x = \"Type 1\", y = \"Attack\",\n", " data = pkmn, palette = pokemon_color_palette, ax=ax1) \n", "\n", "\n", "sns.boxplot(x = \"Type 1\", y = \"Defense\",\n", " data = pkmn, palette = pokemon_color_palette, ax=ax2)\n", "\n", "\n", "sns.boxplot(x = \"Type 1\", y = \"Speed\", \n", " data = pkmn, palette = pokemon_color_palette, ax=ax3)\n", "\n", "\n", "sns.boxplot(x = \"Type 1\", y = \"Sp. Atk\",\n", " data = pkmn, palette = pokemon_color_palette, ax=ax4)\n", "\n", "\n", "sns.boxplot(x = \"Type 1\", y = \"Sp. Def\", \n", " data = pkmn, palette = pokemon_color_palette, ax=ax5)\n", "\n", "\n", "sns.boxplot(x = \"Type 1\", y = \"Total\", \n", " data = pkmn, palette = pokemon_color_palette, ax=ax6)\n", "\n", "sns.set_context(\"paper\") # aesthetics\n", "sns.set(style=\"whitegrid\", palette=\"muted\")\n", "\n", "for ax in fig.axes: # see side note in panel below\n", " plt.sca(ax)\n", " plt.xticks(rotation= 45)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAAI0CAYAAAAQt1ONAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzde3AU1503/G9rRsISGAmJoEjYklgcCGDwEsm35V2bReyCUTB2snFSyIay46gsUd4QPzj1JmItRKx1OfHug50gOyrncXxRxZWLMcXNpFA2Dmad2Mh4V8AbXxIkBVCQEUaAJXSZmfcPPT2eS19Oz5zu6en5fqpciXpmTp8+M2J+Ov0756eEQqEQiIiIiDwkK9UdICIiIpKNAQ4RERF5DgMcIiIi8hwGOEREROQ5DHCIiIjIcxjgEBERkecwwAFw7NixVHfBczim8nFM5eJ4yscxJTdhgAPg8uXLqe6C53BM5eOYysXxlI9jSm7CAIeIiIg8x5/qDhBZ9fHwx7gwcsHy66ZOmoppudNs6BEREbkNAxxKOxdGLmD/n/Zbft2K2SsY4BARZQjeoiIiIiLPYYBDREREnsNbVJQyiebSDI8P29AbIiLyEgY4lDKJ5tLcNPMmG3pDRERewltURERE5DkMcIiIiMhzGOAQERGR5zDAISIiIs9hgENERESewwCHiIiIPIcBDhEREXkOAxwiIiLyHAY4RERE5DkMcIiIiMhzGOAQERGR57AWFQFIvPDl1ElTMS13mg09IiIiShwDHAKQeOHLFbNXeD7AYfBHRJR+GOAQmWDwR0SUfpiDQ0RERJ7DAIeIiIg8h7eoKCnjgXH0nO+JOz6WN6Z5PNLw+LBd3SIiogzHAIeS8snYJ/h99+/jjvf09KB8qNzwtTfNvMmubhERUYbjLSoiIiLyHAY4RERE5DkMcIiIiMhzGOAQERGR5zDAISIiIs/hKioim+gtoTfDEg9ERMljgENkE70l9GZY4oGIKHm8RUVERESewwCHiIiIPIcBDhEREXkOAxwiIiLyHAY4RERE5DlcRUUZI9Fl26x6TkSUfhjgUMZIdNk2q54TEaUf3qIiIiIiz2GAQ0RERJ7DW1Qe8/Hwx7gwcsHy65hnQkREXsIAx2MujFzA/j/tt/w65pkQEZGX8BYVEREReQ4DHCIiIvIcBjhERETkOQxwiIiIyHMY4BAREZHncBUVkcvolZQYyxszLDXhU3wIhAKWzzd10lRMy51m+XVERG7GAIfIZfRKSvT09KB8qFz3dTfNvAm/P2W9FMWK2SsY4BCR5/AWFREREXkOAxwiIiLyHAY4RERE5DnMwSHKcHpJzWaYnExEbsYAhyjD6SU1m2FyMhG5GW9RERERkecwwCEiIiLPYYBDREREnsMAh4iIiDyHAQ4RERF5DgMcIiIi8hwGOEREROQ53AeHiBKS6AaBACufE5H9GOAQUUIS3SAQYOVzIrIfb1ERERGR5zDAISIiIs/hLSqbfTz8MS6MXLD8OuYaEMVjYVAiEsUAx2YXRi5g/5/2W34dcw2I4iWa91NdUR33h8ZY3phpsMTAiCh9McAhIs/TCox6enpQPlRu+Dr+oUGUvhjgCEr0VtPw+HBC50t0Kj7R8xFRvHS5JcZb4fo4NpnLswFOKBTC6Oio8PNHRkYMH//40sf4Xe/vLPdjcfFi5CDH8usuDV/CkTNHHDtfaDwk9XV5vjzT9mSf0+uvMxtTt/TTjefUep3IZzTR38O/m/l3+PjSx5ZfNyVnCvKvyLf8ukT/fbql7BbkZeVZfh0ADF4exKXRS1HHxq4Yw58/+rPh6xK9xkSlYmy05OTkQFEUae2ROSUUCoVS3Qk7jIyM4OjRo6nuBhEREa699lpMmjQp1d3IKJ4NcKzO4BAREdmFMzjO82yAQ0RERJmLG/0RERGR5zDAISIiIs9hgENERESewwCHiIiIPIcBDhEREXkOAxwiIiLyHAY4RERE5DkMcIiIiMhzGOAQERGR5zDAISIiIs9hgENERESe49kAJxQKYWRkBCy1RURE6YjfY8nxbIAzOjqKo0ePClUUP3bsmAM9yiwcU/k4pnJxPOXjmMpl5XuM4nk2wLHi8uXLqe6C53BM5eOYysXxlI9jSm7CAIeIiIg8hwEOEREReQ4DHCIiIvIcBjhERETkOQxwiIiIyHMY4BAREZHnMMAhIiIiz2GAQ0RERJ7DAIeIiIg8hwEOEREReQ4DHCIiIvIcBjhERETkOQxwiIiIyHMY4BAREZHnMMAhslF7VzsqtlUgqzkLFdsq0N7VnuouERFlBH+qO0DkVe1d7ajbVYehsSEAQM9gD+p21QEAahfWprJrRESexxkcIps0djSGgxvV0NgQGjsaU9QjIqLMwQCHyCa9g72WjhMRkTwMcIhsUpZfZuk4ERHJwwCHyCYt1S3Iy86LOpaXnYeW6pYU9YiIKHMwwCGySe3CWrStbkN5fjkUKCjPL0fb6jYmGBMROYCrqIhsVLuwlgENEVEKcAaHiIiIPIcBDhEREXkOAxwiIiLyHMdycB5//HHs378fp06dwq5duzBnzhycPHkSGzZsCD/n4sWLuHTpEt566y0AwLJly5CTk4NJkyYBADZt2oS///u/d6rLRERElKYcC3Cqq6uxbt061NZ+mnB51VVXYefOneGfW1paEAgEol731FNPYc6cOU51k4iIiDzAsQCnqqrK8PHR0VHs2rULP/nJTxzqEREREXmVa5aJ/+Y3v0FxcTEWLFgQdXzTpk0IhUKorKzEQw89hKlTp1pq9+jRo0LP6+zstNQumeOYyscxlYvjKR/HNF5lZWVSrxf9HstERmPrmgDnV7/6Fb785S9HHWtvb0dJSQlGR0fR0tKCrVu34oknnrDU7rXXXhvO4dHT2dmZ9AeQonFM5eOYysXxlI9jag+R7zGK54pVVGfOnMHbb7+N1atXRx0vKSkBAOTk5GDt2rV45513UtE9IiIiSjOuCHB27NiBW2+9FdOmTQsfGxoawsWLFwEAoVAIe/fuxbx581LVRSIiIkojjt2ievTRR/HrX/8aZ8+exb333ouCggLs2bMHwESA09jYGPX8gYEBPPjggwgEAggGg5g9ezaampqc6i4RERGlMccCnM2bN2Pz5s2aj+3fvz/u2NVXX41XX33V7m4RERGRB7niFhURERGRTAxwiIiIyHMY4BAREZHnMMAhIiIiz2GAQ0RERJ7DAIeIiIg8hwEOEREReQ4DHCIiIvIcBjhERETkOQxwiIiIyHMY4BAREZHnMMAhIiIiz2GAQ0RERJ7DAIeIiIg8hwEOEREReQ4DHCIiIvIcBjhERETkOQxwiIiIyHMY4BAREZHnMMAhIiIiz2GAQ0RERJ7DAIeIiIg8hwEOEREReQ4DHCIiIvIcBjhkSXtXOyq2VSCrOQsV2yrQ3tWe6i4RERHF8ae6A5Q+2rvaUberDkNjQwCAnsEe1O2qAwDULqxNZdeIiIiicAaHhDV2NIaDG9XQ2BAaOxpT1CMiIiJtDHBIWO9gr6XjREREqcIAh4SV5ZdZOk5ERJQqDHBIWEt1C/Ky86KO5WXnoaW6JUU9IiIi0sYAh4TVLqxF2+o2lOeXQ4GC8vxytK1uY4IxERG5DldRkSW1C2sZ0BARketxBoeIiIg8hwEOEREReQ4DHCIiIvIcBjhERETkOQxwiIiIyHMY4BAREZHnMMAhIiIiz2GAQ0RERJ7DAIeIiIg8hwEOEREReQ4DHCIiIvIcBjhERETkOSy2SURE5GKnLpyCL9sHAJg6aSqm5U5LcY/SAwMcIiIiF/td7+8wilEAwIrZKxjgCHLsFtXjjz+OZcuWYe7cuXj//ffDx5ctW4aVK1dizZo1WLNmDQ4ePBh+7N1338Xtt9+OFStW4L777sPAwIBT3XVUe1c7KrZVIKs5CxXbKtDe1Z7qLiVMvZbrd19v27W4Zbzc0g8iIorn2AxOdXU11q1bh9ra2rjHnnrqKcyZMyfqWDAYxMMPP4zHHnsMVVVVaG1txRNPPIHHHnvMqS47or2rHXW76jA0NgQA6BnsQd2uOgBA7cL4sXIzJ67FLePlln4QEZE2x2ZwqqqqUFJSIvz8o0ePYtKkSaiqqgIAfO1rX8Nrr71mV/dSprGjMfwlqRoaG0JjR2OKepQ4J67FLePlln4QEZE2V+TgbNq0CaFQCJWVlXjooYcwdepU9PX1obS0NPycwsJCBINBnD9/HgUFBcJtHz16VOh5nZ2dlvstQ+9gr+7xVPUpUU5ci1vGK1X9SLfPhNtxPOXjmMarrKxM6vWnTp7CUGDiD6q+vD6c/dNZGd3yBKOxTXmA097ejpKSEoyOjqKlpQVbt27FE088Ia39a6+9FpMmTTJ8TmdnZ9IfwESVHSxDz2BP/PH8spT1KVFOXItbxisV/Ujl59SLOJ7ycUztMfOqmeEk45KSEpQXlKe4R+kh5fvgqLetcnJysHbtWrzzzjvh46dPnw4/79y5c8jKyrI0e5MOWqpbkJedF3UsLzsPLdUtKepR4py4FreMl1v6QURE2lIa4AwNDeHixYsAgFAohL1792LevHkAJmZeLl++jMOHDwMAXn75ZaxcuTJlfbVL7cJatK1uQ3l+ORQoKM8vR9vqtrRMVHXiWtwyXm7pBxERaVNCoVDIiRM9+uij+PWvf42zZ89i2rRpKCgowDPPPIMHH3wQgUAAwWAQs2fPxubNmzFjxgwAwDvvvIOmpiaMjIxg5syZ+MEPfoDp06cLnW9kZARHjx51/S0qr+KYyscxlYvjKR/HVC71e6wLXVH74PAWlRjHcnA2b96MzZs3xx1/9dVXdV/zhS98Abt27bKzW0RERORBKc/BISIiIpKNAQ4RERF5DgMcCmvY0wD/Vj+UZgX+rX407GlIdZdswzILRETelvJ9cMgdGvY04OnDT4d/DoQC4Z9ba1pT1S1bsMwCEZH3cQaHAABtnW2WjqczllkgIvI+BjgEYGLGxsrxdGZUZoGIiLyBAQ4BAHyKz9LxdFaWX2bpOBERpR8GOAQAqKuss3Q8nbHMAhGR9zHAIQATicT1VfXhGRuf4kN9Vb3nEowBllkgIsoEXEVFYa01rZ4MaLTULqxlQENE5GEMcIiIiFxscfFiTLpiEnL9uZg6aWqqu5M2eIuKiIjIxY6cOYJcfy7KC8oxLXdaqruTNhjgEBERkecwwCEiIiLPYYBDnpRJdbWIiCgek4zJczKprhYREWnjDA55TibV1SIiIm0McMhzMqmuFhERaWOAQ56TSXW1iIhIGwMc8pxMqqtFRETamGRMnqMmErd1tiEQCsCn+FBXWccEYyKiDMIAhzwpk+pqERFRPN6iIiIiIs9hgENERESewwCHiIiIPIcBDpGO9q52VGyrQFZzFiq2VaC9qz2t2iciymRMMibS0N7VjrpddRgaGwIA9Az2oG7XxDLz2oW1rm+fiCjTcQaHSENjR2M4+FANjQ2hsaMxLdonIsp0DHCINPQO9lo67rb2iYgyHQMcIg1l+WWWjrutfSKiTMcAh0hDS3UL8rLzoo7lZeehpbolLdonIu9YXLwY44Fx9Jzvifvv4+GPU90912KSMZEGNdG3saMRvYO9KMsvQ0t1i7QEYLvbJyLvOHLmCEYxqvnYitkrMC13msM9Sg8McIh01C6stTXgsLt9IqJMxltURERE5DkMcIiIiMhzGOAQERGR5zDAIdcxK2HgVImDhj0N8G/1Q2lW4N/qR8OeBsttyOir2sb1u69nSQciIkFMMiZXMSth4FSJg4Y9DXj68NPhnwOhQPjn1ppWKdfiVBtERJmIMzjkKmYlDJwqcdDW2WbpuBYZfWVJByKixDDAIVcxK2HgVImDQChg6bgWGX1lSQciosQwwCFXMSth4FSJA5/is3Rci4y+sqQDEVFiGOCQq5iVMHCqxEFdZZ2l41pWfW6VpeNaWNKBiCgxDHDIVWoX1qJtdRvK88uhQEF5fjnaVreFE2rNHhdltrqptaYV9VX14Rkbn+JDfVW9cIIxAOz9YK+l41pkXS8RUabhKipyHbMSBsmWOBBdmdRa02opoIklK39Gvd7Ozk5UVlYm3B8iokzCGRzyNK2ZGqdWJjF/hogodRjgkGepMzU9gz0IIRSeqekZ7NF8vuyVScyfISJKHcduUT3++OPYv38/Tp06hV27dmHOnDn4+OOP8e1vfxu9vb3IyclBeXk5tm7disLCQgDA3LlzMWfOHGRlTcRh3//+9zF37lynukxpTm+mxqf4NJd7y55ZUW93NXY0onewF2X5ZWipbmH+DBGRAxybwamurkZ7eztmzpwZPqYoCu6//37s378fu3btwtVXX40nnngi6nUvv/wydu7ciZ07dzK4yRCySjXozcgEQgHOrBAReZxjAU5VVRVKSkqijhUUFODGG28M//y3f/u3OH36tFNdIhfSu62kBjFmj0fSm5FRVyLZvTLJSl+JiEgu1+TgBINB/OxnP8OyZcuijt9zzz1Ys2YN/v3f/x2jo6Mp6h05RWapBqMcmNqFteje2I1gUxDdG7ttuW3EMgtERKmjhEKhkJMnXLZsGZ555hnMmTMn6nhzczPOnDmDH/3oR+Gcm76+PpSUlODSpUt4+OGHMWfOHHzrW98SOs/IyAiOHj0qvf9kr+t3X48Q4j+SChS8/cW3TR+Pte/kPmx/bzvODJ9BcW4xNszdgNuuus2Wvsey2lci8qZEt3dQv8dGrhzRnY640n8lRgcy949/o7F1xT44jz/+OHp6evDMM8+EgxsA4VtaU6ZMwVe+8hU899xzltu+9tprMWnSJMPncH8R+RId07KDZZqrnMryy1BZWWn6eKzKykpsxmbL/QAQXlKeaIKw1b6a4edULo6nfBxTe7x/8X2MQjuIWTF7Bcoryh3uUXpI+S2q//iP/8DRo0exfft25OTkhI8PDg7i8uXLAIDx8XHs378f8+bNS1U3ySFuKdUgI3+Gy8SJiFLHsQDn0UcfxS233IK//vWvuPfee1FTU4MPPvgAP/7xj9Hf34+vfe1rWLNmDTZs2AAA+POf/4yvfOUruP3223H77bfD7/fjm9/8plPdpRRJpFTD+uvWo7Gj0XRVlRUy8mdYZoGIKHUcz8FxinrvkreoUsOpMY0tuwBMzJIkG0hkNWfp5s8Em4IJt5sMfk7l4njKxzGVS/0e60KX8S2qAt6i0pLyW1REybBrpRLLLBARpTcGOJTWZBW0jNVS3QJ/VnQOvj/Lz/wZIqI0wQCH0ppdMy2Heg9hPDgedWw8OI5DvYeSapeIiJzBAIcsES2jcP3u66Ul/Br14dLoJeT4cqIel7FSqa2zzdLxTCBaIsPuNoiIRLhiHxxKD7EJverSaWBixZDZ43b0YWB4ANlZ2SjKLcK54XPSClpqFeM0Ou51Mt5bJz4fREQqzuCQMJllFGT2YSw4hik5U6SWXfApPkvHvU7Ge8vSFUTkJAY4JMwsodeuhF8rfZClrrLO0nGvkzHuTr13REQAAxyywCyh14ml1bLOYZYL0lrTivqq+vCMjU/xob6qHq01rYl1PM3JGHcuvSciJzHAIWFuKKMg4xyiZRhaa1ox/sg4Qk0hjD8ynrHBDSBn3Fm6goicxACHhCVSRkF2aQIZ52AuiHUyxp2lK4jISSzVAG4vbgc3j6kbyzCIcPOYpiOOp3wcU7lYqiE5nMGhjMNcECIi72OAQ2lB5gZxsnJBuGkdEZF7caM/cj3ZG8Spr2nsaETvYG9CmwNy0zoiInfjDA45rmFPA/xb/VCaFfi3+tGwpyHq8eUvLIfSrIT/+/rOr2smBX9z3zd1Z1Dsnl0RTVSWWd7AzvIXRERewxkcclTDngY8ffjp8M+BUCD8c2tNK5a/sBwdJzqiXjMSGNFsa2B4AAPDAwCiZ1AA2F5Somewx/Q4yxsQEaUOV1GBmf920BtT/1a/Zj0nn+LD+CPjUJqVpM5bnj+xmkArACnPL0f3xm5UbKswfFyE2XUAkHIeGW2QNv7ey8cxlUv9HvMX+6H4tf9tnJw9GX6fnLmKqZOmYlruNCltuQFncMhRdhexNNr2X2ZJCZHrYHkDIpLhyJkjusvEZVoxe4WnAhzm4FDaiNwgrii3SPM5ZflljpSUUGeKjI6LnMcsR4dL2omIEsMAh1ylela17vHujd3hiuFP3vak7lJvJ0pKiLRh9hyRkhEsb0BElBgGOOQos5mPA+sOxAU51bOqcWDdAQCfznjc88o9yPXnoii3KG7bfydKSui1AUzkzSjNCtbvWI+hsaFwwc7Y84isxGJ5AyKixDAHhxzVUt0StSoIiJ+RUIOZWLErigaGB5CXnYcXv/Ri3Be+GujoMXtcRGwbsf1T83ECoUD4GiOfL5pfo56HCZxEROI4g0OOSmZGwu1FMrX6p9LqJ/NriIjswxkcclyisydWVhQ17GlAW2cbAqEAfIoPdZV1aK1ptXxOGf3Te1xkNouIiBLDGRxKG6IzHupmgpG3iJ4+/HTcjslO9U/vcebXEBHZhwEOOc5sabReKQetFUUKFKz63KqoY22dbZrn1TueaD9jafUv0qXRS3FtHOo9hJMXTiKEEE5eOIlDvYd0+5FMqQaZJSNS3UayWPqCKDP4tmzZsiXVnbBDIBBAf38/ZsyYAb/f+E5cX18fSktLHepZZtAbUzUR9+zQWQDA4MggXvvwNVQUVGBR8aLw7EsIExtshxDC4dOH0f9JP77z/3wHpy6cQufpzqg2j390PPx6AGj6bZNmn0IIYcvSLUL9N+unlkXFi1BRUIHO050YHBlElpIVvg4AGB4fFr7Wmjk1CfdDxrW4tY1kuaEPXsZ/S+VSv8f60Y8A5GyGauSawmtQcEWB7edxCks1gNuL26GzsxN/zPljXMXuxo5Gw9IDZiUQREoXGJV7CDWJfdydKLOQ6nIPajsildS9UnbCDX3wMv5bKpf6PdaFLsd2Mi4v0N7KIx0xyZhsse/kPjx27LG4IpF6q4zUBFyzEghOlS5wosxCqss9AOLFO71SdsINfSAiZzAHh2yx/b3tmku61U3vYqkJuHqPq8dFEo312gCA6d+fLpRzIWMJt1kbZtdqdz9UIkvtk+1He1c7shTtf26cXBbPpflEmYMBDtnizPAZzePqpneRIpdGL61Yqvk69bhI6YK6yjrdfg0MD+C+nfcllDBsdQn35OzJhsf1+hl53K6yErHMZjCS6Yea96I1Y+X0sniWviDKHAxwyBbFucWax9Wl0HpLoz8896Hm69TjIkurW2taUV9Vr9u30cCo6YyFjCXcx88eNzyu9lOdsfEpPtRX1Uft1yO7rIQesxkM2Rs0AhPX6/SyeC7NJ8ocTDIGE+Ps8OjOR6NycICJv5TNvkyymqNXHqkUKAg2BS31Qa+tRNuzSkaycyQZn9PYchKA2PuSDJnvqUz8vZePYyoXk4yTwxkcssVtV92W0F/KMnMkjF6TqTkXqZjBYN4LEaUCAxySKnITtcaORrRUtyDYFET3xm6hL1GZORIt1S3IzsqOO+5TfI7kXMRWRTc77pTahbXo3tht6X1JBvNeiCgVGOCQNOrtj57BHoQQCi9BtrJTrMwZhtqFtbj/C/fHHfdl6a+ykunAugNxwUz1rGrdaulexbwXIkoF5uDAG/eNU1FcMlYim6i1d7XHbQb4b7/7t6gE3fnT5+PYhmOW+hI5HlpENnbT6pv6pWz0mF1S/TlNxTXbKdXj6UUcU7nU7zF/sR+KXz+nT5bJ2ZPh9yW+Pd7USVMxLXeaxB4lhxv9eYC65b9KLS4JwNEgx+omarEJrz2DPbj7lbvjnnf87HEs2L5AOMiJHQ8rfTLqm7ohHgDdx9L5C9+I0Xh49ZqJ3OLImSOOJBkna8XsFa4KcHiLygNkFZdMltVkUr3lw1r0llxrEblutU96hT21+qZuiGf0mFdl4jUTUXrjDI4HiGz574SW6hbNJch6yaR2bY8vct2rPrfKcOYrkS39vbzdP0scEFG64QyOB4hs+e8Eq8mkdi0TFrnuvR/sNZz5MpqNysRlz5l4zUSU3hjgeIDIlv9OUZcgv/3Ft02XIIuUEFCVTikV7oPIdfcO9hrOfBktbc7EZc+ZeM1ElN4Y4HiAyJb/bqQ141OUW6T53Gxf/H42emLHQ0tZfpnhzJfRbFQmLnvOxGsmovTGZeLg0kY7JDqmsrf1NypNcKj3kOZqKyeDQytLr/k5lYvjKR/HVC6nSzUky22lHphkTK5SmFuIgeEBzeOJUIMFrSBCfSxV+wdx6TURkX0Y4FBKxc5gXB6/rPm8wZHBqOKVZjsCm82MOLVpndF5jJZeM8AhIkqOIzk4jz/+OJYtW4a5c+fi/fffDx8/ceIEvvrVr2LFihX46le/iu7ubqHHyBu0Sjt8MvaJ5nPHg+NRP3ec6MDyF5YLtxtZMkJGSYlEry/yPFx6TURkH0cCnOrqarS3t2PmzJlRx5uamrB27Vrs378fa9euxSOPPCL0GLlXZLHNim0VhkGDlY3+tHSc6IDSrGDB9gWm7UZuSqf3+Nd3fh1KsxL+L+/RvKifY8+z/IXlUY/HBlxm/RBdeu1r9kFpVlC1uwpKswJfc3RytDrmWc1ZumPe3tWO6d+fHu7r9O9Plx7QERG5iSMBTlVVFUpKSqKODQwM4Pjx4/jiF78IAPjiF7+I48eP49y5c4aPkXtZnRmRNVOhlnJQadXDijyu9/hIYCTq5+HAsO55lr+wHB0nOqIej51VMpuhEVl67Wv2IYjo5OogguEgR2TM27vacd/O+6JymwaGB3Dvq/cyyCEiz0rZMvG+vj4UFxfD5/u/S5t9PsyYMQN9fX2Gj5F7Wd3OX28Goyi3yPImhVZKOSSzAaJ6ntjgRhV53GyGpnZhLSryK6Ieq8iviMq/iQ1uYo+LjHljRyNGA/ErMMaCYwmXWhCZNSIiSiXPJxkfPXpU6HmdnZ0298T7jGYstMb3/ln3o6WrBZcDnyYWX+G7AhvnbsQj71q/JSnyHnZ2diZdwsLsPOrjetd3/6z70dnZiYb/asDxc9GB2fGzx3HjD29E69+Zr+Tq7OwUGnOz8hJWP/v7Tu6Luq6ewR7cv/N+nPjzCdx21W2W2ko1/t7Lx+zzc0AAACAASURBVDGNl+zS+VMnT2EokPjtfKf05fXh7J/OOnpOo7E1DHB++ctfCp3gn//5n631CEBJSQnOnDmDQCAAn8+HQCCA/v5+lJSUIBQK6T5mFffBcU7ZwTLN2z9l+WWa41tZWYlZfzNLc5XRsyee1b2VpEc9h2+PTzOI8Sk+VFZWovxgueW2486z27wflZWVOO0/HbUM/d7F92JzzWYAwFu739J8/Vvn3vp0vEzOIzLmes+JfZ6oLx/8clTQBgCXA5fx7IlnsXnNZkttpRJ/7+XjmNpj5lUz02IfnJKSElftg2N4i2rnzp1R/zU1NeGHP/whfvnLX+KHP/whtmzZgp07dyZ04qKiIsybNw+7d0/8C757927MmzcPhYWFho+ReyWynb9a2iHYFIwq7WCljAMQXcrBrHSFVtsKFK2XxJk/fT6AiWXqWiKPt3e14/n/fj4cbAVCATz/389bup2TpfMrqh4XGfOW6hbk+HLi2sjOyk6o1AJXfxFROjAMcF588cXwf3PmzMHDDz+M119/HS+//DJef/11PPzww5g7d67pSR599FHccsst+Otf/4p7770XNTU1AIAtW7bgpZdewooVK/DSSy+hubk5/Bqjx8idZG7nH9mWiMhSDmalK7T6+eKXXowLWnJ9uVE/z58+H8c2HAMAHFh3IO75sXvzWM1J0hJoCsQFOVnIQqApoHstsWNeu7AW/2fN/4kqg1GUW4Tn7nguofeGhTeJKB0Il2q4/vrr8fvf/z6c+AsAgUAAN910E95++23bOpgolmpIrc7OTvwx54+at5+sbsIncjsp0VIORpLdDNCs7ITWSixAfxNDt3xOjcpfpNMGhW4ZTy/hmMrFUg3JEV5FNX36dPzmN7+JOvaf//mfvG1Emvad3Ke5fLlhT4PlTfhEbh/Jnj2QsRmgXnkJ9bjILJAbsfAmEaUD4VVUmzdvxoMPPoif/OQn+OxnP4u+vj58+OGHePLJJ+3sH6Wp7e9t17w9oybcxh5XyxNo3dYJIQQFiuZsCGCe55MIp8oouD2Y0RNZy4uI7LW4eDEUv1ieYCqNB8bRcz5+xn3qpKmYljvN8f4IBzhLlizBgQMH8Lvf/Q79/f1YunQpbr31Vkyb5nynyf3ODJ/RPK63RFtNUNVLVA0hhPL8cvQO9oZnQM4Nn7OtjpSMRNpzw9obU+odJyLScuTMkbS4RaVnxewVKQlwLG30V1hYiBtvvBE33HAD7rjjDgY3DpKxsVpkG9O/Px3Tvz89qr2GPQ3wb/VDaVbg3+pHw56GuDbMyhOobejNtuhtsqfeYtK71VSeXx5ebXX222dx9ttnwyuvAMSNjVk/zVhJpNV7b2Ql41opf2HWRrIb8xm1I3IOkc8YEZEMwjM4p0+fxkMPPYQ//vGPUBQFR44cwWuvvYaDBw+ipUXu7QGKFpvUqeaDABCeuYhtI3Lb/p7BHqx7ZV3UrrmBUABPH34aAMKrj4zKExxYdwANexrCr9GSl52Hm6+6WTOxdtXnVoX/V6sN9XGz6+oZ7ME9r9wTF2BF9lOEaD+M3pvJ2ZM129Y7rsWO9z6RNszaAWB6jtjPh9ZnjIhIFuEZnEceeQRLly7FO++8A79/Ii5asmQJ/uu//su2ztEEGcuNzQpb6pUEaOtsC/9/s/IEkc+NpSaifnjuQ83H936wN+p/9R6PpZezY9RPEaL9MHpv9MpHWCkrYdd7b7UNs3ZEzqH3+TD63BARJUp4BqerqwttbW3IysqCokwkO1155ZW4ePGibZ2jCTLyQRLdhM1KWQOj56q3ku555R7Nx81ycJzeXE70fHb3y8733mofE2kn8jG9z0eypTOIiLQIz+AUFRWhpyc6O/rDDz9MqHwCWSMjlyPRZdRWClPqPTfyuF4/QgihYluF7tJqpzeXEz2f3f2y87232kejdkTOIfL5ICKSRTjAue+++/DAAw/gV7/6FcbHx7F7925861vfwje+8Q07+0dIrASCSBuR9EoCRJY9MCtPYFYiwawfPYM9uDh6EdlZ2VHHja7VStkFvf5r0cv5iT1u9N6IlHMwY9d7n8jSeqN2RM4h8vkgIpLFt2XLli0iT5w/fz5KSkrCtadOnTqF+++/H7fd5s7qwWqBzhkzZoRzhvT09fWhtLTU8DmptKh4ESoKKtB5uhMXRi6gPL8c21Zus5QgGttGUW4R8rLzcHn8Msrzy/Gjmh+heHIxjvQdQQgh+BQfHqh6ICr5c9116/BG7xs4cf5E+FjkxnQ1c2rQ/0m/YRuR/RgcGYzrZyAUwLQrpmHG5BlC16o1Nj+q+REGLw/q9lPEhr0bNPv30ScfYeNNGw3Pr/bXbLxE2PHeJ9KGWTsi5xD5fDjJ7b/36YhjKpf6PdaPfgSQvrdyrym8BgVXFDh+XuFSDemGpRpSS2RMzUoZpJIb+2bn5zTZshTpiL/38nFM5Uq3Ug16UlXCQfgWVSgUws9//nOsX78eq1evBgC8/fbb2LtXe7UJkRk3F23Uu41mpcJ5upBRloKIyG2EA5wnn3wSv/zlL3HXXXehr68PAPDZz34Wzz77rG2do9TR27RN1oZxgLzckGSo16NuPKc0K6jYVqG7pH54fDih9mWMl11kLSMnInIT4WXiO3bswI4dO1BYWAg1beeqq67CX/7yF7v6Rimit6Hbod5DeP6/n096wziV+ppU3RqJvU51ubJR9fJgSPz2lKwN9uzm9BJ8IiInCM/gBAIBTJ48sQOrug/OJ598grw8703Zy+aWv+LN+qFuo3/3K3frFsqU8Zd+ZD8aOxrRUt0SLrtQu7DWcDv/9q52XPHoFaZlGMxKNbR3tWP9jvWGmx9qsbKkWdbMiDoeVburbClvIHqrMNnyF7K44feJJSeI3E84wLn11lvx2GOPYXR0ItEpFArhySefxD/8wz/Y1jkvcEt+g1k/1G30jTZdMyuUaUc/1O38G/Y0oL2rHfe8cg9GAiNRbaplGFRGJSUi+5DIBnNzi+YKP1dvJshohiiW0XjIIrIk3mxMneKG3ycn3hMiSp5wgPOd73wHH330ESorK3Hx4kUsXrwYp0+fxqZNm+zsX9pzS36DWT9Etss3K5QJmBeGTLQfbZ1taOxoFCrDYFZSwqxshZH3Bt5L6HWJcqK8gUhZCrMxdYobfp9YcoIoPQjn4EyZMgXbt2/HwMAATp06hZKSEnzmM5+xs2+e4Jb8BrN+mM1m5GXnYf1166NycNTjalKwSM5Jov0IhAK2lz8Q4XRZASfKG7jlMyrCDX1lyQmi9CA8gwMAFy5cwKFDh/DWW2/hzTffxOBg/EZoFM0tS6HN+mGUW6IWymytaUXb6jaU55dDgRI+HpksbPbXdaL98Ck+28sfiHC6rIAT5Q3c8hkV4Ya+suQEUXoQDnDefPNNLFu2DC+++CK6urrw0ksvobq6Gm+++aad/Ut7blgKLdIPve3y66vqw8m/wMRMTPfG7qikYJXIX9dm/VhasVSzjaUVS9FS3SJUhsGsRIJZ2QoA8GdpT25aKSswf/p8S8etnE9meQORz6iMshMyuOH3iSUniNKDcIDzve99D1u3bsUvfvELPPnkk/j5z3+O733ve2hubrazf2mvdmGt4ayHW/rRWtOK+qr68F+hPsWH+qp6S9voi/x1bdaPD899qNnGh+c+RO3CWrz4pRcxyRe9M3Vs+YMD6w7EffFGPkerD/VV9VE///SOnyY9Hsc2HIsLZuZPn49jG44JtyHjfTEj8hk1G1OnuOH3yYn3hIiSJ1yqoaqqCn/4wx/g8306DTs+Po6bbroJhw8ftq2DiWKpBufF5uAAn+bu7P1gr9BeN24skeAW/JzKxfGUj2MqF0s1JEc4yXjNmjVob2/HunXrwsd+9rOf4Y477rClY5R+tDbuW/W5VZY2ByzLL9NcRu3GfBAiIicsLl4Mxa99ez4djAfG0XO+B1MnTcW03GmOnVc4wDl+/DhefvllPPvssyguLsaZM2cwMDCA6667DrW1n35Rtbe7byt6ck7twlrULqwN/yWnVfZATTzWCnBaqls0Z4GczllKZzP/fSZOXzod/rl0SilO/a9TKewRESXjyJkjaT2Do1oxe4U7A5y77roLd911l519IQ+yuqw31eUb0l1scAMApy+dxsx/n8kgh4gyimmS8dGjR/H+++/jzjvvxJ133olbbrkFb7zxBp577jkcOXIE//RP/xR+7M4773Siz6RBZOt4K1vcxz63YU+D0GtjN/orzC3UfF4IofCW/wu2L9Dtx6XRS/jmvm9GnVfGtcaWHViwfQGmf396+Ofp35/uyO64ItdiVqoh8lpjgxuV3nGtNvTeXzeUSCAiEuXbolbO1LFx40Zce+21uPrqqwEAmzZtwqlTp/CVr3wFv//97/Hee+9h6dKlDnTVmkAggP7+fsyYMQN+v/FEVV9fH0pLSx3qmXzq1vFqcm4IIRw+fRj9n/SjZk4NgE8TgM8OnQUADI4M4rUPX0NFQQUWFS+Kak/ruYdPH8bgyKDha7VeFwgFkKVkGRap/GjoI/zi2C+w4YYNcW0Mjw+HK3gPjgxi5x934q3TbyV1rVplBz4a+iiqUvjw+DB2v78bfzPtb+LGRxaR983sObHXamTL0i2ax0U+G1Y+P+ki3X/v3YhjKpf6PdaPfgSQ/htJXlN4DQquKHDsfKarqG688UYcPHgQOTk5uHDhAm6++Wbs3r0bs2bNQl9fH772ta/h9ddfd6q/wjJpFZV/q19zF1Wf4sP4I+MAgIptFZrJu+X55eje2B11TO+5Zq/Ve11RbhGm5ExB72CvbqkFAAg1hYTPrUWBgrL8MlwavYSB4QHd/irN4sl6WuMji8j7ZvYcK+MVatIee5HPhtF5yvPL0/I2Yrr/3rsRx1Qur6yiUjm9mso0BycQCCA7OxsA8O677+Izn/kMZs2aBQAoKSnBhQsX7O0hmRLZOt5KLozotvexz9N73bnhczj77Ym//M2Ci2S23FeLL8ps284SACLvm9lzRPtXOkX/r2qRz4bRecxWxhERpYJpDs4111yDffv2AQD27t2Lm2++OfzYmTNncOWVV9rXOxIisnW8lS3uRZdkxz5Pxjb6di4HT6RtO/sj8r6ZPUekf2arqETeN7PzpKKALBGREdMAZ9OmTWhqasINN9yA3/72t/jGN74Rfmzv3r34whe+YGsHyZzI1vFaW9wrUNAz2BOXMCpSykBr6baMbfTNzp1ovZ/IfoiWF8jx5di6PF3kfTN7jt6Yv/SllxBqCiHUFDJdPSXyvol8JtxYnJOIMpdpknFpaSnWrl2LW2+9Ff/yL/+C4uLi8GP5+flYtmwZpkyZYnc/LcukJOOaOTXo/6QfR/qOIIQQfIoPD1Q9ELV1/KLiRagoqEDn6U4MjgxCgRLOh4lNGI187oWRCyjPL8fahWvx0ScfhX/etnJb3O0IrdfFPu+n7/40nKwcqTy/HBtv2hjXRlFuEfKy83B5/DLK88vxw1U/RPHk4vC16pmcPRmlV5Zq9sOX5cOO/2+H5mvGgmMAJvKGnvniM7bechF538yeIzLmZkTaiP38aFHfw3SR7r/3bsQxlYtJxskRLtWQbjIpydgqKwnHidIbU71yDlbqCbV3tYf3yVEURXOFVlFuUTjvJ5YT128Ht3xOZbyHbuCW8fQSjqlcTDJOjnCxTfIOq5vvyZRssUT1y7VnsAchhHSXn58bPqfbRiqv3wvcUPCSiMiM8E7G5B1O1XuKnGmJ3JFY/S8RjR2NcaUftBhdi9n1N+xpQFtnGwKhAHyKD3WVdWlbKVrvPUhWMu8hEZETOIOTgWQkA5vZd3Jf1EyLupQ42d1vRWZZzK7F6PrVjfXUZdiBUABPH35ac4dht4ud7ZL1HhARpQMGOC4gYwt8K20kcotBtH21rMC/vvuvukU2tdqKLFmgNCvIas7SLF+gNzPjU3xQoKAotwi5/lzc/crd4bZi26hdWIubr7o56vU3X3XzxLh0tmm2//Thp7H8heWW36vYkhDLX1iuOV4iZSfU8hdmZSfUc2jNdg2NDWH9jvXSghyWbyAit+ItqhSLTdhMZNO0RNqwcotBtH119sOI+trIttbvWB+3oZ26QkqdQQGA1ppWTM6erNnu3KK5+O4t341LftVqo2FPQ1ypho4THWjY06C7sZ76nMjXmY2zVkmIjhMdWP7CchxYdyBuvGL7CZiPvdE59Ga7AqGAlI35ZHx2iYjswlVUSG3mv4wVPXavChJtX6+sQCSf4jN9jt7rxh8ZN9wJuTy/3HAnY7UNo/IHgP7uwUa0yhUY9TXUFJJSYiOZ8Uj285Guq9FUXPEjH8dULq6iSg5vUaWYjBU9dq8KEm3fLDDIy85LKHgQaVurP3ptGJU/0NtYz0wi+S2yS2zEMtucL9nPB1ejEZGbMcBJMTvLG8haFSXavtEuw2qeT3l+YtG7yA7GZtertmFU/qC1phX1VfXWOwjr5Qpkl9iIpeZa6Z0n2c+H3Z87IqJkMMBJMbvKG8hcFSXavt7sR31VPbo3dqN2Ya1mWyLBi9q2XpmF6lnVpjMWaht6/czNzkVWcxb2frAX86fPN+2TlsjZC6O+GvUjtsRG7Pj4FJ9p2Qn1eO3CWjx/5/NSPh+xCcWrPrfK9tV4RESJYpJxiqk5G8nsVSKjDRntq4mxRnvI6LV1qPdQ+HUAwqUkYts4sO5AXGJt9axqHFh3IPxzY0djVG5IbBux/VSgwJflw6XRSwAmbjflZedh/vT5OH72eNR57l18b1z7kSJnL8z6KjJeh3oPxd3KCoQCONR7CLULa4XGQ8bnQyuh+Pn/fh7rr1uPvR/steVzR0QTFhcvhuLXz7dLF4nWEkwUk4zBxDg7pGpME9nYLpFkWafKFYgkIkf2ya4gN90TirXw914+jqlcTDJODmdwyDMSXbacSLKs3bNmKpFEZMD+JdtMKCaidMMcHI/KxA3Y9Da2M0v81UuKDSFkOHa1C2vRvbEbwaZgeBZD9piLJCIDiV+7KCYUE1G6YYDjQZm6RX+iswxGycmiY2fXmIskIgP2z7A4Ud6DiEimlAc4J0+exJo1a8L/LVu2DDfccAMAYNmyZVi5cmX4sYMHD6a4t+lB76/5b+77puEMg0jZALPnqI9X7a7SbcNMorNPhbmFmse1Zhkiz9HY0Yj1163XXcIuMnZmMyiJXpO6bD1yiXt9VX1UInJ7VzuyFO1fZdEZFrP31U0VxDNxdpKIrEt5Ds5VV12FnTt3hn9uaWlBIPBpfsFTTz2FOXPmpKJraUvvr/aB4QEMDA8AiM/RECkbYPYckTbMJJpL0t7VjoujF+OOZ2dlx80y6K0IalvdhnteuSdcJiKS0dgBxjMoyebHtNa0orWmVTOBU21bK1dHdIZF9H1zQwVxlocgIlEpn8GJNDo6il27duHLX/5yqruS1kT/ao+cYdArMhl53KgQZcW2Cvy488embZhJNJeksaMRo4H4VQZTJ02N++IzOkciYwcY56jYmR+j1TYwMdMjOsMi8t67hd25RkTkHSmfwYn0m9/8BsXFxViwYEH42KZNmxAKhVBZWYmHHnoIU6dOtdTm0aNHhZ7X2dlpqV03u3/W/WjpasHlwGXT5/YO9qKzs9NwtY46NkblEoxqHkW2IdIfo35afd254XNxr9Pra89gD773t9+zPHaA9phf4bsC98+6H4+8+4jp60XFPl/vuoOhID4/+nmh9kXee7dI9POhx23X5wUc03jJLp0/dfIUhgLxf8ikm768Ppz901mpbRqNrasCnF/96ldRszft7e0oKSnB6OgoWlpasHXrVjzxxBOW2szEfXAqKysx629mRS1hvjR6KXyLJVJZfhkqKyvh26NdBNOn+D4dm92J9SeqDRNlB8s0AxC1nzJeZ3Stm9dstjx2gPaYq8vGnz3xbELXFEvrc5roeEUSeu9dQsb1qrz2e+8GHFN7zLxqpif2wSkpKcnMYptnzpzB22+/jdWrV4ePlZSUAABycnKwdu1avPPOO6nqXtqJXcL85G1PGq6CEV2tkwiRNtTE0Z7BHiiI3rFTJJfEyiofs71lrI6dSi1FUZZfht7BXjR2NKK9q93WFUgy2rbzvZeNq7mISJRrApwdO3bg1ltvxbRp0wAAQ0NDuHhxImk0FAph7969mDdvXiq7mNbMVsGIrNYRKZQ5OXuyYRtaIpdYAxP7z6hBjuhqHSurfPSuQ++4aNt6S8UB2LYCScbqJpH33i3ctJqLiNzNNbeoduzYgcbGTxMFBwYG8OCDDyIQCCAYDGL27NloampKYQ+9T12tEyly+//C3ELk+HI0k3mBib+kf7z6x6hdWGtpqlorcTSEkOUyAKKrfFqqWzTLLBjNAhi1rY6R1q0TNQFWLTZqBxmrm7Tee7dyw2ouInI/1wQ4+/fvj/r56quvxquvvpqi3nhPIstrY18zMDyA7KxsFOUW4dzwufC+M+eGzyVVqsAo6dcOMsssaNWkisVyBkREznNNgEP2Mlpeq36xxxZrvDR6Ke41Y8ExTMmZgrPfNs+E1yv+GHs8S8lCMBTUbKNiW4UtNZ5kzQLoLdOOlO7lDOws4pkKUddzMP2vh4i0McDJEGZb+WvN8FhtK9K+k/vw2LHH4maMDvUewvP//bzQeSJfB7hzIzezsUj3BFivbaznteshIn2uSTKm5GhtX68eU5oVzd15gU9nF0RmIlQhhHS39F/+wnIozQr+9d1/1ZwxautsEz5P5OsiN3JbsH0BlGYl/N+C7QviXmP2HKPt/iPHTf1PryyF3rgCYgnS6nip/y1/YXncc9T+XL/7+oRLEyRa3kBv5m/9jvWO9kNWG7I2CnRLuQi39IPIjTiD4wFaf5Xe++q9UBRFNyFYNTl7MoDE8kRit/Rf/sJydJzoMH1NItSZngXbF+D42eNRjx0/exwLti/AsQ3HhJ5j9Fc8AM2cGrOyFJHysvOEVvZojVfHiQ4sf2E5Dqw7AEDOjEMybeh9LgKhgKP9kNWGjKKkbpkFcks/iNyKMzgeoPVX6VhwzDS4ARAOBJLJE1G39DcLbgCElyLHKsotMlyGrr4uNnBRRR43e47RX/FmM1nqtRqVMRBdtqw3XpHHZcw4JNOG0ediaGwId79yt/DMQaqvBTAuqeFUH2RxSz+I3IoBjgfIWKWjtYGaKNFZmbzsPCytWKr52F0L7jJcEp7ozI8Wo7/izcZS7YdRf2T+9SxjxiGZNkQ+F+rMgVmQk+prAeRsFCjjOmRwSz+I3Iq3qDygLF97+3orIpdOW21Lb1YmUnl+OVqqW3T/utz7wd7w87TOL7LJoCi98VL/ije6/sjN8PTKG8hk1le721A/F+t3rDcM6mJX5Mnuh6w2ZGwRIOM6ZHBLP8h+i4sXQ/Er5k9MkRx/DnL9uabPmzrJWi3JZDHA8QCtjeuys7KFcnCqZ1VrHlcQnZicl52Hm6+6WfO2irqlf/Wsas3Hq2dV48C6A2jvatcNHtS/OrWuRYGCnsEe+Lfqf1znT58f9f+1blOpzzHb6M9oXxv1Wusq6zRzcKyUNzAaL1UimxLGEmnDaCm4+r/J7vfj1LWYUbcISLRukow+yOCWfpD9jpw54upaVCtmr3C0xpQo35YtW7akuhN2CAQC6O/vx4wZM+D3G8dxfX19KC0tdahn8i0qXoSKggp0nu7EhZELKM8vx1OrnsKaz69B5+lODI4Mwqf44lb8qIEH8GnC4tmhT/e3iSyXsG3lNjzxT0+g/5N+HOk7ghBC8Ck+PFD1QHgH3HXXrcMbvW/gxPkTcedQ2x8LjmleQ3l+OTbetDHqWgZHBqMCLaMVS/975f/GouJFAIANN2zAL479Ah8NfRR+fP70+eEkZK3x2rZyG2oX1sadXxV7rTVzagzHQoTReKmM+irKrI3Y935wZBCvffgaKgoqwmOqNy6R1Pcw0X7IuBYrEv29l9mHZLilH5HS/d9St1G/x/rRjwDk3aaX7ZrCa1BwRUGquxFHCYVC+t8aaWxkZARHjx7NyGriVhiVGQBguVyCKnZM1UKaWvKy87D+uvXY+8HeqBkEK7fLYvvZsKcBbZ1tCIQC8Ck+1FXWpU0pAj12fU713hu9915r92bRlWNuksm/93bhmMqlfo91oYszOAngLaoM5mSZAaN21l+3Pm7zP7N+GbUfu4Q7dok3RbOarCqz1AURkV24iipDtXe1Y/2O9dLLDOhtSmfUjtbmf1Y3A4xsX28Jt9HS7kyWyNLp2oW16N7YjWBT0NZCokREiWKAk4HUmRuzpddWExbVdnsGexBCKGr5sNFy42SXgMf2U689mUvNvUTG0mkiIrdhgOMAs+3U7di+vmFPQ1ybDXsa4N/qx92v3C00Q1KRX4FDvYfg3+oPlytY/sJy3b4abesPTGyAJ2O5d05WTtw5Gjsaw33RW6ptdQm3jPdFHXO9cg8i51DbqNpdpdmGCKOSELULa8PvjQJFqMQEEZHbMckY9ibGmSVkykjYFMml0du3JVmRfVWa9fdpiHxeVnOW4YqoZPvyb7/7N91l4upKKjMy3he9cg71VfVorWkVOodZGyL0SmjErtjKNEyIlY9jKheTjJPDGRybmW2nbtf29bHsuj0j2tfI59m1EZl6jvcG3tN8XO+4Fhnvi1kukMg5ZOQTiZSEICLyGgY4NjNboWLn9vVO6RnsMZy9UUVu5pdoWQiRc8jIwZHxvpj1Q+Qcbs0nYhVrInI7Bjg2M1uhIqP4X7IzIjLLIBhR+6nmfMgua6CeQ0YOjoz3xawfIueQlU8kk1EyORGRWzDAsZnZChUZK1hEZkT0vhDrq+rRvbEbk3zGeUrJirwmdXPBQCgQ3i1Z5jn0yiVYKaMg430x64fIOWRci145Dr3jZljFmojSAQMcm5mtUJGxgkWrjfqq+qifn7/zedRX1UcVi4xMVDWqWRX5mupZ1VHtioi8psi//oGJ8guRJSHqsybn9QAAIABJREFUq+oN+1FfVR91HVrnaK1pNbxWETLeF7N+iJxDxrUcWHcgLphJJsGYVayJKB1wFRWY+Q/ob9dflFuEKTlTdHesNcq9CTXFf7TMygJYLRuQSdzyOfXKe+SW8fQSjqlcXEWVHM7gEADt2yXZWdm4OHrRMNdC7zbHDYU3aB53Iuma7MWNAYkoHTDAIQDat0umTpoad+tK3bhPDXL0bn+0/p32LRQnkq4pnsxVT9wYkIjSAYttUljtwtqoL6msZu34NxAKoG5XXfg1WrkcnZ2dmq9tqW7R3NwuMuna6HGyLnZDQXUmDkDCQUnsZ4WIyG2YgwP77xurq4bsrLwsco6GPQ1o62xDIBSAT/GhrrIuKll1wfYFmjsAG1F3B1bPH5mboZ5jSdmSqL6NBcZw+tLpuDZUsTvv5mTlYDQ4Gt6NeXL2ZAyPDyMYCsKn+LC0Yik+PPdh1LU/d+S5qDaqZ1VjTtGc8PUDgAIFIYQ0x0JkvLTEvg/XFF6D33b/1lIbehL9nIrkzIhcqxOfYyd45TrciDk4cjEHJzkMcJDaUg1OncNsy/9EghtV6ZRSnB85r7ubsj/Lj/HguGEb6qoevX5aoQYuVkWuTkqkRIJIyQyzNowk+jnVK42hQEGwKSh0rU58jp3gletwKwY4cjHASQ5zcGzmxJ4hMrb8TzS4AYDTl04bfqmbBTfAp2UDrJQg0JNonavIcydSIkGkZIZZG3Ywy2sSuVav7H3jlesgInPMwbGZE6uC0nnL/1ip7E/kuRMZL9H31OlrNMtrErlWr6xu88p1UGZZXLwYil/epqiyjQfG0XM+/ja4DFMnTcW03GkJvZYBjs3K8ss08x9krgoSOYdeNfFUbvmvxa6q56LnNuuH0XgV5hZiYHjA0nmcoN560cs7EblWJz7HTvDKdVBmOXLmiKtvUdlpxewVCQc4vEVlMyf2DJGx5f/86fMTPn/plFLDUhH+LPM4Wl1qbqUEgZ5Eyz8srVgaXkqdm52r+RwZ/ZPRhlW1C2vRvbEbwaYgujd2R+WbiJSD8MreN165DiIyxwDHZk7sGSJjy//v3vJdzbYnZ09GUW5RuN3SKaVRj8+fPh+n/tep8Pkjqef46R0/jepbbDAVWTZgSdmShAtMqu0/UPUAshTzj7YaCKklKN48+WZ4U8NLo5dMXx/r3PA5w8cTKbPghCVlS+KCUH+WH0vKloR/9sreN165DiIyx1VUyOzMf63l3ZES3X4/kTFt72rH+h3rNW+XWCnloPccveeLvgaYCFLGH9FOmk6khIGVJct2fU69UnrBqkz+vbcLx1SudFlFZadkVmhxBieDxRa+1OJU8qXaF738G7WPIrcYRPoc+xwZCcJWb39Ejr9eKQwnMPGWiLyIAU4GE1nW7FTypVlf1NtTWrcY1l+3Ho0djeEyBIW5habnU69LLWEgurTc6DaZ1dsfspYsJ1uGgeUxiMiLuIoqg4n8hb7qc6sc6Il5XyJnTiLLBGiVIcgyidvVWRXRjfkimSUIWylhIGPmREYZBpbHICIv4gxOkmQWMbS7H8tfWA6lWQn/l+PLMW137wd7o9pXmhX4t/qhNCvh80See9L3JkFpVlC1uwpKs4LlLyyPa7NhT0O4Df9WPxr2NJjOFsQmMKu0ZkGCCBq207Z6YgO79TvW6wY3egnVS8qWhK9VvQb1vwXbF8S1Y/S+yJg5kTELJCvxVuQz6JbfFyLyPgY4SXBLDoVIP2LrOwHASGDEdEl172BvXK6OOpvSM9iD+3beh3tfvTd87tFgdCJcx4mOqCBHLQugthEIBfD04adxTeE1hkvNJ2dP1u2fFWrSrFG+jwIFqz63KqpeFjCx2/P6HevD1xr7+uNnj0cFOWbvi97smJVZM738KZGE6UhGy8hFiHwG3fL7QkSZgQFOEtyy7btIP2KDG1UIId3ZEWBiNsEoP2Y0MIqx4Jhh/yLPrVcW4Lfdvw3PrGjRKyVhZbZDzZ8xy/cpyy/T7afZJoSR/TR7X9TZsVh6x7UkuqReNpHPoFt+X4goMzDASYJbVp8k24/ujd146Usv6a4Aknk9RmUBEtmLRGvlktm5ja5HvWYZuymbvS8yPj+pKsERe6tJb8Yo8lrc8vtCRJmBAU4S3LL6REY/jPIwZF6P7BkHrX4X5RZpPledqdK7Hp/iC1+zjBkQs/dFxvumN/tmNCuXLK1bTXq3OiOvxS2/L0SUGRjgJMEt276L9EMthRAr8rheHobRLEmOLwfZWdmG/Ys8h1lZAJF+xort95O3PWk4Hnrj9fydz4evWa+fZoFP5C7NZu+LjM9PKj6DWreaQgjFBTmx/XDL7wsRZQbfli1btqS6E3YIBALo7+/HjBkz4Pcbr4bv6+tDaWmp4XO0LCpehIqCCnSe7sSFkQsozy/HtpXbHN/2XaQf665bhzd638CJ8yfCxyJLJIi2PzgyCJ/iC+fuPHXbU7jj83eEz52TlRN1eyT2HDVzatD/ST+O9B1BCCH4FB8eqHogXL4gmX6KjofIeOn1819u+pfw69RxUM2fPh/HNhyT2o9IWp/TVHwGH9r/kO5j5fnluv1wy++LKtHfe9LHMZVL/R7rRz8CSE0R4lS7pvAaFFxRkNBrWaoB3F48UZFlHtSK1OX55WipbsHnRz/PMZVM73PasKcBbZ1tCIQC8Ck+1FXW2VrvyiulHfh7Lx/HVC6WamCpBkoBo6XjdbvqsO/kvlR2L2PoLbtv2NNg2zl5q4mI0gEDHEqI0VLrobEhbH9vu8M9iqa1maAMbtuoTm85u95xGViRm4jSAUs1UELMlvaeGT7jUE/iqbMaKnVWA0BSt25klEWQLVXLxK2UpCAiSgVXzOAsW7YMK1euxJo1a7BmzRocPHgQAPDuu+/i9ttvx4oVK3DfffdhYGDA8b657S92PSIzFmbXsmD7AtPSA2q5B7PilCGEdEs1mIktKWHWRmwZicjgJlLkrIbIeMWOh1Zph6GxIdz9yt3h58SOq9mYi1yr+hyt8hdObvRndi2RY6o3Hm5gNJ7pxi3/Pqn9uH739a58z61wy5hS8lyRZLxs2TI888wzmDNnTvhYMBjEihUr8Nhjj6Gqqgqtra34y1/+gscee0yoTRlJxlrFGPOy81w3HR87Y6Gqr6oPz1iYXcuC7Qs0dwuOXBmkVe5BhJVVUHrn0GvDasHMUFNIaLz0xkOEOq4ADMdc5FrNniNyLTKYfX70+hH7vFSz+vlyM7f8++SWfsjgtmtRv8f8xX4ofuOyOl41OXsy/L5PbzZNnTQV03KnCb3WtQHO//zP/+C73/0udu/eDQA4d+4cqqurceTIEaE2ZQQ46bJaxL/Vr3lLwqf4MP7IOADza1Ga9X95Qk0THxGj56irqMzaMCPSj0hGu+jqtSEyXkb9EKFutGfnmKvPcWIVldnnR29MY5+XalY/X27mln+f3NIPGdx2LVxFFc/KqirX5OBs2rQJoVAIlZWVeOihh+L2UygsLEQwGMT58+dRUCC+Jv7o0aNCz+vs7Iw7ZrS1vNbzU8UoD0PtZzLXInKtf6j5A6p2VyXVhpnYNvad3Ge5qGRnZ6fQeCXLKEdJ1pirz/n6Z7+Or9d83fLrrTD7/Jjl/Ljtd0aL2/sXyy3/PrmlHzLYdS3JLp0/dfIUhgJis9Re15fXh7N/Ohv+2WhsXRHgtLe3o6SkBKOjo2hpacHWrVvxj//4j1LaTmYGp+xgmeYXaFl+mav2evDt0Z498Sm+cD9Nr2W3fvvhazV7jkgbZgTbaO9qx2PHxG5Xqsrzy1FZWSk0Xkb9KM8vNw2s1PIDto+5Q8w+P3pjGvu8lHPJeMrgln+f3NIPGdx6LTOvmskZnP+rpKREeAbHFUnGJSUlAICcnBysXbsW77zzDkpKSnD69Onwc86dO4esrCxLszfJSpf9PszKHwDm1xJZYiBS6ZTScMJdTlaO7nP8W/VjZaMyC6LPjT1uVhE8VnZWdvha9cYrNzs3nFhYOkV7N9b50+eje2M36qvqdc+ljmtLdUtcGYvIfohcayKlK+xg9vnRG9PY56WaW8ZTBrf8++SWfsjgpWshFwQ4Q0NDuHjxIgAgFAph7969mDdvHq699lpcvnwZhw8fBgC8/PLLWLlypaN9S5f9PlprWlFfVR9eOeNTfHFJpmbXcmzDsbggp3RKKc6PnA8XVRwNjsbVGyqdUorTl07r/vVuNXnzwLoDcV82Wm1YrUCtKJ/2O3a8FCjwZ/lxafRSuHjk+ZHzcUFOZMJ1bBuq2HGNPG/szyLXKjoedjP7/IiOR6q5ZTxlcMu/T27phwxeuhZyQZLxX/7yFzz44IMIBAIIBoOYPXs2Nm/ejBkzZuCdd95BU1MTRkZGMHPmTPzgBz/A9OnThdplqYbkiSTc6SWXZilZCDxi314sRn0DjJN7rbSVTGJhsu2qpTB6B3tRll+G+2fdj81rNifcH6tiz99S3eKpf+j5ey8fx1QuJhnHS6sk46uvvhqvvvqq5mNf+MIXsGvXLod7RCqjhDuV3sxNMBS0pU+qluoWzeWcLdUtuOeVezRfI3I9IsdFJdOu1qaCLV0tmPU3sxwJMty4qSERkRUpv0VF7qUmyhodN9pQzs5NsoymkvX6HUJIs08i15mIZNrVyjG6HLiMxo7GpPokSuv8Q2NDjp2fiChZDHBIl0jCnVFyqfpXv51BTvfGbgSbguje2B2eWVj1uVWW+mRXYmEy7do1qyQq1ecnIkoWAxzSJZJwp5dcqkrFX/17P9hr+Hhsn+xKLEymXbtmlUSl+vxERMligJMBIms1qf9p1V/SqsESO0vy3JHn4montda04vk7n9c9f89gT1S7y19YnlSlb7NaMSKzDD2DPVF9ONR7SHM2KJl+APqzTGZtaM3+AMCl0Utx5xHph9X6OonMPsnoB+sAEZEsvi1btmxJdSfsEAgE0N/fjxkzZsDvN86ljt012UvUZNGzQ2ejjocQwuHTh9H/ST9q5tTEPW9wZBCvffgaKgoqsKh4EQDtOj4nzp/AL479Ai/+z4sYC47p9mNwZDD8vyfOnwgX64zth9Xr0ernowcfFUpyTrQPov1Ipo3ahbWoKKjA692vY3h8OPya4fHhqPOI9CORvi4qXoSKggp0nu7EhZELKM8vx7aV23QDPxn9kDGmVnj59z5VOKZyqd9j/ehHAPatSk0n1xReg4IrxPbDS/kycbtwmfgEs1pNav0lkSXNydZnMhJZBypS7FLlS6OXMDAcX1VeRj/1+qBFdAm40VJrkTbMniOjDRmcuhaZvPx7nyocU7m4TDxeWi0TJ3uZ3a5Rl3mnOqlUa7m51lJlPaL9NCqzYFZPSeR8kcfNllqLtGH2HBltyODUtRARiWIOjseZJYWqycGpTirVSlK2Uo5BtJ/dG7t1E6KNlryLni/yuNlSa702spSscA5KYW6h4XlE+uHEeyujH6n+DBKRtzDA8Ti9ZFWVusxbJKlUr17P/OnzDc8hQmu5uZVK4ZFLw/XqaqnHRWp3mREZL7MZCb33JhAKhEtGXBi5gBxfdA2wyPOI9MOJ+joy+sE6QEQkEwMcj4tcqhwpsl5Vw54GrN+xPmq2QWtJ84F1B+LqM5VOKcWxDcfQtrpNtw/qEmn1f6tnVRvWzYrso6jIpeHHNhzT7ScgVrvLjMgScLMZidg2tK53LDiGK3Ou1D2PSD+cqK8jox+sA0REMjHJGJmdGNewpwFPH3467rjWF77Zc42Se0NN1j9mVpKFFSgINk2snIrNfQEmZgKc/rK0MrYAkNWcFV7ZFUm9tkz+nNqB4ykfx1QuJhnHs5JkzBmcDNfWqT3zonXc7Lmxs0SREtnTxKi9WFZyX5yit+Gg3nHmoBARycMAJ8PprRzSOm72XKslEsyY5Q+psrOyo/I09HJ3rOT0yGB1VRBzUIiI5OEy8QznU3yagYtWPojZc0VLJIjeJlKfF7mPzKrPrcLPj/08vBdOUW4Rnrztyag2rVyTncryyzSDKr0ZGa3rjdw3h4gy0+LixVD89u1DJluOPwe5/lxb2p46aarwcxngpAmjDeNENexpQFtnGwKhAHyKD3WVdairrNPME7nCf0W4VINK77nq6iPREgkNexoME3rNrtUsGVhkVkpkPM2eE7uzc/WsahxYdyD8c0t1C+7beR9GA5/eO8/x5RjOyNQurDXsR2HHxLLxc8PnHA+AZHwG7focR34mZJyDyE2OnDmSVjk4VvJk7MRbVGlATZrtGewJLx+2ertHTXhVv+QDoUA4WKmvqkeWEv1R+GTsk7hzLClbEjcL4lN8WFK2xNL1PH34ad36UzKuVYH2XzrqcZFzmD1Hq2xFx4kOLH9hedSx2Bx+qzn9sf0YGB7AwPBAwmOTKBnvi52fY/XzJOMcROQNXEUF92f+y9jC3r/Vr3vbRrRUg9lzrKx60iuLkMy1qn+5G+XahJpCtl+rumJMxvtmVmrDanuJsvNanP4cq9z+e5+OOKZypesqKrfM4PAWVRqQsYW92W0bp7f81+tPoufQWhqux6lrtbONRNtLlFvGQ8bnmIgyA29RpQEZy4fNyhMks9V+YW4hKrZVCPfFqD8i/WjvakfFtopwOQN15ibZsg6yyxvY2Uai7SXKLeMh43NMRJmBAU4akLF82Kw8QaJb7WdnZePi6EXLS7D1+mPWD70cC5HzF0wqEDqHyHP0ylZEHpfxvpktlXdqGbld15KKzzERZQbfli1btqS6E3YIBALo7+/HjBkz4Pcb34nr6+tDaWmp4XNSaVHxIlQUVKDzdCcujFxAeX45tq3cZmllSM2cGvR/0o8jfUcQQgg+xYcHqh4Irz4ROYfWcxRFwaXRS4bnnpIzBYFgQPO8Vq/19p/djrNDZ6NeMxYcg0/xae4CrCqYVICP/9+Pk7rWyOesu24d3uh9AyfOnwi/JnYVlYz3LbaNotwi5GXn4fL45YTaS5Qd15Kqz7HK7b/36YhjKpf6PdaPfgSgfXvWja4pvAYFVxSkuhtMMgaYGJcMvfICkSLLKNh5vrzsvJSXZ7ATP6dycTzl45jKxSTj5PAWFVkSm/9SmFto+hqZ+Q96bamFGZ0s1NiwpwH+rX4ozQr8W/26S9+NaOUTpaINIiKv4SoqEha7UqlnsAfZWdnI8eVEbWYXSXb+Q0t1i2YhTXUzN6dma2ILaUbuKyRalVxrPOt2TeSSiF6HjDaIiLyIMzgkTGul0lhwDFfmXBmeOSnKLUJRbpFtsyi1C2sdn6nRYqVIqR4ZRUHdUliUiMhtGOBkELNbKgu2L4DSrIT/W7B9QdTjenuJqHWhAODiyMWonXafO/Jc3PPNbqmkwy0XK0VK9Yju2aKOx/W7r48bD702egZ7LI1hOoy5LEbjSUTewQAnQ5htcb9g+wIcP3s86jXHzx6PCnKM8m3UZdujwehbVbHlC8y20k/2caeYlYMQMTlnsulxs+vVy0lSoAiPkVvG1AmZdK1EmY4BToYwu6USG9yo9I5bEVmzyeyWSrKPO0VvJZfZirJIn4x+Ynrc7Hq19n1RoMT1w2iM3DKmTsikayXKdAxwMoSMWyrnhs8l3Q+z2zLJPp5ORIIks+vVyknSa9fq2KXjmJrJpGslynQMcDKE2Rb3ImQs9zYr96D35ay+zi1b8csYT5E2RK63dmEtujd2I9gURPfGbpTna+8/YXXsspQsz926ccvnh4jsxwAnQ5htcT9/+nzNxyOPm5UN0GNWviDHl4MLIxd0yy1ELjV3y1b8ZuMpq41Ertfqa/Te10Ao4Ln8FLd8fojIfgxwMkRrTSvqq+rDswM+xYf6qvrwni3HNhyLC3LmT5+PYxuOhX/Wuh1SlFtkeN7Y8gVabVyZcyXGgmOar49dBm7nMnErK4mWlC3BFb4r4q5VdA8cwPw9ARK7XquvUZ+vNaPkRH6Kkyu43LLNABHZj6UawO3FkxG70Rww8RfxdxZ8B5vXbBZqQ6/8gswSD2b0rkPry6+9qx337bwvbnPD7KxsPHfHc7Z9Wdr9OU3F+2Bl3GXj7718HFO5WKohOdzJmMLau9rR2NGI3sFelOWXhXcHNqI+Hvu6z49+Xvi8ZfllmrentPIiEumjCKPVNbHtN3Y0au7cPBYc03x+urDyPshiZdyJMtXi4sVQ/OJbUDglx5+DXH9u3PGpk/7/9u4/KKpy/wP4e1lc0THcoIFWTSi5Ko1xRVBHv2UKTFgifL81hqNCaWbdm5U5aZaOP8OiTLlzh4bIrpN3SsemGyYy4tTkjN6mCdDi8rWrZov0lR32irgqKOByvn84uwOye/bs7jl7zp59v2b8g/3xnM/5nIfl8dnnPJ9YFaIZjAMcAhDclv+eSiQ0NDRIPrZY+QW5YvTFn7trxO64Cee7caReBznxriYi3061ndLkDI5WZmq84RocAqDu/iBS10UoGaM/d9eIzWiE8904aqxP4V1NRKQUDnB8CJct7IOtbC3X/6Rd5R4yqzM9lnvo/5r+JSH63+r8xB+ewDNfPTPoXMTKEtzJVz7ufD4lLmXQ3TVRhihccFxwx+nakbkkuwQmo2nQMaMQpchsh6/SAlL6qNTyGEX/KAIA/P3Jv6MkuwTrv13vfs+fD/9Z9t8FbxsVukpN6K26utyxaeVc9VT+Qis5peAZN2/evFntIJTgdDpht9uRkJCA6Gjxb+JsNhtGjRo16HHXVyKXui4BABzdDhz59QiSzclIS0xTJO5AuMowuBaIChBQ31oPe6cd88bPk9TGX3/8K27cujHo8fhh8Vj7X2slteGp3MN/uv6DL/73C7w07SVJrxE7F3unHY5ux6DjGmBASnyK+5r4yoen561XrJiVNAt9Qh+udl9FjDFm0J1d1itWnGg5gR2P7YDtmg31rfUDnh9iHIKCiQWy9g1ffVBKHw2kjUNnDuHrM1+7N3d0dDtQ31rvzr9cvwtpiWlINiejobUBjm7HgF2YAzmGP7+z3n7vlSL354lWPp+0EocctHYurr9jdtjhhPRNWUMlJS4F5hiz2mF4xbuo4H3lf3JZssfZgaSRSWhe1SxXqEGL3hrtcUdio8GIWxtvSWrjnvfuGVA00yV+WDwurb0kqQ3DFu+L4IRNgqTXiJ3Lp//zKYr+UeTxTp/+18RbG67XtThaPLbRP1++4gxV3/B1HClxBNqGFHKerxw59aeNUN/xI3ef0crnk1bikIPWzkXrd1FxDU4YC5cFkEqWYZCjPIM/xM5l8UOLJZUhEDtvV5FFf47trR1/Hg+UHKUrAm0jmPjkbMufY2j5d1bu2LRyrlqJQw56OhfiAEeUmgsg/fkeWMkyDFpb7CmlDIE/592f3GUW5ODruki5boG2EUx8crblzzG03I/ljs1Xe6FaS6LlnPtLT+dCHOCIUmtbd9f3wK7ZBtft0N4+oOQoGyDHuUop9yDlNWKkxOnPeffX/339y0v053pcjlkzKZ74wxOij0vJh6/XeHp+SNQQjwupxY4TLDn6oJZLMcgdm1h7/n6GBEPLOfeXns6FOMARpda27v7eDi1ly39f5DhXKeUefL3G2wyN63Epcd6ZD09GmEaI5uub4m8GDXL6l50I1QxOzbka0cel5MPXazw9v+e/9+BvBX8b8NifMv+k6O+CHH1Qy6UY5I5NrL1Qbvug5Zz7S0/nQlxkDEB724troXRBsALNqdxb9ytVCkDKgmo56KEvaJXWfu/lpFa/0XNO1cBFxsHhDI4GRfL3wKH8X24wfM00ySWS+wIFjv2GiAMcTYr074H7b/rXvKo56MGI3O0BobtGkd4XKDDsN0QaqEXV0dGBtWvXoqWlBSaTCUlJSdi6dSvi4uIwYcIEjB8/HlFRt8dh7733HiZMmKByxMrzVsCS3wNrR6iuEfsCBYL9hkgDMzgGgwHLly9HbW0tDh06hPvuuw87duxwP79//34cPHgQBw8ejIjBjYu/sw5y3hIaTFuuEgiZ1ZleS0ZE0lboUkskiOXC1Rfq8upkm4FSS7AlRUg6JWYuicKJ6jM4ZrMZ06dPd/88efJk7Nu3T8WIwo+cVbaDactVAsHFKTjdP7vuUFKyIngoSTkPX6/RSy6kktI/iIjkovoMTn99fX3Yt28fsrKy3I8VFRWhoKAAH3zwAXp6tLeKXAvkvCXUV1tiMw6VDZUe2+z/uJpVy+Uk5Tx8vUYvuZBKSv8gIpKL6jM4/W3btg3Dhw/HkiVLAADHjh2DxWLB9evXsWbNGpSXl+O1117zq82mpiZJr2toaPA7Xq0Q217c3/MSa+vtg2+j5F8luOm8CeD2jMPyg8th/c2Kx8c8Lrr5nSsOOWNVk5Tz8PWaQHIRTjm6k5T+EWrhnE+tYk4HC/bW+Yv/dxFdzi7fLwwx23AbLp2XVqtQKWK51cwAp7S0FBcuXEBFRYV7UbHFYgEAjBgxAgsWLMCePXv8bjcc98Hx19jjYz3WQBo7cqzf5yXW1m7rbvfgxuWm8ybKzpRht3W31zaNBqM7Dimxfvavz0K+ONLfY3o7jyhDFP5t+jcWP7TY57n6e93CvZ8aDxu9FlJV47zCPZ9axJwqY/SY0ZrcB8disXAfHF927tyJpqYmlJeXw2S6vT28w+HAzZu3/5jeunULtbW1SE1NVTNMzZLzllCxtrzNOLTfaBctMtm/BIKvWEO5xbxLIMf0dB7A7dkI13sDKZGg51t55SgpQkQkleozOOfOncNHH32E5ORkLFy4EAAwZswYLF++HBs3boTBYMCtW7eQnp6OV199VeVotUnOW0LF2lr/7Xq/qmUbDUasyFgxYAGpr1jF1qUoNYsTyDFdjz/z1TODZiVc721e1exu39O5BnPd1JjlCparH1Q2VMIpOD32DyIaLD0xHYZo77unS2WKNmFY9DAZIrotdmisbG0pgaUawGlVqTyVPfAm0C3h1dhiPphjhjJeVz9VqvxEpOHvvfyYU3nJXapB66UV5KaJr6goPHgqexCMYJIsAAAOUklEQVQ/LN7jaxOHJQZ0DDW2mA/mmGrEG2l3XxERBYIDHPLLnZuH/eXxv3hcR/LShJcCal+NdSnBHFONeMXuviIiots4wKGgeCtm+fiYx2VtT8mvXoI5phrxspAiEZFvHOBogNKlC1ztu7bHN2wxeDxOzt4cGLYY3P9y9uZIal/ushK+2lMiX8Fsa6/0lvh3lr9IiUvxeAfXBccFVcsfSL0uwV6/SCr1QUSBM27evHmz2kEowel0wm63IyEhAdHR4jeL2Ww2jBo1KkSRDeRaMHqp6/ZmSY5uB478egTJ5mSkJabJ3r5rQeydx8nZm4Nvrd8OeK/1ihUnWk6g+I/Ffh/XW06DPV+l86U1rvIGrusmQID1ihWzkmahT+iDo9sx4PUCBNS31sPeace88fNCFqfU66Kl66/m771eMafycv0ds8MOJzxvlOmPlLgUmGPMMkQWHjiDozKlF4x6at/Tce4c3Lh4e1zOePw530hbYOutjMGx5mNoXtUMo8Ho1/uUIvW68PoTUahwgKMypReM+mon1AtTgz3fSFtgK1beQMrzoSL1uvD6E1GocICjMqUXjPpqJ9QLU4M930hbYOtthsb1uK/nQ0XqdeH1J6JQ4QBHZUrfZuytpMCdx8m+P9vja7w9Lmc8/pwvyxsMfFwr5Q+kXhdefyIKFS4yhroL49IS05BsTkZDawOudl9F0sgklM0tk+1OnP7tO7odMBqMECAMOk7xH4txouUErFes7vdm35+Nb4q/Cei43nIa7PkqnS+tmTd+HuyddpyynYIAAUaDES9mvugub+Dr+VCRel20dP25IFZ+zKm8uMg4OCzVAG4vrgTmVH7MqbyYT/kxp/JiqYbg8CsqIiIi0h0OcIiIiEh3OMAhIiIi3eEAJwSU2lpejS3rXWUDXGUfAikLEGwbWtmqX0ocWomViCjSiN9eREFzbS3v2n31guMCVhy6fQtvMHf+KNWuGFfZABen4HT/LPWunWDbUOO8A41DK7ESEUUizuAoTKmt5dXYst7b9v/+lAUItg2tbNUvJQ6txEpEFIk4wFGYUlvLq7FlvRxlAYJtQytb9UuJQyuxEhFFIg5wFKbU1vJqbFkvR1mAYNvQylb9UuLQSqxERJGIa3AUVpJdMmAdBiDP1vJKtStmRcaKAetn+j8eqjbUOO9A49BKrEQU3tIT02GINsAUbcKw6GEBtxM7NFbGqLSPAxyFuRaTrv92PVocLRg7cixKskuCXmSqVLtiXIuAKxsq4RScMBqMWJGxwq+yAMG2ocZ5BxqHVmIlovB2qu0UetATcTsRB4ulGsDtxZXAnMqPOZUX8yk/5lRed5Zq4ADHP1yDQ0RERLrDAQ4RERHpDgc4REREpDsc4JBfWHogMN7yxnwSESmDd1GRZCw9EBhveftnyz/x6c+fMp9ERArgDA5JxtIDgfGWt8qGSuaTiEghHOCQZCw9EBhv+fFWnoL5JCIKHgc4JBlLDwTGW368ladgPomIgscBDklWkl2C4UOGD3iMpQd885a3FRkrmE8iIoVwgEOSLX5oMSrnVyJpZBIMMCBpZBIq51dyQawP3vL24bwPmU8iIoXwLiryy+KHFvMPcAC85Y35JCJSBmdwiIiISHc4wCEiIiLd4QCHiIiIdIcDHHJj2QAiinT8HNQPLjImACzDQETEz0F94QwOAWAZBiIifg7qC2dwCADLMBARafVzcNbYWTAOMSJ2aKyqcYQbzuAQAJZhICLS6ufg6NjRSDIn4e5hd6saR7jhAIcAsAwDERE/B/WFAxwCwDIMRET8HNQXrsEhN5YNIKJIx89B/eAMDhEREekOBzhERESkO5of4FitVhQWFiI3NxeFhYVobm5WOyQiIiLSOM0PcDZt2oRFixahtrYWixYtwsaNG9UOiYiIiDRO0wOc9vZ2nD59Gnl5eQCAvLw8nD59GpcvX1Y5MiIiItIyTQ9wbDYbEhMTYTQaAQBGoxEJCQmw2WwqR0ZERERapvvbxJuamiS9rqGhQeFIIg9zKj/mVF7Mp/yY08EyMjKCer/Uv2ORSCy3mh7gWCwWtLW1wel0wmg0wul0wm63w2KxSG5j0qRJGDp0qOhrGhoagu6ANBBzKj/mVF7Mp/yYU2VI+TtGg2n6K6r4+HikpqaiuroaAFBdXY3U1FTExcWpHBkRERFpmaZncABg8+bNWLduHT788EPExsaitLRU7ZCIiIhI4zQ/wBk3bhy++OILtcMgIiKiMKLpr6iIiIiIAsEBDhEREemO5r+iCpQgCACAnp4eSa/v7u5WMpyIxJzKjzmVF/MpP+bUM5PJBIPBoHYYEcUguEYCOnPt2jWcPXtW7TCIiIgCutW7u7sbTU1NvE08QLod4PT19aGzsxNDhgzhqJmIiFQVyAyOIAjo6enh7E+AdDvAISIiosjFRcZERESkOxzgEBERke5wgENERES6wwEOERER6Q4HOERERKQ7HOAQERGR7nCAQ0RERLoT8QMcq9WKwsJC5ObmorCwEM3NzWqHFHaysrIwd+5cFBQUoKCgAMePHwcA/PTTT8jPz0dubi6WLVuG9vZ2lSPVptLSUmRlZWHChAkDdt8W65vst+K85dRbXwXYX33p6OjA888/j9zcXMyfPx8rV67E5cuXAYjnjnkl1QgRrqioSKiqqhIEQRCqqqqEoqIilSMKP3PmzBHOnDkz4DGn0ynk5OQIdXV1giAIQnl5ubBu3To1wtO8uro6obW1dVAexfom+604bzn11FcFgf1Vio6ODuGHH35w//zuu+8Kb775pmjumFdSU0TP4LS3t+P06dPIy8sDAOTl5eH06dPu/5VQ4JqamjB06FBkZmYCABYuXIgjR46oHJU2ZWZmwmKxDHhMrG+y3/rmKadi2F99M5vNmD59uvvnyZMno7W1VTR3zCupSbfVxKWw2WxITEyE0WgEABiNRiQkJMBmsyEuLk7l6MLL66+/DkEQkJGRgdWrV8Nms2HUqFHu5+Pi4tDX14crV67AbDarGGl4EOubgiCw3wbhzr4aGxvL/uqnvr4+7Nu3D1lZWaK5Y15JTRE9g0Py+Oyzz/D111/jyy+/hCAI2Lp1q9ohEXnEviqPbdu2Yfjw4ViyZInaoRB5FdEDHIvFgra2NjidTgCA0+mE3W73a2qb4M6XyWTCokWLcPLkSVgsFrS2trpfc/nyZURFRfF/bRKJ9U3228B56quux9lfpSktLcWFCxdQVlaGqKgo0dwxr6SmiB7gxMfHIzU1FdXV1QCA6upqpKamcprfD11dXbh27RoAQBAE1NTUIDU1FZMmTcLNmzdRX18PANi/fz/mzp2rZqhhRaxvst8GxltfBcD+KtHOnTvR1NSE8vJymEwmAOK5Y15JTQZBEAS1g1DT+fPnsW7dOly9ehWxsbEoLS3FAw88oHZYYeP333/Hyy+/DKfTib6+PowbNw4bNmxAQkICTp48iU2bNqG7uxujR4/G+++/j3vuuUftkDXn7bffxtGjR3Hp0iXcfffdMJvNOHz4sGjfZL8V5ymnFRUVXvsqAPZXH86dO4e8vDwkJycjJiYGADBmzBiUl5eL5o55JbVE/ACHiIiI9Ceiv6IiIiIifeIAh4iIiHSHAxwiIiLSHQ5wiIiISHc4wCEiIiLd4QCHKMJ9/vnnmDlzJtLT09HR0aF2OEREsuBt4kRhLisrC5cuXYLRaITRaERKSgoKCgpQWFiIqCjx/8P09vYiIyMDBw4cwMSJE0MUMRGR8iK62CaRXlRUVGDmzJm4du0afvzxR5SUlKCxsRHvvPOO6Pva29vR3d2NlJSUEEVKRBQa/IqKSEfuuusuZGdno6ysDF999RXOnj2Lnp4elJaWYvbs2Zg5cyY2btyImzdvwmq1urfNnzp1KoqLiwHc3iV56dKlmDZtGnJzc1FTU+Nuf926ddiyZQtWrFiB9PR0LFiwAC0tLQBulz/Yvn07ZsyYgSlTpmD+/Pk4e/YsAHiNgYhIKRzgEOlQWloa7r33XtTX12PHjh2wWq2oqqrC0aNHYbfbUV5ejvvvv99dz6qurg579+5FV1cXli1bhry8PHz//ffYtWsXtmzZgl9//dXddk1NDVauXIm6ujqMHTsWu3btAgCcOHEC9fX1qK2tRUNDA8rKytxFFb3FQESkFA5wiHQqISEBDocDBw4cwFtvvQWz2YwRI0bghRdewOHDhz2+59ixYxg9ejSeeuopREdH48EHH0Rubi6OHDnifk1OTg7S0tIQHR2N/Px8/PLLLwCA6OhodHZ24rfffoMgCBg3bhwSEhIgCIJfMRARyYFrcIh0qq2tDU6nEzdu3MCTTz7pflwQBPT19Xl8z8WLF9HY2IjMzEz3Y06nE/n5+e6f+xdKjImJQVdXFwBgxowZWLx4MbZu3YqLFy/isccewxtvvIHu7m6/YiAikgMHOEQ61NjYiLa2NuTk5ODjjz/G4cOHkZiY6PN9FosFU6dOxZ49ewI6bnFxMYqLi9He3o5Vq1Zh9+7deOWVVxATEyM5BiIiOfArKiIduX79Or777jusXr0a+fn5mDhxIhYsWIDt27ejvb0dwO2ZnePHj3t8/+zZs9Hc3Iyqqir09vait7cXjY2NOH/+vM9jNzY24ueff0Zvby+GDRsGk8mEqKgoREVF+RUDEZEcOMAh0oEXX3wR6enpePTRR1FRUYGlS5e6bxFfs2YNkpKS8PTTT2PKlCl49tlnYbVaPbYzYsQIfPLJJ6ipqcEjjzyChx9+GDt27EBPT4/PGDo7O7FhwwZMmzYNc+bMgdlsxnPPPed3DEREcuBGf0RERKQ7nMEhIiIi3eEAh4iIiHSHAxwiIiLSHQ5wiIiISHc4wCEiIiLd4QCHiIiIdIcDHCIiItIdDnCIiIhIdzjAISIiIt35fywT0b2X5uD/AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%local\n", "sns.jointplot(x='Defense', y='Speed', \n", " data=pkmn, color ='green', kind ='scatter', \n", " height = 8.0)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%local\n", "sns.jointplot(x='Defense', y='Speed', \n", " data=pkmn, color ='purple', kind ='reg', \n", " height = 8.0)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 4 }